Releases: LexPredict/lexpredict-lexnlp
Releases · LexPredict/lexpredict-lexnlp
pipeline/contract-type/0.1
Scikit-Learn Pipeline
| Name |
Class |
State |
| transformerpreprocessor |
TransformerPreprocessor |
head_character_n=0, normalizer=<lexnlp.ml.normalizers.Normalizer object> |
| transformervectorizer |
TransformerVectorizer |
vectorizers=(<lexnlp.ml.vectorizers.VectorizerDoc2Vec object>, <lexnlp.ml.vectorizers.VectorizerKeywordSearch object>) |
| minmaxscaler |
MinMaxScaler |
feature_range=(-1.0, 1.0) |
| logisticregressioncv |
LogisticRegressionCV |
|
Training Data
Metrics
LOGISTICREGRESSIONCV
precision recall f1-score support
ADVISORY AGREEMENT 0.64 0.69 0.67 13
AFFILIATE AGREEMENT 0.67 1.00 0.80 2
AGENCY AGREEMENT 0.82 0.64 0.72 14
ARBITRATION AGREEMENT 1.00 1.00 1.00 1
ASSIGNMENT AGREEMENT 0.25 0.40 0.31 5
ASSUMPTION AGREEMENT 0.33 0.30 0.32 10
COLLABORATION AGREEMENT 0.53 0.59 0.56 17
CONFIDENTIALITY AGREEMENT 0.67 0.91 0.77 11
CONTRIBUTION AGREEMENT 0.85 0.79 0.81 14
CO_BRANDING AGREEMENT 0.67 0.50 0.57 4
DEALER AGREEMENT 1.00 1.00 1.00 13
DEPOSIT AGREEMENT 0.71 1.00 0.83 10
DEVELOPMENT AGREEMENT 0.44 0.44 0.44 18
DISTRIBUTION AGREEMENT 0.67 0.67 0.67 18
EMPLOYMENT AGREEMENT 0.82 0.71 0.76 65
ENDORSEMENT AGREEMENT 0.80 0.80 0.80 5
ENTITY STRUCTURE AGREEMENT 0.00 0.00 0.00 3
ESCROW AGREEMENT 0.90 0.75 0.82 12
EXCHANGE AGREEMENT 1.00 0.85 0.92 13
FRANCHISE AGREEMENT 0.93 0.87 0.90 15
HOSTING AGREEMENT 0.50 0.75 0.60 4
INDEMNIFICATION AGREEMENT 0.91 0.91 0.91 11
INTERCREDITOR AGREEMENT 0.89 0.81 0.85 21
INVESTMENT AGREEMENT 0.50 0.50 0.50 6
IP AGREEMENT 1.00 0.67 0.80 3
JOINT FILING AGREEMENT 0.50 0.67 0.57 3
JOINT VENTURE AGREEMENT 0.00 0.00 0.00 2
LEASE AGREEMENT 0.67 0.67 0.67 3
LICENSE AGREEMENT 0.50 0.40 0.44 10
LOAN AGREEMENT 0.74 0.52 0.61 27
MAINTENANCE AGREEMENT 0.44 0.57 0.50 7
MANAGEMENT AGREEMENT 0.50 1.00 0.67 3
MANUFACTURING AGREEMENT 0.29 0.50 0.36 4
MARKETING AGREEMENT 0.33 0.33 0.33 3
MERGER & ACQUISTION AGREEMENT 0.67 0.56 0.61 18
NON-DISCLOSURE AGREEMENT 0.56 0.71 0.63 7
NOT A CONTRACT AGREEMENT 0.63 0.83 0.72 23
OTHER CONTRACT AGREEMENT 0.00 0.00 0.00 3
OUTSOURCING AGREEMENT 0.00 0.00 0.00 4
PROMOTION AGREEMENT 0.00 0.00 0.00 2
REGISTRATION RIGHTS AGREEMENT 0.40 1.00 0.57 2
RESELLER AGREEMENT 0.00 0.00 0.00 2
SALES CONTRACT AGREEMENT 0.56 0.50 0.53 10
SECURITIES SALES AGREEMENT 0.00 0.00 0.00 2
SECURITY AGREEMENT 0.50 0.40 0.44 5
SERVICES AGREEMENT 0.50 0.46 0.48 13
SERVICING AGREEMENT 0.67 0.67 0.67 3
SETTLEMENT AGREEMENT 0.57 0.67 0.62 12
SPONSORSHIP AGREEMENT 1.00 0.83 0.91 6
STOCK OPTION AGREEMENT 0.56 0.79 0.66 24
STRATEGIC ALLIANCE AGREEMENT 1.00 1.00 1.00 6
SUBORDINATION AGREEMENT 0.57 0.67 0.62 6
SUPPLY AGREEMENT 0.43 0.43 0.43 7
TAX ALLOCATION AGREEMENT 0.88 1.00 0.93 7
TRANSPORTATION AGREEMENT 1.00 0.67 0.80 3
TRUST AGREEMENT 0.00 0.00 0.00 3
UNDERWRITING AGREEMENT 1.00 0.88 0.93 8
WAIVER AGREEMENT 0.72 0.87 0.79 15
WARRANT AGREEMENT 0.80 0.86 0.83 14
accuracy 0.68 575
macro avg 0.58 0.61 0.59 575
weighted avg 0.68 0.68 0.67 575
Usage
from lexnlp.extract.en.contracts.predictors import ProbabilityPredictorContractType
with open('pipeline_contract_type_classifier.cloudpickle', 'rb') as f:
pipeline_contract_type_classifier: Pipeline = cloudpickle.load(f)
probability_predictor_contract_type: ProbabilityPredictorContractType = \
ProbabilityPredictorContractType(pipeline=pipeline_contract_type_classifier)
probability_predictor_contract_type.detect_contract_type(
text=['This is a sentence.', 'LICENSE AGREEMENT', 'The owner shall be responsible for the license of this software.'],
min_probability=0.5,
)
