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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/README.rst Fri Feb 16 09:13:21 2018 -0500 @@ -0,0 +1,150 @@ +*************** +Galaxy wrapper for scikit-learn library +*************** + +Contents +======== +- `What is scikit-learn?`_ + - `Scikit-learn main package groups`_ + - `Tools offered by this wrapper`_ + +- `Machine learning workflows`_ + - `Supervised learning workflows`_ + - `Unsupervised learning workflows`_ + + +____________________________ + + +.. _What is scikit-learn? + +What is scikit-learn? +=========================== + +Scikit-learn is an open-source machine learning library for the Python programming language. It offers various algorithms for performing supervised and unsupervised learning as well as data preprocessing and transformation, model selection and evaluation, and dataset utilities. It is built upon SciPy (Scientific Python) library. + +Scikit-learn source code can be accessed at https://github.com/scikit-learn/scikit-learn. +Detailed installation instructions can be found at http://scikit-learn.org/stable/install.html + + +.. _Scikit-learn main package groups: + +====== +Scikit-learn main package groups +====== + +Scikit-learn provides the users with several main groups of related operations. +These are: + +- Classification + - Identifying to which category an object belongs. +- Regression + - Predicting a continuous-valued attribute associated with an object. +- Clustering + - Automatic grouping of similar objects into sets. +- Preprocessing + - Feature extraction and normalization. +- Model selection and evaluation + - Comparing, validating and choosing parameters and models. +- Dimensionality reduction + - Reducing the number of random variables to consider. + +Each group consists of a number of well-known algorithms from the category. For example, one can find hierarchical, spectral, kmeans, and other clustering methods in sklearn.cluster package. + + +.. _Tools offered by this wrapper: + +=================== +Available tools in the current wrapper +=================== + +The current release of the wrapper offers a subset of the packages from scikit-learn library. You can find: + +- A subset of classification metric functions +- Linear and quadratic discriminant classifiers +- Random forest and Ada boost classifiers and regressors +- All the clustering methods +- All support vector machine classifiers +- A subset of data preprocessing estimator classes +- Pairwise metric measurement functions + +In addition, several tools for performing matrix operations, generating problem-specific datasets, and encoding text and extracting features have been prepared to help the user with more advanced operations. + +.. _Machine learning workflows: + +Machine learning workflows +=============== + +Machine learning is about processes. No matter what machine learning algorithm we use, we can apply typical workflows and dataflows to produce more robust models and better predictions. +Here we discuss supervised and unsupervised learning workflows. + +.. _Supervised learning workflows: + +=================== +Supervised machine learning workflows +=================== + +**What is supervised learning?** + +In this machine learning task, given sample data which are labeled, the aim is to build a model which can predict the labels for new observations. +In practice, there are five steps which we can go through to start from raw input data and end up getting reasonable predictions for new samples: + +1. Preprocess the data:: + + * Change the collected data into the proper format and datatype. + * Adjust the data quality by filling the missing values, performing + required scaling and normalizations, etc. + * Extract features which are the most meaningfull for the learning task. + * Split the ready dataset into training and test samples. + +2. Choose an algorithm:: + + * These factors help one to choose a learning algorithm: + - Nature of the data (e.g. linear vs. nonlinear data) + - Structure of the predicted output (e.g. binary vs. multilabel classification) + - Memory and time usage of the training + - Predictive accuracy on new data + - Interpretability of the predictions + +3. Choose a validation method + + Every machine learning model should be evaluated before being put into practicical use. + There are numerous performance metrics to evaluate machine learning models. + For supervised learning, usually classification or regression metrics are used. + + A validation method helps to evaluate the performance metrics of a trained model in order + to optimize its performance or ultimately switch to a more efficient model. + Cross-validation is a known validation method. + +4. Fit a model + + Given the learning algorithm, validation method, and performance metric(s) + repeat the following steps:: + + * Train the model. + * Evaluate based on metrics. + * Optimize unitl satisfied. + +5. Use fitted model for prediction:: + + This is a final evaluation in which, the optimized model is used to make predictions + on unseen (here test) samples. After this, the model is put into production. + +.. _Unsupervised learning workflows: + +======================= +Unsupervised machine learning workflows +======================= + +**What is unsupervised learning?** + +Unlike supervised learning and more liklely in real life, here the initial data is not labeled. +The task is to extract the structure from the data and group the samples based on their similarities. +Clustering and dimensionality reduction are two famous examples of unsupervised learning tasks. + +In this case, the workflow is as follows:: + + * Preprocess the data (without splitting to train and test). + * Train a model. + * Evaluate and tune parameters. + * Analyse the model and test on real data.
--- a/main_macros.xml Thu Jun 23 15:26:05 2016 -0400 +++ b/main_macros.xml Fri Feb 16 09:13:21 2018 -0500 @@ -12,10 +12,12 @@ </token> <xml name="python_requirements"> - <requirements> - <requirement type="package" version="0.2.1b">eden</requirement> - <yield /> - </requirements> + <requirements> + <requirement type="package" version="2.7">python</requirement> + <requirement type="package" version="0.19.1">scikit-learn</requirement> + <requirement type="package" version="0.22.0">pandas</requirement> + <yield /> + </requirements> </xml> <xml name="macro_stdio"> @@ -90,6 +92,79 @@ </xml> + <!--Generalized Linear Models--> + <xml name="loss" token_help=" " token_select="false"> + <param argument="loss" type="select" label="Loss function" help="@HELP@"> + <option value="squared_loss" selected="@SELECT@">squared loss</option> + <option value="huber">huber</option> + <option value="epsilon_insensitive">epsilon insensitive</option> + <option value="squared_epsilon_insensitive">squared epsilon insensitive</option> + <yield/> + </param> + </xml> + + <xml name="penalty" token_help=" "> + <param argument="penalty" type="select" label="Penalty (regularization term)" help="@HELP@"> + <option value="l2" selected="true">l2</option> + <option value="l1">l1</option> + <option value="elasticnet">elastic net</option> + <option value="none">none</option> + <yield/> + </param> + </xml> + + <xml name="l1_ratio" token_default_value="0.15" token_help=" "> + <param argument="l1_ratio" type="float" value="@DEFAULT_VALUE@" label="Elastic Net mixing parameter" help="@HELP@"/> + </xml> + + <xml name="epsilon" token_default_value="0.1" token_help="Used if loss is ‘huber’, ‘epsilon_insensitive’, or ‘squared_epsilon_insensitive’. "> + <param argument="epsilon" type="float" value="@DEFAULT_VALUE@" label="Epsilon (epsilon-sensitive loss functions only)" help="@HELP@"/> + </xml> + + <xml name="learning_rate_s" token_help=" " token_selected1="false" token_selected2="false"> + <param argument="learning_rate" type="select" optional="true" label="Learning rate schedule" help="@HELP@"> + <option value="optimal" selected="@SELECTED1@">optimal</option> + <option value="constant">constant</option> + <option value="invscaling" selected="@SELECTED2@">inverse scaling</option> + <yield/> + </param> + </xml> + + <xml name="eta0" token_default_value="0.0" token_help="Used with ‘constant’ or ‘invscaling’ schedules. "> + <param argument="eta0" type="float" value="@DEFAULT_VALUE@" label="Initial learning rate" help="@HELP@"/> + </xml> + + <xml name="power_t" token_default_value="0.5" token_help=" "> + <param argument="power_t" type="float" value="@DEFAULT_VALUE@" label="Exponent for inverse scaling learning rate" help="@HELP@"/> + </xml> + + <xml name="normalize" token_checked="false" token_help=" "> + <param argument="normalize" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolfalse" checked="@CHECKED@" label="Normalize samples before training" help=" "/> + </xml> + + <xml name="copy_X" token_checked="true" token_help=" "> + <param argument="copy_X" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolfalse" checked="@CHECKED@" label="Use a copy of samples" help="If false, samples would be overwritten. "/> + </xml> + + <xml name="ridge_params"> + <expand macro="normalize"/> + <expand macro="alpha" default_value="1.0"/> + <expand macro="fit_intercept"/> + <expand macro="max_iter" default_value=""/> + <expand macro="tol" default_value="0.001" help_text="Precision of the solution. "/> + <!--class_weight--> + <expand macro="copy_X"/> + <param argument="solver" type="select" value="" label="Solver to use in the computational routines" help=" "> + <option value="auto" selected="true">auto</option> + <option value="svd">svd</option> + <option value="cholesky">cholesky</option> + <option value="lsqr">lsqr</option> + <option value="sparse_cg">sparse_cg</option> + <option value="sag">sag</option> + </param> + <expand macro="random_state"/> + </xml> + <!