├── .gitignore ├── LICENSE ├── README.md ├── cmd └── golight │ └── main.go ├── go.mod ├── go.sum ├── lightgbm.go ├── lightgbm_test.go ├── winequality_red_test.tsv ├── winequality_red_train.tsv └── winequality_red_valid.tsv /.gitignore: -------------------------------------------------------------------------------- 1 | # If you prefer the allow list template instead of the deny list, see community template: 2 | # https://github.com/github/gitignore/blob/main/community/Golang/Go.AllowList.gitignore 3 | # 4 | # Binaries for programs and plugins 5 | *.exe 6 | *.exe~ 7 | *.dll 8 | *.so 9 | *.dylib 10 | 11 | # Test binary, built with `go test -c` 12 | *.test 13 | 14 | # Output of the go coverage tool, specifically when used with LiteIDE 15 | *.out 16 | 17 | # Dependency directories (remove the comment below to include it) 18 | # vendor/ 19 | 20 | # Go workspace file 21 | go.work 22 | -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | MIT License 2 | 3 | Copyright (c) 2023 Alden Scientific 4 | 5 | Permission is hereby granted, free of charge, to any person obtaining a copy 6 | of this software and associated documentation files (the "Software"), to deal 7 | in the Software without restriction, including without limitation the rights 8 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell 9 | copies of the Software, and to permit persons to whom the Software is 10 | furnished to do so, subject to the following conditions: 11 | 12 | The above copyright notice and this permission notice shall be included in all 13 | copies or substantial portions of the Software. 14 | 15 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 16 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 17 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE 21 | SOFTWARE. 22 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | ## Golightly for Machine Learning in Go 2 | 3 | ### Golightly provides the building blocks for an ML API 4 | Go is widely used to create APIs and other networked services, but the Go ecosystem has few native ML libraries. Golightly provides ML models for regression, classification, ranking, and more. 5 | 6 | ### Golightly brings the LightGBM ML library into the Go ecosystem 7 | [LightGBM](https://github.com/microsoft/LightGBM) is an MIT-licensed, high performance machine learning framework developed by Microsoft. It is comparable to XGBoost in predictive performance but much faster to train. For high performance, it is written in C++. 8 | 9 | Golightly uses [purego](https://github.com/ebitengine/purego) to dynamically link to the C++ LightGBM library, which avoids CGO and the associated complications to building a Go project. 10 | 11 | Golightly is a work in progress with some basic functions working well (e.g., enough to create a prediction API for existing models or train new models from files), but with more work needed to fully recapitulate LightGBM functionality. Contributions are welcome, particularly if you know C/C++. 12 | 13 | Golightly is currently a very thin wrapper for LightGBM, but a small number of convenience functions are planned. Currently, the library is only tested on Linux, but should work on MacOS and Windows with minimal effort (just swap the dynamic library file, e.g, dll, dylib). 14 | 15 | ### Links to LightGBM and Example Data 16 | For Linux, download the [pre-compiled static object for LightGBM](https://github.com/microsoft/LightGBM/releases/download/v4.0.0/lib_lightgbm.so). 17 | 18 | Wine quality data from: 19 | Modeling wine preferences by data mining from physicochemical properties 20 | By P. Cortez, A. Cerdeira, Fernando Almeida, Telmo Matos, J. Reis. 2009 21 | 22 | Original wine data is from the [UCI ML Repository](https://doi.org/10.24432/C56S3T) 23 | -------------------------------------------------------------------------------- /cmd/golight/main.go: -------------------------------------------------------------------------------- 1 | package main 2 | 3 | import ( 4 | "log" 5 | "os" 6 | 7 | gl "github.com/alden-scientific/golightly" 8 | ) 9 | 10 | func main() { 11 | if len(os.Args) != 3 { 12 | log.Fatal("Please include files for training and validation") 13 | } 14 | trainFile := os.Args[1] 15 | validFile := os.Args[2] 16 | 17 | model := gl.CreateSimpleRegressionModel(trainFile, validFile) 18 | var numModels int32 19 | cErr := gl.BoosterNumberOfTotalModel(model, &numModels) 20 | if cErr != 0 { 21 | log.Fatal("Error getting number of trees in model") 22 | } 23 | cErr = gl.BoosterSaveModel(model, 0, numModels, gl.Importance_gain, "./trained_model.txt") 24 | if cErr != 0 { 25 | log.Fatal("Error saving model") 26 | } 27 | } 28 | -------------------------------------------------------------------------------- /go.mod: -------------------------------------------------------------------------------- 1 | module github.com/alden-scientific/golightly 2 | 3 | go 1.21.0 4 | 5 | require github.com/ebitengine/purego v0.4.0 6 | 7 | require golang.org/x/sys v0.7.0 // indirect 8 | -------------------------------------------------------------------------------- /go.sum: -------------------------------------------------------------------------------- 1 | github.com/ebitengine/purego v0.4.0 h1:RQVuMIxQPQ5iCGEJvjQ17YOK+1tMKjVau2FUMvXH4HE= 2 | github.com/ebitengine/purego v0.4.0/go.mod h1:ah1In8AOtksoNK6yk5z1HTJeUkC1Ez4Wk2idgGslMwQ= 3 | golang.org/x/sys v0.7.0 h1:3jlCCIQZPdOYu1h8BkNvLz8Kgwtae2cagcG/VamtZRU= 4 | golang.org/x/sys v0.7.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg= 5 | -------------------------------------------------------------------------------- /lightgbm.go: -------------------------------------------------------------------------------- 1 | package golightly 2 | 3 | import ( 4 | "fmt" 5 | "log" 6 | 7 | "github.com/ebitengine/purego" 8 | ) 9 | 10 | type Dataset uintptr 11 | type Booster uintptr 12 | type FastConfig uintptr 13 | type ByteBuffer uintptr 14 | 15 | const Dtype_float32 = int32(0) 16 | const Dtype_float64 = int32(1) 17 | const Importance_split = int32(0) 18 | const Importance_gain = int32(1) 19 | const Col_major = int32(0) 20 | const Row_major = int32(1) 21 | const PredictNormal = int32(0) 22 | const PredictRaw = int32(1) 23 | const PredictLeaf = int32(2) 24 | const PredictContrib = int32(3) 25 | 26 | var BoosterAddValidData func(booster Booster, valid_data Dataset) int 27 | var BoosterCalcNumPredict func(booster Booster, num_row int32, predict_type int32, start_iteration int32, num_iteration int32, outlen *int64) int 28 | var BoosterCreate func(train_data Dataset, parameters string, out *Booster) int 29 | var BoosterCreateFromModelfile func(filename string, out_num_iterations *int32, out *Booster) int 30 | var BoosterDumpModel func(booster Booster, start_iteration int32, num_iteration int32, feature_importance_type int32, buffer_len int64, outlen *int64, out_str string) int 31 | var BoosterFeatureImportance func(booster Booster, num_iteration int32, importance_type int32, out_results []float64) int 32 | var BoosterFree func(booster Booster) int 33 | var BoosterGetCurrentIteration func(booster Booster, out_iteration *int32) int 34 | var BoosterGetEval func(booster Booster, data_idx int32, out_len *int32, out_results *[2]float64) int 35 | var BoosterGetEvalCounts func(booster Booster, out *int32) int 36 | var BoosterGetLeafValue func(booster Booster, tree_idx int32, leaf_idx int32, out_val *float64) int 37 | var BoosterGetLinear func(booster Booster, out *int32) int 38 | var BoosterGetLoadedParam func(booster Booster, buffer_len int64, outlen *int64, out_str string) int 39 | var BoosterGetLowerBoundValue func(booster Booster, out_results *float64) int 40 | var BoosterGetNumClasses func(booster Booster, out *int32) int 41 | var BoosterGetNumFeature func(booster Booster, out_len *int32) int 42 | var BoosterGetNumPredict func(booster Booster, data_idx int32, out_len *int64) int 43 | var BoosterGetPredict func(booster Booster, data_idx int32, out_len *int64, out_result *float64) int 44 | var BoosterGetUpperBoundValue func(booster Booster, out_results *float64) int 45 | var BoosterLoadModelFromString func(model_str string, out_num_iterations *int32, out *Booster) int 46 | var BoosterMerge func(booster Booster, other_booster Booster) int 47 | var BoosterNumberOfTotalModel func(booster Booster, out *int32) int 48 | var BoosterNumModelPerIteration func(booster Booster, out_tree_per_iteration *int32) int 49 | var BoosterPredictForFile func(booster Booster, data_filename string, data_has_header int32, predict_type int32, start_iteration int32, num_iteration int32, parameter string, result_filename string) int 50 | var BoosterPredictForMat func(booster Booster, data uintptr, data_type int32, nrow int32, ncol int32, is_row_major int32, predict_type int32, start_iteration int32, num_iteration int32, parameter string, outlen *int64, out_result *float64) int 51 | var BoosterPredictForMats func(booster Booster, data *uintptr, data_type int32, nrow int32, ncol int32, predict_type int32, start_iteration int32, num_iteration int32, parameter string, outlen *int64, out_result *float64) int 52 | var BoosterPredictForMatSingleRow func(booster Booster, data uintptr, data_type int32, ncol int32, is_row_major int32, predict_type int32, start_iteration int32, num_iteration int32, parameter string, outlen *int64, out_result *float64) int 53 | var BoosterPredictForMatSingleRowFast func(fastConfig FastConfig, data []float32, outlen *int64, out_result *float64) int 54 | var BoosterPredictForMatSingleRowFastInit func(booster Booster, predict_type int32, start_iteration int32, num_iteration int32, data_type int32, ncol int32, parameter string, out_fastConfig *FastConfig) int 55 | var BoosterRefit func(booster Booster, leaf_preds *int32, nrow int32, ncol int32) int 56 | var BoosterResetParameter func(booster Booster, parameters string) int 57 | var BoosterResetTrainingData func(booster Booster, train_data Dataset) int 58 | var BoosterRollbackOneIter func(booster Booster) int 59 | var BoosterSaveModel func(booster Booster, start_iteration int32, num_iteration int32, feature_importance_type int32, filename string) int 60 | var BoosterSaveModelToString func(booster Booster, start_iteration int32, num_iteration int32, feature_importance_type int32, buffer_len int64, outlen *int64, out_str []byte) int 61 | var BoosterSetLeafValue func(booster Booster, tree_idx int32, leaf_idx int32, val float64) int 62 | var BoosterShuffleModels func(booster Booster, start_iter int32, end_iter int32) int 63 | var BoosterUpdateOneIter func(booster Booster, is_finished *int32) int 64 | var BoosterUpdateOneIterCustom func(booster Booster, grad *float32, hess *float32, is_finished *int32) int 65 | var BoosterValidateFeatureNames func(booster Booster, data_names *string, data_num_features int32) int // note: data_names was originally const char** 66 | var ByteBufferFree func(byteBuffer ByteBuffer) int 67 | var ByteBufferGetAt func(byteBuffer ByteBuffer, index int32, out_val *uint8) int 68 | var DatasetAddFeaturesFrom func(target Dataset, source Dataset) int 69 | var DatasetCreateByReference func(reference Dataset, num_total_row int64, out *Dataset) int 70 | var DatasetCreateFromFile func(filename string, parameters string, reference Dataset, out *Dataset) int 71 | var DatasetCreateFromMat func(data [][]float64, data_type int32, nrow int32, ncol int32, is_row_major int32, parameters string, reference Dataset, out *Dataset) int 72 | var DatasetCreateFromMats func(nmat int32, data *uintptr, data_type int32, nrow *int32, ncol int32, is_row_major int32, parameters string, reference Dataset, out *Dataset) int 73 | var DatasetDumpText func(dataset Dataset, filename string) int 74 | var DatasetFree func(dataset Dataset) int 75 | var DatasetGetFeatureNumBin func(dataset Dataset, feature int32, out *int32) int 76 | var DatasetGetField func(dataset Dataset, field_name string, out_len *int32, out_ptr *uintptr, out_type *int32) int 77 | var DatasetGetNumData func(dataset Dataset, out *int32) int 78 | var DatasetGetNumFeature func(dataset Dataset, out *int32) int 79 | var DatasetGetSubset func(dataset Dataset, used_row_indices *int32, num_used_row_indices int32, parameters string, out *Dataset) int 80 | var DatasetInitStreaming func(dataset Dataset, has_weights int32, has_init_scores int32, has_queries int32, nclasses int32, nthreads int32, omp_max_threads int32) int 81 | var DatasetMarkFinished func(dataset Dataset) int 82 | var DatasetPushRows func(dataset Dataset, data uintptr, data_type int32, nrow int32, ncol int32, start_row int32) int 83 | var DatasetPushRowsWithMetadata func(dataset Dataset, data uintptr, data_type int32, nrow int32, ncol int32, start_row int32, label *float32, weight *float32, init_score *float64, query *int32, tid int32) int 84 | var DatasetSaveBinary func(dataset Dataset, filename string) int 85 | var DatasetSerializeReferenceToBinary func(dataset Dataset, out *ByteBuffer, out_len *int32) int 86 | var DatasetSetFeatureNames func(dataset Dataset, feature_names *string, num_feature_names int32) int // note: feature_names was originally const char** 87 | var DatasetSetField func(dataset Dataset, field_name string, field_data uintptr, num_element int32, type_data int32) int 88 | var DatasetSetWaitForManualFinish func(dataset Dataset, wait int32) int 89 | var DatasetUpdateParamChecking func(old_parameters string, new_parameters string) int 90 | var DumpParamAliases func(buffer_len int64, out_len *int64, out_str string) int 91 | var FastConfigFree func(fastConfig FastConfig) int 92 | var GetSampleCount func(num_total_row int32, parameters string, out *int32) int 93 | var NetworkFree func() int 94 | var NetworkInit func(machines string, local_listen_port int32, listen_time_out int32, num_machines int32) int 95 | var SampleIndices func(num_total_row int32, parameters string, out uintptr, out_len *int32) int 96 | 97 | // var BoosterGetEvalNames func(booster Booster, len int32, out_len *int32, const size_t buffer_len, size_t* out_buffer_len, char** out_strs) int 98 | var BoosterGetFeatureNames func(booster Booster, len int32, out_len *int32, buffer_len int32, out_buffer_len []int32, out_strs [][]byte) int 99 | 100 | // var NetworkInitWithFunctions func(num_machines int32, rank int32, void *reduce_scatter_ext_fun, void *allgather_ext_fun) int 101 | // var RegisterLogCallback func(void (*callback)(const char*)) int 102 | // var DatasetGetFeatureNames func(dataset Dataset, len int32, num_feature_names *int32, const size_t buffer_len, size_t* out_buffer_len, feature_names *string) int 103 | // var DatasetCreateFromSampledColumn func(double **sample_data, sample_indices *int32, ncol int32, num_per_col *int32, num_sample_row int32, num_local_row int32, num_dist_row int64, parameters string, out *Dataset) int 104 | // var DatasetCreateFromSerializedReference func(const void* ref_buffer, ref_buffer_size int32, num_row int64, num_classes int32, parameters string, DatasetHandle* out) int 105 | 106 | func InitializeLightgbm(libpath string) { 107 | libLightgbm, err := purego.Dlopen(libpath, purego.RTLD_NOW|purego.RTLD_GLOBAL) 108 | if err != nil { 