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Defaults to 1, which corresponds to a scalar hyperparameter. n_elements > 1 corresponds to a hyperparameter which is vector-valued, such as, e.g., anisotropic length-scales. Whether the value of this hyperparameter is fixed, i.e., cannot be changed during hyperparameter tuning. If None is passed, the “fixed” is derived based on the given bounds. We can access each hyperparameter: count(value, /) Return number of occurrences of value. index(value[, start, stop]) Return first index of value. Call self as a function. Alias for field number 2 Return number of occurrences of value. Alias for field number 4 Return first index of value. Raises ValueError if the value is not present. 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Ap�P� cer�.�Qm�z|a�U����/� �-�f[ e2��G� 1& is 4. �W 1). See the documentation for more details. Read more in the User Guide. An estimator object implementing fit and one of decision_function or predict_proba. Percentage of the number of classes to be used to create the code book. A number between 0 and 1 will require fewer classifiers than one-vs-the-rest. A number greater than 1 will require more classifiers than one-vs-the-rest. The generator used to initialize the codebook. Pass an int for reproducible output across multiple function calls. See Glossary. The number of jobs to use for the computation: the multiclass problems are computed in parallel. None means 1 unless in a joblib.parallel_backend context. -1 means using all processors. See Glossary for more details. Estimators used for predictions. Array containing labels. Binary array containing the code of each class. “Solving multiclass learning problems via error-correcting output codes”, Dietterich T., Bakiri G., Journal of Artificial Intelligence Research 2, 1995. “The error coding method and PICTs”, James G., Hastie T., Journal of Computational and Graphical statistics 7, 1998. “The Elements of Statistical Learning”, Hastie T., Tibshirani R., Friedman J., page 606 (second-edition) 2008. fit(X, y) Fit underlying estimators. get_params([deep]) Get parameters for this estimator. predict(X) Predict multi-class targets using underlying estimators. score(X, y[, sample_weight]) Return the mean accuracy on the given test data and labels. set_params(**params) Set the parameters of this estimator. Fit underlying estimators. Data. Multi-class targets. Get parameters for this estimator. If True, will return the parameters for this estimator and contained subobjects that are estimators. Parameter names mapped to their values. Predict multi-class targets using underlying estimators. Data. Predicted multi-class targets. Return the mean accuracy on the given test data and labels. In multi-label classification, this is the subset accuracy which is a harsh metric since you require for each sample that each label set be correctly predicted. Test samples. True labels for X. Sample weights. Mean accuracy of self.predict(X) wrt. y. Set the parameters of this estimator. The method works on simple estimators as well as on nested objects (such as Pipeline). The latter have parameters of the form __ so that it’s possible to update each component of a nested object. Estimator parameters. Estimator instance.� ���  �P�p$�� 0Ѐ@�PP�<�Al �p��H0A|�!� �#�@�%�p ��� �`B ��� ���0� �3�P� Lp� 8<� 5� �:� �3 �C><� �@!�3�P� L �CQ�G ��K,�DN<�$QH1�TTa�W`��Zl�EL��`<��a�0�c�Q�Zl1�g���k��[���o��rH0�s��[�a�w���L�|��]�a�����Q�-L ���@vL � �b��H"(�#�<��#�D"��L���T���\�I&�l�I'�|J(��BJ)���J*���J+��K,�Ȣ��BK-����-���.���/��/������0�<@��c�1�<���,�L3����3�L�4�PS�Xs��d��6�p�@7x� 8ሣ��CN9會��L��:촣��L�<�ȣ�<L@O=�ܣ��L��>��ӏ�3�?$�@z<@�tB )�� 14AC9��LQDM��LEU�EI0FU�EI0�Fq��}RH�4I%�tJ)��K}-��L1�4M5�tN9�O=��PA 5QEuRI)�SM9�TQI5UUYuVYi�W]y�Xa�5Ye�uZi��[m��\q�5]u�u^y�_}��`� 6a�vb�)�c�9�d�I6e�Yvf�i�g�y�h��6i��vj���k���l��6m��vn��o���p� 7q�wr�)�s�9�t�I7u�Ywv�i�w�y�x�7y�wz�7�z�� {Ҵ��>�t�{���|��W�}�ᗟ~��ן���X��"��� 2ؠ�B��RX��b���rء����#�X��'����+�آ�/>��(��3>@c �h�8>���;J0�=����-L�#�A 9�D9��Gވ�9긣 �$����J.�d�N> e�R>0%�UJ0��W2٤�Ob��L���͗e�L6��PF)�SRY�h�%�M:�$�QJ���-L�e}�݇����e��`�zI���`� ��`�� a�NHa�^�a�bn�a�~b�"�Hb�&��b�c�Y��g����k�٦�o���s�Y��w♧�{�٧����Z���"����2ڨ��B���RZ���b����rک�&��� 5 doc_content�ԯ}��$&��&���6(�trained for each target variable. Data. Multi-output targets predicted across multiple predictors. Note: Separate models are generated for each predictor.