--Ensemble methods--> <xml name="n_estimators" token_default_value="10" token_help=" "> <param argument="n_estimators" type="integer" optional="true" value="@DEFAULT_VALUE@" label="Number of trees in the forest" help="@HELP@"/> @@ -106,18 +181,18 @@ <xml name="min_samples_leaf" token_default_value="1" token_help=" "> <param argument="min_samples_leaf" type="integer" optional="true" value="@DEFAULT_VALUE@" label="Minimum number of samples in newly created leaves" help="@HELP@"/> </xml> - + <xml name="min_weight_fraction_leaf" token_default_value="0.0" token_help=" "> <param argument="min_weight_fraction_leaf" type="float" optional="true" value="@DEFAULT_VALUE@" label="Minimum weighted fraction of the input samples required to be at a leaf node" help="@HELP@"/> </xml> <xml name="max_leaf_nodes" token_default_value="" token_help=" "> <param argument="max_leaf_nodes" type="integer" optional="true" value="@DEFAULT_VALUE@" label="Maximum number of leaf nodes in best-first method" help="@HELP@"/> - </xml> + </xml> <xml name="bootstrap" token_checked="true" token_help=" "> <param argument="bootstrap" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolflase" checked="@CHECKED@" label="Use bootstrap samples for building trees." help="@HELP@"/> - </xml> + </xml> <xml name="criterion" token_help=" "> <param argument="criterion" type="select" label="Function to measure the quality of a split" help=" "> @@ -127,13 +202,13 @@ </param> </xml> - <xml name="oob_score" token_checked="flase" token_help=" "> - <param argument="oob_score" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolflase" checked="@CHECKED@" label="Use out-of-bag samples to estimate the generalization error" help="@HELP@"/> + <xml name="oob_score" token_checked="false" token_help=" "> + <param argument="oob_score" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolfalse" checked="@CHECKED@" label="Use out-of-bag samples to estimate the generalization error" help="@HELP@"/> </xml> <xml name="max_features" token_default_value="auto" token_help="This could be an integer, float, string, or None. For more information please refer to help. "> <param argument="max_features" type="text" optional="true" value="@DEFAULT_VALUE@" label="Number of features for finding the best split" help="@HELP@"/> - </xml> + </xml> <xml name="learning_rate" token_default_value="1.0" token_help=" "> <param argument="learning_rate" type="float" optional="true" value="@DEFAULT_VALUE@" label="Learning rate" help="@HELP@"/> @@ -150,7 +225,7 @@ </xml> <xml name="fit_intercept" token_checked="true"> - <param argument="fit_intercept" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolflase" checked="@CHECKED@" label="Estimate the intercept" help="If false, the data is assumed to be already centered."/> + <param argument="fit_intercept" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolfalse" checked="@CHECKED@" label="Estimate the intercept" help="If false, the data is assumed to be already centered."/> </xml> <xml name="n_iter" token_default_value="5" token_help_text="The number of passes over the training data (aka epochs). "> @@ -158,7 +233,7 @@ </xml> <xml name="shuffle" token_checked="true" token_help_text=" " token_label="Shuffle data after each iteration"> - <param argument="shuffle" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolflase" checked="@CHECKED@" label="@LABEL@" help="@HELP_TEXT@"/> + <param argument="shuffle" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolfalse" checked="@CHECKED@" label="@LABEL@" help="@HELP_TEXT@"/> </xml> <xml name="random_state" token_default_value="" token_help_text="Integer number. The seed of the pseudo random number generator to use when shuffling the data. A fixed seed allows reproducible results."> @@ -166,7 +241,7 @@ </xml> <xml name="warm_start" token_checked="true" token_help_text="When set to True, reuse the solution of the previous call to fit as initialization,otherwise, just erase the previous solution."> - <param argument="warm_start" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolflase" checked="@CHECKED@" label="Perform warm start" help="@HELP_TEXT@"/> + <param argument="warm_start" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolfalse" checked="@CHECKED@" label="Perform warm start" help="@HELP_TEXT@"/> </xml> <xml name="C" token_default_value="1.0" token_help_text="Penalty parameter C of the error term."> @@ -230,10 +305,11 @@ <xml name="average"> <param argument="average" type="select" optional="true" label="Averaging type" help=" "> - <option value="micro" help="Calculate metrics globally by counting the total true positives, false negatives and false positives.">micro</option> - <option value="samples" help="Calculate metrics for each instance, and find their average (only meaningful for multilabel).">samples</option> - <!--option value="macro" help=""></option--> - <!--option value="weighted" help=""></option--> + <option value="micro">Calculate metrics globally by counting the total true positives, false negatives and false positives. (micro)</option> + <option value="samples">Calculate metrics for each instance, and find their average. Only meaningful for multilabel. (samples)</option> + <option value="macro">Calculate metrics for each label, and find their unweighted mean. This does not take label imbalance into account. (macro)</option> + <option value="weighted">Calculate metrics for each label, and find their average, weighted by support (the number of true instances for each label). This alters ‘macro’ to account for label imbalance; it can result in an F-score that is not between precision and recall. (weighted)</option> + <option value="None">None</option> <yield/> </param> </xml> @@ -242,7 +318,7 @@ <param argument="beta" type="float" value="1.0" label="The strength of recall versus precision in the F-score" help=" "/> </xml> - + <!--Data interface--> <xml name="tabular_input"> <param name="infile" type="data" format="tabular" label="Data file with numeric values"/> @@ -258,6 +334,13 @@ <yield/> </xml> + <xml name="samples_tabular" token_multiple1="False" token_multiple2="False"> + <param name="infile1" type="data" format="tabular" label="Training samples dataset:"/> + <param name="col1" multiple="@MULTIPLE1@" type="data_column" data_ref="infile1" label="Select target column(s):"/> + <param name="infile2" type="data" format="tabular" label="Dataset containing class labels:"/> + <param name="col2" multiple="@MULTIPLE2@" type="data_column" data_ref="infile2" label="Select target column(s):"/> + <yield/> + </xml> <xml name="clf_inputs_extended" token_label1=" " token_label2=" " token_multiple="False"> <conditional name="true_columns"> @@ -299,7 +382,7 @@ <repeat name="@NAME@" min="1" max="@MAX_NUM@" title="Select input file(s):"> <param name="input" type="data" format="@FORMAT@" label="@LABEL@" help="@HELP_TEXT@"/> </repeat> - </xml> + </xml> <xml name="sparse_target" token_label1="Select a sparse matrix:" token_label2="Select the tabular containing true labels:" token_multiple="False" token_format1="txt" token_format2="tabular" token_help1="" token_help2=""> <param name="infile1" type="data" format="@FORMAT1@" label="@LABEL1@" help="@HELP1@"/> @@ -314,7 +397,7 @@ <option value="sparse">sparse matrix</option> </param> <when value="tabular"> - <expand macro="sample_cols" multiple1="true"/> + <expand macro="samples_tabular" multiple1="true"/> </when> <when value="sparse"> <expand macro="sparse_target"/> @@ -332,8 +415,8 @@ <section name="options" title="Advanced Options" expanded="False"> <yield/> <param argument="weights" type="select" label="Weight function" help="Used in prediction."> - <option value="uniform" selected="true" help="Uniform weights. All points in each neighborhood are weighted equally.">Uniform</option> - <option value="distance" help="Weight points by the inverse of their distance.">Distance</option> + <option value="uniform" selected="true">Uniform weights. All points in each neighborhood are weighted equally. (Uniform)</option> + <option value="distance">Weight points by the inverse of their distance. (Distance)</option> </param> <param argument="algorithm" type="select" label="Neighbor selection algorithm" help=" "> <option value="auto" selected="true">Auto</option> @@ -360,12 +443,15 @@ </param> <param argument="degree" type="integer" optional="true" value="3" label="Degree of the polynomial (polynomial kernel only)" help="Ignored by other kernels. dafault : 3 "/> <!--TODO: param argument="gamma" float, optional (default=’auto’) --> - <param argument="coef0" type="float" optional="true" value="0.0" label="Zero coefficient (polynomial and sigmoid kernels only)" help="Independent term in kernel function. dafault: 0.0 "/> - <param argument="shrinking" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolflase" checked="true" label="Use the shrinking heuristic" help=" "/> - <param argument="probability" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolflase" checked="false" label="Enable probability estimates. " help="This must be enabled prior to calling fit, and will slow down that method."/> + <param argument="coef0" type="float" optional="true" value="0.0" label="Zero coefficient (polynomial and sigmoid kernels only)" + help="Independent term in kernel function. dafault: 0.0 "/> + <param argument="shrinking" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolfalse" checked="true" + label="Use the shrinking heuristic" help=" "/> + <param argument="probability" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolfalse" checked="false" + label="Enable probability estimates. " help="This must be enabled prior to calling fit, and will slow down that method."/> <!-- param argument="cache_size"--> <!--expand macro="class_weight"/--> - <expand macro="tol" default_value="0.001" help_text="Tolerance for stopping criterion. "/> + <expand macro="tol" default_value="0.001" help_text="Tolerance for stopping criterion. "/> <expand macro="max_iter" default_value="-1" label="Solver maximum number of iterations" help_text="Hard limit on iterations within solver, or -1 for no limit."/> <!--param argument="decision_function_shape"--> <expand macro="random_state" help_text="Integer number. The seed of the pseudo random number generator to use when shuffling the data for probability estimation. A fixed seed allows reproducible results."