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settings.json
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settings.json
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{
"csv_path" : "transactions_raw.csv",
"xlsx_path": "transactions.xlsx",
"df_dump_file_name" : "temp.csv",
"sheet_name" : "new",
"csv_separator" : ",",
"documents_path" : "/Users/macbook/Documents/Work/xandra-bi-tools/xandra-bi-tools/sample_documents/",
"documents_extension" : ".txt",
"text_column_name" : "Text",
"columns_to_remove": [],
"columns_to_encode":["Bank", "Account Type", "Transaction Type", "Category"],
"columns_to_do_tfidf":["Memo"],
"should_purify" : true,
"float_columns_to_clean" :[],
"train_test_split_ratio" : 0.2,
"classification_regression_target" : "Category",
"problem" : "classification",
"lookup_settings" : {
"target_document_text" : "who is the king?",
"similarity_params" : {
"target_doc_number" : 5
}
},
"classification_settings" : {
"algorithm" : "mlp",
"rftclassifier_params": {
"criterion":"gini",
"min_samples_split":2,
"min_samples_leaf":1,
"min_weight_fraction_leaf":0.0,
"max_features":"auto",
"min_impurity_split":1e-07,
"bootstrap":true,
"oob_score":false,
"n_jobs":1,
"verbose":0,
"warm_start":false
},
"svmclassifier_params" : {
"C":2.0,
"kernel":"rbf",
"degree":3,
"gamma":"auto",
"coef0":0.0,
"shrinking":true,
"probability":false,
"tol":0.001,
"cache_size":200,
"verbose":false,
"max_iter":-1,
"decision_function_shape":"ovr"
},
"knnclassifier_params": {
"n_neighbors":5,
"weights":"uniform",
"algorithm":"auto",
"leaf_size":30,
"p":2,
"metric":"minkowski",
"n_jobs":1
},
"adaboostclassifier_params": {
"n_estimators":50,
"learning_rate":1.0,
"algorithm":"SAMME.R"
},
"multilayerperceptron_params": {
"activation":"relu",
"alpha":0.0001,
"batch_size":"auto",
"beta_1":0.9,
"beta_2":0.999,
"early_stopping":false,
"epsilon":1e-08,
"hidden_layer_sizes":[50, 50, 50],
"learning_rate":"constant",
"learning_rate_init":0.001,
"max_iter":100,
"momentum":0.9,
"nesterovs_momentum":true,
"power_t":0.5,
"shuffle":true,
"solver":"adam",
"tol":0.0001,
"validation_fraction":0.1,
"verbose":false,
"warm_start":false
},
"gradientboosting_params":{
}
},
"clustering_settings": {
"algorithm" : "kmeans",
"number_of_cluster" : 30,
"target_column" : "Cluster",
"kmeans_params": {
"n_clusters" : 4,
"init" : "k-means++",
"n_init":10,
"max_iter":300,
"tol" : 0.0001,
"precompute_distances" : "auto",
"verbose" : 0,
"copy_x" : true,
"n_jobs" : 1,
"algorithm" : "auto"
},
"dbscan_params" : {
"eps" : 0.5,
"min_samples" : 5,
"metric" : "euclidean",
"algorithm" : "auto",
"leaf_size" :30,
"n_jobs" : 1
},
"hierachical_params" : {
"n_clusters": 2,
"affinity" : "euclidean",
"compute_full_tree" : "auto",
"linkage":"average"
},
"kmodes_params": {
}
},
"rows_to_debug": 5
}