109 | panic(err) 110 | } 111 | 112 | // new registrations 113 | // purego.RegisterLibFunc(&BoosterGetEvalNames, libLightgbm, "LGBM_BoosterGetEvalNames") 114 | purego.RegisterLibFunc(&BoosterGetFeatureNames, libLightgbm, "LGBM_BoosterGetFeatureNames") 115 | // purego.RegisterLibFunc(&BoosterPredictForMat, libLightgbm, "LGBM_BoosterPredictForMat") 116 | // purego.RegisterLibFunc(&BoosterPredictForMats, libLightgbm, "LGBM_BoosterPredictForMats") 117 | // purego.RegisterLibFunc(&BoosterPredictForMatSingleRow, libLightgbm, "LGBM_BoosterPredictForMatSingleRow") 118 | // purego.RegisterLibFunc(&DatasetCreateFromSampledColumn, libLightgbm, "LGBM_DatasetCreateFromSampledColumn") 119 | // purego.RegisterLibFunc(&DatasetCreateFromSerializedReference, libLightgbm, "LGBM_DatasetCreateFromSerializedReference") 120 | // purego.RegisterLibFunc(&DatasetGetFeatureNames, libLightgbm, "LGBM_DatasetGetFeatureNames") 121 | // purego.RegisterLibFunc(&DatasetPushRowsWithMetadata, libLightgbm, "LGBM_DatasetPushRowsWithMetadata") 122 | // purego.RegisterLibFunc(&NetworkInitWithFunctions, libLightgbm, "LGBM_NetworkInitWithFunctions") 123 | // purego.RegisterLibFunc(&RegisterLogCallback, libLightgbm, "LGBM_RegisterLogCallback") 124 | purego.RegisterLibFunc(&BoosterAddValidData, libLightgbm, "LGBM_BoosterAddValidData") 125 | purego.RegisterLibFunc(&BoosterCalcNumPredict, libLightgbm, "LGBM_BoosterCalcNumPredict") 126 | purego.RegisterLibFunc(&BoosterCreate, libLightgbm, "LGBM_BoosterCreate") 127 | purego.RegisterLibFunc(&BoosterCreateFromModelfile, libLightgbm, "LGBM_BoosterCreateFromModelfile") 128 | purego.RegisterLibFunc(&BoosterDumpModel, libLightgbm, "LGBM_BoosterDumpModel") 129 | purego.RegisterLibFunc(&BoosterFeatureImportance, libLightgbm, "LGBM_BoosterFeatureImportance") 130 | purego.RegisterLibFunc(&BoosterFree, libLightgbm, "LGBM_BoosterFree") 131 | purego.RegisterLibFunc(&BoosterGetCurrentIteration, libLightgbm, "LGBM_BoosterGetCurrentIteration") 132 | purego.RegisterLibFunc(&BoosterGetEval, libLightgbm, "LGBM_BoosterGetEval") 133 | purego.RegisterLibFunc(&BoosterGetEvalCounts, libLightgbm, "LGBM_BoosterGetEvalCounts") 134 | purego.RegisterLibFunc(&BoosterGetLeafValue, libLightgbm, "LGBM_BoosterGetLeafValue") 135 | purego.RegisterLibFunc(&BoosterGetLinear, libLightgbm, "LGBM_BoosterGetLinear") 136 | purego.RegisterLibFunc(&BoosterGetLoadedParam, libLightgbm, "LGBM_BoosterGetLoadedParam") 137 | purego.RegisterLibFunc(&BoosterGetLowerBoundValue, libLightgbm, "LGBM_BoosterGetLowerBoundValue") 138 | purego.RegisterLibFunc(&BoosterGetNumClasses, libLightgbm, "LGBM_BoosterGetNumClasses") 139 | purego.RegisterLibFunc(&BoosterGetNumFeature, libLightgbm, "LGBM_BoosterGetNumFeature") 140 | purego.RegisterLibFunc(&BoosterGetNumPredict, libLightgbm, "LGBM_BoosterGetNumPredict") 141 | purego.RegisterLibFunc(&BoosterGetPredict, libLightgbm, "LGBM_BoosterGetPredict") 142 | purego.RegisterLibFunc(&BoosterGetUpperBoundValue, libLightgbm, "LGBM_BoosterGetUpperBoundValue") 143 | purego.RegisterLibFunc(&BoosterLoadModelFromString, libLightgbm, "LGBM_BoosterLoadModelFromString") 144 | purego.RegisterLibFunc(&BoosterMerge, libLightgbm, "LGBM_BoosterMerge") 145 | purego.RegisterLibFunc(&BoosterNumberOfTotalModel, libLightgbm, "LGBM_BoosterNumberOfTotalModel") 146 | purego.RegisterLibFunc(&BoosterNumModelPerIteration, libLightgbm, "LGBM_BoosterNumModelPerIteration") 147 | purego.RegisterLibFunc(&BoosterPredictForFile, libLightgbm, "LGBM_BoosterPredictForFile") 148 | purego.RegisterLibFunc(&BoosterPredictForMatSingleRowFast, libLightgbm, "LGBM_BoosterPredictForMatSingleRowFast") 149 | purego.RegisterLibFunc(&BoosterPredictForMatSingleRowFastInit, libLightgbm, "LGBM_BoosterPredictForMatSingleRowFastInit") 150 | purego.RegisterLibFunc(&BoosterRefit, libLightgbm, "LGBM_BoosterRefit") 151 | purego.RegisterLibFunc(&BoosterResetParameter, libLightgbm, "LGBM_BoosterResetParameter") 152 | purego.RegisterLibFunc(&BoosterResetTrainingData, libLightgbm, "LGBM_BoosterResetTrainingData") 153 | purego.RegisterLibFunc(&BoosterRollbackOneIter, libLightgbm, "LGBM_BoosterRollbackOneIter") 154 | purego.RegisterLibFunc(&BoosterSaveModel, libLightgbm, "LGBM_BoosterSaveModel") 155 | purego.RegisterLibFunc(&BoosterSaveModelToString, libLightgbm, "LGBM_BoosterSaveModelToString") 156 | purego.RegisterLibFunc(&BoosterSetLeafValue, libLightgbm, "LGBM_BoosterSetLeafValue") 157 | purego.RegisterLibFunc(&BoosterShuffleModels, libLightgbm, "LGBM_BoosterShuffleModels") 158 | purego.RegisterLibFunc(&BoosterUpdateOneIter, libLightgbm, "LGBM_BoosterUpdateOneIter") 159 | purego.RegisterLibFunc(&BoosterUpdateOneIterCustom, libLightgbm, "LGBM_BoosterUpdateOneIterCustom") 160 | purego.RegisterLibFunc(&BoosterValidateFeatureNames, libLightgbm, "LGBM_BoosterValidateFeatureNames") 161 | purego.RegisterLibFunc(&ByteBufferFree, libLightgbm, "LGBM_ByteBufferFree") 162 | purego.RegisterLibFunc(&ByteBufferGetAt, libLightgbm, "LGBM_ByteBufferGetAt") 163 | purego.RegisterLibFunc(&DatasetAddFeaturesFrom, libLightgbm, "LGBM_DatasetAddFeaturesFrom") 164 | purego.RegisterLibFunc(&DatasetCreateByReference, libLightgbm, "LGBM_DatasetCreateByReference") 165 | purego.RegisterLibFunc(&DatasetCreateFromFile, libLightgbm, "LGBM_DatasetCreateFromFile") 166 | purego.RegisterLibFunc(&DatasetCreateFromMat, libLightgbm, "LGBM_DatasetCreateFromMat") 167 | purego.RegisterLibFunc(&DatasetCreateFromMats, libLightgbm, "LGBM_DatasetCreateFromMats") 168 | purego.RegisterLibFunc(&DatasetDumpText, libLightgbm, "LGBM_DatasetDumpText") 169 | purego.RegisterLibFunc(&DatasetFree, libLightgbm, "LGBM_DatasetFree") 170 | purego.RegisterLibFunc(&DatasetGetFeatureNumBin, libLightgbm, "LGBM_DatasetGetFeatureNumBin") 171 | purego.RegisterLibFunc(&DatasetGetField, libLightgbm, "LGBM_DatasetGetField") 172 | purego.RegisterLibFunc(&DatasetGetNumData, libLightgbm, "LGBM_DatasetGetNumData") 173 | purego.RegisterLibFunc(&DatasetGetNumFeature, libLightgbm, "LGBM_DatasetGetNumFeature") 174 | purego.RegisterLibFunc(&DatasetGetSubset, libLightgbm, "LGBM_DatasetGetSubset") 175 | purego.RegisterLibFunc(&DatasetInitStreaming, libLightgbm, "LGBM_DatasetInitStreaming") 176 | purego.RegisterLibFunc(&DatasetMarkFinished, libLightgbm, "LGBM_DatasetMarkFinished") 177 | purego.RegisterLibFunc(&DatasetPushRows, libLightgbm, "LGBM_DatasetPushRows") 178 | purego.RegisterLibFunc(&DatasetSaveBinary, libLightgbm, "LGBM_DatasetSaveBinary") 179 | purego.RegisterLibFunc(&DatasetSerializeReferenceToBinary, libLightgbm, "LGBM_DatasetSerializeReferenceToBinary") 180 | purego.RegisterLibFunc(&DatasetSetFeatureNames, libLightgbm, "LGBM_DatasetSetFeatureNames") 181 | purego.RegisterLibFunc(&DatasetSetField, libLightgbm, "LGBM_DatasetSetField") 182 | purego.RegisterLibFunc(&DatasetSetWaitForManualFinish, libLightgbm, "LGBM_DatasetSetWaitForManualFinish") 183 | purego.RegisterLibFunc(&DatasetUpdateParamChecking, libLightgbm, "LGBM_DatasetUpdateParamChecking") 184 | purego.RegisterLibFunc(&DumpParamAliases, libLightgbm, "LGBM_DumpParamAliases") 185 | purego.RegisterLibFunc(&FastConfigFree, libLightgbm, "LGBM_FastConfigFree") 186 | purego.RegisterLibFunc(&GetSampleCount, libLightgbm, "LGBM_GetSampleCount") 187 | purego.RegisterLibFunc(&NetworkFree, libLightgbm, "LGBM_NetworkFree") 188 | purego.RegisterLibFunc(&NetworkInit, libLightgbm, "LGBM_NetworkInit") 189 | purego.RegisterLibFunc(&SampleIndices, libLightgbm, "LGBM_SampleIndices") 190 | } 191 | 192 | func CreateSimpleRegressionModel(trainFile, validFile string) Booster { 193 | var cErr int 194 | InitializeLightgbm("./lib_lightgbm.so") 195 | var nilDS Dataset 196 | var trainDS Dataset 197 | cErr = DatasetCreateFromFile(trainFile, "header=true", nilDS, &trainDS) 198 | if cErr != 0 { 199 | log.Fatal("failed to load training file", trainFile) 200 | } 201 | var validDS Dataset 202 | cErr = DatasetCreateFromFile(validFile, "header=true", trainDS, &validDS) 203 | if cErr != 0 { 204 | log.Fatal("failed to load validation file", trainFile) 205 | } 206 | 207 | var model Booster 208 | cErr = BoosterCreate(trainDS, "objective=regression metric=l2,l1 min_data_in_leaf=10", &model) 209 | cErr = BoosterAddValidData(model, validDS) 210 | var isFinished int32 211 | dataIndex := int32(1) 212 | var outLen int32 213 | var outIter int32 214 | // var outResults float64 215 | testOut := [2]float64{0, 0} 216 | minL2 := 100.0 217 | minL1 := 100.0 218 | bestIter := int32(0) 219 | notImprovedIters := 0 220 | for i := 0; i < 100; i++ { 221 | cErr = BoosterUpdateOneIter(model, &isFinished) 222 | cErr = BoosterGetCurrentIteration(model, &outIter) 223 | cErr = BoosterGetEval(model, dataIndex, &outLen, &testOut) 224 | l2, l1 := testOut[0], testOut[1] 225 | switch { 226 | case l1 < minL1: 227 | minL1 = l1 228 | bestIter = outIter 229 | notImprovedIters = 0 230 | case l2 < minL2: 231 | minL2 = l2 232 | bestIter = outIter 233 | notImprovedIters = 0 234 | default: 235 | notImprovedIters++ 236 | } 237 | fmt.Print("Booster iter:", outIter, " finished:", isFinished, " ") 238 | fmt.Printf("l2: %0.4g l1: %0.4g\n", testOut[0], testOut[1]) 239 | if notImprovedIters > 4 { 240 | break 241 | } 242 | } 243 | var numModels int32 244 | cErr = BoosterNumberOfTotalModel(model, &numModels) 245 | for numModels > bestIter { 246 | BoosterRollbackOneIter(model) 247 | cErr = BoosterNumberOfTotalModel(model, &numModels) 248 | } 249 | cErr = DatasetFree(trainDS) 250 | cErr = DatasetFree(validDS) 251 | return model 252 | } 253 | -------------------------------------------------------------------------------- /lightgbm_test.go: -------------------------------------------------------------------------------- 1 | package golightly 2 | 3 | import ( 4 | "fmt" 5 | "log" 6 | "testing" 7 | ) 8 | 9 | func TestLightgbm(t *testing.T) { 10 | InitializeLightgbm("./lib_lightgbm.so") 11 | var cErr int 12 | 13 | trained := CreateSimpleRegressionModel("winequality_red_train.tsv", "winequality_red_valid.tsv") 14 | 15 | var numModels int32 16 | cErr = BoosterNumberOfTotalModel(trained, &numModels) 17 | fmt.Println("saving model to trained_model.txt") 18 | cErr = BoosterSaveModel(trained, 0, numModels, 1, "./trained_model.txt") 19 | 20 | // get number of features in model 21 | var numFeatures int32 22 | cErr = BoosterGetNumFeature(trained, &numFeatures) 23 | fmt.Println("number of features in model:", numFeatures) 24 | 25 | // get importance scores 26 | importance := make([]float64, numFeatures) 27 | cErr = BoosterFeatureImportance(trained, numModels, Importance_gain, importance) 28 | fmt.Printf("%+v\n", importance) 29 | 30 | // output model to string 31 | var outLen64 int64 32 | modelString := make([]byte, 200_000) 33 | cErr = BoosterSaveModelToString(trained, 0, numModels, 1, 200_000, &outLen64, modelString) 34 | fmt.Println("length of model in bytes:", outLen64) 35 | fmt.Println("----------------Start of model example ----------------------") 36 | fmt.Println(string(modelString[0:200])) 37 | fmt.Println("----------------End of model example ----------------------") 38 | 39 | // load model file 40 | modelFile := "./trained_model.txt" 41 | iter := int32(0) 42 | var booster Booster 43 | cErr = BoosterCreateFromModelfile(modelFile, &iter, &booster) 44 | if cErr != 0 { 45 | log.Fatal(cErr) 46 | } 47 | 48 | // configure fast prediction 49 | data := []float32{7.4, 0.7, 0, 1.9, 0.076, 11, 34, 0.9978, 3.51, 0.56, 9.4} 50 | dataType := int32(0) 51 | nCols := int32(len(data)) 52 | startIter := int32(0) 53 | numIter := int32(64) 54 | parameter := "" 55 | var fastConfig FastConfig 56 | cErr = BoosterPredictForMatSingleRowFastInit(trained, PredictNormal, startIter, numIter, dataType, nCols, parameter, &fastConfig) 57 | 58 | // make prediction 59 | var out float64 60 | cErr = BoosterPredictForMatSingleRowFast(fastConfig, data, &outLen64, &out) 61 | fmt.Println("Predicted quality:", out) 62 | 63 | cErr = BoosterFree(trained) 64 | } 65 | -------------------------------------------------------------------------------- /winequality_red_test.tsv: -------------------------------------------------------------------------------- 1 | quality fixed_acidity volatile_acidity citric_acid residual_sugar chlorides free_sulfur_dioxide total_sulfur_dioxide density pH sulphates alcohol 2 | 5 7.4 0.7 0 1.9 0.076 11 34 0.9978 3.51 0.56 9.4 3 | 6 11.2 0.28 0.56 1.9 0.075 17 60 0.998 3.16 0.58 9.8 4 | 5 7.9 0.6 0.06 1.6 0.069 15 59 0.9964 3.3 0.46 9.4 5 | 5 7.5 0.5 0.36 6.1 0.071 17 102 0.9978 3.35 0.8 10.5 6 | 5 5.6 0.615 0 1.6 0.089 16 59 0.9943 3.58 0.52 9.9 7 | 5 8.9 0.62 0.19 3.9 0.17 51 148 0.9986 3.17 0.93 9.2 8 | 4 7.4 0.59 0.08 4.4 0.086 6 29 0.9974 3.38 0.5 9 9 | 5 7.6 0.39 0.31 2.3 0.082 23 71 0.9982 3.52 0.65 9.7 10 | 6 6.9 0.4 0.14 2.4 0.085 21 40 0.9968 3.43 0.63 9.7 11 | 5 7.9 0.43 0.21 1.6 0.106 10 37 0.9966 3.17 0.91 9.5 12 | 5 6.7 0.675 0.07 2.4 0.089 17 82 0.9958 3.35 0.54 10.1 13 | 6 6.9 0.605 0.12 10.7 0.073 40 83 0.9993 3.45 0.52 9.4 14 | 6 7.8 0.6 0.14 2.4 0.086 3 15 0.9975 3.42 0.6 10.8 15 | 5 7.3 0.45 0.36 5.9 0.074 12 87 0.9978 3.33 0.83 10.5 16 | 6 7.5 0.49 0.2 2.6 0.332 8 14 0.9968 3.21 0.9 10.5 17 | 4 4.6 0.52 0.15 2.1 0.054 8 65 0.9934 3.9 0.56 13.1 18 | 5 6.4 0.4 0.23 1.6 0.066 5 12 0.9958 3.34 0.56 9.2 19 | 6 6.6 0.52 0.04 2.2 0.069 8 15 0.9956 3.4 0.63 9.4 20 | 6 7.6 0.51 0.15 2.8 0.11 33 73 0.9955 3.17 0.63 10.2 21 | 5 7.5 0.63 0.12 5.1 0.111 50 110 0.9983 3.26 0.77 9.4 22 | 5 8.8 0.4 0.4 2.2 0.079 19 52 0.998 3.44 0.64 9.2 23 | 5 7 0.735 0.05 2 0.081 13 54 0.9966 3.39 0.57 9.8 24 | 5 7.5 0.52 0.11 1.5 0.079 11 39 0.9968 3.42 0.58 9.6 25 | 6 8 0.705 0.05 1.9 0.074 8 19 0.9962 3.34 0.95 10.5 26 | 5 7.7 0.69 0.22 1.9 0.084 18 94 0.9961 3.31 0.48 9.5 27 | 5 8.8 0.41 0.64 2.2 0.093 9 42 0.9986 3.54 0.66 10.5 28 | 5 6.7 0.75 0.12 2 0.086 12 80 0.9958 3.38 0.52 10.1 29 | 5 7.8 0.43 0.7 1.9 0.464 22 67 0.9974 3.13 1.28 9.4 30 | 6 6.3 0.3 0.48 1.8 0.069 18 61 0.9959 3.44 0.78 10.3 31 | 5 7.7 0.49 0.26 1.9 0.062 9 31 0.9966 3.39 0.64 9.6 32 | 5 7.9 0.52 0.26 1.9 0.079 42 140 0.9964 3.23 0.54 9.5 33 | 5 7.7 0.49 0.26 1.9 0.062 9 31 0.9966 3.39 0.64 9.6 34 | 5 6.8 0.775 0 3 0.102 8 23 0.9965 3.45 0.56 10.7 35 | 6 8.1 0.545 0.18 1.9 0.08 13 35 0.9972 3.3 0.59 9 36 | 6 8.1 0.545 0.18 1.9 0.08 13 35 0.9972 3.3 0.59 9 37 | 5 8.1 0.575 0.22 2.1 0.077 12 65 0.9967 3.29 0.51 9.2 38 | 6 8 0.33 0.53 2.5 0.091 18 80 0.9976 3.37 0.8 9.6 39 | 5 8.4 0.62 0.09 2.2 0.084 11 108 0.9964 3.15 0.66 9.8 40 | 5 7.8 0.56 0.19 1.8 0.104 12 47 0.9964 3.19 0.93 9.5 41 | 6 7.8 0.56 0.12 2 0.082 7 28 0.997 3.37 0.5 9.4 42 | 5 7.3 1.07 0.09 1.7 0.178 10 89 0.9962 3.3 0.57 9 43 | 5 8 0.71 0 2.6 0.08 11 34 0.9976 3.44 0.53 9.5 44 | 5 8.2 1.33 0 1.7 0.081 3 12 0.9964 3.53 0.49 10.9 45 | 5 6.1 0.38 0.15 1.8 0.072 6 19 0.9955 3.42 0.57 9.4 46 | 5 5.6 0.5 0.09 2.3 0.049 17 99 0.9937 3.63 0.63 13 47 | 5 8.4 0.745 0.11 1.9 0.09 16 63 0.9965 3.19 0.82 9.6 48 | 5 7.8 0.56 0.19 2.1 0.081 15 105 0.9962 3.33 0.54 9.5 49 | 5 8.3 0.715 0.15 1.8 0.089 10 52 0.9968 3.23 0.77 9.5 50 | 6 5.2 0.34 0 1.8 0.05 27 63 0.9916 3.68 0.79 14 51 | 5 7.6 0.49 0.26 1.6 0.236 10 88 0.9968 3.11 0.8 9.3 52 | 6 7.3 0.33 0.47 2.1 0.077 5 11 0.9958 3.33 0.53 10.3 53 | 5 7.5 0.6 0.03 1.8 0.095 25 