/> @@ -395,8 +481,10 @@ <option value="kmeans" selected="true">kmeans</option> <option value="discretize">discretize</option> </param> - <param argument="degree" type="integer" optional="true" value="3" label="Degree of the polynomial (polynomial kernel only)" help="Ignored by other kernels. dafault : 3 "/> - <param argument="coef0" type="integer" optional="true" value="1" label="Zero coefficient (polynomial and sigmoid kernels only)" help="Ignored by other kernels. dafault : 1 "/> + <param argument="degree" type="integer" optional="true" value="3" + label="Degree of the polynomial (polynomial kernel only)" help="Ignored by other kernels. dafault : 3 "/> + <param argument="coef0" type="integer" optional="true" value="1" + label="Zero coefficient (polynomial and sigmoid kernels only)" help="Ignored by other kernels. dafault : 1 "/> <!--param argument="kernel_params"--> </section> </xml> @@ -407,7 +495,7 @@ <expand macro="init"/> <expand macro="n_init" default_value="3"/> <expand macro="max_iter" default_value="100"/> - <expand macro="tol" help_text="Early stopping heuristics based on normalized center change. To disable set to 0.0 ."/> + <expand macro="tol" help_text="Early stopping heuristics based on normalized center change. To disable set to 0.0 ."/> <expand macro="random_state"/> <param argument="batch_size" type="integer" optional="true" value="100" label="Batch size" help="Size of the mini batches."/> <!--param argument="compute_labels"--> @@ -428,7 +516,7 @@ <expand macro="tol" default_value="0.0001" help_text="Relative tolerance with regards to inertia to declare convergence."/> <!--param argument="precompute_distances"/--> <expand macro="random_state"/> - <param argument="copy_x" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolflase" checked="true" label="Use a copy of data for precomputing distances" help="Mofifying the original data introduces small numerical differences caused by subtracting and then adding the data mean."/> + <param argument="copy_x" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolfalse" checked="true" label="Use a copy of data for precomputing distances" help="Mofifying the original data introduces small numerical differences caused by subtracting and then adding the data mean."/> </section> </xml> @@ -557,7 +645,8 @@ </when> <when value="euclidean_distances"> <section name="options" title="Advanced Options" expanded="False"> - <param argument="squared" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolflase" checked="false" label="Return squared Euclidean distances" help=" "/> + <param argument="squared" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolfalse" checked="false" + label="Return squared Euclidean distances" help=" "/> </section> </when> </xml> @@ -589,21 +678,27 @@ <when value="Binarizer"> <expand macro="multitype_input" format="tabular,txt" help="Tabular and sparse datasets are supporetd."/> <section name="options" title="Advanced Options" expanded="False"> - <param argument="copy" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolflase" checked="true" label="Use a copy of data for precomputing binarization" help=" "/> - <param argument="threshold" type="float" optional="true" value="0.0" label="Threshold" help="Feature values below or equal to this are replaced by 0, above it by 1. Threshold may not be less than 0 for operations on sparse matrices. "/> + <param argument="copy" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolfalse" checked="true" + label="Use a copy of data for precomputing binarization" help=" "/> + <param argument="threshold" type="float" optional="true" value="0.0" + label="Threshold" + help="Feature values below or equal to this are replaced by 0, above it by 1. Threshold may not be less than 0 for operations on sparse matrices. "/> </section> </when> <when value="Imputer"> <expand macro="multitype_input" format="tabular,txt" help="Tabular and sparse datasets are supporetd."/> <section name="options" title="Advanced Options" expanded="False"> - <param argument="copy" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolflase" checked="true" label="Use a copy of data for precomputing imputation" help=" "/> + <param argument="copy" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolfalse" checked="true" + label="Use a copy of data for precomputing imputation" help=" "/> <param argument="strategy" type="select" optional="true" label="Imputation strategy" help=" "> <option value="mean" selected="true">Replace missing values using the mean along the axis</option> <option value="median">Replace missing values using the median along the axis</option> <option value="most_frequent">Replace missing using the most frequent value along the axis</option> </param> - <param argument="missing_values" type="text" optional="true" value="NaN" label="Placeholder for missing values" help="For missing values encoded as numpy.nan, use the string value “NaN”"/> - <param argument="axis" type="boolean" optional="true" truevalue="1" falsevalue="0" label="Impute along axis = 1" help="If fasle, axis = 0 is selected for imputation. "/> + <param argument="missing_values" type="text" optional="true" value="NaN" + label="Placeholder for missing values" help="For missing values encoded as numpy.nan, use the string value “NaN”"/> + <param argument="axis" type="boolean" optional="true" truevalue="1" falsevalue="0" + label="Impute along axis = 1" help="If fasle, axis = 0 is selected for imputation. "/> <!--param argument="axis" type="select" optional="true" label="The axis along which to impute" help=" "> <option value="0" selected="true">Impute along columns</option> <option value="1">Impute along rows</option> @@ -613,15 +708,19 @@ <when value="StandardScaler"> <expand macro="multitype_input"/> <section name="options" title="Advanced Options" expanded="False"> - <param argument="copy" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolflase" checked="true" label="Use a copy of data for performing inplace scaling" help=" "/> - <param argument="with_mean" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolflase" checked="true" label="Center the data before scaling" help=" "/> - <param argument="with_std" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolflase" checked="true" label="Scale the data to unit variance (or unit standard deviation)" help=" "/> + <param argument="copy" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolfalse" checked="true" + label="Use a copy of data for performing inplace scaling" help=" "/> + <param argument="with_mean" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolfalse" checked="true" + label="Center the data before scaling" help=" "/> + <param argument="with_std" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolfalse" checked="true" + label="Scale the data to unit variance (or unit standard deviation)" help=" "/> </section> </when> <when value="MaxAbsScaler"> <expand macro="multitype_input" format="tabular,txt" help="Tabular and sparse datasets are supporetd."/> <section name="options" title="Advanced Options" expanded="False"> - <param argument="copy" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolflase" checked="true" label="Use a copy of data for precomputing scaling" help=" "/> + <param argument="copy" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolfalse" checked="true" + label="Use a copy of data for precomputing scaling" help=" "/> </section> </when> <when value="Normalizer"> @@ -631,13 +730,27 @@ <option value="l1" selected="true">l1</option> <option value="l2">l2</option> <option value="max">max</option> - <param argument="copy" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolflase" checked="true" label="Use a copy of data for precomputing row normalization" help=" "/> </param> + <param argument="copy" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolfalse" checked="true" + label="Use a copy of data for precomputing row normalization" help=" "/> </section> </when> <yield/> </xml> + <!-- Outputs --> + + <xml name="output"> + <outputs> + <data format="tabular" name="outfile_predict"> + <filter>selected_tasks['selected_task'] == 'load'</filter> + </data> + <data format="zip" name="outfile_fit"> + <filter>selected_tasks['selected_task'] == 'train'</filter> + </data> + </outputs> + </xml> + <!--Citations--> <xml name="eden_citation"> @@ -691,4 +804,4 @@ </citations> </xml> -</macros> \ No newline at end of file +</macros>
--- a/nn_classifier.xml Thu Jun 23 15:26:05 2016 -0400 +++ b/nn_classifier.xml Fri Feb 16 09:13:21 2018 -0500 @@ -33,7 +33,7 @@ prediction = classifier_object.predict(data) prediction_df = pandas.DataFrame(prediction) res = pandas.concat([data, prediction_df], axis=1) -res.to_csv(path_or_buf = "$outfile", sep="\t", index=False) +res.to_csv(path_or_buf = "$outfile_predict", sep="\t", index=False) #else: @@ -57,7 +57,7 @@ classifier_object = my_class(**options) classifier_object.fit(data,labels) -pickle.dump(classifier_object,open("$outfile", 'w+')) +pickle.dump(classifier_object,open("$outfile_fit", 'w+')) #end if @@ -65,7 +65,7 @@ </configfile> </configfiles> <inputs> - <expand macro="train_loadConditional"><!--Todo: add sparse to targets--> + <expand macro="train_loadConditional" model="zip"><!--Todo: add sparse to targets--> <param name="selected_algorithm" type="select" label="Classifier type"> <option value="nneighbors">Nearest Neighbors</option> <option value="ncentroid">Nearest Centroid</option> @@ -83,22 +83,25 @@ </when> <when value="RadiusNeighborsClassifier"> <expand macro="nn_advanced_options"> - <param argument="radius" type="float" optional="true" value="1.0" label="Radius" help="Range of parameter space to use by default for :meth ''radius_neighbors'' queries."/> + <param argument="radius" type="float" optional="true" value="1.0" label="Radius" + help="Range of parameter space to use by default for :meth ''radius_neighbors'' queries."/> </expand> </when> - </conditional> + </conditional> </when> <when value="ncentroid"> <section name="options" title="Advanced Options" expanded="False"> - <param argument="metric" type="text" optional="true" value="euclidean" label="Metric" help="The metric to use when calculating distance between instances in a feature array."/> - <param argument="shrink_threshold" type="float" optional="true" value="" label="Shrink threshold" help="Floating point number for shrinking centroids to remove features."