�(Error-Correcting) Output-Code multiclass strategy Output-code based strategies consist in representing each class with a binary code (an array of 0s and 1s). At fitting time, one binary classifier per bit in the code book is fitted. At prediction time, the classifiers are used to project new points in the class space and the class closest to the points is chosen. The main advantage of these strategies is that the number of classifiers used can be controlled by the user, either for compressing the model (0 < code_size < 1) or for making the model more robust to errors (code_size > 1). See the documentation for more details. Read more in the User Guide. An estimator object implementing fit and one of decision_function or predict_proba. Percentage of the number of classes to be used to create the code book. A number between 0 and 1 will require fewer classifiers than one-vs-the-rest. A number greater than 1 will require more classifiers than one-vs-the-rest. The generator used to initialize the codebook. Pass an int for reproducible output across multiple function calls. See Glossary. The number of jobs to use for the computation: the multiclass problems are computed in parallel. None means 1 unless in a joblib.parallel_backend context. -1 means using all processors. See Glossary for more details. Estimators used for predictions. Array containing labels. Binary array containing the code of each class. “Solving multiclass learning problems via error-correcting output codes”, Dietterich T., Bakiri G., Journal of Artificial Intelligence Research 2, 1995. “The error coding method and PICTs”, James G., Hastie T., Journal of Computational and Graphical statistics 7, 1998. “The Elements of Statistical Learning”, Hastie T., Tibshirani R., Friedman J., page 606 (second-edition) 2008. fit(X, y) Fit underlying estimators. get_params([deep]) Get parameters for this estimator. predict(X) Predict multi-class targets using underlying estimators. score(X, y[, sample_weight]) Return the mean accuracy on the given test data and labels. set_params(**params) Set the parameters of this estimator. Fit underlying estimators. Data. Multi-class targets. Get parameters for this estimator. If True, will return the parameters for this estimator and contained subobjects that are estimators. Parameter names mapped to their values. 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Hierarchical Data Format (HDF) is self-describing, allowing an application to interpret the structure and contents of a file with no outside information. One HDF file can hold a mix of related objects which can be accessed as a group or as individual objects. In order to add another DataFrame or Series to an existing HDF file please use append mode and a different a key. Warning One can store a subclass of DataFrame or Series to HDF5, but the type of the subclass is lost upon storing. For more information see the user guide. File path or HDFStore object. Identifier for the group in the store. Mode to open file: ‘w’: write, a new file is created (an existing file with the same name would be deleted). ‘a’: append, an existing file is opened for reading and writing, and if the file does not exist it is created. ‘r+’: similar to ‘a’, but the file must already exist. Specifies a compression level for data. A value of 0 or None disables compression. Specifies the compression library to be used. As of v0.20.2 these additional compressors for Blosc are supported (default if no compressor specified: ‘blosc:blosclz’): {‘blosc:blosclz’, ‘blosc:lz4’, ‘blosc:lz4hc’, ‘blosc:snappy’, ‘blosc:zlib’, ‘blosc:zstd’}. Specifying a compression library which is not available issues a ValueError. For Table formats, append the input data to the existing. Possible values: ‘fixed’: Fixed format. Fast writing/reading. Not-appendable, nor searchable. ‘table’: Table format. Write as a PyTables Table structure which may perform worse but allow more flexible operations like searching / selecting subsets of the data. If None, pd.get_option(‘io.hdf.default_format’) is checked, followed by fallback to “fixed”. Specifies how encoding and decoding errors are to be handled. See the errors argument for open() for a full list of options. Map column names to minimum string sizes for columns. How to represent null values as str. Not allowed with append=True. List of columns to create as indexed data columns for on-disk queries, or True to use all columns. By default only the axes of the object are indexed. See Query via data columns. Applicable only to format=’table’. See also Read from HDF file. Write a DataFrame to the binary parquet format. Write to a SQL table. Write out feather-format for DataFrames. Write out to a csv file. Examples We can add another object to the same file: Reading from HDF file:� ���  �`�$�� 4��D �TP�`��pЁ��#�P� '��� +�Ђ /�� 3�P� 7���;�Ѓ?