99 0.995 3.35 0.54 10.1 54 | 5 7.1 0.43 0.42 5.5 0.07 29 129 0.9973 3.42 0.72 10.5 55 | 6 6.8 0.6 0.18 1.9 0.079 18 86 0.9968 3.59 0.57 9.3 56 | 6 7.8 0.53 0.04 1.7 0.076 17 31 0.9964 3.33 0.56 10 57 | 5 7.8 0.63 0.48 1.7 0.1 14 96 0.9961 3.19 0.62 9.5 58 | 6 6.8 0.63 0.07 2.1 0.089 11 44 0.9953 3.47 0.55 10.4 59 | 6 8 0.42 0.17 2 0.073 6 18 0.9972 3.29 0.61 9.2 60 | 5 7.3 0.38 0.21 2 0.08 7 35 0.9961 3.33 0.47 9.5 61 | 6 7.5 0.52 0.42 2.3 0.087 8 38 0.9972 3.58 0.61 10.5 62 | 5 8.8 0.61 0.14 2.4 0.067 10 42 0.9969 3.19 0.59 9.5 63 | 5 6.8 0.61 0.2 1.8 0.077 11 65 0.9971 3.54 0.58 9.3 64 | 5 7.4 0.39 0.48 2 0.082 14 67 0.9972 3.34 0.55 9.2 65 | 5 7.9 0.49 0.32 1.9 0.082 17 144 0.9968 3.2 0.55 9.5 66 | 5 6.8 0.63 0.12 3.8 0.099 16 126 0.9969 3.28 0.61 9.5 67 | 5 7.8 0.59 0.33 2 0.074 24 120 0.9968 3.25 0.54 9.4 68 | 7 5.4 0.835 0.08 1.2 0.046 13 93 0.9924 3.57 0.85 13 69 | 5 8.8 0.37 0.48 2.1 0.097 39 145 0.9975 3.04 1.03 9.3 70 | 6 7 0.43 0.36 1.6 0.089 14 37 0.99615 3.34 0.56 9.2 71 | 5 7.8 0.57 0.31 1.8 0.069 26 120 0.99625 3.29 0.53 9.3 72 | 6 9.7 0.53 0.6 2 0.039 5 19 0.99585 3.3 0.86 12.4 73 | 5 8.2 0.57 0.26 2.2 0.06 28 65 0.9959 3.3 0.43 10.1 74 | 5 8.7 0.625 0.16 2 0.101 13 49 0.9962 3.14 0.57 11 75 | 5 7.8 0.53 0.33 2.4 0.08 24 144 0.99655 3.3 0.6 9.5 76 | 5 6.8 0.61 0.04 1.5 0.057 5 10 0.99525 3.42 0.6 9.5 77 | 6 7.7 0.43 0.25 2.6 0.073 29 63 0.99615 3.37 0.58 10.5 78 | 6 7.7 0.43 0.25 2.6 0.073 29 63 0.99615 3.37 0.58 10.5 79 | 6 8 0.38 0.06 1.8 0.078 12 49 0.99625 3.37 0.52 9.9 80 | 6 8.2 1 0.09 2.3 0.065 7 37 0.99685 3.32 0.55 9 81 | 6 7.2 0.645 0 1.9 0.097 15 39 0.99675 3.37 0.58 9.2 82 | 5 8.9 0.635 0.37 1.7 0.263 5 62 0.9971 3 1.09 9.3 83 | 7 15 0.21 0.44 2.2 0.075 10 24 1.00005 3.07 0.84 9.2 84 | 5 7.1 0.68 0.07 1.9 0.075 16 51 0.99685 3.38 0.52 9.5 85 | 6 7.3 0.66 0 2 0.084 6 23 0.9983 3.61 0.96 9.9 86 | 5 11.1 0.35 0.48 3.1 0.09 5 21 0.9986 3.17 0.53 10.5 87 | 5 8 0.57 0.23 3.2 0.073 17 119 0.99675 3.26 0.57 9.3 88 | 5 7.7 0.41 0.76 1.8 0.611 8 45 0.9968 3.06 1.26 9.4 89 | 4 7 0.975 0.04 2 0.087 12 67 0.99565 3.35 0.6 9.4 90 | 5 12.5 0.56 0.49 2.4 0.064 5 27 0.9999 3.08 0.87 10.9 91 | 8 7.9 0.35 0.46 3.6 0.078 15 37 0.9973 3.35 0.86 12.8 92 | 6 7.9 0.545 0.06 4 0.087 27 61 0.9965 3.36 0.67 10.7 93 | 5 8.4 0.715 0.2 2.4 0.076 10 38 0.99735 3.31 0.64 9.4 94 | 6 6.9 0.54 0.04 3 0.077 7 27 0.9987 3.69 0.91 9.4 95 | 7 8.9 0.4 0.32 5.6 0.087 10 47 0.9991 3.38 0.77 10.5 96 | 5 7.6 0.52 0.12 3 0.067 12 53 0.9971 3.36 0.57 9.1 97 | 5 9.9 0.59 0.07 3.4 0.102 32 71 1.00015 3.31 0.71 9.8 98 | 7 8.7 0.52 0.09 2.5 0.091 20 49 0.9976 3.34 0.86 10.6 99 | 5 11 0.2 0.48 2 0.343 6 18 0.9979 3.3 0.71 10.5 100 | 6 13.3 0.34 0.52 3.2 0.094 17 53 1.0014 3.05 0.81 9.5 101 | 5 7.1 0.63 0.06 2 0.083 8 29 0.99855 3.67 0.73 9.6 102 | 6 7.5 0.53 0.06 2.6 0.086 20 44 0.9965 3.38 0.59 10.7 103 | 5 7.4 0.67 0.12 1.6 0.186 5 21 0.996 3.39 0.54 9.5 104 | 5 7.6 0.62 0.32 2.2 0.082 7 54 0.9966 3.36 0.52 9.4 105 | 6 7.4 0.29 0.38 1.7 0.062 9 30 0.9968 3.41 0.53 9.5 106 | 6 9 0.46 0.31 2.8 0.093 19 98 0.99815 3.32 0.63 9.5 107 | 6 7.1 0.35 0.29 2.5 0.096 20 53 0.9962 3.42 0.65 11 108 | 7 9.8 0.66 0.39 3.2 0.083 21 59 0.9989 3.37 0.71 11.5 109 | 5 9.3 0.61 0.26 3.4 0.09 25 87 0.99975 3.24 0.62 9.7 110 | 6 10 0.49 0.2 11 0.071 13 50 1.0015 3.16 0.69 9.2 111 | 5 10.3 0.44 0.5 4.5 0.107 5 13 0.998 3.28 0.83 11.5 112 | 6 10.2 0.36 0.64 2.9 0.122 10 41 0.998 3.23 0.66 12.5 113 | 5 8.4 0.56 0.08 2.1 0.105 16 44 0.9958 3.13 0.52 11 114 | 6 8.9 0.43 0.45 1.9 0.052 6 16 0.9948 3.35 0.7 12.5 115 | 7 12.5 0.28 0.54 2.3 0.082 12 29 0.9997 3.11 1.36 9.8 116 | 6 10.9 0.39 0.47 1.8 0.118 6 14 0.9982 3.3 0.75 9.8 117 | 5 7 0.685 0 1.9 0.067 40 63 0.9979 3.6 0.81 9.9 118 | 6 9.6 0.56 0.31 2.8 0.089 15 46 0.9979 3.11 0.92 10 119 | 6 9.1 0.795 0 2.6 0.096 11 26 0.9994 3.35 0.83 9.4 120 | 6 6.1 0.21 0.4 1.4 0.066 40.5 165 0.9912 3.25 0.59 11.9 121 | 7 10.5 0.42 0.66 2.95 0.116 12 29 0.997 3.24 0.75 11.7 122 | 5 8.2 0.7 0.23 2 0.099 14 81 0.9973 3.19 0.7 9.4 123 | 5 12.5 0.46 0.63 2 0.071 6 15 0.9988 2.99 0.87 10.2 124 | 7 12.8 0.615 0.66 5.8 0.083 7 42 1.0022 3.07 0.73 10 125 | 7 9.4 0.27 0.53 2.4 0.074 6 18 0.9962 3.2 1.13 12 126 | 6 9.1 0.28 0.48 1.8 0.067 26 46 0.9967 3.32 1.04 10.6 127 | 7 11.5 0.54 0.71 4.4 0.124 6 15 0.9984 3.01 0.83 11.8 128 | 6 11.4 0.625 0.66 6.2 0.088 6 24 0.9988 3.11 0.99 13.3 129 | 6 13.7 0.415 0.68 2.9 0.085 17 43 1.0014 3.06 0.8 10 130 | 5 7.7 0.51 0.28 2.1 0.087 23 54 0.998 3.42 0.74 9.2 131 | 6 8.3 0.66 0.15 1.9 0.079 17 42 0.9972 3.31 0.54 9.6 132 | 8 5.6 0.85 0.05 1.4 0.045 12 88 0.9924 3.56 0.82 12.9 133 | 5 8.4 0.665 0.61 2 0.112 13 95 0.997 3.16 0.54 9.1 134 | 5 6.6 0.735 0.02 7.9 0.122 68 124 0.9994 3.47 0.53 9.9 135 | 5 8.7 0.765 0.22 2.3 0.064 9 42 0.9963 3.1 0.55 9.4 136 | 6 12.2 0.48 0.54 2.6 0.085 19 64 1 3.1 0.61 10.5 137 | 6 8.7 0.31 0.46 1.4 0.059 11 25 0.9966 3.36 0.76 10.1 138 | 6 10.4 0.34 0.58 3.7 0.174 6 16 0.997 3.19 0.7 11.3 139 | 5 9.1 0.45 0.35 2.4 0.08 23 78 0.9987 3.38 0.62 9.5 140 | 5 8.8 0.52 0.34 2.7 0.087 24 122 0.9982 3.26 0.61 9.5 141 | 5 7 0.58 0.12 1.9 0.091 34 124 0.9956 3.44 0.48 10.5 142 | 7 9.5 0.56 0.33 2.4 0.089 35 67 0.9972 3.28 0.73 11.8 143 | 7 10.5 0.24 0.47 2.1 0.066 6 24 0.9978 3.15 0.9 11 144 | 6 6.4 0.67 0.08 2.1 0.045 19 48 0.9949 3.49 0.49 11.4 145 | 6 12.8 0.84 0.63 2.4 0.088 13 35 0.9997 3.1 0.6 10.4 146 | 6 11.9 0.37 0.69 2.3 0.078 12 24 0.9958 3 0.65 12.8 147 | 5 12.3 0.39 0.63 2.3 0.091 6 18 1.0004 3.16 0.49 9.5 148 | 6 10.4 0.41 0.55 3.2 0.076 22 54 0.9996 3.15 0.89 9.9 149 | 6 11.9 0.4 0.65 2.15 0.068 7 27 0.9988 3.06 0.68 11.3 150 | 7 5.3 0.57 0.01 1.7 0.054 5 27 0.9934 3.57 0.84 12.5 151 | 5 9.3 0.48 0.29 2.1 0.127 6 16 0.9968 3.22 0.72 11.2 152 | 6 11.9 0.39 0.69 2.8 0.095 17 35 0.9994 3.1 0.61 10.8 153 | 7 10.4 0.33 0.63 2.8 0.084 5 22 0.9998 3.26 0.74 11.2 154 | 5 8.9 0.59 0.39 2.3 0.095 5 22 0.9986 3.37 0.58 10.3 155 | 3 11.6 0.58 0.66 2.2 0.074 10 47 1.0008 3.25 0.57 9 156 | 5 11 0.26 0.68 2.55 0.085 10 25 0.997 3.18 0.61 11.8 157 | 5 10 0.29 0.4 2.9 0.098 10 26 1.0006 3.48 0.91 9.7 158 | 6 11.4 0.36 0.69 2.1 0.09 6 21 1 3.17 0.62 9.2 159 | 6 9.6 0.54 0.42 2.4 0.081 25 52 0.997 3.2 0.71 11.4 160 | 6 10.5 0.28 0.51 1.7 0.08 10 24 0.9982 3.2 0.89 9.4 161 | 6 10.4 0.24 0.49 1.8 0.075 6 20 0.9977 3.18 1.06 11 162 | 5 10.6 0.28 0.39 15.5 0.069 6 23 1.0026 3.12 0.66 9.2 163 | 5 10.6 0.36 0.6 2.2 0.152 7 18 0.9986 3.04 1.06 9.4 164 | 5 10.2 0.67 0.39 1.9 0.054 6 17 0.9976 3.17 0.47 10 165 | 6 9.3 0.39 0.4 2.6 0.073 10 26 0.9984 3.34 0.75 10.2 166 | 7 8.9 0.4 0.51 2.6 0.052 13 27 0.995 3.32 0.9 13.4 167 | 8 10.7 0.35 0.53 2.6 0.07 5 16 0.9972 3.15 0.65 11 168 | 8 10.7 0.35 0.53 2.6 0.07 5 16 0.9972 3.15 0.65 11 169 | 7 10.4 0.44 0.73 6.55 0.074 38 76 0.999 3.17 0.85 12 170 | 7 10.5 0.24 0.42 1.8 0.077 6 22 0.9976 3.21 1.05 10.8 171 | 6 11.2 0.67 0.55 2.3 0.084 6 13 1 3.17 0.71 9.5 172 | 5 12.4 0.42 0.49 4.6 0.073 19 43 0.9978 3.02 0.61 9.5 173 | 7 10.5 0.51 0.64 2.4 0.107 6 15 0.9973 3.09 0.66 11.8 174 | 6 12.5 0.6 0.49 4.3 0.1 5 14 1.001 3.25 0.74 11.9 175 | 5 7.3 0.365 0.49 2.5 0.088 39 106 0.9966 3.36 0.78 11 176 | 5 8.2 0.39 0.49 2.3 0.099 47 133 0.9979 3.38 0.99 9.8 177 | 5 10.4 0.64 0.24 2.8 0.105 29 53 0.9998 3.24 0.67 9.9 178 | 6 8.2 0.42 0.49 2.6 0.084 32 55 0.9988 3.34 0.75 8.7 179 | 5 11.9 0.38 0.49 2.7 0.098 12 42 1.0004 3.16 0.61 10.3 180 | 6 10 0.48 0.24 2.7 0.102 13 32 1 3.28 0.56 10 181 | 6 8.1 0.825 0.24 2.1 0.084 5 13 0.9972 3.37 0.77 10.7 182 | 5 9.2 0.59 0.24 3.3 0.101 20 47 0.9988 3.26 0.67 9.6 183 | 6 11.2 0.66 0.24 2.5 0.085 16 53 0.9993 3.06 0.72 11 184 | 6 7.5 0.55 0.24 2 0.078 10 28 0.9983 3.45 0.78 9.5 185 | 6 9 0.53 0.49 1.9 0.171 6 25 0.9975 3.27 0.61 9.4 186 | 6 9.5 0.46 0.24 2.7 0.092 14 44 0.998 3.12 0.74 10 187 | 5 15.5 0.645 0.49 4.2 0.095 10 23 1.00315 2.92 0.74 11.1 188 | 6 10.9 0.53 0.49 4.6 0.118 10 17 1.0002 3.07 0.56 11.7 189 | 5 9 0.44 0.49 2.4 0.078 26 121 0.9978 3.23 0.58 9.2 190 | 6 13 0.47 0.49 4.3 0.085 6 47 1.0021 3.3 0.68 12.7 191 | 6 8.7 0.7 0.24 2.5 0.226 5 15 0.9991 3.32 0.6 9 192 | 6 11.5 0.35 0.49 3.3 0.07 10 37 1.0003 3.32 0.91 11 193 | 4 10.5 0.59 0.49 2.1 0.07 14 47 0.9991 3.3 0.56 9.6 194 | 4 9.9 0.5 0.24 2.3 0.103 6 14 0.9978 3.34 0.52 10 195 | 6 10.6 0.31 0.49 2.2 0.063 18 40 0.9976 3.14 0.51 9.8 196 | 5 11.7 0.49 0.49 2.2 0.083 5 15 1 3.19 0.43 9.2 197 | 6 7.6 0.51 0.24 2.4 0.091 8 38 0.998 3.47 0.66 9.6 198 | 8 5 0.42 0.24 2 0.06 19 50 0.9917 3.72 0.74 14 199 | 6 6.6 0.39 0.49 1.7 0.07 23 149 0.9922 3.12 0.5 11.5 200 | 5 7.9 0.72 0.17 2.6 0.096 20 38 0.9978 3.4 0.53 9.5 201 | 6 11.9 0.58 0.58 1.9 0.071 5 18 0.998 3.09 0.63 10 202 | 4 8.2 0.915 0.27 2.1 0.088 7 23 0.9962 3.26 0.47 10 203 | 6 13.2 0.46 0.52 2.2 0.071 12 35 1.0006 3.1 0.56 9 204 | 7 9.4 0.41 0.48 4.6 0.072 10 20 0.9973 3.34 0.79 12.2 205 | 6 6.3 0.36 0.19 3.2 0.075 15 39 0.9956 3.56 0.52 12.7 206 | 6 7.5 0.64 0 2.4 0.077 18 29 0.9965 3.32 0.6 10 207 | 5 9.6 0.6 0.5 2.3 0.079 28 71 0.9997 3.5 0.57 9.7 208 | 5 11.4 0.46 0.5 2.7 0.122 4 17 1.0006 3.13 0.7 10.2 209 | 5 8.2 0.56 0.23 3.4 0.078 14 104 0.9976 3.28 0.62 9.4 210 | 5 6.8 0.69 0 5.6 0.124 21 58 0.9997 3.46 0.72 10.2 211 | 5 8.8 0.6 0.29 2.2 0.098 5 15 0.9988 3.36 0.49 9.1 212 | 6 8.7 0.54 0.26 2.5 0.097 7 31 0.9976 3.27 0.6 9.3 213 | 4 10.1 0.935 0.22 3.4 0.105 11 86 1.001 3.43 0.64 11.3 214 | 5 9.6 0.88 0.28 2.4 0.086 30 147 0.9979 3.24 0.53 9.4 215 | 6 8.9 0.29 0.35 1.9 0.067 25 57 0.997 3.18 1.36 10.3 216 | 5 9.9 0.54 0.45 2.3 0.071 16 40 0.9991 3.39 0.62 9.4 217 | 7 7.8 0.64 0.1 6 0.115 5 11 0.9984 3.37 0.69 10.1 218 | 7 8.7 0.48 0.3 2.8 0.066 10 28 0.9964 3.33 0.67 11.2 219 | 5 9.8 0.88 0.25 2.5 0.104 35 155 1.001 3.41 0.67 11.2 220 | 5 8.6 0.47 0.47 2.4 0.074 7 29 0.9979 3.08 0.46 9.5 221 | 7 12 0.5 0.59 1.4 0.073 23 42 0.998 2.92 0.68 10.5 222 | 6 7.2 0.52 0.07 1.4 0.074 5 20 0.9973 3.32 0.81 9.6 223 | 6 10.1 0.28 0.46 1.8 0.05 5 13 0.9974 3.04 0.79 10.2 224 | 6 8.3 0.49 0.36 1.8 0.222 6 16 0.998 3.18 0.6 9.5 225 | 6 11.3 0.34 0.45 2 0.082 6 15 0.9988 2.94 0.66 9.2 226 | 5 9.8 1.24 0.34 2 0.079 32 151 0.998 3.15 0.53 9.5 227 | 5 9.3 0.41 0.39 2.2 0.064 12 31 0.9984 3.26 0.65 10.2 228 | 5 8.3 0.78 0.1 2.6 0.081 45 87 0.9983 3.48 0.53 10 229 | 6 8 0.45 0.23 2.2 0.094 16 29 0.9962 3.21 0.49 10.2 230 | 5 9.8 0.98 0.32 2.3 0.078 35 152 0.998 3.25 0.48 9.4 231 | 5 9.1 0.64 0.23 3.1 0.095 13 38 0.9998 3.28 0.59 9.7 232 | 3 7.4 1.185 0 4.25 0.097 5 14 0.9966 3.63 0.54 10.7 233 | 5 9 0.48 0.32 2.8 0.084 21 122 0.9984 3.32 0.62 9.4 234 | 6 7 0.65 0.02 2.1 0.066 8 25 0.9972 3.47 0.67 9.5 235 | 6 11.8 0.38 0.55 2.1 0.071 5 19 0.9986 3.11 0.62 10.8 236 | 6 7 0.64 0.02 2.1 0.067 9 23 0.997 3.47 0.67 9.4 237 | 5 8.4 1.035 0.15 6 0.073 11 54 0.999 3.37 0.49 9.9 238 | 6 7.8 0.545 0.12 2.5 0.068 11 35 0.996 3.34 0.61 11.6 239 | 5 8.9 0.565 0.34 3 0.093 16 112 0.9998 3.38 0.61 9.5 240 | 5 9.9 0.74 0.28 2.6 0.078 21 77 0.998 3.28 0.51 9.8 241 | 5 7.6 0.46 0.11 2.6 0.079 12 49 0.9968 3.21 0.57 10 242 | 5 8.4 0.56 0.04 2 0.082 10 22 0.9976 3.22 0.44 9.6 243 | 5 7.1 0.31 0.3 2.2 0.053 36 127 0.9965 2.94 1.62 9.5 244 | 6 8.1 0.72 0.09 2.8 0.084 18 49 0.9994 3.43 0.72 11.1 245 | 6 6.4 0.865 0.03 3.2 0.071 27 58 0.995 3.61 0.49 12.7 246 | 5 7.3 0.835 0.03 2.1 0.092 10 19 0.9966 3.39 0.47 9.6 247 | 5 7.7 0.965 0.1 2.1 0.112 11 22 0.9963 3.26 0.5 9.5 248 | 5 9 0.46 0.23 2.8 0.092 28 104 0.9983 3.1 0.56 9.2 249 | 5 9.2 0.53 0.24 2.6 0.078 28 139 0.99788 3.21 0.57 9.5 250 | 5 11.1 0.39 0.54 2.7 0.095 21 101 1.0001 3.13 0.51 9.5 251 | 5 8.6 0.33 0.4 2.6 0.083 16 68 0.99782 3.3 0.48 9.4 252 | 5 8.3 0.65 0.1 2.9 0.089 17 40 0.99803 3.29 0.55 9.5 253 | 5 8.3 0.65 0.1 2.9 0.089 17 40 0.99803 3.29 0.55 9.5 254 | 6 6.3 0.98 0.01 2 0.057 15 33 0.99488 3.6 0.46 11.2 255 | 5 8.8 0.42 0.21 2.5 0.092 33 88 0.99823 3.19 0.52 9.2 256 | 6 8.8 0.7 0 1.7 0.069 8 19 0.99701 3.31 0.53 10 257 | 6 9.2 0.67 0.1 3 0.091 12 48 0.99888 3.31 0.54 9.5 258 | 6 7.1 0.59 0.02 2.3 0.082 24 94 0.99744 3.55 0.53 9.7 259 | 5 9.4 0.685 0.26 2.4 0.082 23 143 0.9978 3.28 0.55 9.4 260 | 6 7.9 0.4 0.3 1.8 0.157 2 45 0.99727 3.31 0.91 9.5 261 | 6 6.9 0.635 0.17 2.4 0.241 6 18 0.9961 3.4 0.59 10.3 262 | 6 7 0.57 0 2 0.19 12 45 0.99676 3.31 0.6 9.4 263 | 5 6.5 0.46 0.14 2.4 0.114 9 37 0.99732 3.66 0.65 9.8 264 | 5 9.9 0.35 0.41 2.3 0.083 11 61 0.9982 3.21 0.5 9.5 265 | 5 8.6 0.63 0.17 2.9 0.099 21 119 0.998 3.09 0.52 9.3 266 | 6 7.1 0.61 0.02 2.5 0.081 17 87 0.99745 3.48 0.6 9.7 267 | 5 10.8 0.89 0.3 2.6 0.132 7 60 0.99786 2.99 1.18 10.2 268 | 6 9.4 0.5 0.34 3.6 0.082 5 14 0.9987 3.29 0.52 10.7 269 | 5 8.6 0.55 0.09 3.3 0.068 8 17 0.99735 3.23 0.44 10 270 | 6 8.4 0.52 0.22 2.7 0.084 4 18 0.99682 3.26 0.57 9.9 271 | 7 8.2 0.28 0.4 2.4 0.052 4 10 0.99356 3.33 0.7 12.8 272 | 5 7.3 0.49 0.1 2.6 0.068 4 14 0.99562 3.3 0.47 10.5 273 | 4 6.9 0.39 0.24 2.1 0.102 4 7 0.99462 3.44 0.58 11.4 274 | 6 9.8 0.51 0.19 3.2 0.081 8 30 0.9984 3.23 0.58 10.5 275 | 5 9.1 0.66 0.15 3.2 0.097 9 59 0.99976 3.28 0.54 9.6 276 | 5 6.7 0.54 0.13 2 0.076 15 36 0.9973 3.61 0.64 9.8 277 | 5 7.1 0.46 0.14 2.8 0.076 15 37 0.99624 3.36 0.49 10.7 278 | 8 7.8 0.57 0.09 2.3 0.065 34 45 0.99417 3.46 0.74 12.7 279 | 6 5.9 0.61 0.08 2.1 0.071 16 24 0.99376 3.56 0.77 11.1 280 | 5 8.8 0.685 0.26 1.6 0.088 16 23 0.99694 3.32 0.47 9.4 281 | 7 6.7 0.28 0.28 2.4 0.012 36 100 0.99064 3.26 0.39 11.7 282 | 7 11.1 0.42 0.47 2.65 0.085 9 34 0.99736 3.24 0.77 12.1 283 | 5 7.1 0.685 0.35 2 0.088 9 92 0.9963 3.28 0.62 9.4 284 | 5 6.4 0.64 0.21 1.8 0.081 14 31 0.99689 3.59 0.66 9.8 285 | 5 6.4 0.63 0.21 1.6 0.08 12 32 0.99689 3.58 0.66 9.8 286 | 5 8 0.42 0.32 2.5 0.08 26 122 0.99801 3.22 1.07 9.7 287 | 7 7.6 0.735 0.02 2.5 0.071 10 14 0.99538 3.51 0.71 11.7 288 | 7 11.7 0.28 0.47 1.7 0.054 17 32 0.99686 3.15 0.67 10.6 289 | 6 5.8 1.01 0.66 2 0.039 15 88 0.99357 3.66 0.6 11.5 290 | 5 7.2 0.62 0.06 2.7 0.077 15 85 0.99746 3.51 0.54 9.5 291 | 6 6.9 0.51 0.23 2 0.072 13 22 0.99438 3.4 0.84 11.2 292 | 6 7.7 0.715 0.01 2.1 0.064 31 43 0.99371 3.41 0.57 11.8 293 | 7 9.1 0.21 0.37 1.6 0.067 6 10 0.99552 3.23 0.58 11.1 294 | 4 7.1 0.47 0 2.2 0.067 7 14 0.99517 3.4 0.58 10.9 295 | 5 7.2 0.6 0.04 2.5 0.076 18 88 0.99745 3.53 0.55 9.5 296 | 6 8.4 0.31 0.29 3.1 0.194 14 26 0.99536 3.22 0.78 12 297 | 5 8.9 0.75 0.14 2.5 0.086 9 30 0.99824 3.34 0.64 10.5 298 | 6 6.8 0.57 0 2.5 0.072 32 64 0.99491 3.43 0.56 11.2 299 | 5 7.2 0.66 0.03 2.3 0.078 16 86 0.99743 3.53 0.57 9.7 300 | 6 7.2 0.63 0.03 2.2 0.08 17 88 0.99745 3.53 0.58 9.8 301 | 6 7.1 0.59 0.01 2.3 0.08 27 43 0.9955 3.42 0.58 10.7 302 | 5 8.9 0.31 0.36 2.6 0.056 10 39 0.99562 3.4 0.69 11.8 303 | 7 6.8 0.59 0.06 6 0.06 11 18 0.9962 3.41 0.59 10.8 304 | 5 7.2 0.54 0.27 2.6 0.084 12 78 0.9964 3.39 0.71 11 305 | 6 7.3 0.305 0.39 1.2 0.059 7 11 0.99331 3.29 0.52 11.5 306 | 6 10 0.46 0.44 2.9 0.065 4 8 0.99674 3.33 0.62 12.2 307 | 6 8.6 0.315 0.4 2.2 0.079 3 6 0.99512 3.27 0.67 11.9 308 | 6 8.4 0.36 0.32 2.2 0.081 32 79 0.9964 3.3 0.72 11 309 | 6 8.4 0.36 0.32 2.2 0.081 32 79 0.9964 3.3 0.72 11 310 | 5 8.6 0.47 0.27 2.3 0.055 14 28 0.99516 3.18 0.8 11.2 311 | 4 8.4 0.67 0.19 2.2 0.093 11 75 0.99736 3.2 0.59 9.2 312 | 5 6.6 0.61 0.01 1.9 0.08 8 25 0.99746 3.69 0.73 10.5 313 | 5 7.4 0.61 