/> + <param argument="metric" type="text" optional="true" value="euclidean" label="Metric" + help="The metric to use when calculating distance between instances in a feature array."/> + <param argument="shrink_threshold" type="float" optional="true" value="" label="Shrink threshold" + help="Floating point number for shrinking centroids to remove features."/> </section> </when> </expand> </inputs> - <outputs> - <data format="txt" name="outfile"/> - </outputs> + + <expand macro="output"/> + <tests> <test> <param name="infile_train" value="train_set.tabular" ftype="tabular"/> @@ -106,7 +109,7 @@ <param name="selected_algorithm" value="nneighbors"/> <param name="sampling_method" value="KNeighborsClassifier" /> <param name="algorithm" value="brute" /> - <output name="outfile" file="nn_model01.txt"/> + <output name="outfile_fit" file="nn_model01.txt"/> </test> <test> <param name="infile_train" value="train_set.tabular" ftype="tabular"/> @@ -114,31 +117,31 @@ <param name="selected_algorithm" value=""/> <param name="selected_algorithm" value="nneighbors"/> <param name="sampling_method" value="RadiusNeighborsClassifier" /> - <output name="outfile" file="nn_model02.txt"/> + <output name="outfile_fit" file="nn_model02.txt"/> </test> <test> <param name="infile_train" value="train_set.tabular" ftype="tabular"/> <param name="selected_task" value="train"/> <param name="selected_algorithm" value="ncentroid"/> - <output name="outfile" file="nn_model03.txt"/> + <output name="outfile_fit" file="nn_model03.txt"/> </test> <test> <param name="infile_model" value="nn_model01.txt" ftype="txt"/> <param name="infile_data" value="test_set.tabular" ftype="tabular"/> <param name="selected_task" value="load"/> - <output name="outfile" file="nn_prediction_result01.tabular"/> + <output name="outfile_predict" file="nn_prediction_result01.tabular"/> </test> <test> <param name="infile_model" value="nn_model02.txt" ftype="txt"/> <param name="infile_data" value="test_set.tabular" ftype="tabular"/> <param name="selected_task" value="load"/> - <output name="outfile" file="nn_prediction_result02.tabular"/> + <output name="outfile_predict" file="nn_prediction_result02.tabular"/> </test> <test> <param name="infile_model" value="nn_model03.txt" ftype="txt"/> <param name="infile_data" value="test_set.tabular" ftype="tabular"/> <param name="selected_task" value="load"/> - <output name="outfile" file="nn_prediction_result03.tabular"/> + <output name="outfile_predict" file="nn_prediction_result03.tabular"/> </test> </tests> <help><![CDATA[ @@ -147,4 +150,4 @@ For more information check http://scikit-learn.org/stable/modules/neighbors.html ]]></help> <expand macro="sklearn_citation"/> -</tool> \ No newline at end of file +</tool>
--- a/test-data/accuracy_score.txt Thu Jun 23 15:26:05 2016 -0400 +++ b/test-data/accuracy_score.txt Fri Feb 16 09:13:21 2018 -0500 @@ -1,2 +1,2 @@ accuracy_score : -0.846153846154 +0.8461538461538461
--- a/test-data/blobs.txt Thu Jun 23 15:26:05 2016 -0400 +++ b/test-data/blobs.txt Fri Feb 16 09:13:21 2018 -0500 @@ -1,101 +1,101 @@ 0 1 0 -0.336818458967 -3.40287961299 0 --9.48324265576 -8.66266051537 2 --1.93336328496 5.70953908147 1 --10.0318240599 -5.57834393458 2 -0.541860776617 -4.37693628327 0 --8.12962929067 -7.0555432055 2 --0.730825785694 7.32375551699 1 --1.84142532007 6.20630466831 1 -0.410071850317 -3.99744881 0 --8.73509589323 -5.49090535209 2 -1.84941962277 -3.91839345673 0 --9.15256068849 -9.17805648051 2 --3.21429939078 5.75926163957 1 -0.284503785497 -3.61576522644 0 --0.929074849223 5.79099955374 1 -0.366925241945 6.51861929623 1 -1.59909917965 -3.07105617298 0 --9.71270568436 -7.91707651499 2 --10.0804044306 -6.55135324109 2 -1.10594345774 -4.4190637495 0 -2.48708049649 -2.89100712361 0 -0.00587148930883 -3.1831425554 0 -1.61854359735 -4.88855922559 0 --9.15856722108 -7.13894114848 2 --3.0763357146 7.80049676786 1 -0.111746530225 -3.6161582871 0 --9.43932350782 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--- a/test-data/brier_score_loss.txt Thu Jun 23 15:26:05 2016 -0400 +++ b/test-data/brier_score_loss.txt Fri Feb 16 09:13:21 2018 -0500 @@ -1,2 +1,2 @@ brier_score_loss : -0.564102564103 +0.5641025641025641
--- a/test-data/circles.txt Thu Jun 23 15:26:05 2016 -0400 +++ b/test-data/circles.txt Fri Feb 16 09:13:21 2018 -0500 @@ -1,101 +1,101 @@ 0 1 0 --0.0627905195293 -0.998026728428 0 -0.0502324156235 0.798421382743 1 --0.992114701314 -0.125333233564 0 -0.425779291565 -0.904827052466 0 --0.309016994375 -0.951056516295 0 --1.0 -3.21624529935e-16 0 --0.187381314586 -0.982287250729 0 --0.535826794979 -0.844327925502 0 --0.774866528903 -0.198951909732 1 --0.876306680044 0.481753674102 0 --0.2472135955 -0.760845213036 1 +-0.06279051952931321 -0.9980267284282716 0 +0.05023241562345065 0.7984213827426173 1 +-0.9921147013144779 -0.12533323356430429 0 +0.4257792915650726 -0.9048270524660196 0 +-0.30901699437494756 -0.9510565162951535 0 +-1.0 -3.216245299353273e-16 0 +-0.18738131458572463 -0.9822872507286887 0 +-0.5358267949789963 -0.8443279255020153 0 +-0.7748665289029049 -0.19895190973188404 1 +-0.8763066800438636 0.4817536741017152 0 +-0.24721359549995806 -0.7608452130361228 1 0.8 0.0 1 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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/cluster_result12 Fri Feb 16 09:13:21 2018 -0500 @@ -0,0 +1,48 @@ +0 44 64 -76 3 +0 51 48 -73 3 +0 58 65 -49 3 +0 43 61 -49 1 +0 45 43 -79 3 +0 42 60 -98 0 +0 50 55 -59 2 +0 53 53 -56 2 +0 45 44 -61 2 +0 43 65 -84 3 +0 35 52 -75 1 +0 56 56 -70 3 +1 -61 86 43 0 +1 -67 93 15 3 +1 -59 94 36 0 +1 -50 92 62 2 +1 -78 91 70 2 +1 -35 87 47 3 +1 -56 91 52 2 +1 -61 81 46 0 +1 -83 78 34 2 +1 -50 87 45 2 +1 -67 73 50 2 +1 -50 97 45 2 +1 -61 111 45 0 +2 -109 23 -92 0 +2 -94 20 -96 0 +2 -85 26 -88 0 +2 -90 33 -114 0 +2 -63 9 -106 2 +2 -79 9 -93 2 +2 -99 26 -108 0 +2 -81 19 -110 0 +2 -108 21 -108 0 +2 -92 27 -106 0 +2 -88 2 -106 0 +2 -88 15 -103 0 +3 54 -74 4 1 +3 42 -92 31 0 +3 39 -99 -7 2 +3 48 -115 -5 2 +3 39 -96 2 2 +3 31 -109 9 1 +3 33 -96 -8 2 +3 23 -102 4 1 +3 38 -90 21 0 +3 34 -107 1 1 +3 35 -78 18 0
--- a/test-data/cluster_result13.txt Thu Jun 23 15:26:05 2016 -0400 +++ b/test-data/cluster_result13.txt Fri Feb 16 09:13:21 2018 -0500 @@ -1,48 +1,48 @@ -0 44 64 -76 5 -0 51 48 -73 2 +0 44 64 -76 4 +0 51 48 -73 0 0 58 65 -49 0 -0 43 61 -49 5 -0 45 43 -79 2 +0 43 61 -49 1 +0 45 43 -79 0 0 42 60 -98 0 -0 50 55 -59 7 -0 53 53 -56 7 +0 50 55 -59 2 +0 53 53 -56 2 0 45 44 -61 0 -0 43 65 -84 5 -0 35 52 -75 4 -0 56 56 -70 2 -1 -61 86 43 7 -1 -67 93 15 4 -1 -59 94 36 4 -1 -50 92 62 1 -1 -78 91 70 2 -1 -35 87 47 4 -1 -56 91 52 1 -1 -61 81 46 7 +0 43 65 -84 4 +0 35 52 -75 1 +0 56 56 -70 0 +1 -61 86 43 0 +1 -67 93 15 0 +1 -59 94 36 0 +1 -50 92 62 0 +1 -78 91 70 1 +1 -35 87 47 0 +1 -56 91 52 0 +1 -61 81 46 0 1 -83 78 34 0 -1 -50 87 45 1 -1 -67 73 50 0 -1 -50 97 45 1 -1 -61 111 45 4 -2 -109 23 -92 4 -2 -94 20 -96 4 -2 -85 26 -88 4 -2 -90 33 -114 3 +1 -50 87 45 0 +1 -67 73 50 1 +1 -50 97 45 0 +1 -61 111 45 0 +2 -109 23 -92 0 +2 -94 20 -96 0 +2 -85 26 -88 0 +2 -90 33 -114 1 2 -63 9 -106 0 -2 -79 9 -93 5 +2 -79 9 -93 1 2 -99 26 -108 3 -2 -81 19 -110 4 -2 -108 21 -108 3 +2 -81 19 -110 0 +2 -108 21 -108 0 2 -92 27 -106 3 -2 -88 2 -106 4 -2 -88 15 -103 4 -3 54 -74 4 5 +2 -88 2 -106 1 +2 -88 15 -103 0 +3 54 -74 4 0 3 42 -92 31 1 -3 39 -99 -7 4 -3 48 -115 -5 0 -3 39 -96 2 4 -3 31 -109 9 2 -3 33 -96 -8 4 -3 23 -102 4 2 +3 39 -99 -7 1 +3 48 -115 -5 1 +3 39 -96 2 1 +3 31 -109 9 1 +3 33 -96 -8 1 +3 23 -102 4 0 3 38 -90 21 1 -3 34 -107 1 2 +3 34 -107 1 1 3 35 -78 18 1
--- a/test-data/csc_stack_result01.mtx Thu Jun 23 15:26:05 2016 -0400 +++ b/test-data/csc_stack_result01.mtx Fri Feb 16 09:13:21 2018 -0500 @@ -1,15 +1,15 @@ %%MatrixMarket matrix coordinate real general % 3 6 12 -1 1 1 -3 1 2 -3 2 3 -1 3 4 -2 3 5 -3 3 6 -1 4 1.5 -3 4 -2 -3 5 0.3 -1 6 41 -2 6 0.1235 -3 6 6 +1 1 1.000000000000000e+00 +3 1 2.000000000000000e+00 +3 2 3.000000000000000e+00 +1 3 4.000000000000000e+00 +2 3 5.000000000000000e+00 +3 3 6.000000000000000e+00 +1 4 1.500000000000000e+00 +3 4 -2.000000000000000e+00 +3 5 3.000000000000000e-01 +1 6 4.100000000000000e+01 +2 6 1.235000000000000e-01 +3 6 6.000000000000000e+00
--- a/test-data/csr_stack_result01.mtx Thu Jun 23 15:26:05 2016 -0400 +++ b/test-data/csr_stack_result01.mtx Fri Feb 16 09:13:21 2018 -0500 @@ -1,15 +1,15 @@ %%MatrixMarket matrix coordinate real general % 6 3 12 -1 1 1 -1 3 2 -2 3 3 -3 1 4 -3 2 5 -3 3 6 -4 1 1 -4 3 -0.2 -5 3 11 -6 1 0.04 -6 2 -5 -6 3 2.6 +1 1 1.000000000000000e+00 +1 3 2.000000000000000e+00 +2 3 3.000000000000000e+00 +3 1 4.000000000000000e+00 +3 2 5.000000000000000e+00 +3 3 6.000000000000000e+00 +4 1 1.000000000000000e+00 +4 3 -2.000000000000000e-01 +5 3 1.100000000000000e+01 +6 1 4.000000000000000e-02 +6 2 -5.000000000000000e+00 +6 3 2.600000000000000e+00
--- a/test-data/empty_file.txt Thu Jun 23 15:26:05 2016 -0400 +++ b/test-data/empty_file.txt Fri Feb 16 09:13:21 2018 -0500 @@ -0,0 +1,48 @@ +0 44 64 -76 4 +0 51 48 -73 0 +0 58 65 -49 0 +0 43 61 -49 1 +0 45 43 -79 0 +0 42 60 -98 0 +0 50 55 -59 2 +0 53 53 -56 2 +0 45 44 -61 0 +0 43 65 -84 4 +0 35 52 -75 1 +0 56 56 -70 0 +1 -61 86 43 0 +1 -67 93 15 0 +1 -59 94 36 0 +1 -50 92 62 0 +1 -78 91 70 1 +1 -35 87 47 0 +1 -56 91 52 0 +1 -61 81 46 0 +1 -83 78 34 0 +1 -50 87 45 0 +1 -67 73 50 1 +1 -50 97 45 0 +1 -61 111 45 0 +2 -109 23 -92 0 +2 -94 20 -96 0 +2 -85 26 -88 0 +2 -90 33 -114 1 +2 -63 9 -106 0 +2 -79 9 -93 1 +2 -99 26 -108 3 +2 -81 19 -110 0 +2 -108 21 -108 0 +2 -92 27 -106 3 +2 -88 2 -106 1 +2 -88 15 -103 0 +3 54 -74 4 0 +3 42 -92 31 1 +3 39 -99 -7 1 +3 48 -115 -5 1 +3 39 -96 2 1 +3 31 -109 9 1 +3 33 -96 -8 1 +3 23 -102 4 0 +3 38 -90 21 1 +3 34 -107 1 1 +3 35 -78 18 1
--- a/test-data/f1_score.txt Thu Jun 23 15:26:05 2016 -0400 +++ b/test-data/f1_score.txt Fri Feb 16 09:13:21 2018 -0500 @@ -1,2 +1,2 @@ f1_score : -0.847633136095 +0.8461538461538461
--- a/test-data/fbeta_score.txt Thu Jun 23 15:26:05 2016 -0400 +++ b/test-data/fbeta_score.txt Fri Feb 16 09:13:21 2018 -0500 @@ -1,2 +1,2 @@ fbeta_score : -0.847633136095 +0.8461538461538461