�DB AEqI(�M8�QH1UXa�Xd��\tA�_��c�Q�g���j��Fn��q�1u�qy�}�� �2�b�!�$��"�4��#�D"�$�Tb�%�d��&�p҉'���(��R�)����*��Ҋ+���,��R�-��RA.���K/��L0� CL1��L2�,��2�4��3�D#�4�Tc�5�d��6�t��7��#�8�c�9褣�:���;�ģL<��CO=�܃O>���O?��P@�4AtB )�C 9�DI4EYtFi�Gy�H!�4I%�tJ)��K-���K0�$�L4�d�M8��N<���O@%�PDe�QH%��RL5��SPE%�TSQU�UWa��'Zm�UW]y�Xa�5Ye�uZi��[m��\q�5W:t�e�]tŅW^z�� _}��`� 6a�vb�)�c�9�d�I6e�Yvf3e��f�y�'�yҙg{}Zh��FZi�yrj���k���l����l��f�m���n���'�x��o�'�p�g�q�%��r�A!s�9��J}�A�t��D]u�]� v�i�w�y�x�7�x�g�y襧^z��^{���|��7�'��g�}���~��ן���.3�2�I3�h����I������.� a4���F(�Vh�f��v�� �(�$�h�(���,���0�(�4�h�8��;�أ�?��GA�$�Di�H&�� ��L6��PF)�TVi%Wb�e h�%�]z�%��)��c�Y�����1i�L2�,��2jH�'�x��4�Tc�5�d�͚�t��7l��'�Ӧ'會�:n� �;���2q��RKrv0�!�@'L$�`� (�P��.܉'O1�9��{��'}��矀*蠄NUh��zhF �D��.���:�(��J:餔j�U��^�i�^���b�AFf���j��馜rک�s| j���1*��jꩨ��ꪀ�ڪ���*��"r�"i��Ȭ��j뭸�뮖��V��� l��Kl���l��.�l��> m��NKm��^�m��n�m��~ n��Kn�枋n���n�� o���Ko����ɽq}J(��KJ���� ]�ڵ�+���o-t����� /��^L�0�l��'��� 7���G,��{�IŞX���&�� 5 doc_content���^�&&诈&ض�6(�Write the contained data to an HDF5 file using HDFStore. Hierarchical Data Format (HDF) is self-describing, allowing an application to interpret the structure and contents of a file with no outside information. One HDF file can hold a mix of related objects which can be accessed as a group or as individual objects. In order to add another DataFrame or Series to an existing HDF file please use append mode and a different a key. Warning One can store a subclass of DataFrame or Series to HDF5, but the type of the subclass is lost upon storing. For more information see the user guide. File path or HDFStore object. Identifier for the group in the store. Mode to open file: ‘w’: write, a new file is created (an existing file with the same name would be deleted). ‘a’: append, an existing file is opened for reading and writing, and if the file does not exist it is created. ‘r+’: similar to ‘a’, but the file must already exist. Specifies a compression level for data. A value of 0 or None disables compression. Specifies the compression library to be used. As of v0.20.2 these additional compressors for Blosc are supported (default if no compressor specified: ‘blosc:blosclz’): {‘blosc:blosclz’, ‘blosc:lz4’, ‘blosc:lz4hc’, ‘blosc:snappy’, ‘blosc:zlib’, ‘blosc:zstd’}. Specifying a compression library which is not available issues a ValueError. For Table formats, append the input data to the existing. Possible values: ‘fixed’: Fixed format. Fast writing/reading. Not-appendable, nor searchable. ‘table’: Table format. Write as a PyTables Table structure which may perform worse but allow more flexible operations like searching / selecting subsets of the data. If None, pd.get_option(‘io.hdf.default_format’) is checked, followed by fallback to “fixed”. Specifies how encoding and decoding errors are to be handled. See the errors argument for open() for a full list of options. Map column names to minimum string sizes for columns. How to represent null values as str. Not allowed with append=True. List of columns to create as indexed data columns for on-disk queries, or True to use all columns. By default only the axes of the object are indexed. See Query via data columns. Applicable only to format=’table’. See also Read from HDF file. Write a DataFrame to the binary parquet format. Write to a SQL table. Write out feather-format for DataFrames. Write out to a csv file. Examples We can add another object to the same file: Reading from HDF file:,���zL���`0pandas.reference.api. 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The optional salt is either a string as returned from mksalt(), one of the crypt.METHOD_* values (though not all may be available on all platforms), or a full encrypted password including salt, as returned by this function. If salt is not provided, the strongest method will be used (as returned by methods()). Checking a password is usually done by passing the plain-text password as word and the full results of a previous crypt() call, which should be the same as the results of this call. salt (either a random 2 or 16 character string, possibly prefixed with $digit$ to indicate the method) which will be used to perturb the encryption algorithm. The characters in salt must be in the set [./a-zA-Z0-9], with the exception of Modular Crypt Format which prefixes a $digit$. Returns the hashed password as a string, which will be composed of characters from the same alphabet as the salt. Since a few crypt(3) extensions allow different values, with different sizes in the salt, it is recommended to use the full crypted password as salt when checking for a password. 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