0.01 2 0.074 13 38 0.99748 3.48 0.65 9.8 314 | 6 8.8 0.3 0.38 2.3 0.06 19 72 0.99543 3.39 0.72 11.8 315 | 5 6.2 0.46 0.17 1.6 0.073 7 11 0.99425 3.61 0.54 11.4 316 | 7 10.1 0.43 0.4 2.6 0.092 13 52 0.99834 3.22 0.64 10 317 | 7 10.2 0.44 0.42 2 0.071 7 20 0.99566 3.14 0.79 11.1 318 | 7 8.9 0.12 0.45 1.8 0.075 10 21 0.99552 3.41 0.76 11.9 319 | 7 8.3 0.28 0.48 2.1 0.093 6 12 0.99408 3.26 0.62 12.4 320 | 6 7.6 0.43 0.4 2.7 0.082 6 11 0.99538 3.44 0.54 12.2 321 | 6 9.5 0.37 0.52 2 0.088 12 51 0.99613 3.29 0.58 11.1 322 | 6 8.5 0.47 0.27 1.9 0.058 18 38 0.99518 3.16 0.85 11.1 323 | 6 8.8 0.27 0.39 2 0.1 20 27 0.99546 3.15 0.69 11.2 324 | 7 9 0.38 0.41 2.4 0.103 6 10 0.99604 3.13 0.58 11.9 325 | 5 6.7 0.56 0.09 2.9 0.079 7 22 0.99669 3.46 0.61 10.2 326 | 7 10.1 0.38 0.5 2.4 0.104 6 13 0.99643 3.22 0.65 11.6 327 | 5 7.2 0.41 0.3 2.1 0.083 35 72 0.997 3.44 0.52 9.4 328 | 7 7 0.4 0.32 3.6 0.061 9 29 0.99416 3.28 0.49 11.3 329 | 5 9.5 0.86 0.26 1.9 0.079 13 28 0.99712 3.25 0.62 10 330 | 5 12.2 0.45 0.49 1.4 0.075 3 6 0.9969 3.13 0.63 10.4 331 | 5 7.1 0.36 0.3 1.6 0.08 35 70 0.99693 3.44 0.5 9.4 332 | 5 7.7 0.39 0.12 1.7 0.097 19 27 0.99596 3.16 0.49 9.4 333 | 5 7.1 0.34 0.28 2 0.082 31 68 0.99694 3.45 0.48 9.4 334 | 7 5.6 0.66 0 2.2 0.087 3 11 0.99378 3.71 0.63 12.8 335 | 6 6.4 0.69 0 1.65 0.055 7 12 0.99162 3.47 0.53 12.9 336 | 7 9.1 0.29 0.33 2.05 0.063 13 27 0.99516 3.26 0.84 11.7 337 | 7 6.8 0.36 0.32 1.8 0.067 4 8 0.9928 3.36 0.55 12.8 338 | 7 8.9 0.35 0.4 3.6 0.11 12 24 0.99549 3.23 0.7 12 339 | 6 8.9 0.32 0.31 2 0.088 12 19 0.9957 3.17 0.55 10.4 340 | 6 8 0.58 0.16 2 0.12 3 7 0.99454 3.22 0.58 11.2 341 | 6 8 0.18 0.37 0.9 0.049 36 109 0.99007 2.89 0.44 12.7 342 | 6 11.3 0.36 0.66 2.4 0.123 3 8 0.99642 3.2 0.53 11.9 343 | 6 8.2 0.32 0.42 2.3 0.098 3 9 0.99506 3.27 0.55 12.3 344 | 6 7.9 0.31 0.32 1.9 0.066 14 36 0.99364 3.41 0.56 12.6 345 | 7 7.7 0.58 0.01 1.8 0.088 12 18 0.99568 3.32 0.56 10.5 346 | 5 8.1 0.82 0 4.1 0.095 5 14 0.99854 3.36 0.53 9.6 347 | 7 10.1 0.37 0.34 2.4 0.085 5 17 0.99683 3.17 0.65 10.6 348 | 7 8.7 0.41 0.41 6.2 0.078 25 42 0.9953 3.24 0.77 12.6 349 | 6 6.9 0.49 0.19 1.7 0.079 13 26 0.99547 3.38 0.64 9.8 350 | 6 6.4 0.39 0.33 3.3 0.046 12 53 0.99294 3.36 0.62 12.2 351 | 5 7.1 0.43 0.17 1.8 0.082 27 51 0.99634 3.49 0.64 10.4 352 | 5 7.1 0.43 0.17 1.8 0.082 27 51 0.99634 3.49 0.64 10.4 353 | 7 8.3 0.33 0.42 2.3 0.07 9 20 0.99426 3.38 0.77 12.7 354 | 7 8.9 0.48 0.53 4 0.101 3 10 0.99586 3.21 0.59 12.1 355 | 7 8.9 0.48 0.53 4 0.101 3 10 0.99586 3.21 0.59 12.1 356 | 6 8 0.38 0.44 1.9 0.098 6 15 0.9956 3.3 0.64 11.4 357 | 6 7.7 0.61 0.18 2.4 0.083 6 20 0.9963 3.29 0.6 10.2 358 | 7 11.1 0.31 0.53 2.2 0.06 3 10 0.99572 3.02 0.83 10.9 359 | 5 7.5 0.77 0.2 8.1 0.098 30 92 0.99892 3.2 0.58 9.2 360 | 5 7.5 0.77 0.2 8.1 0.098 30 92 0.99892 3.2 0.58 9.2 361 | 5 8.6 0.37 0.65 6.4 0.08 3 8 0.99817 3.27 0.58 11 362 | 6 10.3 0.27 0.56 1.4 0.047 3 8 0.99471 3.16 0.51 11.8 363 | 6 8.7 0.42 0.45 2.4 0.072 32 59 0.99617 3.33 0.77 12 364 | 7 8.5 0.34 0.4 4.7 0.055 3 9 0.99738 3.38 0.66 11.6 365 | 7 11.6 0.41 0.54 1.5 0.095 22 41 0.99735 3.02 0.76 9.9 366 | 6 7 0.54 0.09 2 0.081 10 16 0.99479 3.43 0.59 11.5 367 | 5 9.4 0.4 0.47 2.5 0.087 6 20 0.99772 3.15 0.5 10.5 368 | 7 8 0.31 0.45 2.1 0.216 5 16 0.99358 3.15 0.81 12.5 369 | 6 7.4 0.49 0.27 2.1 0.071 14 25 0.99388 3.35 0.63 12 370 | 6 8 0.48 0.34 2.2 0.073 16 25 0.9936 3.28 0.66 12.4 371 | 7 9.1 0.3 0.41 2 0.068 10 24 0.99523 3.27 0.85 11.7 372 | 6 8.3 0.53 0 1.4 0.07 6 14 0.99593 3.25 0.64 10 373 | 6 8.9 0.24 0.39 1.6 0.074 3 10 0.99698 3.12 0.59 9.5 374 | 6 7 0.69 0.07 2.5 0.091 15 21 0.99572 3.38 0.6 11.3 375 | 5 5.6 0.66 0 2.5 0.066 7 15 0.99256 3.52 0.58 12.9 376 | 6 6.3 0.47 0 1.4 0.055 27 33 0.9922 3.45 0.48 12.3 377 | 7 8.8 0.24 0.35 1.7 0.055 13 27 0.99394 3.14 0.59 11.3 378 | 5 10 0.43 0.33 2.7 0.095 28 89 0.9984 3.22 0.68 10 379 | 5 5.9 0.19 0.21 1.7 0.045 57 135 0.99341 3.32 0.44 9.5 380 | 7 8.5 0.28 0.35 1.7 0.061 6 15 0.99524 3.3 0.74 11.8 381 | 6 10.4 0.52 0.45 2 0.08 6 13 0.99774 3.22 0.76 11.4 382 | 6 7.3 0.4 0.3 1.7 0.08 33 79 0.9969 3.41 0.65 9.5 383 | 6 7 0.22 0.3 1.8 0.065 16 20 0.99672 3.61 0.82 10 384 | 6 7.8 0.5 0.12 1.8 0.178 6 21 0.996 3.28 0.87 9.8 385 | 6 10 0.35 0.47 2 0.061 6 11 0.99585 3.23 0.52 12 386 | 5 8.3 0.6 0.25 2.2 0.118 9 38 0.99616 3.15 0.53 9.8 387 | 5 8.3 0.6 0.25 2.2 0.118 9 38 0.99616 3.15 0.53 9.8 388 | 6 6.7 0.41 0.43 2.8 0.076 22 54 0.99572 3.42 1.16 10.6 389 | 6 8.8 0.45 0.43 1.4 0.076 12 21 0.99551 3.21 0.75 10.2 390 | 5 9 0.785 0.24 1.7 0.078 10 21 0.99692 3.29 0.67 10 391 | 7 8.2 0.33 0.39 2.5 0.074 29 48 0.99528 3.32 0.88 12.4 392 | 6 9.2 0.36 0.34 1.6 0.062 5 12 0.99667 3.2 0.67 10.5 393 | 6 7.6 0.36 0.31 1.7 0.079 26 65 0.99716 3.46 0.62 9.5 394 | 4 6.5 0.88 0.03 5.6 0.079 23 47 0.99572 3.58 0.5 11.2 395 | 6 8.2 0.35 0.33 2.4 0.076 11 47 0.99599 3.27 0.81 11 396 | 6 10.2 0.4 0.4 2.5 0.068 41 54 0.99754 3.38 0.86 10.5 397 | 6 7 0.43 0.3 2 0.085 6 39 0.99346 3.33 0.46 11.9 398 | 5 6.7 0.64 0.23 2.1 0.08 11 119 0.99538 3.36 0.7 10.9 399 | 5 6.5 0.885 0 2.3 0.166 6 12 0.99551 3.56 0.51 10.8 400 | 6 7 0.745 0.12 1.8 0.114 15 64 0.99588 3.22 0.59 9.5 401 | 6 7.7 0.57 0.21 1.5 0.069 4 9 0.99458 3.16 0.54 9.8 402 | 6 7.7 0.57 0.21 1.5 0.069 4 9 0.99458 3.16 0.54 9.8 403 | 5 9.9 0.74 0.19 5.8 0.111 33 76 0.99878 3.14 0.55 9.4 404 | 7 7.2 0.36 0.46 2.1 0.074 24 44 0.99534 3.4 0.85 11 405 | 7 6.2 0.39 0.43 2 0.071 14 24 0.99428 3.45 0.87 11.2 406 | 6 6.8 0.65 0.02 2.1 0.078 8 15 0.99498 3.35 0.62 10.4 407 | 6 8.8 0.27 0.46 2.1 0.095 20 29 0.99488 3.26 0.56 11.3 408 | 6 8.2 0.4 0.31 1.9 0.082 8 24 0.996 3.24 0.69 10.6 409 | 6 10.9 0.32 0.52 1.8 0.132 17 44 0.99734 3.28 0.77 11.5 410 | 6 12.6 0.39 0.49 2.5 0.08 8 20 0.9992 3.07 0.82 10.3 411 | 5 9 0.58 0.25 2 0.104 8 21 0.99769 3.27 0.72 9.6 412 | 6 7.7 0.18 0.34 2.7 0.066 15 58 0.9947 3.37 0.78 11.8 413 | 4 10.2 0.23 0.37 2.2 0.057 14 36 0.99614 3.23 0.49 9.3 414 | 6 7.8 0.55 0 1.7 0.07 7 17 0.99659 3.26 0.64 9.4 415 | 4 6.5 0.67 0 4.3 0.057 11 20 0.99488 3.45 0.56 11.8 416 | 6 9 0.4 0.41 2 0.058 15 40 0.99414 3.22 0.6 12.2 417 | 5 7.4 0.55 0.19 1.8 0.082 15 34 0.99655 3.49 0.68 10.5 418 | 6 6.9 0.41 0.33 2.2 0.081 22 36 0.9949 3.41 0.75 11.1 419 | 5 7.5 0.58 0.14 2.2 0.077 27 60 0.9963 3.28 0.59 9.8 420 | 5 7.8 0.7 0.06 1.9 0.079 20 35 0.99628 3.4 0.69 10.9 421 | 6 7 0.58 0.28 4.8 0.085 12 69 0.99633 3.32 0.7 11 422 | 5 8.6 0.635 0.68 1.8 0.403 19 56 0.99632 3.02 1.15 9.3 423 | 4 8.2 0.78 0 2.2 0.089 13 26 0.9978 3.37 0.46 9.6 424 | 6 7.2 0.57 0.05 2.3 0.081 16 36 0.99564 3.38 0.6 10.3 425 | 8 5.5 0.49 0.03 1.8 0.044 28 87 0.9908 3.5 0.82 14 426 | 5 5.9 0.46 0 1.9 0.077 25 44 0.99385 3.5 0.53 11.2 427 | 6 8 0.715 0.22 2.3 0.075 13 81 0.99688 3.24 0.54 9.5 428 | 6 8 0.715 0.22 2.3 0.075 13 81 0.99688 3.24 0.54 9.5 429 | 6 7.1 0.46 0.2 1.9 0.077 28 54 0.9956 3.37 0.64 10.4 430 | 5 7 0.42 0.19 2.3 0.071 18 36 0.99476 3.39 0.56 10.9 431 | 5 8 0.6 0.08 2.6 0.056 3 7 0.99286 3.22 0.37 13 432 | 5 7.6 0.74 0 1.9 0.1 6 12 0.99521 3.36 0.59 11 433 | 4 7.5 0.755 0 1.9 0.084 6 12 0.99672 3.34 0.49 9.7 434 | 5 6.6 0.63 0 4.3 0.093 51 77.5 0.99558 3.2 0.45 9.5 435 | 3 7.6 1.58 0 2.1 0.137 5 9 0.99476 3.5 0.4 10.9 436 | 6 9.1 0.37 0.32 2.1 0.064 4 15 0.99576 3.3 0.8 11.2 437 | 5 7.5 0.61 0.26 1.9 0.073 24 88 0.99612 3.3 0.53 9.8 438 | 5 9.7 0.69 0.32 2.5 0.088 22 91 0.9979 3.29 0.62 10.1 439 | 6 6.5 0.51 0.15 3 0.064 12 27 0.9929 3.33 0.59 12.8 440 | 6 7 0.36 0.21 2.4 0.086 24 69 0.99556 3.4 0.53 10.1 441 | 6 9.9 0.44 0.46 2.2 0.091 10 41 0.99638 3.18 0.69 11.9 442 | 5 9.7 0.66 0.34 2.6 0.094 12 88 0.99796 3.26 0.66 10.1 443 | 7 9.1 0.36 0.39 1.8 0.06 21 55 0.99495 3.18 0.82 11 444 | 6 6.7 0.46 0.24 1.7 0.077 18 34 0.9948 3.39 0.6 10.6 445 | 6 7.4 0.6 0.26 2.1 0.083 17 91 0.99616 3.29 0.56 9.8 446 | 6 8.4 0.39 0.1 1.7 0.075 6 25 0.99581 3.09 0.43 9.7 447 | 6 6.6 0.58 0.02 2.4 0.069 19 40 0.99387 3.38 0.66 12.6 448 | 5 6 0.5 0 1.4 0.057 15 26 0.99448 3.36 0.45 9.5 449 | 6 7.5 0.51 0.02 1.7 0.084 13 31 0.99538 3.36 0.54 10.5 450 | 5 11.5 0.42 0.48 2.6 0.077 8 20 0.99852 3.09 0.53 11 451 | 5 7.2 0.655 0.03 1.8 0.078 7 12 0.99587 3.34 0.39 9.5 452 | 5 9 0.6 0.29 2 0.069 32 73 0.99654 3.34 0.57 10 453 | 5 7.6 0.645 0.03 1.9 0.086 14 57 0.9969 3.37 0.46 10.3 454 | 5 6.1 0.34 0.25 1.8 0.084 4 28 0.99464 3.36 0.44 10.1 455 | 6 11.6 0.475 0.4 1.4 0.091 6 28 0.99704 3.07 0.65 10.0333333333333 456 | 6 11.6 0.475 0.4 1.4 0.091 6 28 0.99704 3.07 0.65 10.0333333333333 457 | 5 7.8 0.5 0.09 2.2 0.115 10 42 0.9971 3.18 0.62 9.5 458 | 6 8 0.77 0.32 2.1 0.079 16 74 0.99656 3.27 0.5 9.8 459 | 6 7.5 0.58 0.56 3.1 0.153 5 14 0.99476 3.21 1.03 11.6 460 | 3 6.8 0.815 0 1.2 0.267 16 29 0.99471 3.32 0.51 9.8 461 | 6 5.2 0.49 0.26 2.3 0.09 23 74 0.9953 3.71 0.62 12.2 462 | 6 7.5 0.57 0.02 2.6 0.077 11 35 0.99557 3.36 0.62 10.8 463 | 5 8 0.6 0.22 2.1 0.08 25 105 0.99613 3.3 0.49 9.9 464 | 5 7.4 0.64 0.07 1.8 0.1 8 23 0.9961 3.3 0.58 9.6 465 | 5 6.7 0.48 0.02 2.2 0.08 36 111 0.99524 3.1 0.53 9.7 466 | 5 7.1 0.62 0.06 1.3 0.07 5 12 0.9942 3.17 0.48 9.8 467 | 6 8.6 0.685 0.1 1.6 0.092 3 12 0.99745 3.31 0.65 9.55 468 | 7 7 0.6 0.12 2.2 0.083 13 28 0.9966 3.52 0.62 10.2 469 | 5 7.9 0.69 0.21 2.1 0.08 33 141 0.9962 3.25 0.51 9.9 470 | 6 8 0.5 0.39 2.6 0.082 12 46 0.9985 3.43 0.62 10.7 471 | 6 6 0.51 0 2.1 0.064 40 54 0.995 3.54 0.93 10.7 472 | 6 6.6 0.96 0 1.8 0.082 5 16 0.9936 3.5 0.44 11.9 473 | 5 9.9 0.57 0.25 2 0.104 12 89 0.9963 3.04 0.9 10.1 474 | 5 10 0.32 0.59 2.2 0.077 3 15 0.9994 3.2 0.78 9.6 475 | 5 7.7 0.64 0.21 2.2 0.077 32 133 0.9956 3.27 0.45 9.9 476 | 6 7 0.54 0 2.1 0.079 39 55 0.9956 3.39 0.84 11.4 477 | 6 8.3 0.26 0.37 1.4 0.076 8 23 0.9974 3.26 0.7 9.6 478 | 5 7.8 0.64 0 1.9 0.072 27 55 0.9962 3.31 0.63 11 479 | 6 7.6 0.43 0.31 2.1 0.069 13 74 0.9958 3.26 0.54 9.9 480 | 6 10.2 0.54 0.37 15.4 0.214 55 95 1.00369 3.18 0.77 9 481 | 5 6.8 0.915 0.29 4.8 0.07 15 39 0.99577 3.53 0.54 11.1 482 | 7 7.2 0.37 0.32 2 0.062 15 28 0.9947 3.23 0.73 11.3 483 | 5 6.9 0.58 0.2 1.75 0.058 8 22 0.99322 3.38 0.49 11.7 484 | 5 6.9 0.63 0.02 1.9 0.078 18 30 0.99712 3.4 0.75 9.8 485 | 8 7.2 0.38 0.31 2 0.056 15 29 0.99472 3.23 0.76 11.3 486 | 7 6.6 0.58 0.02 2 0.062 37 53 0.99374 3.35 0.76 11.6 487 | 6 6.5 0.9 0 1.6 0.052 9 17 0.99467 3.5 0.63 10.9 488 | 5 8.4 0.29 0.4 1.7 0.067 8 20 0.99603 3.39 0.6 10.5 489 | 4 6.2 0.785 0 2.1 0.06 6 13 0.99664 3.59 0.61 10 490 | 5 6.8 0.59 0.1 1.7 0.063 34 53 0.9958 3.41 0.67 9.7 491 | 4 6.7 1.04 0.08 2.3 0.067 19 32 0.99648 3.52 0.57 11 492 | 5 10 0.69 0.11 1.4 0.084 8 24 0.99578 2.88 0.47 9.7 493 | 5 6.1 0.6 0.08 1.8 0.071 14 45 0.99336 3.38 0.54 11 494 | 5 9.9 0.5 0.5 13.8 0.205 48 82 1.00242 3.16 0.75 8.8 495 | 5 8.2 0.28 0.6 3 0.104 10 22 0.99828 3.39 0.68 10.6 496 | 4 7.2 0.58 0.54 2.1 0.114 3 9 0.99719 3.33 0.57 10.3 497 | 5 7 0.655 0.16 2.1 0.074 8 25 0.99606 3.37 0.55 9.7 498 | 5 5.6 0.54 0.04 1.7 0.049 5 13 0.9942 3.72 0.58 11.4 499 | 5 5.6 0.54 0.04 1.7 0.049 5 13 0.9942 3.72 0.58 11.4 500 | 7 6.4 0.31 0.09 1.4 0.066 15 28 0.99459 3.42 0.7 10 501 | 6 6.9 0.74 0.03 2.3 0.054 7 16 0.99508 3.45 0.63 11.5 502 | 5 7.5 0.725 0.04 1.5 0.076 8 15 0.99508 3.26 0.53 9.6 503 | 6 6.2 0.44 0.39 2.5 0.077 6 14 0.99555 3.51 0.69 11 504 | 6 6.8 0.81 0.05 2 0.07 6 14 0.99562 3.51 0.66 10.8 505 | 5 7.9 0.18 0.4 1.8 0.062 7 20 0.9941 3.28 0.7 11.1 506 | 6 6.4 0.79 0.04 2.2 0.061 11 17 0.99588 3.53 0.65 10.4 507 | 6 6.9 0.84 0.21 4.1 0.074 16 65 0.99842 3.53 0.72 9.25 508 | 5 7.4 0.47 0.46 2.2 0.114 7 20 0.99647 3.32 0.63 10.5 509 | 4 6.9 0.48 0.2 1.9 0.082 9 23 0.99585 3.39 0.43 9.05 510 | 6 6 0.42 0.19 2 0.075 22 47 0.99522 3.39 0.78 10 511 | 6 7.1 0.53 0.07 1.7 0.071 15 24 0.9951 3.29 0.66 10.8 512 | 6 6.6 0.44 0.09 2.2 0.063 9 18 0.99444 3.42 0.69 11.3 513 | 5 8 0.39 0.3 1.9 0.074 32 84 0.99717 3.39 0.61 9 514 | 6 6.1 0.53 0.08 1.9 0.077 24 45 0.99528 3.6 0.68 10.3 515 | 5 7.2 0.39 0.32 1.8 0.065 34 60 0.99714 3.46 0.78 9.9 516 | 6 6.7 0.855 0.02 1.9 0.064 29 38 0.99472 3.3 0.56 10.75 517 | 6 6.5 0.63 0.33 1.8 0.059 16 28 0.99531 3.36 0.64 10.1 518 | 5 11.2 0.4 0.5 2 0.099 19 50 0.99783 3.1 0.58 10.4 519 | 5 7.1 0.67 0 2.3 0.083 18 27 0.99768 3.44 0.54 9.4 520 | 6 6.6 0.855 0.02 2.4 0.062 15 23 0.99627 3.54 0.6 11 521 | 6 6.6 0.855 0.02 2.4 0.062 15 23 0.99627 3.54 0.6 11 522 | 5 7.8 0.6 0.26 2 0.08 31 131 0.99622 3.21 0.52 9.9 523 | 5 7.2 0.695 0.13 2 0.076 12 20 0.99546 3.29 0.54 10.1 524 | 6 6.7 0.16 0.64 2.1 0.059 24 52 0.99494 3.34 0.71 11.2 525 | 6 6.2 0.51 0.14 1.9 0.056 15 34 0.99396 3.48 0.57 11.5 526 | 5 7.3 0.69 0.32 2.2 0.069 35 104 0.99632 3.33 0.51 9.5 527 | 6 7.5 0.52 0.4 2.2 0.06 12 20 0.99474 3.26 0.64 11.8 528 | 6 6.8 0.67 0.15 1.8 0.118 13 20 0.9954 3.42 0.67 11.3 529 | 5 6.2 0.56 0.09 1.7 0.053 24 32 0.99402 3.54 0.6 11.3 530 | 7 6.7 0.32 0.44 2.4 0.061 24 34 0.99484 3.29 0.8 11.6 531 | 6 5.8 0.61 0.11 1.8 0.066 18 28 0.99483 3.55 0.66 10.9 532 | 6 6.3 0.55 0.15 1.8 0.077 26 35 0.99314 3.32 0.82 11.6 533 | 6 6.8 0.62 0.08 1.9 0.068 28 38 0.99651 3.42 0.82 9.5 534 | 6 6.3 0.51 0.13 2.3 0.076 29 40 0.99574 3.42 0.75 11 535 | -------------------------------------------------------------------------------- /winequality_red_train.tsv: -------------------------------------------------------------------------------- 1 | quality fixed_acidity volatile_acidity citric_acid residual_sugar chlorides free_sulfur_dioxide total_sulfur_dioxide density pH sulphates alcohol 2 | 5 7.8 0.88 0 2.6 0.098 25 67 0.9968 3.2 0.68 9.8 3 | 5 7.4 0.7 0 1.9 0.076 11 34 0.9978 3.51 0.56 9.4 4 | 7 7.3 0.65 0 1.2 0.065 15 21 0.9946 3.39 0.47 10 5 | 5 6.7 0.58 0.08 1.8 0.097 15 65 0.9959 3.28 0.54 9.2 6 | 5 7.8 0.61 0.29 1.6 0.114 9 29 0.9974 3.26 1.56 9.1 7 | 7 8.5 0.28 0.56 1.8 0.092 35 103 0.9969 3.3 0.75 10.5 8 | 6 7.9 0.32 0.51 1.8 0.341 17 56 0.9969 3.04 1.08 9.2 9 | 5 7.9 0.43 0.21 1.6 0.106 10 37 0.9966 3.17 0.91 9.5 10 | 5 6.3 0.39 0.16 1.4 0.08 11 23 0.9955 3.34 0.56 9.3 11 | 5 7.1 0.71 0 1.9 0.08 14 35 0.9972 3.47 0.55 9.4 12 | 6 6.9 0.685 0 2.5 0.105 22 37 0.9966 3.46 0.57 10.6 13 | 5 5.2 0.32 0.25 1.8 0.103 13 50 0.9957 3.38 0.55 9.2 14 | 7 8.1 0.38 0.28 2.1 0.066 13 30 0.9968 3.23 0.73 9.7 15 | 5 7.3 0.45 0.36 5.9 0.074 12 87 0.9978 3.33 0.83 10.5 16 | 5 8.1 0.66 0.22 2.2 0.069 9 23 0.9968 3.3 1.2 10.3 17 | 5 7.7 0.935 0.43 2.2 0.114 22 114 0.997 3.25 0.73 9.2 18 | 5 5.6 0.31 0.37 1.4 0.074 12 96 0.9954 3.32 0.58 9.2 19 | 6 6.6 0.5 0.04 2.1 0.068 6 14 0.9955 3.39 0.64 9.4 20 | 5 7.7 0.62 0.04 3.8 0.084 25 45 0.9978 3.34 0.53 9.5 21 | 5 7.8 0.59 0.18 2.3 0.076 17 54 0.9975 3.43 0.59 10 22 | 5 7.7 0.69 0.49 1.8 0.115 20 112 0.9968 3.21 0.71 9.3 23 | 5 7.2 0.725 0.05 4.65 0.086 4 11 0.9962 3.41 0.39 10.9 24 | 5 6.6 0.705 0.07 1.6 0.076 6 15 0.9962 3.44 0.58 10.7 25 | 6 7.7 0.63 0.08 1.9 0.076 15 27 0.9967 3.32 0.54 9.5 26 | 4 8.3 0.675 0.26 2.1 0.084 11 43 0.9976 3.31 0.53 9.2 27 | 5 8.8 0.41 0.64 2.2 0.093 9 42 0.9986 3.54 0.66 10.5 28 | 4 8.3 0.625 0.2 1.5 0.08 27 119 0.9972 3.16 1.12 9.1 29 | 5 7.4 0.5 0.47 2 0.086 21 73 0.997 3.36 0.57 9.1 30 | 5 6.9 0.55 0.15 2.2 0.076 19 40 0.9961 3.41 0.59 10.1 31 | 5 9.3 0.39 0.44 2.1 0.107 34 125 0.9978 3.14 1.22 9.5 32 | 6 8.6 0.49 0.28 1.9 0.11 20 136 0.9972 2.93 1.95 9.9 33 | 4 5 1.02 0.04 1.4 0.045 41 85 0.9938 3.75 0.48 10.5 34 | 5 7 0.5 0.25 2 0.07 3 22 0.9963 3.25 0.63 9.2 35 | 6 8.3 0.61 0.3 2.1 0.084 11 50 0.9972 3.4 0.61 10.2 36 | 5 8.1 0.575 0.22 2.1 0.077 12 65 0.9967 3.29 0.51 9.2 37 | 5 7.8 0.41 0.68 1.7 0.467 18 69 0.9973 3.08 1.31 9.3 38 | 5 8.1 0.785 0.52 2 0.122 37 153 0.9969 3.21 0.69 9.3 39 | 5 8.4 0.6 0.1 2.2 0.085 14 111 0.9964 3.15 0.66 9.8 40 | 6 9.4 0.4 0.31 2.2 0.09 13 62 0.9966 3.07 0.63 10.5 41 | 6 8.8 0.55 0.04 2.2 0.119 14 56 0.9962 3.21 0.6 10.9 42 | 6 8.8 0.55 0.04 2.2 0.119 14 56 0.9962 3.21 0.6 10.9 43 | 5 7.8 0.5 0.17 1.6 0.082 21 102 0.996 3.39 0.48 9.5 44 | 5 8.1 1.33 0 1.8 0.082 3 12 0.9964 3.54 0.48 10.9 45 | 5 8 0.745 0.56 2 0.118 30 134 0.9968 3.24 0.66 9.4 46 | 6 6.6 0.5 0.01 1.5 0.06 17 26 0.9952 3.4 0.58 9.8 47 | 5 8.3 0.715 0.15 1.8 0.089 10 52 0.9968 3.23 0.77 9.5 48 | 5 7.8 0.56 0.19 2 0.081 17 108 0.9962 3.32 0.54 9.5 49 | 6 5.2 0.34 0 1.8 0.05 27 63 0.9916 3.68 0.79 14 50 | 5 8.1 0.67 0.55 1.8 0.117 32 141 0.9968 3.17 0.62 9.4 51 | 6 6.9 0.49 0.1 2.3 0.074 12 30 0.9959 3.42 0.58 10.2 52 | 4 9.2 0.52 1 3.4 0.61 32 69 0.9996 2.74 2.0 9.4 53 | 5 7.1 0.43 0.42 5.5 0.07 29 129 0.9973 3.42 0.72 10.5 54 | 5 7.1 0.43 0.42 5.5 0.071 28 128 0.9973 3.42 0.71 10.5 55 | 5 7.6 0.95 0.03 2 0.09 7 20 0.9959 3.2 0.56 9.6 56 | 5 7.4 0.6 0.26 7.3 0.07 36 121 0.9982 3.37 0.49 9.4 57 | 5 6.8 0.64 0.1 2.1 0.085 18 101 0.9956 3.34 0.52 10.2 58 | 5 7.5 0.705 0.24 1.8 0.36 15 63 0.9964 3 1.59 9.5 59 | 6 8 0.42 0.17 2 0.073 6 18 0.9972 3.29 0.61 9.2 60 | 5 6.9 0.5 0.04 1.5 0.085 19 49 0.9958 3.35 0.78 9.5 61 | 5 7 0.805 0 2.5 0.068 7 20 0.9969 3.48 0.56 9.6 62 | 5 8.9 0.61 0.49 2 0.27 23 110 0.9972 3.12 1.02 9.3 63 | 6 6.7 0.62 0.21 1.9 0.079 8 62 0.997 3.52 0.58 9.3 64 | 5 7.7 0.705 0.1 2.6 0.084 9 26 0.9976 3.39 0.49 9.7 65 | 5 8.2 0.5 0.35 2.9 0.077 21 127 0.9976 3.23 0.62 9.4 66 | 5 7.6 0.55 0.21 2.2 0.071 7 28 0.9964 3.28 0.55 9.7 67 | 5 7.3 0.58 0.3 2.4 0.074 15 55 0.9968 3.46 0.59 10.2 68 | 4 6.9 1.09 0.06 2.1 0.061 12 31 0.9948 3.51 0.43 11.4 69 | 5 6.8 0.5 0.11 1.5 0.075 16 49 0.99545 3.36 0.79 9.5 70 | 7 12.8 0.3 0.74 2.6 0.095 9 28 0.9994 3.2 0.77 10.8 71 | 5 7.8 0.44 0.28 2.7 0.1 18 95 0.9966 3.22 0.67 9.4 72 | 6 8 0.725 0.24 2.8 0.083 10 62 0.99685 3.35 0.56 10 73 | 6 7.8 0.735 0.08 2.4 0.092 10 41 0.9974 3.24 0.71 9.8 74 | 5 8.1 0.725 0.22 2.2 0.072 11 41 0.9967 3.36 0.55 9.1 75 | 6 7.8 0.34 0.37 2 0.082 24 58 0.9964 3.34 0.59 9.4 76 | 6 8.6 0.645 0.25 2 0.083 8 28 0.99815 3.28 0.6 10 77 | 6 8.9 0.59 0.5 2 0.337 27 81 0.9964 3.04 1.61 9.5 78 | 5 6.9 0.52 0.25 2.6 0.081 10 37 0.99685 3.46 0.5 11 79 | 6 8.5 0.37 0.2 2.8 0.09 18 58 0.998 3.34 0.7 9.6 80 | 6 7.2 0.63 0 1.9 0.097 14 38 0.99675 3.37 0.58 9 81 | 6 7.2 0.63 0 1.9 0.097 14 38 0.99675 3.37 0.58 9 82 | 6 12 0.38 0.56 2.1 0.093 6 24 0.99925 3.14 0.71 10.9 83 | 7 15 0.21 0.44 2.2 0.075 10 24 1.00005 3.07 0.84 9.2 84 | 5 8.2 0.6 0.17 2.3 0.072 11 73 0.9963 3.2 0.45 9.3 85 | 6 10.8 0.32 0.44 1.6 0.063 16 37 0.9985 3.22 0.78 10 86 | 5 7.7 0.775 0.42 1.9 0.092 8 86 0.9959 3.23 0.59 9.5 87 | 5 9.4 0.34 0.37 2.2 0.075 5 13 0.998 3.22 0.62 9.2 88 | 7 10 0.31 0.47 2.6 0.085 14 33 0.99965 3.36 0.8 10.5 89 | 5 8 0.52 0.03 1.7 0.07 10 35 0.99575 3.34 0.57 10 90 | 7 11.8 0.26 0.52 1.8 0.071 6 10 0.9968 3.2 0.72 10.2 91 | 6 6.9 0.54 0.04 3 0.077 7 27 0.9987 3.69 0.91 9.4 92 | 6 11.5 0.18 0.51 4 0.104 4 23 0.9996 3.28 0.97 10.1 93 | 5 7.5 0.65 0.18 7 0.088 27 94 0.99915 3.38 0.77 9.4 94 | 6 11.5 0.18 0.51 4 0.104 4 23 0.9996 3.28 0.97 10.1 95 | 6 11.4 0.26 0.44 3.6 0.071 6 19 0.9986 3.12 0.82 9.3 96 | 7 8.9 0.4 0.32 5.6 0.087 10 47 0.9991 3.38 0.77 10.5 97 | 6 12 0.45 0.55 2 0.073 25 49 0.9997 3.1 0.76 10.3 98 | 5 11.6 0.42 0.53 3.3 0.105 33 98 1.001 3.2 0.95 9.2 99 | 6 10.4 0.55 0.23 2.7 0.091 18 48 0.9994 3.22 0.64 10.3 100 | 5 10.8 0.5 0.46 2.5 0.073 5 27 1.0001 3.05 0.64 9.5 101 | 5 7.2 0.65 0.02 2.3 0.094 5 31 0.9993 3.67 0.8 9.7 102 | 6 11.1 0.18 0.48 1.5 0.068 7 15 0.9973 3.22 0.64 10.1 103 | 5 8.4 0.65 0.6 2.1 0.112 12 90 0.9973 3.2 0.52 9.2 104 | 6 10.3 0.41 0.42 2.4 0.213 6 14 0.9994 3.19 0.62 9.5 105 | 6 10.3 0.53 0.48 2.5 0.063 6 25 0.9998 3.12 0.59 9.3 106 | 5 8.6 0.47 0.3 3 0.076 30 135 0.9976 3.3 0.53 9.4 107 | 5 9.6 0.56 0.23 3.4 0.102 37 92 0.9996 3.3 0.65 10.1 108 | 6 9.6 0.77 0.12 2.9 0.082 30 74 0.99865 3.3 0.64 10.4 109 | 5 7.8 0.62 0.05 2.3 0.079 6 18 0.99735 3.29 0.63 9.3 110 | 6 10 0.49 0.2 11 0.071 13 50 1.0015 3.16 0.69 9.2 111 | 6 13.4 0.27 0.62 2.6 0.082 6 21 1.0002 3.16 0.67 9.7 112 | 6 10.2 0.36 0.64 2.9 0.122 10 41 0.998 3.23 0.66 12.5 113 | 7 7.9 0.65 0.01 2.5 0.078 17 38 0.9963 3.34 0.74 11.7 114 | 5 7.8 0.43 0.32 2.8 0.08 29 58 0.9974 3.31 0.64 10.3 115 | 6 12.2 0.34 0.5 2.4 0.066 10 21 1 3.12 1.18 9.2 116 | 6 10.9 0.39 0.47 1.8 0.118 6 14 0.9982 3.3 0.75 9.8 117 | 7 6.6 0.815 0.02 2.7 0.072 17 34 0.9955 3.58 0.89 12.3 118 | 6 9.1 0.785 0 2.6 0.093 11 28 0.9994 3.36 0.86 9.4 119 | 5 7.7 0.665 0 2.4 0.09 8 19 0.9974 3.27 0.73 9.3 120 | 6 6.7 0.75 0.01 2.4 0.078 17 32 0.9955 3.55 0.61 12.8 121 | 7 11.9 0.43 0.66 3.1 0.109 10 23 1 3.15 0.85 10.4 122 | 6 8.6 0.45 0.31 2.6 0.086 21 50 0.9982 3.37 0.91 9.9 123 | 7 12.8 0.615 0.66 5.8 0.083 7 42 1.0022 3.07 0.73 10 124 | 5 10.4 0.575 0.61 2.6 0.076 11 24 1 3.16 0.69 9 125 | 5 6.9 0.765 0.02 2.3 0.063 35 63 0.9975 3.57 0.78 9.9 126 | 5 7.4 0.55 0.22 2.2 0.106 12 72 0.9959 3.05 0.63 9.2 127 | 6 11.5 0.45 0.5 3 0.078 19 47 1.0003 3.26 1.11 11 128 | 6 8.3 0.42 0.38 2.5 0.094 24 60 0.9979 3.31 0.7 10.8 129 | 6 8.3 0.26 0.42 2 0.08 11 27 0.9974 3.21 0.8 9.4 130 | 6 7.4 0.63 0.07 2.4 0.09 11 37 0.9979 3.43 0.76 9.7 131 | 6 7.8 0.46 0.26 1.9 0.088 23 53 0.9981 3.43 0.74 9.2 132 | 6 13.7 0.415 0.68 2.9 0.085 17 43 1.0014 3.06 0.8 10 133 | 5 12.7 0.6 0.65 2.3 0.063 6 25 0.9997 3.03 0.57 9.9 134 | 6 11.5 0.59 0.59 2.6 0.087 13 49 0.9988 3.18 0.65 11 135 | 5 6.6 0.735 0.02 7.9 0.122 68 124 0.9994 3.47 0.53 9.9 136 | 6 11.4 0.6 0.49 2.7 0.085 10 41 0.9994 3.15 0.63 10.5 137 | 6 9.8 0.44 0.47 2.5 0.063 9 28 0.9981 3.24 0.65 10.8 138 | 4 12.5 0.46 0.49 4.5 0.07 26 49 0.9981 3.05 0.57 9.6 139 | 5 7.1 0.735 0.16 1.9 0.1 15 77 0.9966 3.27 0.64 9.3 140 | 5 8.6 0.725 0.24 6.6 0.117 31 134 1.0014 3.32 1.07 9.3 141 | 6 11.9 0.38 0.51 2 0.121 7 20 0.9996 3.24 0.76 10.4 142 | 7 6.6 0.84 0.03 2.3 0.059 32 48 0.9952 3.52 0.56 12.3 143 | 5 7.7 0.96 0.2 2 0.047 15 60 0.9955 3.36 0.44 10.9 144 | 6 9.5 0.78 0.22 1.9 0.077 6 32 0.9988 3.26 0.56 10.6 145 | 7 10.5 0.24 0.47 2.1 0.066 6 24 0.9978 3.15 0.9 11 146 | 5 12.3 0.39 0.63 2.3 0.091 6 18 1.0004 3.16 0.49 9.5 147 | 6 8 0.67 0.3 2 0.06 38 62 0.9958 3.26 0.56 10.2 148 | 5 7 0.62 0.18 1.5 0.062 7 50 0.9951 3.08 0.6 9.3 149 | 7 15.6 0.685 0.76 3.7 0.1 6 43 1.0032 2.95 0.68 11.2 150 | 6 9.5 0.735 0.1 2.1 0.079 6 31 0.9986 3.23 0.56 10.1 151 | 6 8.6 0.53 0.22 2 0.1 7 27 0.9967 3.2 0.56 10.2 152 | 6 8.4 0.37 0.53 1.8 0.413 9 26 0.9979 3.06 1.06 9.1 153 | 5 7 0.23 0.4 1.6 0.063 21 67 0.9952 3.5 0.63 11.1 154 | 5 9.2 0.63 0.21 2.7 0.097 29 65 0.9988 3.28 0.58 9.6 155 | 6 9.2 0.43 0.52 2.3 0.083 14 23 0.9976 3.35 0.61 11.3 156 | 5 8.1 0.66 0.7 2.2 0.098 25 129 0.9972 3.08 0.53 9 157 | 6 10.3 0.5 0.42 2 0.069 21 51 0.9982 3.16 0.72 11.5 158 | 5 8.7 0.82 0.02 1.2 0.07 36 48 0.9952 3.2 0.58 9.8 159 | 6 12.5 0.37 0.55 2.6 0.083 25 68 0.9995 3.15 0.82 10.4 160 | 5 9.6 0.68 0.24 2.2 0.087 5 28 0.9988 3.14 0.6 10.2 161 | 5 9.6 0.68 0.24 2.2 0.087 5 28 0.9988 3.14 0.6 10.2 162 | 8 9.4 0.3 0.56 2.8 0.08 6 17 0.9964 3.15 0.92 11.7 163 | 6 10.6 0.44 0.68 4.1 0.114 6 24 0.997 3.06 0.66 13.4 164 | 6 10.2 0.645 0.36 1.8 0.053 5 14 0.9982 3.17 0.42 10 165 | 6 9.3 0.775 0.27 2.8 0.078 24 56 0.9984 3.31 0.67 10.6 166 | 6 8.7 0.69 0.31 3 0.086 23 81 1.0002 3.48 0.74 11.6 167 | 6 7.8 0.52 0.25 1.9 0.081 14 38 0.9984 3.43 0.65 9 168 | 6 8.7 0.69 0.31 3 0.086 23 81 1.0002 3.48 0.74 11.6 169 | 7 10.4 0.44 0.73 6.55 0.074 38 76 0.999 3.17 0.85 12 170 | 7 10.2 0.49 0.63 2.9 0.072 10 26 0.9968 3.16 0.78 12.5 171 | 6 10 0.59 0.31 2.2 0.09 26 62 0.9994 3.18 0.63 10.2 172 | 6 10 0.59 0.31 2.2 0.09 26 62 0.9994 3.18 0.63 10.2 173 | 7 10.5 0.51 0.64 2.4 0.107 6 15 0.9973 3.09 0.66 11.8 174 | 3 10.4 0.61 0.49 2.1 0.2 5 16 0.9994 3.16 0.63 8.4 175 | 6 9.8 0.25 0.49 2.7 0.088 15 33 0.9982 3.42 0.9 10 176 | 5 9.3 0.4 0.49 2.5 0.085 38 142 0.9978 3.22 0.55 9.4 177 | 5 7.3 0.365 0.49 2.5 0.088 39 106 0.9966 3.36 0.78 11 178 | 5 9.9 0.63 0.24 2.4 0.077 6 33 0.9974 3.09 0.57 9.4 179 | 5 11.9 0.38 0.49 2.7 0.098 12 42 1.0004 3.16 0.61 10.3 180 | 6 9.1 0.22 0.24 2.1 0.078 1 28 0.999 3.41 0.87 10.3 181 | 7 12.9 0.35 0.49 5.8 0.066 5 35 1.0014 3.2 0.66 12 182 | 6 9.5 0.46 0.49 6.3 0.064 5 17 0.9988 3.21 0.73 11 183 | 6 14.3 0.31 0.74 1.8 0.075 6 15 1.0008 2.86 0.79 8.4 184 | 6 10.6 0.31 0.49 2.5 0.067 6 21 0.9987 3.26 0.86 10.7 185 | 6 6.8 0.51 0.01 2.1 0.074 9 25 0.9958 3.33 0.56 9.5 186 | 5 5 1.04 0.24 1.6 0.05 32 96 0.9934 3.74 0.62 11.5 187 | 6 10.9 0.53 0.49 4.6 0.118 10 17 1.0002 3.07 0.56 11.7 188 | 6 13 0.47 0.49 4.3 0.085 6 47 1.0021 3.3 0.68 12.7 189 | 5 9 0.54 0.49 2.9 0.094 41 110 0.9982 3.08 0.61 9.2 190 | 5 12.7 0.6 0.49 2.8 0.075 5 19 0.9994 3.14 0.57 11.4 191 | 6 9.8 0.5 0.49 2.6 0.25 5 20 0.999 3.31 0.79 10.7 192 | 6 6.2 0.36 0.24 2.2 0.095 19 42 0.9946 3.57 0.57 11.7 193 | 6 10.6 0.34 0.49 3.2 0.078 20 78 0.9992 3.19 0.7 10 194 | 5 8.8 0.44 0.49 2.8 0.083 18 111 0.9982 3.3 0.6 9.5 195 | 5 12.3 0.5 0.49 2.2 0.089 5 14 1.0002 3.19 0.44 9.6 196 | 7 12 0.28 0.49 1.9 0.074 10 21 0.9976 2.98 0.66 9.9 197 | 7 11.1 0.31 0.49 2.7 0.094 16 47 0.9986 3.12 1.02 10.6 198 | 7 10.2 0.29 0.49 2.6 0.059 5 13 0.9976 3.05 0.74 10.5 199 | 5 9 0.45 0.49 2.6 0.084 21 75 0.9987 3.35 0.57 9.7 200 | 5 8.9 0.595 0.41 7.9 0.086 30 109 0.9998 3.27 0.57 9.3 201 | 6 8.5 0.585 0.18 2.1 0.078 5 30 0.9967 3.2 0.48 9.8 202 | 6 13.2 0.46 0.52 2.2 0.071 12 35 1.0006 3.1 0.56 9 203 | 6 8.3 0.58 0.13 2.9 0.096 14 63 0.9984 3.17 0.62 9.1 204 | 6 8.8 0.48 0.41 3.3 0.092 26 52 0.9982 3.31 0.53 10.5 205 | 5 8.8 0.24 0.54 2.5 0.083 25 57 0.9983 3.39 0.54 9.2 206 | 5 8.2 0.39 0.38 1.5 0.058 10 29 0.9962 3.26 0.74 9.8 207 | 5 9.6 0.6 0.5 2.3 0.079 28 71 0.9997 3.5 0.57 9.7 208 | 5 11.3 0.37 0.41 2.3 0.088 6 16 0.9988 3.09 0.8 9.3 209 | 5 10 0.58 0.22 1.9 0.08 9 32 0.9974 3.13 0.55 9.5 210 | 5 6.8 0.69 0 5.6 0.124 21 58 0.9997 3.46 0.72 10.2 211 | 6 8.7 0.54 0.26 2.5 0.097 7 31 0.9976 3.27 0.6 9.3 212 | 5 10.4 0.28 0.54 2.7 0.105 5 19 0.9988 3.25 0.63 9.5 213 | 5 7.9 0.35 0.21 1.9 0.073 46 102 0.9964 3.27 0.58 9.5 214 | 5 9.5 0.885 0.27 2.3 0.084 31 145 0.9978 3.24 0.53 9.4 215 | 5 9.9 0.54 0.45 2.3 0.071 16 40 0.9991 3.39 0.62 9.4 216 | 5 9.5 0.59 0.44 2.3 0.071 21 68 0.9992 3.46 0.63 9.5 217 | 5 7.3 0.67 0.05 3.6 0.107 6 20 0.9972 3.4 0.63 10.1 218 | 6 6.7 0.42 0.27 8.6 0.068 24 148 0.9948 3.16 0.57 11.3 219 | 5 15.9 0.36 0.65 7.5 0.096 22 71 0.9976 2.98 0.84 14.9 220 | 5 9.7 0.55 0.17 2.9 0.087 20 53 1.0004 3.14 0.61 9.4 221 | 6 7.2 0.52 0.07 1.4 0.074 5 20 0.9973 3.32 0.81 9.6 222 | 5 7.5 0.42 0.31 1.6 0.08 15 42 0.9978 3.31 0.64 9 223 | 5 12.1 0.4 0.52 2 0.092 15 54 1 3.03 0.66 10.2 224 | 6 11.3 0.34 0.45 2 0.082 6 15 0.9988 2.94 0.66 9.2 225 | 5 6.9 0.4 0.24 2.5 0.083 30 45 0.9959 3.26 0.58 10 226 | 5 8.2 0.73 0.21 1.7 0.074 5 13 0.9968 3.2 0.52 9.5 227 | 6 10.8 0.4 0.41 2.2 0.084 7 17 0.9984 3.08 0.67 9.3 228 | 5 10.8 0.26 0.45 3.3 0.06 20 49 0.9972 3.13 0.54 9.6 229 | 5 8.5 0.46 0.31 2.25 0.078 32 58 0.998 3.33 0.54 9.8 230 | 5 8.1 0.78 0.23 2.6 0.059 5 15 0.997 3.37 0.56 11.3 231 | 5 7.7 0.66 0.04 1.6 0.039 4 9 0.9962 3.4 0.47 9.4 232 | 5 9.2 0.92 0.24 2.6 0.087 12 93 0.9998 3.48 0.54 9.8 233 | 5 9 0.47 0.31 2.7 0.084 24 125 0.9984 3.31 0.61 9.4 234 | 6 7 0.65 0.02 2.1 0.066 8 25 0.9972 3.47 0.67 9.5 235 | 6 10.6 1.02 0.43 2.9 0.076 26 88 0.9984 3.08 0.57 10.1 236 | 4 7.5 0.38 0.48 2.6 0.073 22 84 0.9972 3.32 0.7 9.6 237 | 5 7 0.78 0.08 2 0.093 10 19 0.9956 3.4 0.47 10 238 | 6 9.7 0.31 0.47 1.6 0.062 13 33 0.9983 3.27 0.66 10 239 | 5 8.7 0.69 0 3.2 0.084 13 33 0.9992 3.36 0.45 9.4 240 | 6 7.2 0.49 0.18 2.7 0.069 13 34 0.9967 3.29 0.48 9.2 241 | 5 8.4 0.56 0.04 2 0.082 10 22 0.9976 3.22 0.44 9.6 242 | 5 8.9 0.48 0.24 2.85 0.094 35 106 0.9982 3.1 0.53 9.2 243 | 4 7.5 1.115 0.1 3.1 0.086 5 12 0.9958 3.54 0.6 11.2 244 | 5 6.4 0.57 0.02 1.8 0.067 4 11 0.997 3.46 0.68 9.5 245 | 5 9.5 0.55 0.66 2.3 0.387 12 37 0.9982 3.17 0.67 9.6 246 | 5 7 0.45 0.34 2.7 0.082 16 72 0.998 3.55 0.6 9.5 247 | 5 7.7 0.965 0.1 2.1 0.112 11 22 0.9963 3.26 0.5 9.5 248 | 5 9 0.69 0 2.4 0.088 19 38 0.999 3.35 0.6 9.3 249 | 5 6.5 0.615 0 1.9 0.065 9 18 0.9972 3.46 0.65 9.2 250 | 6 7.3 0.51 0.18 2.1 0.07 12 28 0.99768 3.52 0.73 9.5 251 | 6 7.2 0.5 0.18 2.1 0.071 12 31 0.99761 3.52 0.72 9.6 252 | 5 8.3 0.65 0.1 2.9 0.089 17 40 0.99803 3.29 0.55 9.5 253 | 6 7.8 0.48 0.68 1.7 0.415 14 32 0.99656 3.09 1.06 9.1 254 | 5 8.1 0.87 0 2.2 0.084 10 31 0.99656 3.25 0.5 9.8 255 | 5 9 0.58 0.25 2.8 0.075 9 104 0.99779 3.23 0.57 9.7 256 | 5 9.3 0.655 0.26 2 0.096 5 35 0.99738 3.25 0.42 9.6 257 | 5 8.8 0.59 0.18 2.9 0.089 12 74 0.99738 3.14 0.54 9.4 258 | 5 7.9 0.72 0.01 1.9 0.076 7 32 0.99668 3.39 0.54 9.6 259 | 5 9.5 0.57 0.27 2.3 0.082 23 144 0.99782 3.27 0.55 9.4 260 | 5 7.2 1 0 3 0.102 7 16 0.99586 3.43 0.46 10 261 | 5 8.3 0.43 0.3 3.4 0.079 7 34 0.99788 3.36 0.61 10.5 262 | 5 6.5 0.46 0.14 2.4 0.114 9 37 0.99732 3.66 0.65 9.8 263 | 5 7.1 0.59 0.01 2.5 0.077 20 85 0.99746 3.55 0.59 9.8 264 | 6 10 0.56 0.24 2.2 0.079 19 58 0.9991 3.18 0.56 10.1 265 | 6 7.4 0.37 0.43 2.6 0.082 18 82 0.99708 3.33 0.68 9.7 266 | 5 7.7 0.6 0 2.6 0.055 7 13 0.99639 3.38 0.56 10.8 267 | 5 8.7 0.46 0.31 2.5 0.126 24 64 0.99746 3.1 0.74 9.6 268 | 6 9.4 0.5 0.34 3.6 0.082 5 14 0.9987 3.29 0.52 10.7 269 | 7 5.1 0.585 0 1.7 0.044 14 86 0.99264 3.56 0.94 12.9 270 | 7 8.2 0.28 0.4 2.4 0.052 4 10 0.99356 3.33 0.7 12.8 271 | 5 7.4 0.53 0.12 1.9 0.165 4 12 0.99702 3.26 0.86 9.2 272 | 6 12.9 0.5 0.55 2.8 0.072 7 24 1.00012 3.09 0.68 10.9 273 | 6 12.6 0.41 0.54 2.8 0.103 19 41 0.99939 3.21 0.76 11.3 274 | 6 10.8 0.29 0.42 1.6 0.084 19 27 0.99545 3.28 0.73 11.9 275 | 5 7 0.685 0 1.9 0.099 9 22 0.99606 3.34 0.6 9.7 276 | 5 6.7 0.54 0.13 2 0.076 15 36 0.9973 3.61 0.64 9.8 277 | 7 7.5 0.27 0.34 2.3 0.05 4 8 0.9951 3.4 0.64 11 278 | 6 5.9 0.61 0.08 2.1 0.071 16 24 0.99376 3.56 0.77 11.1 279 | 3 10.4 0.44 0.42 1.5 0.145 34 48 0.99832 3.38 0.86 9.9 280 | 5 7.6 0.665 0.1 1.5 0.066 27 55 0.99655 3.39 0.51 9.3 281 | 7 10.1 0.31 0.35 1.6 0.075 9 28 0.99672 3.24 0.83 11.2 282 | 5 6.6 0.66 0 3 0.115 21 31 0.99629 3.45 0.63 10.3 283 | 6 9.9 0.25 0.46 1.7 0.062 26 42 0.9959 3.18 0.83 10.6 284 | 6 7.4 0.68 0.16 1.8 0.078 12 39 0.9977 3.5 0.7 9.9 285 | 5 9.3 0.43 0.44 1.9 0.085 9 22 0.99708 3.28 0.55 9.5 286 | 6 9.3 0.36 0.39 1.5 0.08 41 55 0.99652 3.47 0.73 10.9 287 | 6 9.3 0.36 0.39 1.5 0.08 41 55 0.99652 3.47 0.73 10.9 288 | 6 6.8 0.56 0.22 1.8 0.074 15 24 0.99438 3.4 0.82 11.2 289 | 5 7.5 0.42 0.32 2.7 0.067 7 25 0.99628 3.24 0.44 10.4 290 | 5 7.2 0.635 0.07 2.6 0.077 16 86 0.99748 3.51 0.54 9.7 291 | 6 6.8 0.56 0.22 1.8 0.074 15 24 0.99438 3.4 0.82 11.2 292 | 5 6.9 0.56 0.03 1.5 0.086 36 46 0.99522 3.53 0.57 10.6 293 | 7 10.4 0.38 0.46 2.1 0.104 6 10 0.99664 3.12 0.65 11.8 294 | 6 7.7 