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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/glm_result08 Fri Feb 16 09:13:21 2018 -0500 @@ -0,0 +1,5 @@ +3.68258022948 2.82110345641 -3.9901407239999998 -1.9523364774 1 +0.015942057224 -0.7119585943469999 0.125502976978 -0.972218263337 0 +2.0869076882499997 0.929399321468 -2.1292408448400004 -1.9971402218799998 1 +1.4132105208399999 0.523750660422 -1.4210539291 -1.49298569451 1 +0.7683140439399999 1.38267855169 -0.989045048734 0.649504257894 1
--- a/test-data/hamming_loss.txt Thu Jun 23 15:26:05 2016 -0400 +++ b/test-data/hamming_loss.txt Fri Feb 16 09:13:21 2018 -0500 @@ -1,2 +1,2 @@ hamming_loss : -0.153846153846 +0.15384615384615385
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--- a/test-data/hinge_loss.txt Thu Jun 23 15:26:05 2016 -0400 +++ b/test-data/hinge_loss.txt Fri Feb 16 09:13:21 2018 -0500 @@ -1,2 +1,2 @@ hinge_loss : -2.76882271268 +2.7688227126800844
--- a/test-data/jaccard_similarity_score.txt Thu Jun 23 15:26:05 2016 -0400 +++ b/test-data/jaccard_similarity_score.txt Fri Feb 16 09:13:21 2018 -0500 @@ -1,2 +1,2 @@ jaccard_similarity_score : -0.846153846154 +0.8461538461538461
--- a/test-data/lda_prediction_result01.tabular Thu Jun 23 15:26:05 2016 -0400 +++ b/test-data/lda_prediction_result01.tabular Fri Feb 16 09:13:21 2018 -0500 @@ -1,5 +1,5 @@ 3.68258022948 2.82110345641 -3.990140724 -1.9523364774 0 -0.015942057224 -0.711958594347 0.125502976978 -0.972218263337 0 -2.08690768825 0.929399321468 -2.12924084484 -1.99714022188 0 -1.41321052084 0.523750660422 -1.4210539291 -1.49298569451 0 -0.76831404394 1.38267855169 -0.989045048734 0.649504257894 1 +0.015942057224 -0.7119585943469999 0.125502976978 -0.972218263337 0 +2.0869076882499997 0.929399321468 -2.1292408448400004 -1.9971402218799998 0 +1.4132105208399999 0.523750660422 -1.4210539291 -1.49298569451 0 +0.7683140439399999 1.38267855169 -0.989045048734 0.649504257894 1
--- a/test-data/lda_prediction_result02.tabular Thu Jun 23 15:26:05 2016 -0400 +++ b/test-data/lda_prediction_result02.tabular Fri Feb 16 09:13:21 2018 -0500 @@ -1,5 +1,5 @@ 3.68258022948 2.82110345641 -3.990140724 -1.9523364774 0 -0.015942057224 -0.711958594347 0.125502976978 -0.972218263337 0 -2.08690768825 0.929399321468 -2.12924084484 -1.99714022188 0 -1.41321052084 0.523750660422 -1.4210539291 -1.49298569451 0 -0.76831404394 1.38267855169 -0.989045048734 0.649504257894 1 +0.015942057224 -0.7119585943469999 0.125502976978 -0.972218263337 0 +2.0869076882499997 0.929399321468 -2.1292408448400004 -1.9971402218799998 0 +1.4132105208399999 0.523750660422 -1.4210539291 -1.49298569451 0 +0.7683140439399999 1.38267855169 -0.989045048734 0.649504257894 1
--- a/test-data/log_loss.txt Thu Jun 23 15:26:05 2016 -0400 +++ b/test-data/log_loss.txt Fri Feb 16 09:13:21 2018 -0500 @@ -1,2 +1,2 @@ log_loss : -3.72487354027 +3.7248735402728403
--- a/test-data/moons.txt Thu Jun 23 15:26:05 2016 -0400 +++ b/test-data/moons.txt Fri Feb 16 09:13:21 2018 -0500 @@ -1,101 +1,101 @@ 0 1 0 --0.718349350098 0.695682550603 0 -0.281650649902 -0.195682550603 1 --0.0960230259077 0.995379112949 0 --0.871318704123 0.490717552004 0 --0.623489801859 0.781831482468 0 --0.0320515775717 0.999486216201 0 --0.672300890261 0.740277997075 0 --0.518392568311 0.855142763005 0 -1.15959989503 -0.487181783414 1 -0.222520933956 0.974927912182 0 -1.62348980186 -0.281831482468 1 +-0.7183493500977275 0.6956825506034865 0 +0.2816506499022724 -0.19568255060348638 1 +-0.09602302590768154 0.9953791129491982 0 +-0.8713187041233892 0.49071755200393813 0 +-0.6234898018587335 0.7818314824680299 0 +-0.032051577571654985 0.9994862162006879 0 +-0.6723008902613166 0.7402779970753157 0 +-0.518392568310525 0.8551427630053462 0 +1.159599895033379 -0.4871817834144502 1 +0.22252093395631445 0.9749279121818236 0 +1.6234898018587334 -0.2818314824680299 1 0.0 0.5 1 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--- a/test-data/nn_model01.txt Thu Jun 23 15:26:05 2016 -0400 +++ b/test-data/nn_model01.txt Fri Feb 16 09:13:21 2018 -0500 @@ -57,72 +57,76 @@ p24 Vbrute p25 +sS'_sklearn_version' +p26 +S'0.19.1' +p27 sS'metric' -p26 +p28 S'minkowski' -p27 +p29 sS'classes_' -p28 +p30 g9 (g10 (I0 -tp29 +tp31 g12 -tp30 -Rp31 +tp32 +Rp33 (I1 (I4 -tp32 +tp34 g19 I00 S'\x00\x00\x00\x00\x00\x00\x00\x00\x01\x00\x00\x00\x00\x00\x00\x00\x02\x00\x00\x00\x00\x00\x00\x00\x03\x00\x00\x00\x00\x00\x00\x00' -p33 -tp34 +p35 +tp36 bsS'metric_params' -p35 +p37 NsS'p' -p36 +p38 I2 sS'effective_metric_params_' -p37 -(dp38 +p39 +(dp40 sS'radius' -p39 +p41 NsS'leaf_size' -p40 +p42 I30 sS'_fit_method' -p41 +p43 g25 sS'weights' -p42 +p44 Vuniform -p43 +p45 sS'_tree' -p44 +p46 NsS'effective_metric_' -p45 +p47 S'euclidean' -p46 +p48 sS'outputs_2d_' -p47 +p49 I00 sS'_fit_X' -p48 +p50 g9 (g10 (I0 -tp49 +tp51 g12 -tp50 -Rp51 +tp52 +Rp53 (I1 (I48 I4 -tp52 +tp54 g19 I01 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-p53 -tp54 +p55 +tp56 bsb. \ No newline at end of file
--- a/test-data/nn_model02.txt Thu Jun 23 15:26:05 2016 -0400 +++ b/test-data/nn_model02.txt Fri Feb 16 09:13:21 2018 -0500 @@ -56,176 +56,180 @@ p24 Vauto p25 +sS'_sklearn_version' +p26 +S'0.19.1' +p27 sS'metric' -p26 +p28 S'minkowski' -p27 +p29 sS'classes_' -p28 +p30 g9 (g10 (I0 -tp29 +tp31 g12 -tp30 -Rp31 +tp32 +Rp33 (I1 (I4 -tp32 +tp34 g19 I00 S'\x00\x00\x00\x00\x00\x00\x00\x00\x01\x00\x00\x00\x00\x00\x00\x00\x02\x00\x00\x00\x00\x00\x00\x00\x03\x00\x00\x00\x00\x00\x00\x00' -p33 -tp34 +p35 +tp36 bsS'outputs_2d_' -p35 +p37 I00 sS'metric_params' -p36 +p38 NsS'p' -p37 +p39 I2 sS'effective_metric_params_' -p38 -(dp39 +p40 +(dp41 sS'radius' -p40 +p42 F1.0 sS'leaf_size' -p41 +p43 I30 sS'_fit_method' -p42 +p44 S'kd_tree' -p43 +p45 sS'weights' -p44 +p46 Vuniform -p45 +p47 sS'_tree' -p46 +p48 csklearn.neighbors.kd_tree newObj -p47 +p49 (csklearn.neighbors.kd_tree BinaryTree -p48 -tp49 -Rp50 +p50 +tp51 +Rp52 (g9 (g10 (I0 -tp51 +tp53 g12 -tp52 -Rp53 +tp54 +Rp55 (I1 (I48 I4 -tp54 +tp56 g16 (S'f8' -p55 +p57 I0 I1 -tp56 -Rp57 +tp58 +Rp59 (I3 S'<' -p58 +p60 NNNI-1 I-1 I0 -tp59 +tp61 bI00 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\xc0\x00\x00\x00\x00\x00\x00\x08@\x00\x00\x00\x00\x00\x007@\x00\x00\x00\x00\x00\x80Y\xc0\x00\x00\x00\x00\x00\x00\x10@\x00\x00\x00\x00\x00\x00\x08@\x00\x00\x00\x00\x00\x00C@\x00\x00\x00\x00\x00\x80V\xc0\x00\x00\x00\x00\x00\x005@\x00\x00\x00\x00\x00\x00\x08@\x00\x00\x00\x00\x00\x00A@\x00\x00\x00\x00\x00\xc0Z\xc0\x00\x00\x00\x00\x00\x00\xf0?\x00\x00\x00\x00\x00\x00\x08@\x00\x00\x00\x00\x00\x80A@\x00\x00\x00\x00\x00\x80S\xc0\x00\x00\x00\x00\x00\x002@' -p60 -tp61 +p62 +tp63 bg9 (g10 (I0 -tp62 +tp64 g12 -tp63 -Rp64 +tp65 +Rp66 (I1 (I48 -tp65 +tp67 g19 I00 S'\x00\x00\x00\x00\x00\x00\x00\x00\x01\x00\x00\x00\x00\x00\x00\x00\x02\x00\x00\x00\x00\x00\x00\x00\x03\x00\x00\x00\x00\x00\x00\x00\x04\x00\x00\x00\x00\x00\x00\x00\x05\x00\x00\x00\x00\x00\x00\x00\x06\x00\x00\x00\x00\x00\x00\x00\x07\x00\x00\x00\x00\x00\x00\x00\x08\x00\x00\x00\x00\x00\x00\x00\t\x00\x00\x00\x00\x00\x00\x00\n\x00\x00\x00\x00\x00\x00\x00\x0b\x00\x00\x00\x00\x00\x00\x00\x0c\x00\x00\x00\x00\x00\x00\x00\r\x00\x00\x00\x00\x00\x00\x00\x0e\x00\x00\x00\x00\x00\x00\x00\x0f\x00\x00\x00\x00\x00\x00\x00\x10\x00\x00\x00\x00\x00\x00\x00\x11\x00\x00\x00\x00\x00\x00\x00\x12\x00\x00\x00\x00\x00\x00\x00\x13\x00\x00\x00\x00\x00\x00\x00\x14\x00\x00\x00\x00\x00\x00\x00\x15\x00\x00\x00\x00\x00\x00\x00\x16\x00\x00\x00\x00\x00\x00\x00\x17\x00\x00\x00\x00\x00\x00\x00\x18\x00\x00\x00\x00\x00\x00\x00\x19\x00\x00\x00\x00\x00\x00\x00\x1a\x00\x00\x00\x00\x00\x00\x00\x1b\x00\x00\x00\x00\x00\x00\x00\x1c\x00\x00\x00\x00\x00\x00\x00\x1d\x00\x00\x00\x00\x00\x00\x00\x1e\x00\x00\x00\x00\x00\x00\x00\x1f\x00\x00\x00\x00\x00\x00\x00 \x00\x00\x00\x00\x00\x00\x00!\x00\x00\x00\x00\x00\x00\x00"\x00\x00\x00\x00\x00\x00\x00#\x00\x00\x00\x00\x00\x00\x00$\x00\x00\x00\x00\x00\x00\x00%\x00\x00\x00\x00\x00\x00\x00&\x00\x00\x00\x00\x00\x00\x00\'\x00\x00\x00\x00\x00\x00\x00(\x00\x00\x00\x00\x00\x00\x00)\x00\x00\x00\x00\x00\x00\x00*\x00\x00\x00\x00\x00\x00\x00+\x00\x00\x00\x00\x00\x00\x00,\x00\x00\x00\x00\x00\x00\x00-\x00\x00\x00\x00\x00\x00\x00.\x00\x00\x00\x00\x00\x00\x00/\x00\x00\x00\x00\x00\x00\x00' -p66 -tp67 +p68 +tp69 bg9 (g10 (I0 -tp68 +tp70 g12 -tp69 -Rp70 +tp71 +Rp72 (I1 (I1 -tp71 +tp73 g16 (S'V32' -p72 +p74 I0 I1 -tp73 -Rp74 +tp75 +Rp76 (I3 S'|' -p75 +p77 N(S'idx_start' -p76 +p78 S'idx_end' -p77 +p79 S'is_leaf' -p78 -g40 -tp79 -(dp80 -g77 +p80 +g42 +tp81 +(dp82 +g79 (g19 I8 -tp81 -sg78 +tp83 +sg80 (g19 I16 -tp82 -sg40 -(g57 +tp84 +sg42 +(g59 I24 -tp83 -sg76 +tp85 +sg78 (g19 I0 -tp84 +tp86 sI32 I1 I16 -tp85 +tp87 bI00 S'\x00\x00\x00\x00\x00\x00\x00\x000\x00\x00\x00\x00\x00\x00\x00\x01\x00\x00\x00\x00\x00\x00\x00\xd2 \xd7\x95\xa0\x89\x80@' -p86 -tp87 +p88 +tp89 bg9 (g10 (I0 -tp88 +tp90 g12 -tp89 -Rp90 +tp91 +Rp92 (I1 (I2 I1 I4 -tp91 -g57 +tp93 +g59 I00 S'\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00@[\xc0\x00\x00\x00\x00\x00\xc0\\\xc0\x00\x00\x00\x00\x00\x80\\\xc0\x00\x00\x00\x00\x00\x00\x08@\x00\x00\x00\x00\x00\x00M@\x00\x00\x00\x00\x00\xc0[@\x00\x00\x00\x00\x00\x80Q@' -p92 -tp93 +p94 +tp95 bI30 I1 I1 @@ -235,68 +239,68 @@ I0 csklearn.neighbors.dist_metrics newObj -p94 +p96 (csklearn.neighbors.dist_metrics EuclideanDistance -p95 -tp96 -Rp97 +p97 +tp98 +Rp99 (F2.0 g9 (g10 (I0 -tp98 +tp100 g12 -tp99 -Rp100 +tp101 +Rp102 (I1 (I1 -tp101 -g57 +tp103 +g59 I00 S'\x00\x00\x00\x00\x00\x00\x00\x00' -p102 -tp103 +p104 +tp105 bg9 (g10 (I0 -tp104 +tp106 g12 -tp105 -Rp106 +tp107 +Rp108 (I1 (I1 I1 -tp107 -g57 +tp109 +g59 I00 S'\x00\x00\x00\x00\x00\x00\x00\x00' -p108 -tp109 -btp110 -btp111 +p110 +tp111 +btp112 +btp113 bsS'effective_metric_' -p112 +p114 S'euclidean' -p113 +p115 sS'outlier_label' -p114 +p116 NsS'_fit_X' -p115 +p117 g9 (g10 (I0 -tp116 +tp118 g12 -tp117 -Rp118 +tp119 +Rp120 (I1 (I48 I4 -tp119 +tp121 g19 I01 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-p120 -tp121 +p122 +tp123 bsb. \ No newline at end of file
--- a/test-data/nn_model03.txt Thu Jun 23 15:26:05 2016 -0400 +++ b/test-data/nn_model03.txt Fri Feb 16 09:13:21 2018 -0500 @@ -82,6 +82,10 @@ S'\x00\x00\x00\x00\x00\x00\x00\x00\x01\x00\x00\x00\x00\x00\x00\x00\x02\x00\x00\x00\x00\x00\x00\x00\x03\x00\x00\x00\x00\x00\x00\x00' p34 tp35 -bsS'shrink_threshold' +bsS'_sklearn_version' p36 +S'0.19.1' +p37 +sS'shrink_threshold' +p38 Nsb. \ No newline at end of file
