[30/09/2020 13:32:50 PM]: INFO - Running command 'run'
[30/09/2020 13:32:50 PM]: INFO - Started run with ID "48"
[30/09/2020 13:32:50 PM]: INFO - Running experiments with config_name=telicty_zh and with vector_file=/Users/thomas/research/data/fastText/fasttext_wiki-zh-align_dim-300.kvec and evaluation_mode=cross_validation and drop_target=None...
[30/09/2020 13:32:51 PM]: INFO - fastText embeddings loaded!
[30/09/2020 13:32:51 PM]: INFO - Preparing data for experiment from /Users/thomas/research/data/verb_telicity/telicity_captions/zh/chinese_wiki_aspect.csv...
[30/09/2020 13:32:55 PM]: INFO - Starting 10-cross validation...
[30/09/2020 13:32:55 PM]: INFO - Encoding labels...
[30/09/2020 13:32:55 PM]: INFO - 3 Labels (['Imperfective' 'Perfective' 'Stative']) encoded!
[30/09/2020 13:32:55 PM]: INFO - Encoding data...
[30/09/2020 13:32:55 PM]: INFO - Encoded data with shape X.shape=(171, 300) and labels with shape=(171,)!
/Users/thomas/.virtualenvs/nlp/lib/python3.7/site-packages/sklearn/model_selection/_split.py:667: UserWarning: The least populated class in y has only 8 members, which is less than n_splits=10.
  % (min_groups, self.n_splits)), UserWarning)
/Users/thomas/.virtualenvs/nlp/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:940: 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/nlp/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:940: 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/nlp/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:940: 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/nlp/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:940: 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/nlp/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:940: 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/nlp/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:940: 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/nlp/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:940: 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/nlp/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:940: 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/nlp/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:940: 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/nlp/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:940: 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 13:32:55 PM]: INFO - Average Accuracy: 0.7660130718954248 (+/- 0.026597372482844172); Majority class baseline Accuracy: 0.7777777777777778; F1 weighted=0.6747608535688006; F1 micro=0.7660818713450293; F1 macro=0.2891832229580574
[30/09/2020 13:32:55 PM]: INFO - Running analysis...
[30/09/2020 13:32:55 PM]: INFO - Storing analysis resources at /Users/thomas/research/experiments/verb_telicity/zh/...
[30/09/2020 13:32:55 PM]: INFO - Finished!
[30/09/2020 13:32:56 PM]: INFO - Result: 0.7660130718954248
[30/09/2020 13:32:56 PM]: INFO - Completed after 0:00:06