0.715 0.01 2.1 0.064 31 43 0.99371 3.41 0.57 11.8 295 | 5 9.2 0.56 0.18 1.6 0.078 10 21 0.99576 3.15 0.49 9.9 296 | 5 7.2 0.6 0.04 2.5 0.076 18 88 0.99745 3.53 0.55 9.5 297 | 6 9 0.8 0.12 2.4 0.083 8 28 0.99836 3.33 0.65 10.4 298 | 5 10.7 0.9 0.34 6.6 0.112 23 99 1.00289 3.22 0.68 9.3 299 | 6 10.1 0.45 0.23 1.9 0.082 10 18 0.99774 3.22 0.65 9.3 300 | 6 7.1 0.59 0.01 2.3 0.08 27 43 0.9955 3.42 0.58 10.7 301 | 7 8.3 0.31 0.39 2.4 0.078 17 43 0.99444 3.31 0.77 12.5 302 | 7 7.4 0.635 0.1 2.4 0.08 16 33 0.99736 3.58 0.69 10.8 303 | 7 6.8 0.59 0.06 6 0.06 11 18 0.9962 3.41 0.59 10.8 304 | 6 6.1 0.56 0 2.2 0.079 6 9 0.9948 3.59 0.54 11.5 305 | 6 9.3 0.38 0.48 3.8 0.132 3 11 0.99577 3.23 0.57 13.2 306 | 7 9.4 0.395 0.46 4.6 0.094 3 10 0.99639 3.27 0.64 12.2 307 | 5 5.3 0.715 0.19 1.5 0.161 7 62 0.99395 3.62 0.61 11 308 | 6 8.4 0.62 0.12 1.8 0.072 38 46 0.99504 3.38 0.89 11.8 309 | 6 8.4 0.62 0.12 1.8 0.072 38 46 0.99504 3.38 0.89 11.8 310 | 7 8.6 0.22 0.36 1.9 0.064 53 77 0.99604 3.47 0.87 11 311 | 5 8.6 0.47 0.27 2.3 0.055 14 28 0.99516 3.18 0.8 11.2 312 | 5 7.4 0.61 0.01 2 0.074 13 38 0.99748 3.48 0.65 9.8 313 | 5 6.6 0.61 0.01 1.9 0.08 8 25 0.99746 3.69 0.73 10.5 314 | 4 12 0.63 0.5 1.4 0.071 6 26 0.99791 3.07 0.6 10.4 315 | 7 9.6 0.33 0.52 2.2 0.074 13 25 0.99509 3.36 0.76 12.4 316 | 7 9.8 0.5 0.34 2.3 0.094 10 45 0.99864 3.24 0.6 9.7 317 | 7 10.2 0.44 0.58 4.1 0.092 11 24 0.99745 3.29 0.99 12 318 | 7 8.9 0.12 0.45 1.8 0.075 10 21 0.99552 3.41 0.76 11.9 319 | 7 8.2 0.31 0.4 2.2 0.058 6 10 0.99536 3.31 0.68 11.2 320 | 5 8.5 0.21 0.52 1.9 0.09 9 23 0.99648 3.36 0.67 10.4 321 | 7 6.4 0.57 0.12 2.3 0.12 25 36 0.99519 3.47 0.71 11.3 322 | 5 7.1 0.56 0.14 1.6 0.078 7 18 0.99592 3.27 0.62 9.3 323 | 6 8.5 0.47 0.27 1.9 0.058 18 38 0.99518 3.16 0.85 11.1 324 | 5 8.5 0.66 0.2 2.1 0.097 23 113 0.99733 3.13 0.48 9.2 325 | 6 10.4 0.26 0.48 1.9 0.066 6 10 0.99724 3.33 0.87 10.9 326 | 5 8.5 0.34 0.44 1.7 0.079 6 12 0.99605 3.52 0.63 10.7 327 | 5 7.2 0.41 0.3 2.1 0.083 35 72 0.997 3.44 0.52 9.4 328 | 5 12.2 0.45 0.49 1.4 0.075 3 6 0.9969 3.13 0.63 10.4 329 | 6 7.3 0.52 0.32 2.1 0.07 51 70 0.99418 3.34 0.82 12.9 330 | 6 7.4 0.58 0 2 0.064 7 11 0.99562 3.45 0.58 11.3 331 | 5 7.7 0.39 0.12 1.7 0.097 19 27 0.99596 3.16 0.49 9.4 332 | 5 7.1 0.34 0.28 2 0.082 31 68 0.99694 3.45 0.48 9.4 333 | 5 10 0.35 0.45 2.5 0.092 20 88 0.99918 3.15 0.43 9.4 334 | 7 5.6 0.66 0 2.2 0.087 3 11 0.99378 3.71 0.63 12.8 335 | 7 7.5 0.43 0.3 2.2 0.062 6 12 0.99495 3.44 0.72 11.5 336 | 7 6.8 0.36 0.32 1.8 0.067 4 8 0.9928 3.36 0.55 12.8 337 | 7 9.1 0.29 0.33 2.05 0.063 13 27 0.99516 3.26 0.84 11.7 338 | 5 9.6 0.5 0.36 2.8 0.116 26 55 0.99722 3.18 0.68 10.9 339 | 5 7.7 1.005 0.15 2.1 0.102 11 32 0.99604 3.23 0.48 10 340 | 6 10.5 0.39 0.46 2.2 0.075 14 27 0.99598 3.06 0.84 11.4 341 | 6 8 0.18 0.37 0.9 0.049 36 109 0.99007 2.89 0.44 12.7 342 | 6 11.3 0.36 0.66 2.4 0.123 3 8 0.99642 3.2 0.53 11.9 343 | 7 7.7 0.58 0.01 1.8 0.088 12 18 0.99568 3.32 0.56 10.5 344 | 5 6.4 0.795 0 2.2 0.065 28 52 0.99378 3.49 0.52 11.6 345 | 7 7.1 0.59 0 2.1 0.091 9 14 0.99488 3.42 0.55 11.5 346 | 6 7.5 0.57 0.08 2.6 0.089 14 27 0.99592 3.3 0.59 10.4 347 | 7 7.6 0.31 0.34 2.5 0.082 26 35 0.99356 3.22 0.59 12.5 348 | 6 8.9 0.5 0.21 2.2 0.088 21 39 0.99692 3.33 0.83 11.1 349 | 6 8.9 0.5 0.21 2.2 0.088 21 39 0.99692 3.33 0.83 11.1 350 | 6 6.9 0.44 0 1.4 0.07 32 38 0.99438 3.32 0.58 11.4 351 | 6 9.3 0.49 0.36 1.7 0.081 3 14 0.99702 3.27 0.78 10.9 352 | 5 8.5 0.46 0.59 1.4 0.414 16 45 0.99702 3.03 1.34 9.2 353 | 6 8.2 0.64 0.27 2 0.095 5 77 0.99747 3.13 0.62 9.1 354 | 5 7.6 0.42 0.25 3.9 0.104 28 90 0.99784 3.15 0.57 9.1 355 | 6 11.6 0.23 0.57 1.8 0.074 3 8 0.9981 3.14 0.7 9.9 356 | 6 10.2 0.29 0.65 2.4 0.075 6 17 0.99565 3.22 0.63 11.8 357 | 7 6.6 0.52 0.08 2.4 0.07 13 26 0.99358 3.4 0.72 12.5 358 | 5 8 0.62 0.35 2.8 0.086 28 52 0.997 3.31 0.62 10.8 359 | 6 7.2 0.35 0.26 1.8 0.083 33 75 0.9968 3.4 0.58 9.5 360 | 7 9.1 0.25 0.34 2 0.071 45 67 0.99769 3.44 0.86 10.2 361 | 5 8.6 0.37 0.65 6.4 0.08 3 8 0.99817 3.27 0.58 11 362 | 7 7.9 0.3 0.68 8.3 0.05 37.5 289 0.99316 3.01 0.51 12.3 363 | 6 7.2 0.38 0.3 1.8 0.073 31 70 0.99685 3.42 0.59 9.5 364 | 6 7.9 0.19 0.42 1.6 0.057 18 30 0.994 3.29 0.69 11.2 365 | 8 10 0.26 0.54 1.9 0.083 42 74 0.99451 2.98 0.63 11.8 366 | 7 9.2 0.31 0.36 2.2 0.079 11 31 0.99615 3.33 0.86 12 367 | 6 6.6 0.725 0.09 5.5 0.117 9 17 0.99655 3.35 0.49 10.8 368 | 5 8.6 0.52 0.38 1.5 0.096 5 18 0.99666 3.2 0.52 9.4 369 | 6 6.1 0.48 0.09 1.7 0.078 18 30 0.99402 3.45 0.54 11.2 370 | 5 6.3 0.57 0.28 2.1 0.048 13 49 0.99374 3.41 0.6 12.8 371 | 5 8.1 0.78 0.1 3.3 0.09 4 13 0.99855 3.36 0.49 9.5 372 | 7 5.4 0.42 0.27 2 0.092 23 55 0.99471 3.78 0.64 12.3 373 | 6 5 0.4 0.5 4.3 0.046 29 80 0.9902 3.49 0.66 13.6 374 | 6 7 0.69 0.07 2.5 0.091 15 21 0.99572 3.38 0.6 11.3 375 | 8 7.9 0.54 0.34 2.5 0.076 8 17 0.99235 3.2 0.72 13.1 376 | 6 10.7 0.4 0.37 1.9 0.081 17 29 0.99674 3.12 0.65 11.2 377 | 6 5.8 0.29 0.26 1.7 0.063 3 11 0.9915 3.39 0.54 13.5 378 | 6 10.5 0.43 0.35 3.3 0.092 24 70 0.99798 3.21 0.69 10.5 379 | 7 7.4 0.36 0.34 1.8 0.075 18 38 0.9933 3.38 0.88 13.6 380 | 6 8 0.25 0.43 1.7 0.067 22 50 0.9946 3.38 0.6 11.9 381 | 5 7.5 0.41 0.15 3.7 0.104 29 94 0.99786 3.14 0.58 9.1 382 | 6 8.2 0.38 0.32 2.5 0.08 24 71 0.99624 3.27 0.85 11 383 | 5 7.3 0.32 0.23 2.3 0.066 35 70 0.99588 3.43 0.62 10.1 384 | 7 10 0.41 0.45 6.2 0.071 6 14 0.99702 3.21 0.49 11.8 385 | 7 8.2 0.33 0.32 2.8 0.067 4 12 0.99473 3.3 0.76 12.8 386 | 6 9.6 0.42 0.35 2.1 0.083 17 38 0.99622 3.23 0.66 11.1 387 | 7 8.5 0.18 0.51 1.75 0.071 45 88 0.99524 3.33 0.76 11.8 388 | 5 10.2 0.41 0.43 2.2 0.11 11 37 0.99728 3.16 0.67 10.8 389 | 7 8.5 0.32 0.42 2.3 0.075 12 19 0.99434 3.14 0.71 11.8 390 | 5 8.5 0.44 0.5 1.9 0.369 15 38 0.99634 3.01 1.1 9.4 391 | 6 6.5 0.34 0.27 2.8 0.067 8 44 0.99384 3.21 0.56 12 392 | 6 7.1 0.59 0 2.2 0.078 26 44 0.99522 3.42 0.68 10.8 393 | 6 7.6 0.36 0.31 1.7 0.079 26 65 0.99716 3.46 0.62 9.5 394 | 7 7.1 0.66 0 2.4 0.052 6 11 0.99318 3.35 0.66 12.7 395 | 6 8.2 0.35 0.33 2.4 0.076 11 47 0.99599 3.27 0.81 11 396 | 5 6.8 0.66 0.07 1.6 0.07 16 61 0.99572 3.29 0.6 9.3 397 | 5 6.6 0.8 0.03 7.8 0.079 6 12 0.9963 3.52 0.5 12.2 398 | 4 8.8 0.955 0.05 1.8 0.075 5 19 0.99616 3.3 0.44 9.6 399 | 7 7.2 0.25 0.37 2.5 0.063 11 41 0.99439 3.52 0.8 12.4 400 | 6 6.2 0.43 0.22 1.8 0.078 21 56 0.99633 3.52 0.6 9.5 401 | 6 7.7 0.26 0.26 2 0.052 19 77 0.9951 3.15 0.79 10.9 402 | 7 7.9 0.34 0.36 1.9 0.065 5 10 0.99419 3.27 0.54 11.2 403 | 7 7.2 0.36 0.46 2.1 0.074 24 44 0.99534 3.4 0.85 11 404 | 5 9.9 0.72 0.55 1.7 0.136 24 52 0.99752 3.35 0.94 10 405 | 6 6.8 0.65 0.02 2.1 0.078 8 15 0.99498 3.35 0.62 10.4 406 | 6 9.6 0.38 0.42 1.9 0.071 5 13 0.99659 3.15 0.75 10.5 407 | 6 7.9 0.57 0.31 2 0.079 10 79 0.99677 3.29 0.69 9.5 408 | 6 9 0.39 0.4 1.3 0.044 25 50 0.99478 3.2 0.83 10.9 409 | 6 8.1 0.53 0.22 2.2 0.078 33 89 0.99678 3.26 0.46 9.6 410 | 5 9.2 0.46 0.23 2.6 0.091 18 77 0.99922 3.15 0.51 9.4 411 | 7 5.1 0.42 0 1.8 0.044 18 88 0.99157 3.68 0.73 13.6 412 | 5 7.8 0.815 0.01 2.6 0.074 48 90 0.99621 3.38 0.62 10.8 413 | 6 7.1 0.75 0.01 2.2 0.059 11 18 0.99242 3.39 0.4 12.8 414 | 6 7.1 0.75 0.01 2.2 0.059 11 18 0.99242 3.39 0.4 12.8 415 | 5 7.5 0.61 0.2 1.7 0.076 36 60 0.99494 3.1 0.4 9.3 416 | 5 8.3 0.56 0.22 2.4 0.082 10 86 0.9983 3.37 0.62 9.5 417 | 5 7.4 0.74 0.07 1.7 0.086 15 48 0.99502 3.12 0.48 10 418 | 6 7.1 0.6 0.01 2.3 0.079 24 37 0.99514 3.4 0.61 10.9 419 | 5 7.1 0.72 0 1.8 0.123 6 14 0.99627 3.45 0.58 9.8 420 | 5 6.1 0.64 0.02 2.4 0.069 26 46 0.99358 3.47 0.45 11 421 | 6 6.8 0.64 0 2.7 0.123 15 33 0.99538 3.44 0.63 11.3 422 | 4 6.3 1.02 0 2 0.083 17 24 0.99437 3.59 0.55 11.2 423 | 6 8.5 0.37 0.32 1.8 0.066 26 51 0.99456 3.38 0.72 11.8 424 | 6 10.4 0.43 0.5 2.3 0.068 13 19 0.996 3.1 0.87 11.4 425 | 6 5 0.38 0.01 1.6 0.048 26 60 0.99084 3.7 0.75 14 426 | 5 7.5 0.58 0.2 2 0.073 34 44 0.99494 3.1 0.43 9.3 427 | 4 8.5 0.4 0.4 6.3 0.05 3 10 0.99566 3.28 0.56 12 428 | 7 9.8 0.3 0.39 1.7 0.062 3 9 0.9948 3.14 0.57 11.5 429 | 6 7.9 0.765 0 2 0.084 9 22 0.99619 3.33 0.68 10.9 430 | 5 11.3 0.37 0.5 1.8 0.09 20 47 0.99734 3.15 0.57 10.5 431 | 5 7 0.6 0.3 4.5 0.068 20 110 0.99914 3.3 1.17 10.2 432 | 6 8.2 0.635 0.1 2.1 0.073 25 60 0.99638 3.29 0.75 10.9 433 | 6 8.2 0.635 0.1 2.1 0.073 25 60 0.99638 3.29 0.75 10.9 434 | 6 7.2 0.53 0.14 2.1 0.064 15 29 0.99323 3.35 0.61 12.1 435 | 6 5.2 0.645 0 2.15 0.08 15 28 0.99444 3.78 0.61 12.5 436 | 5 8 0.28 0.44 1.8 0.081 28 68 0.99501 3.36 0.66 11.2 437 | 5 9.7 0.69 0.32 2.5 0.088 22 91 0.9979 3.29 0.62 10.1 438 | 5 7 0.62 0.1 1.4 0.071 27 63 0.996 3.28 0.61 9.2 439 | 5 8 1.18 0.21 1.9 0.083 14 41 0.99532 3.34 0.47 10.5 440 | 6 7.5 0.63 0.27 2 0.083 17 91 0.99616 3.26 0.58 9.8 441 | 6 7.5 0.63 0.27 2 0.083 17 91 0.99616 3.26 0.58 9.8 442 | 6 5 0.74 0 1.2 0.041 16 46 0.99258 4.01 0.59 12.5 443 | 6 6.7 0.46 0.24 1.7 0.077 18 34 0.9948 3.39 0.6 10.6 444 | 6 6.7 0.46 0.24 1.7 0.077 18 34 0.9948 3.39 0.6 10.6 445 | 6 7.4 0.6 0.26 2.1 0.083 17 91 0.99616 3.29 0.56 9.8 446 | 5 9.1 0.775 0.22 2.2 0.079 12 48 0.9976 3.18 0.51 9.6 447 | 5 6 0.5 0 1.4 0.057 15 26 0.99448 3.36 0.45 9.5 448 | 6 7.5 0.51 0.02 1.7 0.084 13 31 0.99538 3.36 0.54 10.5 449 | 6 7.6 0.54 0.02 1.7 0.085 17 31 0.99589 3.37 0.51 10.4 450 | 6 8.2 0.44 0.24 2.3 0.063 10 28 0.99613 3.25 0.53 10.2 451 | 5 7.2 0.655 0.03 1.8 0.078 7 12 0.99587 3.34 0.39 9.5 452 | 6 7.2 0.62 0.01 2.3 0.065 8 46 0.99332 3.32 0.51 11.8 453 | 5 7.2 0.58 0.03 2.3 0.077 7 28 0.99568 3.35 0.52 10 454 | 6 7.3 0.43 0.24 2.5 0.078 27 67 0.99648 3.6 0.59 11.1 455 | 5 9.2 0.54 0.31 2.3 0.112 11 38 0.99699 3.24 0.56 10.9 456 | 4 8 0.83 0.27 2 0.08 11 63 0.99652 3.29 0.48 9.8 457 | 5 7.3 0.74 0.08 1.7 0.094 10 45 0.99576 3.24 0.5 9.8 458 | 4 6.6 0.61 0 1.6 0.069 4 8 0.99396 3.33 0.37 10.4 459 | 5 8.7 0.78 0.51 1.7 0.415 12 66 0.99623 3 1.17 9.2 460 | 5 7.2 0.56 0.26 2 0.083 13 100 0.99586 3.26 0.52 9.9 461 | 6 7.2 0.45 0.15 2 0.078 10 28 0.99609 3.29 0.51 9.9 462 | 5 6.8 0.83 0.09 1.8 0.074 4 25 0.99534 3.38 0.45 9.6 463 | 5 7.1 0.755 0.15 1.8 0.107 20 84 0.99593 3.19 0.5 9.5 464 | 5 7.4 0.64 0.07 1.8 0.1 8 23 0.9961 3.3 0.58 9.6 465 | 6 6 0.49 0 2.3 0.068 15 33 0.99292 3.58 0.59 12.5 466 | 5 8 0.52 0.25 2 0.078 19 59 0.99612 3.3 0.48 10.2 467 | 5 8.7 0.675 0.1 1.6 0.09 4 11 0.99745 3.31 0.65 9.55 468 | 6 7.2 0.67 0 2.2 0.068 10 24 0.9956 3.42 0.72 11.1 469 | 6 7.6 0.3 0.42 2 0.052 6 24 0.9963 3.44 0.82 11.9 470 | 7 7.7 0.28 0.3 2 0.062 18 34 0.9952 3.28 0.9 11.3 471 | 7 8.1 0.29 0.36 2.2 0.048 35 53 0.995 3.27 1.01 12.4 472 | 6 6.4 0.47 0.4 2.4 0.071 8 19 0.9963 3.56 0.73 10.6 473 | 5 10 0.32 0.59 2.2 0.077 3 15 0.9994 3.2 0.78 9.6 474 | 7 7.3 0.34 0.33 2.5 0.064 21 37 0.9952 3.35 0.77 12.1 475 | 5 7.8 0.53 0.01 1.6 0.077 3 19 0.995 3.16 0.46 9.8 476 | 4 6.4 0.53 0.09 3.9 0.123 14 31 0.9968 3.5 0.67 11 477 | 6 7.7 0.23 0.37 1.8 0.046 23 60 0.9971 3.41 0.71 12.1 478 | 5 7.9 0.18 0.4 2.2 0.049 38 67 0.996 3.33 0.93 11.3 479 | 6 5.9 0.44 0 1.6 0.042 3 11 0.9944 3.48 0.85 11.7 480 | 6 10.2 0.54 0.37 15.4 0.214 55 95 1.00369 3.18 0.77 9 481 | 5 7 0.59 0 1.7 0.052 3 8 0.996 3.41 0.47 10.3 482 | 6 7.4 0.785 0.19 5.2 0.094 19 98 0.99713 3.16 0.52 9.56666666666667 483 | 6 7.3 0.67 0.02 2.2 0.072 31 92 0.99566 3.32 0.68 11.1 484 | 5 6.8 0.67 0 1.9 0.08 22 39 0.99701 3.4 0.74 9.7 485 | 7 7.2 0.37 0.32 2 0.062 15 28 0.9947 3.23 0.73 11.3 486 | 5 7.6 0.49 0.33 1.9 0.074 27 85 0.99706 3.41 0.58 9 487 | 6 6 0.54 0.06 1.8 0.05 38 89 0.99236 3.3 0.5 10.55 488 | 7 7.9 0.2 0.35 1.7 0.054 7 15 0.99458 3.32 0.8 11.9 489 | 6 6.8 0.64 0.03 2.3 0.075 14 31 0.99545 3.36 0.58 10.4 490 | 5 6.8 0.59 0.1 1.7 0.063 34 53 0.9958 3.41 0.67 9.7 491 | 7 7.3 0.48 0.32 2.1 0.062 31 54 0.99728 3.3 0.65 10 492 | 5 6.7 0.7 0.08 3.75 0.067 8 16 0.99334 3.43 0.52 12.6 493 | 5 9.9 0.5 0.5 13.8 0.205 48 82 1.00242 3.16 0.75 8.8 494 | 7 5.3 0.47 0.11 2.2 0.048 16 89 0.99182 3.54 0.88 13.6 495 | 4 5.6 0.62 0.03 1.5 0.08 6 13 0.99498 3.66 0.62 10.1 496 | 5 8.1 0.33 0.44 1.5 0.042 6 12 0.99542 3.35 0.61 10.7 497 | 5 6.8 0.68 0.21 2.1 0.07 9 23 0.99546 3.38 0.6 10.3 498 | 6 6.2 0.57 0.1 2.1 0.048 4 11 0.99448 3.44 0.76 10.8 499 | 5 6.2 0.65 0.06 1.6 0.05 6 18 0.99348 3.57 0.54 11.95 500 | 6 7 0.43 0.02 1.9 0.08 15 28 0.99492 3.35 0.81 10.6 501 | 6 6.6 0.895 0.04 2.3 0.068 7 13 0.99582 3.53 0.58 10.8 502 | 5 7.8 0.82 0.29 4.3 0.083 21 64 0.99642 3.16 0.53 9.4 503 | 6 7.5 0.38 0.57 2.3 0.106 5 12 0.99605 3.36 0.55 11.4 504 | 6 7.5 0.38 0.57 2.3 0.106 5 12 0.99605 3.36 0.55 11.4 505 | 6 6.4 0.36 0.21 2.2 0.047 26 48 0.99661 3.47 0.77 9.7 506 | 6 6.4 0.56 0.15 1.8 0.078 17 65 0.99294 3.33 0.6 10.5 507 | 5 6.1 0.32 0.25 2.3 0.071 23 58 0.99633 3.42 0.97 10.6 508 | 5 6.6 0.7 0.08 2.6 0.106 14 27 0.99665 3.44 0.58 10.2 509 | 5 6.1 0.32 0.25 2.3 0.071 23 58 0.99633 3.42 0.97 10.6 510 | 5 6.7 0.48 0.08 2.1 0.064 18 34 0.99552 3.33 0.64 9.7 511 | 6 7.9 0.29 0.49 2.2 0.096 21 59 0.99714 3.31 0.67 10.1 512 | 5 6.1 0.705 0.1 2.8 0.081 13 28 0.99631 3.6 0.66 10.2 513 | 7 6.6 0.56 0.14 2.4 0.064 13 29 0.99397 3.42 0.62 11.7 514 | 6 5.4 0.58 0.08 1.9 0.059 20 31 0.99484 3.5 0.64 10.2 515 | 6 6.2 0.52 0.08 4.4 0.071 11 32 0.99646 3.56 0.63 11.6 516 | 6 11.1 0.44 0.42 2.2 0.064 14 19 0.99758 3.25 0.57 10.4 517 | 5 7 0.57 0.02 2 0.072 17 26 0.99575 3.36 0.61 10.2 518 | 8 7.4 0.36 0.3 1.8 0.074 17 24 0.99419 3.24 0.7 11.4 519 | 6 6.3 0.68 0.01 3.7 0.103 32 54 0.99586 3.51 0.66 11.3 520 | 7 7 0.56 0.17 1.7 0.065 15 24 0.99514 3.44 0.68 10.55 521 | 5 6.9 0.63 0.33 6.7 0.235 66 115 0.99787 3.22 0.56 9.5 522 | 5 7.8 0.6 0.26 2 0.08 31 131 0.99622 3.21 0.52 9.9 523 | 5 7.2 0.695 0.13 2 0.076 12 20 0.99546 3.29 0.54 10.1 524 | 5 7.2 0.695 0.13 2 0.076 12 20 0.99546 3.29 0.54 10.1 525 | 6 6.4 0.36 0.53 2.2 0.23 19 35 0.9934 3.37 0.93 12.4 526 | 6 6 0.58 0.2 2.4 0.075 15 50 0.99467 3.58 0.67 12.5 527 | 6 8 0.3 0.63 1.6 0.081 16 29 0.99588 3.3 0.78 10.8 528 | 5 6.2 0.56 0.09 1.7 0.053 24 32 0.99402 3.54 0.6 11.3 529 | 5 6.1 0.715 0.1 2.6 0.053 13 27 0.99362 3.57 0.5 11.9 530 | 6 7.2 0.39 0.44 2.6 0.066 22 48 0.99494 3.3 0.84 11.5 531 | 6 7.2 0.66 0.33 2.5 0.068 34 102 0.99414 3.27 0.78 12.8 532 | 6 5.4 0.74 0.09 1.7 0.089 16 26 0.99402 3.67 0.56 11.6 533 | 5 6.2 0.6 0.08 2 0.09 32 44 0.9949 3.45 0.58 10.5 534 | 5 5.9 0.645 0.12 2 0.075 32 44 0.99547 3.57 0.71 10.2 535 | -------------------------------------------------------------------------------- /winequality_red_valid.tsv: -------------------------------------------------------------------------------- 1 | quality fixed_acidity volatile_acidity citric_acid residual_sugar chlorides free_sulfur_dioxide total_sulfur_dioxide density pH sulphates alcohol 2 | 5 7.8 0.76 0.04 2.3 0.092 15 54 0.997 3.26 0.65 9.8 3 | 5 7.4 0.66 0 1.8 0.075 13 40 0.9978 3.51 0.56 9.4 4 | 7 7.8 0.58 0.02 2 0.073 9 18 0.9968 3.36 0.57 9.5 5 | 5 7.5 0.5 0.36 6.1 0.071 17 102 0.9978 3.35 0.8 10.5 6 | 5 8.9 0.62 0.18 3.8 0.176 52 145 0.9986 3.16 0.88 9.2 7 | 5 8.1 0.56 0.28 1.7 0.368 16 56 0.9968 3.11 1.28 9.3 8 | 6 8.9 0.22 0.48 1.8 0.077 29 60 0.9968 3.39 0.53 9.4 9 | 5 8.5 0.49 0.11 2.3 0.084 9 67 0.9968 3.17 0.53 9.4 10 | 5 7.6 0.41 0.24 1.8 0.08 4 11 0.9962 3.28 0.59 9.5 11 | 6 7.8 0.645 0 2 0.082 8 16 0.9964 3.38 0.59 9.8 12 | 