--- a/test-data/precision_recall_curve.txt Thu Jun 23 15:26:05 2016 -0400 +++ b/test-data/precision_recall_curve.txt Fri Feb 16 09:13:21 2018 -0500 @@ -1,2 +1,2 @@ precision_recall_curve : -(array([ 1., 1.]), array([ 1., 0.]), array([1])) +(array([1., 1.]), array([1., 0.]), array([1]))
--- a/test-data/precision_recall_fscore_support.txt Thu Jun 23 15:26:05 2016 -0400 +++ b/test-data/precision_recall_fscore_support.txt Fri Feb 16 09:13:21 2018 -0500 @@ -1,2 +1,2 @@ precision_recall_fscore_support : -(0.90769230769230769, 0.84615384615384615, 0.8476331360946745, None) +(0.8461538461538461, 0.8461538461538461, 0.8461538461538461, None)
--- a/test-data/precision_score.txt Thu Jun 23 15:26:05 2016 -0400 +++ b/test-data/precision_score.txt Fri Feb 16 09:13:21 2018 -0500 @@ -1,2 +1,2 @@ precision_score : -0.907692307692 +0.8461538461538461
--- a/test-data/prp_result01 Thu Jun 23 15:26:05 2016 -0400 +++ b/test-data/prp_result01 Fri Feb 16 09:13:21 2018 -0500 @@ -1,15 +1,15 @@ -0.340792241503 -0.392122793309 0.249050728091 -0.769815625858 -0.170138220973 --0.862075755531 -0.190485884192 0.24710543975 0.742293134619 -0.679070605191 --0.448575437572 0.199203123002 -0.812112096739 0.278559309077 0.0406914316875 -1.33428163284 1.66416082626 -3.00011335793 -0.670112383949 -0.0704503877547 -0.761526726038 0.917627410889 -1.95449332713 -0.567530116888 0.100635636548 -0.351707781935 0.635120251133 -1.51891502937 -0.309716974447 0.0995703002013 --1.15469955812 -0.528932346979 0.727954822594 0.826185585523 -0.612742173567 --0.176836714677 -1.58302563298 1.83524452493 -1.05539551285 0.237779665023 --0.0458904476457 0.408969436205 -1.15586321892 -0.0244669672622 0.0750175270781 --2.32259976346 -1.54646621316 2.23314889088 1.4052188635 -0.511535448293 -0.33596216675 -0.162180718453 -0.0355684060349 -0.595834626266 -0.284612086542 -0.0981742501127 -0.298032722308 0.182304008722 -0.42567750847 -0.299001698602 -0.693972528706 -0.0466258179106 -0.253067281294 -0.917227391557 -0.219285708489 --1.85600914205 -0.890335299747 0.832008450126 1.07651729919 0.0955850219353 -0.723568479543 -0.413574630084 0.19661484069 -1.219698096 -0.0291442646963 +0.34079224150348947 -0.3921227933085925 0.2490507280911941 -0.7698156258582727 -0.1701382209728926 +-0.8620757555306106 -0.19048588419219253 0.24710543975009408 0.7422931346186274 -0.6790706051909926 +-0.44857543757211044 0.19920312300180737 -0.812112096739406 0.2785593090771274 0.04069143168750737 +1.3342816328356895 1.6641608262566074 -3.000113357933606 -0.6701123839490727 -0.07045038775469255 +0.7615267260378895 0.9176274108888074 -1.954493327131406 -0.5675301168878727 0.10063563654750733 +0.3517077819346894 0.6351202511326074 -1.518915029366606 -0.30971697444707263 0.09957030020130735 +-1.1546995581165105 -0.5289323469785927 0.7279548225941941 0.8261855855227276 -0.6127421735668926 +-0.17683671467671042 -1.5830256329757926 1.8352445249339941 -1.0553955128494728 0.23777966502290743 +-0.04589044764567053 0.4089694362054475 -1.1558632189207658 -0.02446696726223259 0.07501752707814739 +-2.322599763463111 -1.5464662131621925 2.233148890877594 1.4052188634961276 -0.5115354482934926 +0.3359621667503495 -0.16218071845273258 -0.03556840603494589 -0.5958346262657126 -0.28461208654203257 +0.09817425011268949 -0.29803272230839256 0.18230400872239416 -0.42567750847007263 -0.2990016986016926 +0.6939725287059254 -0.046625817910626616 -0.25306728129413986 -0.9172273915573068 -0.2192857084889266 +-1.8560091420543106 -0.8903352997473926 0.8320084501263939 1.0765172991949272 0.09558502193530742 +0.7235684795430894 -0.41357463008399253 0.19661484068979412 -1.2196980959976726 -0.029144264696292624
--- a/test-data/prp_result02 Thu Jun 23 15:26:05 2016 -0400 +++ b/test-data/prp_result02 Fri Feb 16 09:13:21 2018 -0500 @@ -1,15 +1,15 @@ -0.550784381577 0.350971359358 0.502498373312 0.211812771111 0.0 -0.386180696401 0.506954745611 0.610959953576 0.829092800063 0.0 -0.550737573876 0.654016374015 0.444310040377 0.773048255119 1.0 -1.0 1.0 0.0 0.51724422759 1.0 -0.823558618145 0.798565194368 0.187092218148 0.496321347636 1.0 -0.726600991352 0.736783396223 0.280504967611 0.575389760123 1.0 -0.301036110273 0.418099007976 0.699639917598 0.834457321393 0.0 -0.331241792594 0.0 0.754571193936 0.0 0.0 -0.638113449084 0.692528816807 0.3634266159 0.670011816531 1.0 -0.0 0.172514309297 1.0 0.980398332569 0.0 -0.5767922297 0.426577166098 0.466098581577 0.299914603172 0.0 -0.523801457189 0.399913876039 0.515787235724 0.356280111142 0.0 -0.646217780792 0.437603275863 0.405592753791 0.18180023196 0.0 -0.203868992411 0.402791922863 0.784299102259 1.0 1.0 -0.608135890641 0.315311438334 0.461117228336 0.0313433043898 0.0 +0.5507843815769634 0.3509713593582132 0.5024983733118504 0.21181277111109376 0.0 +0.3861806964013367 0.5069547456108511 0.6109599535763046 0.8290928000628373 0.0 +0.5507375738755746 0.6540163740150353 0.4443100403766963 0.7730482551190299 1.0 +1.0 1.0 0.0 0.517244227590485 1.0 +0.8235586181451755 0.7985651943678985 0.18709221814790866 0.4963213476362478 1.0 +0.7266009913523925 0.7367833962232062 0.2805049676108317 0.5753897601225946 1.0 +0.30103611027291544 0.41809900797558924 0.6996399175984136 0.8344573213929083 0.0 +0.3312417925943893 0.0 0.7545711939364796 0.0 0.0 +0.6381134490835961 0.6925288168071413 0.36342661590035497 0.6700118165314028 1.0 +0.0 0.17251430929709788 1.0 0.9803983325686505 0.0 +0.5767922296995018 0.42657716609772306 0.4660985815769355 0.29991460317209145 0.0 +0.5238014571892052 0.39991387603944323 0.5157872357238816 0.3562801111416092 0.0 +0.6462177807916674 0.4376032758632245 0.4055927537907609 0.18180023195970593 0.0 +0.2038689924106734 0.40279192286335813 0.7842991022590049 1.0 1.0 +0.6081358906411253 0.3153114383337088 0.4611172283355056 0.03134330438976468 0.0
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--- a/test-data/prp_result04 Thu Jun 23 15:26:05 2016 -0400 +++ b/test-data/prp_result04 Fri Feb 16 09:13:21 2018 -0500 @@ -1,15 +1,15 @@ -0.0 -0.253855596808 0.134420613871 -0.560212076994 0.0 --0.580706111253 0.269877398274 0.534957856136 0.571982134735 0.0 --0.000165133108783 0.763654517468 -0.0804627978317 0.469187120466 1.0 -1.5847898825 1.9253361878 -1.72125318508 0.0 1.0 -0.962321505733 1.24899458116 -1.03034124258 -0.0383760408013 1.0 -0.620264240423 1.04155475721 -0.685377754397 0.106648574849 1.0 --0.881088095119 -0.028466436412 0.862443663986 0.581821558844 0.0 --0.774525327099 -1.43228418232 1.06529910722 -0.948711918516 0.0 -0.308088625944 0.89296467989 -0.379156802711 0.280201159646 1.0 --1.94311479736 -0.853046623285 1.97164195151 0.849501639775 0.0 -0.0917532091045 0.0 0.0 -0.398618667806 0.0 --0.0951931852238 -0.0895252058342 0.183494989243 -0.295234953979 0.0 -0.336679935704 0.0370214907519 -0.223441677167 -0.615260064152 0.0 --1.22388442495 -0.079861817192 1.17508115529 0.885454357124 1.0 -0.202330657224 -0.373588074037 -0.0183956151589 -0.891223086637 0.0 +0.0 -0.25385559680817016 0.13442061387070464 -0.5602120769938709 0.0 +-0.5807061112525813 0.2698773982744695 0.5349578561360192 0.571982134735025 0.0 +-0.00016513310878258202 0.7636545174678359 -0.0804627978317235 0.4691871204655464 1.0 +1.584789882498885 1.9253361878040125 -1.7212531850763018 0.0 1.0 +0.9623215057330502 1.248994581161877 -1.0303412425843197 -0.038376040801309956 1.0 +0.6202642404230927 1.0415547572084232 -0.6853777543973235 0.1066485748494791 1.0 +-0.881088095119412 -0.028466436412001278 0.862443663986116 0.5818215588435884 0.0 +-0.7745253270992509 -1.4322841823191093 1.0652991072215634 -0.9487119185155306 0.0 +0.30808862594408043 0.8929646798898123 -0.37915680271103425 0.2802011596461483 1.0 +-1.9431147973567746 -0.8530466232854528 1.97164195151228 0.8495016397748227 0.0 +0.09175320910447847 0.0 0.0 -0.3986186678055577 0.0 +-0.0951931852237634 -0.08952520583418162 0.18349498924288923 -0.2952349539785941 0.0 +0.33667993570408733 0.03702149075186114 -0.22344167716683067 -0.6152600641516485 0.0 +-1.223884424953702 -0.07986181719203675 1.1750811552867684 0.8854543571237001 1.0 +0.20233065722424093 -0.37358807403702804 -0.01839561515890641 -0.8912230866367292 0.0
--- a/test-data/prp_result05 Thu Jun 23 15:26:05 2016 -0400 +++ b/test-data/prp_result05 Fri Feb 16 09:13:21 2018 -0500 @@ -1,7 +1,7 @@ %%MatrixMarket matrix coordinate real general % 3 3 4 -1 1 1 -2 3 1 -3 1 1 -3 3 1 +1 1 1.000000000000000e+00 +2 3 1.000000000000000e+00 +3 1 1.000000000000000e+00 +3 3 1.000000000000000e+00
--- a/test-data/prp_result06 Thu Jun 23 15:26:05 2016 -0400 +++ b/test-data/prp_result06 Fri Feb 16 09:13:21 2018 -0500 @@ -1,9 +1,9 @@ %%MatrixMarket matrix coordinate real general % 3 3 6 -1 1 1 -1 3 -0.2 -2 3 11 -3 1 0.04 -3 2 -5 -3 3 2.6 +1 1 1.000000000000000e+00 +1 3 -2.000000000000000e-01 +2 3 1.100000000000000e+01 +3 1 4.000000000000000e-02 +3 2 -5.000000000000000e+00 +3 3 2.600000000000000e+00
