[30/09/2020 13:01:05 PM]: INFO - Running command 'run'
[30/09/2020 13:01:05 PM]: INFO - Started run with ID "31"
[30/09/2020 13:01:05 PM]: INFO - Running experiments with config_name=telicty_fa and with vector_file=/Users/thomas/research/data/fastText/fasttext_wiki-fa-align_dim-300.kvec and evaluation_mode=cross_validation and drop_target=None...
[30/09/2020 13:01:06 PM]: INFO - fastText embeddings loaded!
[30/09/2020 13:01:06 PM]: INFO - Preparing data for experiment from /Users/thomas/research/data/verb_telicity/telicity_captions/fa/farsi-caption.csv...
[30/09/2020 13:01:07 PM]: INFO - Starting 10-cross validation...
[30/09/2020 13:01:07 PM]: INFO - Encoding labels...
[30/09/2020 13:01:07 PM]: INFO - 3 Labels (['A' 'S' 'T']) encoded!
[30/09/2020 13:01:07 PM]: INFO - Encoding data...
[30/09/2020 13:01:07 PM]: INFO - Encoded data with shape X.shape=(257, 300) and labels with shape=(257,)!
/Users/thomas/.virtualenvs/rasa/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.

Increase the number of iterations (max_iter) or scale the data as shown in:
    https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
  extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)
/Users/thomas/.virtualenvs/rasa/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.

Increase the number of iterations (max_iter) or scale the data as shown in:
    https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
  extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)
/Users/thomas/.virtualenvs/rasa/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.

Increase the number of iterations (max_iter) or scale the data as shown in:
    https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
  extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)
[30/09/2020 13:01:08 PM]: INFO - Average Accuracy: 0.8673846153846154 (+/- 0.040691071669464146); Majority class baseline Accuracy: 0.7198443579766537; F1 weighted=0.8538564309606703; F1 micro=0.867704280155642; F1 macro=0.5796157059314955
[30/09/2020 13:01:08 PM]: INFO - Running analysis...
[30/09/2020 13:01:08 PM]: INFO - Storing analysis resources at /Users/thomas/research/experiments/verb_telicity/fa/...
[30/09/2020 13:01:08 PM]: INFO - Finished!
[30/09/2020 13:01:08 PM]: INFO - Result: 0.8673846153846154
[30/09/2020 13:01:08 PM]: INFO - Completed after 0:00:03