5 8.3 0.655 0.12 2.3 0.083 15 113 0.9966 3.17 0.66 9.8 13 | 6 7.8 0.645 0 5.5 0.086 5 18 0.9986 3.4 0.55 9.6 14 | 4 5.7 1.13 0.09 1.5 0.172 7 19 0.994 3.5 0.48 9.8 15 | 4 8.8 0.61 0.3 2.8 0.088 17 46 0.9976 3.26 0.51 9.3 16 | 5 6.8 0.67 0.02 1.8 0.05 5 11 0.9962 3.48 0.52 9.5 17 | 5 8.7 0.29 0.52 1.6 0.113 12 37 0.9969 3.25 0.58 9.5 18 | 5 8.8 0.66 0.26 1.7 0.074 4 23 0.9971 3.15 0.74 9.2 19 | 5 8.6 0.38 0.36 3 0.081 30 119 0.997 3.2 0.56 9.4 20 | 5 10.2 0.42 0.57 3.4 0.07 4 10 0.9971 3.04 0.63 9.6 21 | 6 7.3 0.39 0.31 2.4 0.074 9 46 0.9962 3.41 0.54 9.4 22 | 7 7.5 0.52 0.16 1.9 0.085 12 35 0.9968 3.38 0.62 9.5 23 | 5 7.2 0.725 0.05 4.65 0.086 4 11 0.9962 3.41 0.39 10.9 24 | 5 9.3 0.32 0.57 2 0.074 27 65 0.9969 3.28 0.79 10.7 25 | 5 7.7 0.67 0.23 2.1 0.088 17 96 0.9962 3.32 0.48 9.5 26 | 5 9.7 0.32 0.54 2.5 0.094 28 83 0.9984 3.28 0.82 9.6 27 | 6 6.8 0.785 0 2.4 0.104 14 30 0.9966 3.52 0.55 10.7 28 | 5 6.2 0.45 0.2 1.6 0.069 3 15 0.9958 3.41 0.56 9.2 29 | 5 7.3 0.67 0.26 1.8 0.401 16 51 0.9969 3.16 1.14 9.4 30 | 6 8.6 0.49 0.28 1.9 0.11 20 136 0.9972 2.93 1.95 9.9 31 | 5 7 0.62 0.08 1.8 0.076 8 24 0.9978 3.48 0.53 9 32 | 5 8.6 0.49 0.29 2 0.11 19 133 0.9972 2.93 1.98 9.8 33 | 6 4.7 0.6 0.17 2.3 0.058 17 106 0.9932 3.85 0.6 12.9 34 | 5 7.6 0.9 0.06 2.5 0.079 5 10 0.9967 3.39 0.56 9.8 35 | 6 7.8 0.5 0.3 1.9 0.075 8 22 0.9959 3.31 0.56 10.4 36 | 5 7.2 0.49 0.24 2.2 0.07 5 36 0.996 3.33 0.48 9.4 37 | 5 6.2 0.63 0.31 1.7 0.088 15 64 0.9969 3.46 0.79 9.3 38 | 5 7.8 0.56 0.19 1.8 0.104 12 47 0.9964 3.19 0.93 9.5 39 | 6 10.1 0.31 0.44 2.3 0.08 22 46 0.9988 3.32 0.67 9.7 40 | 6 8.3 0.54 0.28 1.9 0.077 11 40 0.9978 3.39 0.61 10 41 | 6 7 0.69 0.08 1.8 0.097 22 89 0.9959 3.34 0.54 9.2 42 | 5 7.3 0.695 0 2.5 0.075 3 13 0.998 3.49 0.52 9.2 43 | 5 9 0.62 0.04 1.9 0.146 27 90 0.9984 3.16 0.7 9.4 44 | 7 8 0.59 0.16 1.8 0.065 3 16 0.9962 3.42 0.92 10.5 45 | 5 5.6 0.5 0.09 2.3 0.049 17 99 0.9937 3.63 0.63 13 46 | 6 7.9 1.04 0.05 2.2 0.084 13 29 0.9959 3.22 0.55 9.9 47 | 5 7.2 0.415 0.36 2 0.081 13 45 0.9972 3.48 0.64 9.2 48 | 5 8.4 0.745 0.11 1.9 0.09 16 63 0.9965 3.19 0.82 9.6 49 | 5 6.3 0.39 0.08 1.7 0.066 3 20 0.9954 3.34 0.58 9.4 50 | 5 5.8 0.68 0.02 1.8 0.087 21 94 0.9944 3.54 0.52 10 51 | 6 8.2 0.4 0.44 2.8 0.089 11 43 0.9975 3.53 0.61 10.5 52 | 5 7.5 0.6 0.03 1.8 0.095 25 99 0.995 3.35 0.54 10.1 53 | 5 7.1 0.43 0.42 5.5 0.071 28 128 0.9973 3.42 0.71 10.5 54 | 5 7.1 0.68 0 2.2 0.073 12 22 0.9969 3.48 0.5 9.3 55 | 4 7.6 0.68 0.02 1.3 0.072 9 20 0.9965 3.17 1.08 9.2 56 | 5 7.3 0.59 0.26 7.2 0.07 35 121 0.9981 3.37 0.49 9.4 57 | 4 7.3 0.55 0.03 1.6 0.072 17 42 0.9956 3.37 0.48 9 58 | 4 7.9 0.885 0.03 1.8 0.058 4 8 0.9972 3.36 0.33 9.1 59 | 6 7.4 0.62 0.05 1.9 0.068 24 42 0.9961 3.42 0.57 11.5 60 | 5 7.3 0.38 0.21 2 0.08 7 35 0.9961 3.33 0.47 9.5 61 | 5 8.8 0.61 0.14 2.4 0.067 10 42 0.9969 3.19 0.59 9.5 62 | 5 7.2 0.73 0.02 2.5 0.076 16 42 0.9972 3.44 0.52 9.3 63 | 5 8.9 0.31 0.57 2 0.111 26 85 0.9971 3.26 0.53 9.7 64 | 5 7.9 0.5 0.33 2 0.084 15 143 0.9968 3.2 0.55 9.5 65 | 6 6.4 0.37 0.25 1.9 0.074 21 49 0.9974 3.57 0.62 9.8 66 | 5 7.6 0.55 0.21 2.2 0.071 7 28 0.9964 3.28 0.55 9.7 67 | 6 11.5 0.3 0.6 2 0.067 12 27 0.9981 3.11 0.97 10.1 68 | 7 9.6 0.32 0.47 1.4 0.056 9 24 0.99695 3.22 0.82 10.3 69 | 5 7 0.42 0.35 1.6 0.088 16 39 0.9961 3.34 0.55 9.2 70 | 7 12.8 0.3 0.74 2.6 0.095 9 28 0.9994 3.2 0.77 10.8 71 | 7 11 0.3 0.58 2.1 0.054 7 19 0.998 3.31 0.88 10.5 72 | 6 11.6 0.44 0.64 2.1 0.059 5 15 0.998 3.21 0.67 10.2 73 | 5 7 0.49 0.49 5.6 0.06 26 121 0.9974 3.34 0.76 10.5 74 | 5 7.5 0.49 0.19 1.9 0.076 10 44 0.9957 3.39 0.54 9.7 75 | 5 7.4 0.53 0.26 2 0.101 16 72 0.9957 3.15 0.57 9.4 76 | 4 8.4 0.635 0.36 2 0.089 15 55 0.99745 3.31 0.57 10.4 77 | 5 9 0.82 0.14 2.6 0.089 9 23 0.9984 3.39 0.63 9.8 78 | 7 5.2 0.48 0.04 1.6 0.054 19 106 0.9927 3.54 0.62 12.2 79 | 5 6.9 0.52 0.25 2.6 0.081 10 37 0.99685 3.46 0.5 11 80 | 6 7.2 0.63 0 1.9 0.097 14 38 0.99675 3.37 0.58 9 81 | 6 8.2 1 0.09 2.3 0.065 7 37 0.99685 3.32 0.55 9 82 | 6 7.7 0.58 0.1 1.8 0.102 28 109 0.99565 3.08 0.49 9.8 83 | 6 7.3 0.66 0 2 0.084 6 23 0.9983 3.61 0.96 9.9 84 | 6 7.7 0.53 0.06 1.7 0.074 9 39 0.99615 3.35 0.48 9.8 85 | 6 7.1 0.6 0 1.8 0.074 16 34 0.9972 3.47 0.7 9.9 86 | 6 7.1 0.6 0 1.8 0.074 16 34 0.9972 3.47 0.7 9.9 87 | 5 6.6 0.695 0 2.1 0.075 12 56 0.9968 3.49 0.67 9.2 88 | 5 7.9 0.33 0.23 1.7 0.077 18 45 0.99625 3.29 0.65 9.3 89 | 5 7.9 0.37 0.23 1.8 0.077 23 49 0.9963 3.28 0.67 9.3 90 | 4 8.1 0.87 0 3.3 0.096 26 61 1.00025 3.6 0.72 9.8 91 | 6 11.5 0.18 0.51 4 0.104 4 23 0.9996 3.28 0.97 10.1 92 | 5 10.9 0.37 0.58 4 0.071 17 65 0.99935 3.22 0.78 10.1 93 | 6 7.9 0.545 0.06 4 0.087 27 61 0.9965 3.36 0.67 10.7 94 | 8 10.3 0.32 0.45 6.4 0.073 5 13 0.9976 3.23 0.82 12.6 95 | 7 7.7 0.27 0.68 3.5 0.358 5 10 0.9972 3.25 1.08 9.9 96 | 5 9.9 0.59 0.07 3.4 0.102 32 71 1.00015 3.31 0.71 9.8 97 | 6 7.5 0.4 0.12 3 0.092 29 53 0.9967 3.37 0.7 10.3 98 | 7 8.7 0.52 0.09 2.5 0.091 20 49 0.9976 3.34 0.86 10.6 99 | 6 6.9 0.36 0.25 2.4 0.098 5 16 0.9964 3.41 0.6 10.1 100 | 5 10.6 0.83 0.37 2.6 0.086 26 70 0.9981 3.16 0.52 9.9 101 | 5 6.9 0.67 0.06 2.1 0.08 8 33 0.99845 3.68 0.71 9.6 102 | 5 8.3 0.705 0.12 2.6 0.092 12 28 0.9994 3.51 0.72 10 103 | 6 10.3 0.53 0.48 2.5 0.063 6 25 0.9998 3.12 0.59 9.3 104 | 6 10.3 0.43 0.44 2.4 0.214 5 12 0.9994 3.19 0.63 9.5 105 | 6 7.9 0.53 0.24 2 0.072 15 105 0.996 3.27 0.54 9.4 106 | 5 7.4 0.36 0.29 2.6 0.087 26 72 0.99645 3.39 0.68 11 107 | 6 9.6 0.77 0.12 2.9 0.082 30 74 0.99865 3.3 0.64 10.4 108 | 7 9.8 0.66 0.39 3.2 0.083 21 59 0.9989 3.37 0.71 11.5 109 | 6 10.3 0.59 0.42 2.8 0.09 35 73 0.999 3.28 0.7 9.5 110 | 7 11.6 0.53 0.66 3.65 0.121 6 14 0.9978 3.05 0.74 11.5 111 | 5 10.7 0.46 0.39 2 0.061 7 15 0.9981 3.18 0.62 9.5 112 | 6 8 0.58 0.28 3.2 0.066 21 114 0.9973 3.22 0.54 9.4 113 | 7 11.9 0.695 0.53 3.4 0.128 7 21 0.9992 3.17 0.84 12.2 114 | 6 12.4 0.49 0.58 3 0.103 28 99 1.0008 3.16 1 11.5 115 | 6 10.6 0.42 0.48 2.7 0.065 5 18 0.9972 3.21 0.87 11.3 116 | 6 11.9 0.57 0.5 2.6 0.082 6 32 1.0006 3.12 0.78 10.7 117 | 6 13.8 0.49 0.67 3 0.093 6 15 0.9986 3.02 0.93 12 118 | 6 10.7 0.67 0.22 2.7 0.107 17 34 1.0004 3.28 0.98 9.9 119 | 5 13.5 0.53 0.79 4.8 0.12 23 77 1.0018 3.18 0.77 13 120 | 5 11.5 0.41 0.52 3 0.08 29 55 1.0001 3.26 0.88 11 121 | 6 12.6 0.38 0.66 2.6 0.088 10 41 1.001 3.17 0.68 9.8 122 | 5 11.9 0.58 0.66 2.5 0.072 6 37 0.9992 3.05 0.56 10 123 | 6 10 0.42 0.5 3.4 0.107 7 21 0.9979 3.26 0.93 11.8 124 | 5 10.3 0.34 0.52 2.8 0.159 15 75 0.9998 3.18 0.64 9.4 125 | 6 7.9 0.24 0.4 1.6 0.056 11 25 0.9967 3.32 0.87 8.7 126 | 6 14 0.41 0.63 3.8 0.089 6 47 1.0014 3.01 0.81 10.8 127 | 7 9.4 0.27 0.53 2.4 0.074 6 18 0.9962 3.2 1.13 12 128 | 6 8.3 0.26 0.42 2 0.08 11 27 0.9974 3.21 0.8 9.4 129 | 6 8.3 0.26 0.42 2 0.08 11 27 0.9974 3.21 0.8 9.4 130 | 6 7.8 0.54 0.26 2 0.088 23 48 0.9981 3.41 0.74 9.2 131 | 7 9.6 0.38 0.31 2.5 0.096 16 49 0.9982 3.19 0.7 10 132 | 5 9.5 0.37 0.52 2 0.082 6 26 0.998 3.18 0.51 9.5 133 | 7 12 0.37 0.76 4.2 0.066 7 38 1.0004 3.22 0.6 13 134 | 6 11.5 0.59 0.59 2.6 0.087 13 49 0.9988 3.18 0.65 11 135 | 6 7.7 0.26 0.3 1.7 0.059 20 38 0.9949 3.29 0.47 10.8 136 | 5 7.7 0.69 0.05 2.7 0.075 15 27 0.9974 3.26 0.61 9.1 137 | 7 12 0.39 0.66 3 0.093 12 30 0.9996 3.18 0.63 10.8 138 | 6 9 0.43 0.34 2.5 0.08 26 86 0.9987 3.38 0.62 9.5 139 | 7 9.9 0.4 0.53 6.7 0.097 6 19 0.9986 3.27 0.82 11.7 140 | 6 10.6 0.48 0.64 2.2 0.111 6 20 0.997 3.26 0.66 11.7 141 | 5 6.8 0.77 0 1.8 0.066 34 52 0.9976 3.62 0.68 9.9 142 | 5 7.7 0.96 0.2 2 0.047 15 60 0.9955 3.36 0.44 10.9 143 | 7 6.6 0.84 0.03 2.3 0.059 32 48 0.9952 3.52 0.56 12.3 144 | 5 9.1 0.52 0.33 1.3 0.07 9 30 0.9978 3.24 0.6 9.3 145 | 5 7.8 0.55 0.35 2.2 0.074 21 66 0.9974 3.25 0.56 9.2 146 | 6 10.4 0.41 0.55 3.2 0.076 22 54 0.9996 3.15 0.89 9.9 147 | 6 11.1 0.45 0.73 3.2 0.066 6 22 0.9986 3.17 0.66 11.2 148 | 8 12.6 0.31 0.72 2.2 0.072 6 29 0.9987 2.88 0.82 9.8 149 | 7 10 0.44 0.49 2.7 0.077 11 19 0.9963 3.23 0.63 11.6 150 | 5 12.5 0.38 0.6 2.6 0.081 31 72 0.9996 3.1 0.73 10.5 151 | 6 11.9 0.39 0.69 2.8 0.095 17 35 0.9994 3.1 0.61 10.8 152 | 6 6.8 0.56 0.03 1.7 0.084 18 35 0.9968 3.44 0.63 10 153 | 8 11.3 0.62 0.67 5.2 0.086 6 19 0.9988 3.22 0.69 13.4 154 | 7 10.4 0.33 0.63 2.8 0.084 5 22 0.9998 3.26 0.74 11.2 155 | 5 8.3 0.615 0.22 2.6 0.087 6 19 0.9982 3.26 0.61 9.3 156 | 6 11.5 0.315 0.54 2.1 0.084 5 15 0.9987 2.98 0.7 9.2 157 | 6 8.8 0.46 0.45 2.6 0.065 7 18 0.9947 3.32 0.79 14 158 | 5 13 0.32 0.65 2.6 0.093 15 47 0.9996 3.05 0.61 10.6 159 | 5 9.9 0.35 0.55 2.1 0.062 5 14 0.9971 3.26 0.79 10.6 160 | 5 9.3 0.27 0.41 2 0.091 6 16 0.998 3.28 0.7 9.7 161 | 6 9.4 0.685 0.11 2.7 0.077 6 31 0.9984 3.19 0.7 10.1 162 | 5 10.6 0.36 0.59 2.2 0.152 6 18 0.9986 3.04 1.05 9.4 163 | 5 10.2 0.67 0.39 1.9 0.054 6 17 0.9976 3.17 0.47 10 164 | 7 11.6 0.32 0.55 2.8 0.081 35 67 1.0002 3.32 0.92 10.8 165 | 7 9.2 0.41 0.5 2.5 0.055 12 25 0.9952 3.34 0.79 13.3 166 | 6 6.5 0.39 0.23 8.3 0.051 28 91 0.9952 3.44 0.55 12.1 167 | 5 7.2 0.34 0.32 2.5 0.09 43 113 0.9966 3.32 0.79 11.1 168 | 6 7.8 0.52 0.25 1.9 0.081 14 38 0.9984 3.43 0.65 9 169 | 7 10.5 0.26 0.47 1.9 0.078 6 24 0.9976 3.18 1.04 10.9 170 | 7 10.4 0.24 0.46 1.8 0.075 6 21 0.9976 3.25 1.02 10.8 171 | 7 13.3 0.29 0.75 2.8 0.084 23 43 0.9986 3.04 0.68 11.4 172 | 6 10.7 0.4 0.48 2.1 0.125 15 49 0.998 3.03 0.81 9.7 173 | 5 8.5 0.655 0.49 6.1 0.122 34 151 1.001 3.31 1.14 9.3 174 | 6 10.9 0.21 0.49 2.8 0.088 11 32 0.9972 3.22 0.68 11.7 175 | 5 7.6 0.41 0.49 2 0.088 16 43 0.998 3.48 0.64 9.1 176 | 5 9.2 0.43 0.49 2.4 0.086 23 116 0.9976 3.23 0.64 9.5 177 | 6 7 0.38 0.49 2.5 0.097 33 85 0.9962 3.39 0.77 11.4 178 | 6 9.1 0.22 0.24 2.1 0.078 1 28 0.999 3.41 0.87 10.3 179 | 6 10.3 0.27 0.24 2.1 0.072 15 33 0.9956 3.22 0.66 12.8 180 | 5 9.9 0.63 0.24 2.4 0.077 6 33 0.9974 3.09 0.57 9.4 181 | 5 11.2 0.5 0.74 5.15 0.1 5 17 0.9996 3.22 0.62 11.2 182 | 5 9.3 0.715 0.24 2.1 0.07 5 20 0.9966 3.12 0.59 9.9 183 | 5 9.1 0.47 0.49 2.6 0.094 38 106 0.9982 3.08 0.59 9.1 184 | 6 12.4 0.35 0.49 2.6 0.079 27 69 0.9994 3.12 0.75 10.4 185 | 6 9.4 0.43 0.24 2.8 0.092 14 45 0.998 3.19 0.73 10 186 | 5 15.5 0.645 0.49 4.2 0.095 10 23 1.00315 2.92 0.74 11.1 187 | 5 15.6 0.645 0.49 4.2 0.095 10 23 1.00315 2.92 0.74 11.1 188 | 5 12.7 0.6 0.49 2.8 0.075 5 19 0.9994 3.14 0.57 11.4 189 | 6 7.6 0.29 0.49 2.7 0.092 25 60 0.9971 3.31 0.61 10.1 190 | 6 8.7 0.7 0.24 2.5 0.226 5 15 0.9991 3.32 0.6 9 191 | 6 6.2 0.36 0.24 2.2 0.095 19 42 0.9946 3.57 0.57 11.7 192 | 5 10.2 0.24 0.49 2.4 0.075 10 28 0.9978 3.14 0.61 10.4 193 | 6 12.3 0.27 0.49 3.1 0.079 28 46 0.9993 3.2 0.8 10.2 194 | 5 8.8 0.47 0.49 2.9 0.085 17 110 0.9982 3.29 0.6 9.8 195 | 5 12.3 0.5 0.49 2.2 0.089 5 14 1.0002 3.19 0.44 9.6 196 | 7 11.8 0.33 0.49 3.4 0.093 54 80 1.0002 3.3 0.76 10.7 197 | 5 7.3 0.73 0.24 1.9 0.108 18 102 0.9967 3.26 0.59 9.3 198 | 5 9 0.45 0.49 2.6 0.084 21 75 0.9987 3.35 0.57 9.7 199 | 5 9.9 0.49 0.58 3.5 0.094 9 43 1.0004 3.29 0.58 9 200 | 6 12.4 0.4 0.51 2 0.059 6 24 0.9994 3.04 0.6 9.3 201 | 6 12.7 0.59 0.45 2.3 0.082 11 22 1 3 0.7 9.3 202 | 5 7.7 0.835 0 2.6 0.081 6 14 0.9975 3.3 0.52 9.3 203 | 6 8.3 0.6 0.13 2.6 0.085 6 24 0.9984 3.31 0.59 9.2 204 | 6 10.1 0.65 0.37 5.1 0.11 11 65 1.0026 3.32 0.64 10.4 205 | 5 13.2 0.38 0.55 2.7 0.081 5 16 1.0006 2.98 0.54 9.4 206 | 6 9.2 0.755 0.18 2.2 0.148 10 103 0.9969 2.87 1.36 10.2 207 | 6 11.5 0.31 0.51 2.2 0.079 14 28 0.9982 3.03 0.93 9.8 208 | 5 8.3 0.54 0.24 3.4 0.076 16 112 0.9976 3.27 0.61 9.4 209 | 6 7.9 0.51 0.25 2.9 0.077 21 45 0.9974 3.49 0.96 12.1 210 | 5 8.8 0.6 0.29 2.2 0.098 5 15 0.9988 3.36 0.49 9.1 211 | 5 7.6 0.685 0.23 2.3 0.111 20 84 0.9964 3.21 0.61 9.3 212 | 6 7.6 0.41 0.14 3 0.087 21 43 0.9964 3.32 0.57 10.5 213 | 5 8.7 0.84 0 1.4 0.065 24 33 0.9954 3.27 0.55 9.7 214 | 7 7.7 0.915 0.12 2.2 0.143 7 23 0.9964 3.35 0.65 10.2 215 | 5 9.5 0.59 0.44 2.3 0.071 21 68 0.9992 3.46 0.63 9.5 216 | 5 9.9 0.54 0.45 2.3 0.071 16 40 0.9991 3.39 0.62 9.4 217 | 4 8.3 0.845 0.01 2.2 0.07 5 14 0.9967 3.32 0.58 11 218 | 5 10.7 0.43 0.39 2.2 0.106 8 32 0.9986 2.89 0.5 9.6 219 | 6 9.4 0.33 0.59 2.8 0.079 9 30 0.9976 3.12 0.54 12 220 | 5 10.7 0.43 0.39 2.2 0.106 8 32 0.9986 2.89 0.5 9.6 221 | 4 7.1 0.84 0.02 4.4 0.096 5 13 0.997 3.41 0.57 11 222 | 6 7.2 0.57 0.06 1.6 0.076 9 27 0.9972 3.36 0.7 9.6 223 | 5 9.4 0.59 0.14 2 0.084 25 48 0.9981 3.14 0.56 9.7 224 | 5 10 0.73 0.43 2.3 0.059 15 31 0.9966 3.15 0.57 11 225 | 5 8.2 0.73 0.21 1.7 0.074 5 13 0.9968 3.2 0.52 9.5 226 | 6 10.8 0.4 0.41 2.2 0.084 7 17 0.9984 3.08 0.67 9.3 227 | 5 8.6 0.8 0.11 2.3 0.084 12 31 0.9979 3.4 0.48 9.9 228 | 5 13.3 0.43 0.58 1.9 0.07 15 40 1.0004 3.06 0.49 9 229 | 5 8.1 0.78 0.23 2.6 0.059 5 15 0.997 3.37 0.56 11.3 230 | 5 7.1 0.65 0.18 1.8 0.07 13 40 0.997 3.44 0.6 9.1 231 | 5 8.1 0.38 0.48 1.8 0.157 5 17 0.9976 3.3 1.05 9.4 232 | 5 8.6 0.49 0.51 2 0.422 16 62 0.9979 3.03 1.17 9 233 | 6 5.1 0.47 0.02 1.3 0.034 18 44 0.9921 3.9 0.62 12.8 234 | 5 9.4 0.615 0.28 3.2 0.087 18 72 1.0001 3.31 0.53 9.7 235 | 6 7 0.65 0.02 2.1 0.066 8 25 0.9972 3.47 0.67 9.5 236 | 4 9.1 0.765 0.04 1.6 0.078 4 14 0.998 3.29 0.54 9.7 237 | 5 7.4 0.49 0.19 3 0.077 16 37 0.9966 3.37 0.51 10.5 238 | 5 10.6 1.025 0.43 2.8 0.08 21 84 0.9985 3.06 0.57 10.1 239 | 5 8 0.43 0.36 2.3 0.075 10 48 0.9976 3.34 0.46 9.4 240 | 5 8 0.43 0.36 2.3 0.075 10 48 0.9976 3.34 0.46 9.4 241 | 5 7.1 0.66 0 3.9 0.086 17 45 0.9976 3.46 0.54 9.5 242 | 5 7.6 0.42 0.08 2.7 0.084 15 48 0.9968 3.21 0.59 10 243 | 5 9 0.66 0.17 3 0.077 5 13 0.9976 3.29 0.55 10.4 244 | 5 6.4 0.57 0.02 1.8 0.067 4 11 0.997 3.46 0.68 9.5 245 | 5 8.9 0.875 0.13 3.45 0.088 4 14 0.9994 3.44 0.52 11.5 246 | 5 7.7 0.56 0.2 2 0.075 9 39 0.9987 3.48 0.62 9.3 247 | 6 8.2 0.59 0 2.5 0.093 19 58 1.0002 3.5 0.65 9.3 248 | 6 8.3 0.76 0.29 4.2 0.075 12 16 0.9965 3.45 0.68 11.5 249 | 5 11.6 0.41 0.58 2.8 0.096 25 101 1.00024 3.13 0.53 10 250 | 6 8.2 0.34 0.38 2.5 0.08 12 57 0.9978 3.3 0.47 9 251 | 6 7.3 0.51 0.18 2.1 0.07 12 28 0.99768 3.52 0.73 9.5 252 | 5 7.6 0.54 0.13 2.5 0.097 24 66 0.99785 3.39 0.61 9.4 253 | 6 7.8 0.91 0.07 1.9 0.058 22 47 0.99525 3.51 0.43 10.7 254 | 5 8.1 0.87 0 2.2 0.084 10 31 0.99656 3.25 0.5 9.8 255 | 5 9.3 0.655 0.26 2 0.096 5 35 0.99738 3.25 0.42 9.6 256 | 6 9.1 0.68 0.11 2.8 0.093 11 44 0.99888 3.31 0.55 9.5 257 | 5 7.5 0.6 0.32 2.7 0.103 13 98 0.99938 3.45 0.62 9.5 258 | 6 7.1 0.59 0.02 2.3 0.082 24 94 0.99744 3.55 0.53 9.7 259 | 6 7.9 0.4 0.29 1.8 0.157 1 44 0.9973 3.3 0.92 9.5 260 | 6 6.9 0.765 0.18 2.4 0.243 5.5 48 0.99612 3.4 0.6 10.3 261 | 5 7.1 0.52 0.03 2.6 0.076 21 92 0.99745 3.5 0.6 9.8 262 | 5 9 0.82 0.05 2.4 0.081 26 96 0.99814 3.36 0.53 10 263 | 5 9.9 0.35 0.41 2.3 0.083 11 61 0.9982 3.21 0.5 9.5 264 | 6 10 0.56 0.24 2.2 0.079 19 58 0.9991 3.18 0.56 10.1 265 | 5 8.8 0.64 0.17 2.9 0.084 25 130 0.99818 3.23 0.54 9.6 266 | 6 10.1 0.27 0.54 2.3 0.065 7 26 0.99531 3.17 0.53 12.5 267 | 7 9.3 0.37 0.44 1.6 0.038 21 42 0.99526 3.24 0.81 10.8 268 | 5 7.2 0.61 0.08 4 0.082 26 108 0.99641 3.25 0.51 9.4 269 | 6 7.7 0.56 0.08 2.5 0.114 14 46 0.9971 3.24 0.66 9.6 270 | 7 8.4 0.25 0.39 2 0.041 4 10 0.99386 3.27 0.71 12.5 271 | 6 7.6 0.48 0.31 2.8 0.07 4 15 0.99693 3.22 0.55 10.3 272 | 5 10.8 0.45 0.33 2.5 0.099 20 38 0.99818 3.24 0.71 10.8 273 | 5 10.8 0.45 0.33 2.5 0.099 