--- a/test-data/prp_result07 Thu Jun 23 15:26:05 2016 -0400 +++ b/test-data/prp_result07 Fri Feb 16 09:13:21 2018 -0500 @@ -1,15 +1,15 @@ -0.108665139011 -0.5565683482 0.0169733875077 -0.958962367167 -0.816496580928 --0.571099536518 0.0792679658547 0.465423608048 0.979765457216 -0.816496580928 -0.108471837009 0.678736447658 -0.223614760609 0.803743046655 1.22474487139 -1.96379316226 2.0890722453 -2.06067941621 0.000324237526991 1.22474487139 -1.23514229057 1.26796195008 -1.28711935665 -0.065389486603 1.22474487139 -0.834735886268 1.01612031648 -0.900890721629 0.182945343826 1.22474487139 --0.922721566735 -0.282935381937 0.832083851483 0.99661412602 -0.816496580928 --0.797981006883 -1.98723568294 1.05920522412 -1.6242152405 -0.816496580928 -0.469308433082 0.835725023547 -0.558039074324 0.480130421839 1.22474487139 --2.16591192182 -1.28401423621 2.07396641364 1.45497967458 -0.816496580928 -0.216069881629 -0.248375798767 -0.133526859597 -0.682255742645 -0.816496580928 --0.00276638101632 -0.357063579425 0.0719181270631 -0.505225264563 -0.816496580928 -0.50277693294 -0.203429980112 -0.383697028135 -1.05322452049 -0.816496580928 --1.32399310738 -0.345331774338 1.1821195963 1.51654378855 1.22474487139 -0.345509957574 -0.701929166993 -0.154122991003 -1.52577347424 -0.816496580928 +0.10866513901130055 -0.5565683482001781 0.01697338750768846 -0.9589623671667038 -0.816496580927726 +-0.5710995365177258 0.07926796585473102 0.46542360804755395 0.9797654572160418 -0.816496580927726 +0.10847183700890116 0.6787364476581768 -0.2236147606088382 0.803743046654752 1.224744871391589 +1.9637931622636124 2.0890722453009336 -2.0606794162148767 0.00032423752699077795 1.224744871391589 +1.2351422905746392 1.2679619500798842 -1.2871193566513779 -0.06538948660301952 1.224744871391589 +0.8347358862676002 1.0161203164819261 -0.9008907216292501 0.18294534382616373 1.224744871391589 +-0.922721566734639 -0.28293538193724904 0.8320838514832234 0.9966141260199964 -0.816496580927726 +-0.7979810068833711 -1.9872356829362412 1.059205224122999 -1.6242152405020795 -0.816496580927726 +0.4693084330819043 0.8357250235474191 -0.5580390743243027 0.48013042183945476 1.224744871391589 +-2.1659119218220786 -1.284014236214121 2.073966413639728 1.4549796745789692 -0.816496580927726 +0.2160698816290759 -0.2483757987671466 -0.1335268595966537 -0.6822557426452339 -0.816496580927726 +-0.0027663810163240663 -0.35706357942460004 0.07191812706310458 -0.5052252645629531 -0.816496580927726 +0.5027769329398427 -0.20342998011241972 -0.3836970281346616 -1.053224520491157 -0.816496580927726 +-1.3239931073762934 -0.34533177433843787 1.182119596299028 1.5165437885484256 1.224744871391589 +0.3455099575735564 -0.7019291669926769 -0.15412299100336474 -1.5257734742396478 -0.816496580927726
--- a/test-data/prp_result08 Thu Jun 23 15:26:05 2016 -0400 +++ b/test-data/prp_result08 Fri Feb 16 09:13:21 2018 -0500 @@ -1,9 +1,9 @@ %%MatrixMarket matrix coordinate real general % 3 3 6 -1 1 1 -1 3 -0.01818181818181818 -2 3 1 -3 1 0.04 -3 2 -1 -3 3 0.2363636363636364 +1 1 1.000000000000000e+00 +1 3 -1.818181818181818e-02 +2 3 1.000000000000000e+00 +3 1 4.000000000000000e-02 +3 2 -1.000000000000000e+00 +3 3 2.363636363636364e-01
--- a/test-data/prp_result09 Thu Jun 23 15:26:05 2016 -0400 +++ b/test-data/prp_result09 Fri Feb 16 09:13:21 2018 -0500 @@ -1,9 +1,9 @@ %%MatrixMarket matrix coordinate real general % 3 3 6 -1 1 0.8333333333333334 -1 3 -0.1666666666666667 -2 3 1 -3 1 0.005235602094240837 -3 2 -0.6544502617801047 -3 3 0.3403141361256544 +1 1 8.333333333333334e-01 +1 3 -1.666666666666667e-01 +2 3 1.000000000000000e+00 +3 1 5.235602094240837e-03 +3 2 -6.544502617801047e-01 +3 3 3.403141361256544e-01
--- a/test-data/pw_metric01.tabular Thu Jun 23 15:26:05 2016 -0400 +++ b/test-data/pw_metric01.tabular Fri Feb 16 09:13:21 2018 -0500 @@ -1,4 +1,4 @@ -3.04314666148e-10 1.0 0.00141780612013 0.0463660971622 0.0121201634953 0.0121201634953 0.0396647854754 4.83715268652e-11 -0.00827235898638 0.00141780612013 1.0 0.503053072591 0.00594941515478 0.00594941515478 0.00182136461404 1.44729848866e-15 -0.00018054338976 0.0463660971622 0.503053072591 1.0 0.0515464606948 0.0515464606948 0.0321278551948 6.21733947367e-13 -1.90871172058e-06 0.0121201634953 0.00594941515478 0.0515464606948 1.0 1.0 0.688276578535 7.17147837147e-07 +3.0431466614809506e-10 1.0 0.0014178061201292206 0.04636609716221582 0.012120163495312785 0.012120163495312785 0.03966478547536481 4.837152686522704e-11 +0.00827235898637926 0.0014178061201292193 1.0 0.5030530725911153 0.005949415154775898 0.005949415154775898 0.001821364614043494 1.4472984886595985e-15 +0.0001805433897597471 0.04636609716221582 0.5030530725911155 1.0 0.05154646069476933 0.05154646069476933 0.032127855194777344 6.217339473667583e-13 +1.9087117205849074e-06 0.012120163495312775 0.005949415154775898 0.05154646069476933 1.0 1.0 0.6882765785347926 7.171478371468866e-07
--- a/test-data/pw_metric02.tabular Thu Jun 23 15:26:05 2016 -0400 +++ b/test-data/pw_metric02.tabular Fri Feb 16 09:13:21 2018 -0500 @@ -1,4 +1,4 @@ -0.0 6.9919893272 4.70030205564 5.5832796797 -6.9919893272 0.0 2.29168727157 5.55871315041 -4.70030205564 2.29168727157 0.0 4.07832320094 -5.5832796797 5.55871315041 4.07832320094 0.0 +0.0 6.991989327202 4.700302055636 5.583279679695999 +6.991989327202 0.0 2.2916872715660004 5.558713150412 +4.700302055636 2.2916872715660004 0.0 4.078323200938 +5.583279679695999 5.558713150412 4.078323200938 0.0
--- a/test-data/pw_metric03.tabular Thu Jun 23 15:26:05 2016 -0400 +++ b/test-data/pw_metric03.tabular Fri Feb 16 09:13:21 2018 -0500 @@ -1,4 +1,4 @@ --2.88657986403e-15 0.780145991999 0.696415427396 0.649889281728 -0.780145991999 -1.11022302463e-15 0.772719316767 0.766951176109 -0.696415427396 0.772719316767 3.33066907388e-15 0.676197268433 -0.649889281728 0.766951176109 0.676197268433 3.33066907388e-16 +0.0 0.7801459919993865 0.69641542739614 0.649889281728111 +0.7801459919993865 0.0 0.7727193167666271 0.7669511761085644 +0.69641542739614 0.7727193167666271 0.0 0.6761972684325525 +0.649889281728111 0.7669511761085644 0.6761972684325525 0.0
--- a/test-data/qda_prediction_result01.tabular Thu Jun 23 15:26:05 2016 -0400 +++ b/test-data/qda_prediction_result01.tabular Fri Feb 16 09:13:21 2018 -0500 @@ -1,5 +1,5 @@ 3.68258022948 2.82110345641 -3.990140724 -1.9523364774 0 -0.015942057224 -0.711958594347 0.125502976978 -0.972218263337 0 -2.08690768825 0.929399321468 -2.12924084484 -1.99714022188 0 -1.41321052084 0.523750660422 -1.4210539291 -1.49298569451 0 -0.76831404394 1.38267855169 -0.989045048734 0.649504257894 1 +0.015942057224 -0.7119585943469999 0.125502976978 -0.972218263337 0 +2.0869076882499997 0.929399321468 -2.1292408448400004 -1.9971402218799998 0 +1.4132105208399999 0.523750660422 -1.4210539291 -1.49298569451 0 +0.7683140439399999 1.38267855169 -0.989045048734 0.649504257894 1
--- a/test-data/recall_score.txt Thu Jun 23 15:26:05 2016 -0400 +++ b/test-data/recall_score.txt Fri Feb 16 09:13:21 2018 -0500 @@ -1,2 +1,2 @@ recall_score : -0.846153846154 +0.8461538461538461
--- a/test-data/regression.txt Thu Jun 23 15:26:05 2016 -0400 +++ b/test-data/regression.txt Fri Feb 16 09:13:21 2018 -0500 @@ -1,101 +1,101 @@ 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 0 -0.04046644371 -0.322218691687 -1.94327028848 0.140890761683 0.50797298197 -1.18817519028 -0.558378646698 -1.47620399282 -0.240679090728 -0.0635802910776 0.809295109326 0.357546113984 -0.354635285053 -0.0138007387891 -0.0871482357198 -0.794536549893 0.0425284443041 1.18480579061 -0.344270226961 1.8129164839 1.93725134258 -0.231323820954 0.472120528758 -1.08604982625 -0.225148353883 -0.268812820153 -2.6129045486 -1.40689902631 -0.685224130532 0.303384478902 0.231988415478 1.07743876869 0.165187612405 -1.00475952205 -0.449001129009 0.0625322596495 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--- a/test-data/roc_curve.txt Thu Jun 23 15:26:05 2016 -0400 +++ b/test-data/roc_curve.txt Fri Feb 16 09:13:21 2018 -0500 @@ -1,2 +1,2 @@ roc_curve : -(array([ 0., 1.]), array([ 1., 1.]), array([1, 0])) +(array([0., 1.]), array([1., 1.]), array([1, 0]))
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1.1810021618172988 -1.0660552581621128 -0.7430459223148423 -0.8859252495127169 -0.49581833514279516 0.527387687628702 -0.30175139488690217 0.35564438892659067 1.3281321131436516 4.350078817584595 +0.2380742569517034 0.17185882517030615 1.1167682468088798 -0.013688855208146944 1.2829097566144694 -1.1299710458171193 0.7587214440890531 -1.0986042355701349 -0.3029040483924579 1.49961056170431 -1.5059986176712683 +0.14614254213307512 1.9034164161920542 -0.3062063943698761 -0.45706533906364627 -2.38861407368411 -0.8617991799058063 -0.5343938353030584 -1.2626042854762183 -1.0231988412194268 0.5384660112416041 4.252520100168033 +1.7165027742351253 0.17912390469970796 -0.4559683500449692 0.32669169909966733 0.6819648840132921 -0.7379887070817857 1.3263448403293359 0.9270035239969678 0.21309224825039347 1.3283330921381156 2.240674520982342
--- a/test-data/svc_model01.txt Thu Jun 23 15:26:05 2016 -0400 +++ b/test-data/svc_model01.txt Fri Feb 16 09:13:21 2018 -0500 @@ -170,130 +170,136 @@ bsS'random_state' p70 I5 +sS'_sklearn_version' +p71 +S'0.19.1' +p72 sS'tol' -p71 +p73 F0.001 sS'coef0' -p72 +p74 F0.0 sS'nu' -p73 +p75 F0.0 sS'n_support_' -p74 +p76 g13 (g14 (I0 -tp75 +tp77 g16 -tp76 -Rp77 +tp78 +Rp79 (I1 (I4 -tp78 +tp80 g35 I00 S'\x0c\x00\x00\x00\x0c\x00\x00\x00\r\x00\x00\x00\x0b\x00\x00\x00' -p79 -tp80 +p81 +tp82 bsS'shape_fit_' -p81 +p83 (I48 I4 -tp82 +tp84 sS'C' -p83 +p85 F1.0 sS'support_vectors_' -p84 +p86 g13 (g14 (I0 -tp85 +tp87 g16 -tp86 -Rp87 +tp88 +Rp89 (I1 (I48 I4 -tp88 +tp90 g47 I00 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\xc0\x00\x00\x00\x00\x00\x00\x08@\x00\x00\x00\x00\x00\x007@\x00\x00\x00\x00\x00\x80Y\xc0\x00\x00\x00\x00\x00\x00\x10@\x00\x00\x00\x00\x00\x00\x08@\x00\x00\x00\x00\x00\x00C@\x00\x00\x00\x00\x00\x80V\xc0\x00\x00\x00\x00\x00\x005@\x00\x00\x00\x00\x00\x00\x08@\x00\x00\x00\x00\x00\x00A@\x00\x00\x00\x00\x00\xc0Z\xc0\x00\x00\x00\x00\x00\x00\xf0?\x00\x00\x00\x00\x00\x00\x08@\x00\x00\x00\x00\x00\x80A@\x00\x00\x00\x00\x00\x80S\xc0\x00\x00\x00\x00\x00\x002@' -p89 -tp90 +p91 +tp92 bsS'_dual_coef_' -p91 +p93 g43 sS'degree' -p92 +p94 I3 sS'epsilon' -p93 +p95 F0.0 sS'max_iter' -p94 +p96 I-1 sS'decision_function_shape' -p95 -NsS'fit_status_' -p96 +p97 +S'ovr' +p98 +sS'fit_status_' +p99 I0 sS'_intercept_' -p97 +p100 g13 (g14 (I0 -tp98 +tp101 g16 -tp99 -Rp100 +tp102 +Rp103 (I1 (I6 -tp101 +tp104 g47 I00 S"\x05\xb6\x01\xbd\xd9\x10C\xbf'\xba\x1bxV\xaf\xb3\xbfl\x01\xfa7\x8f,\xb5?\xa6\xe7p\x80V\xaf\xb3\xbf\xc7\xd1\xe5\xd1QU\xb5?<2-\x0b]\xb0\xc3?" -p102 -tp103 +p105 +tp106 bsS'intercept_' -p104 +p107 g13 (g14 (I0 -tp105 +tp108 g16 -tp106 -Rp107 +tp109 +Rp110 (I1 (I6 -tp108 +tp111 g47 I00 S"\x05\xb6\x01\xbd\xd9\x10C\xbf'\xba\x1bxV\xaf\xb3\xbfl\x01\xfa7\x8f,\xb5?\xa6\xe7p\x80V\xaf\xb3\xbf\xc7\xd1\xe5\xd1QU\xb5?<2-\x0b]\xb0\xc3?" -p109 -tp110 +p112 +tp113 bsS'probB_' -p111 +p114 g13 (g14 (I0 -tp112 +tp115 g16 -tp113 -Rp114 +tp116 +Rp117 (I1 (I0 -tp115 +tp118 g47 I00 g60 -tp116 +tp119 bsS'cache_size' -p117 +p120 I200 sS'gamma' -p118 +p121 S'auto' -p119 +p122 sb. \ No newline at end of file
--- a/test-data/svc_model02.txt Thu Jun 23 15:26:05 2016 -0400 +++ b/test-data/svc_model02.txt Fri Feb 16 09:13:21 2018 -0500 @@ -170,130 +170,136 @@ bsS'random_state' p70 I5 +sS'_sklearn_version' +p71 +S'0.19.1' +p72 sS'tol' -p71 +p73 F0.001 sS'coef0' -p72 +p74 F0.0 sS'nu' -p73 +p75 F0.5 sS'n_support_' -p74 +p76 g13 (g14 (I0 -tp75 +tp77 g16 -tp76 -Rp77 +tp78 +Rp79 (I1 (I4 -tp78 +tp80 g35 I00 S'\x0c\x00\x00\x00\x0c\x00\x00\x00\r\x00\x00\x00\x0b\x00\x00\x00' -p79 -tp80 +p81 +tp82 bsS'shape_fit_' -p81 +p83 (I48 I4 -tp82 +tp84 sS'C' -p83 +p85 F0.0 sS'support_vectors_' -p84 +p86 g13 (g14 (I0 -tp85 +tp87 g16 -tp86 -Rp87 +tp88 +Rp89 (I1 (I48 I4 -tp88 +tp90 g47 I00 S'\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00F@\x00\x00\x00\x00\x00\x00P@\x00\x00\x00\x00\x00\x00S\xc0\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x80I@\x00\x00\x00\x00\x00\x00H@\x00\x00\x00\x00\x00@R\xc0\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00M@\x00\x00\x00\x00\x00@P@\x00\x00\x00\x00\x00\x80H\xc0\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x80E@\x00\x00\x00\x00\x00\x80N@\x00\x00\x00\x00\x00\x80H\xc0\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x80F@\x00\x00\x00\x00\x00\x80E@\x00\x00\x00\x00\x00\xc0S\xc0\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00E@\x00\x00\x00\x00\x00\x00N@\x00\x00\x00\x00\x00\x80X\xc0\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00I@\x00\x00\x00\x00\x00\x80K@\x00\x00\x00\x00\x00\x80M\xc0\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x80J@\x00\x00\x00\x00\x00\x80J@\x00\x00\x00\x00\x00\x00L\xc0\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x80F@\x00\x00\x00\x00\x00\x00F@\x00\x00\x00\x00\x00\x80N\xc0\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x80E@\x00\x00\x00\x00\x00@P@\x00\x00\x00\x00\x00\x00U\xc0\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x80A@\x00\x00\x00\x00\x00\x00J@\x00\x00\x00\x00\x00\xc0R\xc0\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00\x00L@\x00\x00\x00\x00\x00\x00L@\x00\x00\x00\x00\x00\x80Q\xc0\x00\x00\x00\x00\x00\x00\x00@\x00\x00\x00\x00\x00@[\xc0\x00\x00\x00\x00\x00\x007@\x00\x00\x00\x00\x00\x00W\xc0\x00\x00\x00\x00\x00\x00\x00@\x00\x00\x00\x00\x00\x80W\xc0\x00\x00\x00\x00\x00\x004@\x00\x00\x00\x00\x00\x00X\xc0\x00\x00\x00\x00\x00\x00\x00@\x00\x00\x00\x00\x00@U\xc0\x00\x00\x00\x00\x00\x00:@\x00\x00\x00\x00\x00\x00V\xc0\x00\x00\x00\x00\x00\x00\x00@\x00\x00\x00\x00\x00\x80V\xc0\x00\x00\x00\x00\x00\x80@@\x00\x00\x00\x00\x00\x80\\\xc0\x00\x00\x00\x00\x00\x00\x00@\x00\x00\x00\x00\x00\x80O\xc0\x00\x00\x00\x00\x00\x00"@\x00\x00\x00\x00\x00\x80Z\xc0\x00\x00\x00\x00\x00\x00\x00@\x00\x00\x00\x00\x00\xc0S\xc0\x00\x00\x00\x00\x00\x00"@\x00\x00\x00\x00\x00@W\xc0\x00\x00\x00\x00\x00\x00\x00@\x00\x00\x00\x00\x00\xc0X\xc0\x00\x00\x00\x00\x00\x00:@\x00\x00\x00\x00\x00\x00[\xc0\x00\x00\x00\x00\x00\x00\x00@\x00\x00\x00\x00\x00@T\xc0\x00\x00\x00\x00\x00\x003@\x00\x00\x00\x00\x00\x80[\xc0\x00\x00\x00\x00\x00\x00\x00@\x00\x00\x00\x00\x00\x00[\xc0\x00\x00\x00\x00\x00\x005@\x00\x00\x00\x00\x00\x00[\xc0\x00\x00\x00\x00\x00\x00\x00@\x00\x00\x00\x00\x00\x00W\xc0\x00\x00\x00\x00\x00\x00;@\x00\x00\x00\x00\x00\x80Z\xc0\x00\x00\x00\x00\x00\x00\x00@\x00\x00\x00\x00\x00\x00V\xc0\x00\x00\x00\x00\x00\x00\x00@\x00\x00\x00\x00\x00\x80Z\xc0\x00\x00\x00\x00\x00\x00\x00@\x00\x00\x00\x00\x00\x00V\xc0\x00\x00\x00\x00\x00\x00.@\x00\x00\x00\x00\x00\xc0Y\xc0\x00\x00\x00\x00\x00\x00\xf0?\x00\x00\x00\x00\x00\x80N\xc0\x00\x00\x00\x00\x00\x80U@\x00\x00\x00\x00\x00\x80E@\x00\x00\x00\x00\x00\x00\xf0?\x00\x00\x00\x00\x00\xc0P\xc0\x00\x00\x00\x00\x00@W@\x00\x00\x00\x00\x00\x00.@\x00\x00\x00\x00\x00\x00\xf0?\x00\x00\x00\x00\x00\x80M\xc0\x00\x00\x00\x00\x00\x80W@\x00\x00\x00\x00\x00\x00B@\x00\x00\x00\x00\x00\x00\xf0?\x00\x00\x00\x00\x00\x00I\xc0\x00\x00\x00\x00\x00\x00W@\x00\x00\x00\x00\x00\x00O@\x00\x00\x00\x00\x00\x00\xf0?\x00\x00\x00\x00\x00\x80S\xc0\x00\x00\x00\x00\x00\xc0V@\x00\x00\x00\x00\x00\x80Q@\x00\x00\x00\x00\x00\x00\xf0?\x00\x00\x00\x00\x00\x80A\xc0\x00\x00\x00\x00\x00\xc0U@\x00\x00\x00\x00\x00\x80G@\x00\x00\x00\x00\x00\x00\xf0?\x00\x00\x00\x00\x00\x00L\xc0\x00\x00\x00\x00\x00\xc0V@\x00\x00\x00\x00\x00\x00J@\x00\x00\x00\x00\x00\x00\xf0?\x00\x00\x00\x00\x00\x80N\xc0\x00\x00\x00\x00\x00@T@\x00\x00\x00\x00\x00\x00G@\x00\x00\x00\x00\x00\x00\xf0?\x00\x00\x00\x00\x00\xc0T\xc0\x00\x00\x00\x00\x00\x80S@\x00\x00\x00\x00\x00\x00A@\x00\x00\x00\x00\x00\x00\xf0?\x00\x00\x00\x00\x00\x00I\xc0\x00\x00\x00\x00\x00\xc0U@\x00\x00\x00\x00\x00\x80F@\x00\x00\x00\x00\x00\x00\xf0?\x00\x00\x00\x00\x00\xc0P\xc0\x00\x00\x00\x00\x00@R@\x00\x00\x00\x00\x00\x00I@\x00\x00\x00\x00\x00\x00\xf0?\x00\x00\x00\x00\x00\x00I\xc0\x00\x00\x00\x00\x00@X@\x00\x00\x00\x00\x00\x80F@\x00\x00\x00\x00\x00\x00\xf0?\x00\x00\x00\x00\x00\x80N\xc0\x00\x00\x00\x00\x00\xc0[@\x00\x00\x00\x00\x00\x80F@\x00\x00\x00\x00\x00\x00\x08@\x00\x00\x00\x00\x00\x00K@\x00\x00\x00\x00\x00\x80R\xc0\x00\x00\x00\x00\x00\x00\x10@\x00\x00\x00\x00\x00\x00\x08@\x00\x00\x00\x00\x00\x00E@\x00\x00\x00\x00\x00\x00W\xc0\x00\x00\x00\x00\x00\x00?@\x00\x00\x00\x00\x00\x00\x08@\x00\x00\x00\x00\x00\x80C@\x00\x00\x00\x00\x00\xc0X\xc0\x00\x00\x00\x00\x00\x00\x1c\xc0\x00\x00\x00\x00\x00\x00\x08@\x00\x00\x00\x00\x00\x00H@\x00\x00\x00\x00\x00\xc0\\\xc0\x00\x00\x00\x00\x00\x00\x14\xc0\x00\x00\x00\x00\x00\x00\x08@\x00\x00\x00\x00\x00\x80C@\x00\x00\x00\x00\x00\x00X\xc0\x00\x00\x00\x00\x00\x00\x00@\x00\x00\x00\x00\x00\x00\x08@\x00\x00\x00\x00\x00\x00?@\x00\x00\x00\x00\x00@[\xc0\x00\x00\x00\x00\x00\x00"@\x00\x00\x00\x00\x00\x00\x08@\x00\x00\x00\x00\x00\x80@@\x00\x00\x00\x00\x00\x00X\xc0\x00\x00\x00\x00\x00\x00 \xc0\x00\x00\x00\x00\x00\x00\x08@\x00\x00\x00\x00\x00\x007@\x00\x00\x00\x00\x00\x80Y\xc0\x00\x00\x00\x00\x00\x00\x10@\x00\x00\x00\x00\x00\x00\x08@\x00\x00\x00\x00\x00\x00C@\x00\x00\x00\x00\x00\x80V\xc0\x00\x00\x00\x00\x00\x005@\x00\x00\x00\x00\x00\x00\x08@\x00\x00\x00\x00\x00\x00A@\x00\x00\x00\x00\x00\xc0Z\xc0\x00\x00\x00\x00\x00\x00\xf0?\x00\x00\x00\x00\x00\x00\x08@\x00\x00\x00\x00\x00\x80A@\x00\x00\x00\x00\x00\x80S\xc0\x00\x00\x00\x00\x00\x002@' -p89 -tp90 +p91 +tp92 bsS'_dual_coef_' -p91 +p93 g43 sS'degree' -p92 +p94 I3 sS'epsilon' -p93 +p95 F0.0 sS'max_iter' -p94 +p96 I-1 sS'decision_function_shape' -p95 -NsS'fit_status_' -p96 +p97 +S'ovr' +p98 +sS'fit_status_' +p99 I0 sS'_intercept_' -p97 +p100 g13 (g14 (I0 -tp98 +tp101 g16 -tp99 -Rp100 +tp102 +Rp103 (I1 (I6 -tp101 +tp104 g47 I00 S'j\xec(!}<6\xbfB\x9f\x1676\xa5\xa4\xbf\x8a%}\xfa\x91\x16\xa6?\xe4\x0e\x0f2\xd9x\xa4\xbf]\xf9\xf5]\xe3B\xa6?\xb8\x01<N`T\xb5?' -p102 -tp103 +p105 +tp106 bsS'intercept_' -p104 +p107 g13 (g14 (I0 -tp105 +tp108 g16 -tp106 -Rp107 +tp109 +Rp110 (I1 (I6 -tp108 +tp111 g47 I00 S'j\xec(!}<6\xbfB\x9f\x1676\xa5\xa4\xbf\x8a%}\xfa\x91\x16\xa6?\xe4\x0e\x0f2\xd9x\xa4\xbf]\xf9\xf5]\xe3B\xa6?\xb8\x01<N`T\xb5?' -p109 -tp110 +p112 +tp113 bsS'probB_' -p111 +p114 g13 (g14 (I0 -tp112 +tp115 g16 -tp113 -Rp114 +tp116 +Rp117 (I1 (I0 -tp115 +tp118 g47 I00 g60 -tp116 +tp119 bsS'cache_size' -p117 +p120 I200 sS'gamma' -p118 +p121 S'auto' -p119 +p122 sb. \ No newline at end of file
--- a/test-data/svc_model03.txt Thu Jun 23 15:26:05 2016 -0400 +++ b/test-data/svc_model03.txt Fri Feb 16 09:13:21 2018 -0500 @@ -17,81 +17,81 @@ sS'C' p8 F1.0 +sS'max_iter' +p9 +I1000 +sS'verbose' +p10 +I0 +sS'fit_intercept' +p11 +I01 +sS'random_state' +p12 +I5 sS'classes_' -p9 +p13 cnumpy.core.multiarray _reconstruct -p10 +p14 (cnumpy ndarray -p11 +p15 (I0 -tp12 +tp16 S'b' -p13 -tp14 -Rp15 +p17 +tp18 +Rp19 (I1 (I4 -tp16 +tp20 cnumpy dtype -p17 +p21 (S'i8' -p18 +p22 I0 I1 -tp19 -Rp20 +tp23 +Rp24 (I3 S'<' -p21 +p25 NNNI-1 I-1 I0 -tp22 +tp26 bI00 S'\x00\x00\x00\x00\x00\x00\x00\x00\x01\x00\x00\x00\x00\x00\x00\x00\x02\x00\x00\x00\x00\x00\x00\x00\x03\x00\x00\x00\x00\x00\x00\x00' -p23 -tp24 -bsS'verbose' -p25 -I0 -sS'intercept_scaling' -p26 -F1.0 -sS'dual' p27 -I01 -sS'fit_intercept' -p28 -I01 -sS'max_iter' +tp28 +bsS'n_iter_' p29 -I1000 -sS'n_iter_' -p30 cnumpy.core.multiarray scalar +p30 +(g21 +(S'i4' p31 -(g17 -(S'i4' -p32 I0 I1 -tp33 -Rp34 +tp32 +Rp33 (I3 S'<' -p35 +p34 NNNI-1 I-1 I0 -tp36 +tp35 bS'\xe8\x03\x00\x00' -p37 -tp38 -Rp39 +p36 +tp37 +Rp38 +sS'intercept_scaling' +p39 +F1.0 sS'penalty' p40 Vl2 @@ -100,60 +100,64 @@ p42 Vovr p43 -sS'random_state' +sS'coef_' p44 -I5 -sS'tol' -p45 -F0.001 -sS'coef_' -p46 -g10 -(g11 +g14 +(g15 (I0 -tp47 -g13 -tp48 -Rp49 +tp45 +g17 +tp46 +Rp47 (I1 (I4 I4 -tp50 -g17 +tp48 +g21 (S'f8' -p51 +p49 I0 I1 -tp52 -Rp53 +tp50 +Rp51 (I3 S'<' -p54 +p52 NNNI-1 I-1 I0 -tp55 +tp53 bI01 S'@@\xae\xfaP\xc8\xd4\xbf\xe8\x9b\x9e\x13"\xd6\xdb\xbf\xba\xc8\xd0f\xd1\xb9`\xbf\xca\xa9\x1a\xa8\x93\xda&\xbfv\xa2{\x1d\n\x8e\x95?\x1a\xb3\xc3\x80`\x9fn\xbf\xa5E?\x1dKV\x88\xbf\xb4]v\x97t8f?~R\x8dH\xd4\x9c\x89?+\xe8\xb4\x8b\xe7N\x7f\xbf\xdef\x84\xc2\xaa\xbc\x8e?\xc7\x193\xe1OO\x90\xbf\xc6UW_\x17\xdd\x87\xbf\xed\xa5\x82\x11Xbh?\x9b5w\xe8\x7fR\x9d?\xff\x9fao\xeaB|?' +p54 +tp55 +bsS'_sklearn_version' p56 -tp57 -bsS'intercept_' +S'0.19.1' +p57 +sS'dual' p58 -g10 -(g11 +I01 +sS'tol' +p59 +F0.001 +sS'intercept_' +p60 +g14 +(g15 (I0 -tp59 -g13 -tp60 -Rp61 +tp61 +g17 +tp62 +Rp63 (I1 (I4 -tp62 -g53 +tp64 +g51 I00 S'\x9e\x05)W2\xcf\xc3\xbf\x98\xa4\x94\x94\x06\xf1\xd1\xbf\x1b<a=\xfb\x89S\xbf[\x9e>\x89\xb1<4\xbf' -p63 -tp64 +p65 +tp66 bsS'class_weight' -p65 +p67 Nsb. \ No newline at end of file
--- a/test-data/swiss_r.txt Thu Jun 23 15:26:05 2016 -0400 +++ b/test-data/swiss_r.txt Fri Feb 16 09:13:21 2018 -0500 @@ -1,101 +1,101 @@ 0 1 2 0 --9.02243256039 16.3440735244 -3.91158679019 9.83385989955 -3.63249892241 16.3715663708 6.37347946891 7.33595862597 --6.59990374868 12.8168912174 5.68894891724 8.71337301364 -12.6005826994 6.48900731901 1.36421345798 12.6742164541 -0.211487814316 14.6524330578 -4.75215950419 4.75686315221 -5.33691943034 18.0519842103 -2.41562073899 5.85815095065 -0.424440090632 13.1317989129 -11.0258838101 11.0340501713 -12.4648244371 20.6305644218 -0.880263861039 12.4958678255 -5.76317738541 20.5065026673 -1.67200654934 6.00081823394 --7.69903426446 3.50057675518 -6.58731737524 10.132515917 -11.2027859032 0.486740866046 6.81511168671 13.1129004913 -6.15412671259 3.37563551865 2.60836155376 6.68407253026 -6.35942079066 19.3934333304 1.1301790428 6.45906629951 -4.89011222064 20.0245468475 -2.99390399146 5.73381710909 -5.95327096921 4.43054679309 3.25076997787 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