20 38 0.99818 3.24 0.71 10.8 274 | 5 7.1 0.715 0 2.35 0.071 21 47 0.99632 3.29 0.45 9.4 275 | 7 4.9 0.42 0 2.1 0.048 16 42 0.99154 3.71 0.74 14 276 | 5 7.1 0.48 0.28 2.8 0.068 6 16 0.99682 3.24 0.53 10.3 277 | 5 7.1 0.46 0.14 2.8 0.076 15 37 0.99624 3.36 0.49 10.7 278 | 4 7.5 0.685 0.07 2.5 0.058 5 9 0.99632 3.38 0.55 10.9 279 | 4 11.6 0.47 0.44 1.6 0.147 36 51 0.99836 3.38 0.86 9.9 280 | 7 6.7 0.28 0.28 2.4 0.012 36 100 0.99064 3.26 0.39 11.7 281 | 5 6 0.5 0.04 2.2 0.092 13 26 0.99647 3.46 0.47 10 282 | 6 10.6 0.5 0.45 2.6 0.119 34 68 0.99708 3.23 0.72 10.9 283 | 5 6.4 0.64 0.21 1.8 0.081 14 31 0.99689 3.59 0.66 9.8 284 | 5 6.4 0.64 0.21 1.8 0.081 14 31 0.99689 3.59 0.66 9.8 285 | 5 9.3 0.43 0.44 1.9 0.085 9 22 0.99708 3.28 0.55 9.5 286 | 6 9.3 0.36 0.39 1.5 0.08 41 55 0.99652 3.47 0.73 10.9 287 | 7 8.2 0.26 0.34 2.5 0.073 16 47 0.99594 3.4 0.78 11.3 288 | 5 7.2 0.62 0.06 2.7 0.077 15 85 0.99746 3.51 0.54 9.5 289 | 5 7.2 0.62 0.06 2.5 0.078 17 84 0.99746 3.51 0.53 9.7 290 | 6 6.8 0.49 0.22 2.3 0.071 13 24 0.99438 3.41 0.83 11.3 291 | 6 7.6 0.63 0.03 2 0.08 27 43 0.99578 3.44 0.64 10.9 292 | 4 7.3 0.35 0.24 2 0.067 28 48 0.99576 3.43 0.54 10 293 | 7 8.8 0.31 0.4 2.8 0.109 7 16 0.99614 3.31 0.79 11.8 294 | 6 8.8 0.61 0.19 4 0.094 30 69 0.99787 3.22 0.5 10 295 | 6 7.6 0.715 0 2.1 0.068 30 35 0.99533 3.48 0.65 11.4 296 | 6 8.8 0.61 0.19 4 0.094 30 69 0.99787 3.22 0.5 10 297 | 7 10.7 0.52 0.38 2.6 0.066 29 56 0.99577 3.15 0.79 12.1 298 | 5 7.2 0.34 0.24 2 0.071 30 52 0.99576 3.44 0.58 10.1 299 | 5 7.2 0.66 0.03 2.3 0.078 16 86 0.99743 3.53 0.57 9.7 300 | 7 8.3 0.31 0.39 2.4 0.078 17 43 0.99444 3.31 0.77 12.5 301 | 3 8.3 1.02 0.02 3.4 0.084 6 11 0.99892 3.48 0.49 11 302 | 7 7.4 0.635 0.1 2.4 0.08 16 33 0.99736 3.58 0.69 10.8 303 | 5 9.2 0.58 0.2 3 0.081 15 115 0.998 3.23 0.59 9.5 304 | 6 7.4 0.52 0.13 2.4 0.078 34 61 0.99528 3.43 0.59 10.8 305 | 6 9.1 0.28 0.46 9 0.114 3 9 0.99901 3.18 0.6 10.9 306 | 6 7.3 0.305 0.39 1.2 0.059 7 11 0.99331 3.29 0.52 11.5 307 | 6 6.8 0.41 0.31 8.8 0.084 26 45 0.99824 3.38 0.64 10.1 308 | 5 9.6 0.41 0.37 2.3 0.091 10 23 0.99786 3.24 0.56 10.5 309 | 6 6.8 0.41 0.31 8.8 0.084 26 45 0.99824 3.38 0.64 10.1 310 | 6 9.4 0.24 0.33 2.3 0.061 52 73 0.99786 3.47 0.9 10.2 311 | 7 8.7 0.33 0.38 3.3 0.063 10 19 0.99468 3.3 0.73 12 312 | 6 7.6 0.4 0.29 1.9 0.078 29 66 0.9971 3.45 0.59 9.5 313 | 6 8.8 0.3 0.38 2.3 0.06 19 72 0.99543 3.39 0.72 11.8 314 | 7 7.2 0.38 0.38 2.8 0.068 23 42 0.99356 3.34 0.72 12.9 315 | 7 9.9 0.27 0.49 5 0.082 9 17 0.99484 3.19 0.52 12.5 316 | 7 8.3 0.3 0.49 3.8 0.09 11 24 0.99498 3.27 0.64 12.1 317 | 7 8.3 0.28 0.48 2.1 0.093 6 12 0.99408 3.26 0.62 12.4 318 | 7 8.9 0.12 0.45 1.8 0.075 10 21 0.99552 3.41 0.76 11.9 319 | 7 10.2 0.34 0.48 2.1 0.052 5 9 0.99458 3.2 0.69 12.1 320 | 6 9 0.36 0.52 2.1 0.111 5 10 0.99568 3.31 0.62 11.3 321 | 5 8 0.59 0.05 2 0.089 12 32 0.99735 3.36 0.61 10 322 | 5 6.6 0.57 0.02 2.1 0.115 6 16 0.99654 3.38 0.69 9.5 323 | 6 8.3 0.34 0.4 2.4 0.065 24 48 0.99554 3.34 0.86 11 324 | 6 9 0.4 0.43 2.4 0.068 29 46 0.9943 3.2 0.6 12.2 325 | 6 10.4 0.26 0.48 1.9 0.066 6 10 0.99724 3.33 0.87 10.9 326 | 7 8.8 0.33 0.41 5.9 0.073 7 13 0.99658 3.3 0.62 12.1 327 | 5 8.4 0.59 0.29 2.6 0.109 31 119 0.99801 3.15 0.5 9.1 328 | 6 9.1 0.5 0.3 1.9 0.065 8 17 0.99774 3.32 0.71 10.5 329 | 6 9.1 0.5 0.3 1.9 0.065 8 17 0.99774 3.32 0.71 10.5 330 | 7 9.8 0.34 0.39 1.4 0.066 3 7 0.9947 3.19 0.55 11.4 331 | 6 9.7 0.295 0.4 1.5 0.073 14 21 0.99556 3.14 0.51 10.9 332 | 6 6.5 0.4 0.1 2 0.076 30 47 0.99554 3.36 0.48 9.4 333 | 6 7.7 0.6 0.06 2 0.079 19 41 0.99697 3.39 0.62 10.1 334 | 6 8.9 0.84 0.34 1.4 0.05 4 10 0.99554 3.12 0.48 9.1 335 | 7 9.9 0.35 0.38 1.5 0.058 31 47 0.99676 3.26 0.82 10.6 336 | 5 8.2 0.43 0.29 1.6 0.081 27 45 0.99603 3.25 0.54 10.3 337 | 7 9.1 0.3 0.34 2 0.064 12 25 0.99516 3.26 0.84 11.7 338 | 7 8.9 0.28 0.45 1.7 0.067 7 12 0.99354 3.25 0.55 12.3 339 | 6 7.5 0.71 0 1.6 0.092 22 31 0.99635 3.38 0.58 10 340 | 7 8.9 0.38 0.4 2.2 0.068 12 28 0.99486 3.27 0.75 12.6 341 | 5 7 0.5 0.14 1.8 0.078 10 23 0.99636 3.53 0.61 10.4 342 | 5 7 0.51 0.09 2.1 0.062 4 9 0.99584 3.35 0.54 10.5 343 | 6 8.6 0.83 0 2.8 0.095 17 43 0.99822 3.33 0.6 10.4 344 | 6 7.2 0.34 0.21 2.5 0.075 41 68 0.99586 3.37 0.54 10.1 345 | 7 7.3 0.55 0.01 1.8 0.093 9 15 0.99514 3.35 0.58 11 346 | 6 8.9 0.745 0.18 2.5 0.077 15 48 0.99739 3.2 0.47 9.7 347 | 5 7.3 0.91 0.1 1.8 0.074 20 56 0.99672 3.35 0.56 9.2 348 | 5 7.4 0.965 0 2.2 0.088 16 32 0.99756 3.58 0.67 10.2 349 | 7 9.5 0.39 0.41 8.9 0.069 18 39 0.99859 3.29 0.81 10.9 350 | 6 7.6 0.78 0 1.7 0.076 33 45 0.99612 3.31 0.62 10.7 351 | 6 9.3 0.5 0.36 1.8 0.084 6 17 0.99704 3.27 0.77 10.8 352 | 5 5.6 0.605 0.05 2.4 0.073 19 25 0.99258 3.56 0.55 12.9 353 | 6 8.2 0.64 0.27 2 0.095 5 77 0.99747 3.13 0.62 9.1 354 | 7 9.9 0.53 0.57 2.4 0.093 30 52 0.9971 3.19 0.76 11.6 355 | 8 9.1 0.4 0.5 1.8 0.071 7 16 0.99462 3.21 0.69 12.5 356 | 6 8.2 0.74 0.09 2 0.067 5 10 0.99418 3.28 0.57 11.8 357 | 7 11.1 0.31 0.53 2.2 0.06 3 10 0.99572 3.02 0.83 10.9 358 | 7 9.3 0.33 0.45 1.5 0.057 19 37 0.99498 3.18 0.89 11.1 359 | 6 8 0.62 0.33 2.7 0.088 16 37 0.9972 3.31 0.58 10.7 360 | 6 9.9 0.32 0.56 2 0.073 3 8 0.99534 3.15 0.73 11.4 361 | 7 7.9 0.3 0.68 8.3 0.05 37.5 278 0.99316 3.01 0.51 12.3 362 | 6 7.2 0.38 0.3 1.8 0.073 31 70 0.99685 3.42 0.59 9.5 363 | 5 6.8 0.48 0.08 1.8 0.074 40 64 0.99529 3.12 0.49 9.6 364 | 7 11.6 0.41 0.54 1.5 0.095 22 41 0.99735 3.02 0.76 9.9 365 | 6 7.9 0.34 0.42 2 0.086 8 19 0.99546 3.35 0.6 11.4 366 | 6 6.6 0.725 0.09 5.5 0.117 9 17 0.99655 3.35 0.49 10.8 367 | 5 8.6 0.52 0.38 1.5 0.096 5 18 0.99666 3.2 0.52 9.4 368 | 6 8.4 0.34 0.42 2.1 0.072 23 36 0.99392 3.11 0.78 12.4 369 | 6 7.4 0.49 0.27 2.1 0.071 14 25 0.99388 3.35 0.63 12 370 | 6 8.2 0.23 0.42 1.9 0.069 9 17 0.99376 3.21 0.54 12.3 371 | 6 10.8 0.47 0.43 2.1 0.171 27 66 0.9982 3.17 0.76 10.8 372 | 6 7.9 0.33 0.41 1.5 0.056 6 35 0.99396 3.29 0.71 11 373 | 6 7 0.69 0.07 2.5 0.091 15 21 0.99572 3.38 0.6 11.3 374 | 6 7.1 0.39 0.12 2.1 0.065 14 24 0.99252 3.3 0.53 13.3 375 | 6 6.6 0.5 0 1.8 0.062 21 28 0.99352 3.44 0.55 12.3 376 | 4 6.5 0.58 0 2.2 0.096 3 13 0.99557 3.62 0.62 11.5 377 | 6 6.3 0.76 0 2.9 0.072 26 52 0.99379 3.51 0.6 11.5 378 | 6 9.1 0.6 0 1.9 0.058 5 10 0.9977 3.18 0.63 10.4 379 | 7 7.2 0.48 0.07 5.5 0.089 10 18 0.99684 3.37 0.68 11.2 380 | 6 10.4 0.52 0.45 2 0.08 6 13 0.99774 3.22 0.76 11.4 381 | 6 8.2 0.51 0.24 2 0.079 16 86 0.99764 3.34 0.64 9.5 382 | 6 6.9 0.45 0.11 2.4 0.043 6 12 0.99354 3.3 0.65 11.4 383 | 6 8.2 0.2 0.43 2.5 0.076 31 51 0.99672 3.53 0.81 10.4 384 | 6 7.8 0.39 0.42 2 0.086 9 21 0.99526 3.39 0.66 11.6 385 | 6 6.1 0.58 0.23 2.5 0.044 16 70 0.99352 3.46 0.65 12.5 386 | 6 6.6 0.58 0 2.2 0.1 50 63 0.99544 3.59 0.68 11.4 387 | 7 5.1 0.51 0.18 2.1 0.042 16 101 0.9924 3.46 0.87 12.9 388 | 7 10.6 0.36 0.57 2.3 0.087 6 20 0.99676 3.14 0.72 11.1 389 | 5 9 0.785 0.24 1.7 0.078 10 21 0.99692 3.29 0.67 10 390 | 5 9.9 0.54 0.26 2 0.111 7 60 0.99709 2.94 0.98 10.2 391 | 6 7.6 0.5 0.29 2.3 0.086 5 14 0.99502 3.32 0.62 11.5 392 | 6 9.7 0.42 0.46 2.1 0.074 5 16 0.99649 3.27 0.74 12.3 393 | 6 6.5 0.61 0 2.2 0.095 48 59 0.99541 3.61 0.7 11.5 394 | 5 5.6 0.915 0 2.1 0.041 17 78 0.99346 3.68 0.73 11.4 395 | 5 9.8 0.39 0.43 1.65 0.068 5 11 0.99478 3.19 0.46 11.4 396 | 5 6.7 0.64 0.23 2.1 0.08 11 119 0.99538 3.36 0.7 10.9 397 | 6 7 0.43 0.3 2 0.085 6 39 0.99346 3.33 0.46 11.9 398 | 6 9.1 0.4 0.57 4.6 0.08 6 20 0.99652 3.28 0.57 12.5 399 | 5 6.4 0.885 0 2.3 0.166 6 12 0.99551 3.56 0.51 10.8 400 | 6 7.9 0.58 0.23 2.3 0.076 23 94 0.99686 3.21 0.58 9.5 401 | 6 7.9 0.58 0.23 2.3 0.076 23 94 0.99686 3.21 0.58 9.5 402 | 8 8.6 0.42 0.39 1.8 0.068 6 12 0.99516 3.35 0.69 11.7 403 | 7 7.2 0.36 0.46 2.1 0.074 24 44 0.99534 3.4 0.85 11 404 | 7 7.2 0.36 0.46 2.1 0.074 24 44 0.99534 3.4 0.85 11 405 | 5 6.6 0.44 0.15 2.1 0.076 22 53 0.9957 3.32 0.62 9.3 406 | 6 10.2 0.33 0.46 1.9 0.081 6 9 0.99628 3.1 0.48 10.4 407 | 6 8.2 0.34 0.37 1.9 0.057 43 74 0.99408 3.23 0.81 12 408 | 6 10.9 0.32 0.52 1.8 0.132 17 44 0.99734 3.28 0.77 11.5 409 | 6 10.5 0.36 0.47 2.2 0.074 9 23 0.99638 3.23 0.76 12 410 | 5 7.5 0.58 0.03 4.1 0.08 27 46 0.99592 3.02 0.47 9.2 411 | 5 7.6 0.43 0.29 2.1 0.075 19 66 0.99718 3.4 0.64 9.5 412 | 5 7.6 0.43 0.29 2.1 0.075 19 66 0.99718 3.4 0.64 9.5 413 | 4 6 0.33 0.32 12.9 0.054 6 113 0.99572 3.3 0.56 11.5 414 | 4 8.1 0.73 0 2.5 0.081 12 24 0.99798 3.38 0.46 9.6 415 | 5 9.8 0.37 0.39 2.5 0.079 28 65 0.99729 3.16 0.59 9.8 416 | 6 5.9 0.29 0.25 13.4 0.067 72 160 0.99721 3.33 0.54 10.3 417 | 5 7.4 0.55 0.19 1.8 0.082 15 34 0.99655 3.49 0.68 10.5 418 | 6 7.1 0.6 0.01 2.3 0.079 24 37 0.99514 3.4 0.61 10.9 419 | 5 7.9 0.66 0 1.4 0.096 6 13 0.99569 3.43 0.58 9.5 420 | 5 7.5 0.59 0.22 1.8 0.082 43 60 0.99499 3.1 0.42 9.2 421 | 6 6.8 0.64 0 2.7 0.123 15 33 0.99538 3.44 0.63 11.3 422 | 5 9.8 0.45 0.38 2.5 0.081 34 66 0.99726 3.15 0.58 9.8 423 | 6 7.2 0.57 0.05 2.3 0.081 16 36 0.99564 3.38 0.6 10.3 424 | 6 6.9 0.41 0.31 2 0.079 21 51 0.99668 3.47 0.55 9.5 425 | 6 7.3 0.44 0.2 1.6 0.049 24 64 0.9935 3.38 0.57 11.7 426 | 6 7.8 0.58 0.13 2.1 0.102 17 36 0.9944 3.24 0.53 11.2 427 | 6 7 0.69 0 1.9 0.114 3 10 0.99636 3.35 0.6 9.7 428 | 6 7.1 0.46 0.2 1.9 0.077 28 54 0.9956 3.37 0.64 10.4 429 | 6 8.7 0.63 0.28 2.7 0.096 17 69 0.99734 3.26 0.63 10.2 430 | 6 7.1 0.16 0.44 2.5 0.068 17 31 0.99328 3.35 0.54 12.4 431 | 5 7 0.6 0.3 4.5 0.068 20 110 0.99914 3.3 1.17 10.2 432 | 6 5.9 0.395 0.13 2.4 0.056 14 28 0.99362 3.62 0.67 12.4 433 | 5 6.6 0.63 0 4.3 0.093 51 77.5 0.99558 3.2 0.45 9.5 434 | 6 5.7 0.6 0 1.4 0.063 11 18 0.99191 3.45 0.56 12.2 435 | 6 6.7 0.86 0.07 2 0.1 20 57 0.99598 3.6 0.74 11.7 436 | 5 7.6 0.79 0.21 2.3 0.087 21 68 0.9955 3.12 0.44 9.2 437 | 4 6.8 0.68 0.09 3.9 0.068 15 29 0.99524 3.41 0.52 11.1 438 | 5 7.5 0.61 0.26 1.9 0.073 24 88 0.99612 3.3 0.53 9.8 439 | 6 7 0.36 0.21 2.3 0.086 20 65 0.99558 3.4 0.54 10.1 440 | 6 5.4 0.74 0 1.2 0.041 16 46 0.99258 4.01 0.59 12.5 441 | 6 9.1 0.76 0.68 1.7 0.414 18 64 0.99652 2.9 1.33 9.1 442 | 5 9.1 0.34 0.42 1.8 0.058 9 18 0.99392 3.18 0.55 11.4 443 | 6 6.7 0.46 0.24 1.7 0.077 18 34 0.9948 3.39 0.6 10.6 444 | 5 6.5 0.52 0.11 1.8 0.073 13 38 0.9955 3.34 0.52 9.3 445 | 5 7.8 0.87 0.26 3.8 0.107 31 67 0.99668 3.26 0.46 9.2 446 | 5 7.2 0.835 0 2 0.166 4 11 0.99608 3.39 0.52 10 447 | 5 6 0.5 0 1.4 0.057 15 26 0.99448 3.36 0.45 9.5 448 | 6 7.5 0.51 0.02 1.7 0.084 13 31 0.99538 3.36 0.54 10.5 449 | 6 7.5 0.51 0.02 1.7 0.084 13 31 0.99538 3.36 0.54 10.5 450 | 5 6.1 0.59 0.01 2.1 0.056 5 13 0.99472 3.52 0.56 11.4 451 | 5 6.9 0.57 0 2.8 0.081 21 41 0.99518 3.41 0.52 10.8 452 | 5 7.6 0.645 0.03 1.9 0.086 14 57 0.9969 3.37 0.46 10.3 453 | 5 6.1 0.32 0.25 1.8 0.086 5 32 0.99464 3.36 0.44 10.1 454 | 5 7.4 0.64 0.17 5.4 0.168 52 98 0.99736 3.28 0.5 9.5 455 | 5 8.3 0.85 0.14 2.5 0.093 13 54 0.99724 3.36 0.54 10.1 456 | 6 7.2 0.605 0.02 1.9 0.096 10 31 0.995 3.46 0.53 11.8 457 | 6 6.9 0.54 0.3 2.2 0.088 9 105 0.99725 3.25 1.18 10.5 458 | 5 8.7 0.78 0.51 1.7 0.415 12 66 0.99623 3 1.17 9.2 459 | 5 7.7 0.75 0.27 3.8 0.11 34 89 0.99664 3.24 0.45 9.3 460 | 5 8.2 0.885 0.2 1.4 0.086 7 31 0.9946 3.11 0.46 10 461 | 6 7.5 0.57 0.02 2.6 0.077 11 35 0.99557 3.36 0.62 10.8 462 | 5 8 0.6 0.22 2.1 0.08 25 105 0.99613 3.3 0.49 9.9 463 | 5 8 0.81 0.25 3.4 0.076 34 85 0.99668 3.19 0.42 9.2 464 | 5 6.6 0.64 0.31 6.1 0.083 7 49 0.99718 3.35 0.68 10.3 465 | 5 8 0.64 0.22 2.4 0.094 5 33 0.99612 3.37 0.58 11 466 | 5 6.4 0.57 0.14 3.9 0.07 27 73 0.99669 3.32 0.48 9.2 467 | 5 7.3 0.59 0.26 2 0.08 17 104 0.99584 3.28 0.52 9.9 468 | 5 7.9 0.69 0.21 2.1 0.08 33 141 0.9962 3.25 0.51 9.9 469 | 8 7.2 0.33 0.33 1.7 0.061 3 13 0.996 3.23 1.1 10 470 | 6 8.2 0.24 0.34 5.1 0.062 8 22 0.9974 3.22 0.94 10.9 471 | 6 6 0.51 0 2.1 0.064 40 54 0.995 3.54 0.93 10.7 472 | 6 8.2 0.24 0.34 5.1 0.062 8 22 0.9974 3.22 0.94 10.9 473 | 5 6.2 0.58 0 1.6 0.065 8 18 0.9966 3.56 0.84 9.4 474 | 5 7.8 0.53 0.01 1.6 0.077 3 19 0.995 3.16 0.46 9.8 475 | 5 7.5 0.4 0.18 1.6 0.079 24 58 0.9965 3.34 0.58 9.4 476 | 6 8.3 0.26 0.37 1.4 0.076 8 23 0.9974 3.26 0.7 9.6 477 | 5 7.6 0.41 0.33 2.5 0.078 6 23 0.9957 3.3 0.58 11.2 478 | 5 7.4 0.41 0.24 1.8 0.066 18 47 0.9956 3.37 0.62 10.4 479 | 7 6.1 0.4 0.16 1.8 0.069 11 25 0.9955 3.42 0.74 10.1 480 | 5 10 0.38 0.38 1.6 0.169 27 90 0.99914 3.15 0.65 8.5 481 | 6 7.3 0.67 0.02 2.2 0.072 31 92 0.99566 3.32 0.68 11.0666666666667 482 | 5 6.9 0.63 0.02 1.9 0.078 18 30 0.99712 3.4 0.75 9.8 483 | 6 7.4 0.785 0.19 5.2 0.094 19 98 0.99713 3.16 0.52 9.6 484 | 5 6.9 0.58 0.01 1.9 0.08 40 54 0.99683 3.4 0.73 9.7 485 | 7 7.8 0.32 0.44 2.7 0.104 8 17 0.99732 3.33 0.78 11 486 | 6 11.7 0.45 0.63 2.2 0.073 7 23 0.99974 3.21 0.69 10.9 487 | 5 7.6 0.49 0.33 1.9 0.074 27 85 0.99706 3.41 0.58 9 488 | 6 6.4 0.42 0.09 2.3 0.054 34 64 0.99724 3.41 0.68 10.4 489 | 6 6.9 0.63 0.01 2.4 0.076 14 39 0.99522 3.34 0.53 10.8 490 | 7 7.3 0.48 0.32 2.1 0.062 31 54 0.99728 3.3 0.65 10 491 | 3 7.3 0.98 0.05 2.1 0.061 20 49 0.99705 3.31 0.55 9.7 492 | 6 7.6 0.35 0.6 2.6 0.073 23 44 0.99656 3.38 0.79 11.1 493 | 7 5.3 0.47 0.11 2.2 0.048 16 89 0.99182 3.54 0.88 13.5666666666667 494 | 3 7.1 0.875 0.05 5.7 0.082 3 14 0.99808 3.4 0.52 10.2 495 | 5 8.2 0.28 0.6 3 0.104 10 22 0.99828 3.39 0.68 10.6 496 | 4 6.8 0.91 0.06 2 0.06 4 11 0.99592 3.53 0.64 10.9 497 | 5 6 0.64 0.05 1.9 0.066 9 17 0.99496 3.52 0.78 10.6 498 | 6 7.1 0.22 0.49 1.8 0.039 8 18 0.99344 3.39 0.56 12.4 499 | 5 7.7 0.54 0.26 1.9 0.089 23 147 0.99636 3.26 0.59 9.7 500 | 5 7.7 0.54 0.26 1.9 0.089 23 147 0.99636 3.26 0.59 9.7 501 | 6 6.9 0.74 0.03 2.3 0.054 7 16 0.99508 3.45 0.63 11.5 502 | 5 7.3 0.585 0.18 2.4 0.078 15 60 0.99638 3.31 0.54 9.8 503 | 3 6.7 0.76 0.02 1.8 0.078 6 12 0.996 3.55 0.63 9.95 504 | 6 7.1 0.27 0.6 2.1 0.074 17 25 0.99814 3.38 0.72 10.6 505 | 5 7.1 0.69 0.04 2.1 0.068 19 27 0.99712 3.44 0.67 9.8 506 | 6 6.9 0.84 0.21 4.1 0.074 16 65 0.99842 3.53 0.72 9.23333333333333 507 | 6 6.5 0.53 0.06 2 0.063 29 44 0.99489 3.38 0.83 10.3 508 | 6 6.5 0.53 0.06 2 0.063 29 44 0.99489 3.38 0.83 10.3 509 | 5 6.8 0.48 0.25 2 0.076 29 61 0.9953 3.34 0.6 10.4 510 | 6 6.8 0.47 0.08 2.2 0.064 18 38 0.99553 3.3 0.65 9.6 511 | 6 7.1 0.69 0.08 2.1 0.063 42 52 0.99608 3.42 0.6 10.2 512 | 6 7.2 0.53 0.13 2 0.058 18 22 0.99573 3.21 0.68 9.9 513 | 6 7 0.55 0.13 2.2 0.075 15 35 0.9959 3.36 0.59 9.7 514 | 5 6.2 0.64 0.09 2.5 0.081 15 26 0.99538 3.57 0.63 12 515 | 7 7.4 0.25 0.29 2.2 0.054 19 49 0.99666 3.4 0.76 10.9 516 | 7 8.4 0.37 0.43 2.3 0.063 12 19 0.9955 3.17 0.81 11.2 517 | 5 6.3 0.6 0.1 1.6 0.048 12 26 0.99306 3.55 0.51 12.1 518 | 5 7.1 0.68 0 2.3 0.087 17 26 0.99783 3.45 0.53 9.5 519 | 5 7.3 0.735 0 2.2 0.08 18 28 0.99765 3.41 0.6 9.4 520 | 5 6.6 0.88 0.04 2.2 0.066 12 20 0.99636 3.53 0.56 9.9 521 | 5 7.8 0.6 0.26 2 0.08 31 131 0.99622 3.21 0.52 9.9 522 | 5 7.2 0.695 0.13 2 0.076 12 20 0.99546 3.29 0.54 10.1 523 | 6 6.7 0.67 0.02 1.9 0.061 26 42 0.99489 3.39 0.82 10.9 524 | 5 7 0.56 0.13 1.6 0.077 25 42 0.99629 3.34 0.59 9.2 525 | 6 6.4 0.38 0.14 2.2 0.038 15 25 0.99514 3.44 0.65 11.1 526 | 6 5.6 0.31 0.78 13.9 0.074 23 92 0.99677 3.39 0.48 10.5 527 | 6 6.2 0.7 0.15 5.1 0.076 13 27 0.99622 3.54 0.6 11.9 528 | 6 7.4 0.35 0.33 2.4 0.068 9 26 0.9947 3.36 0.6 11.9 529 | 5 6.2 0.46 0.29 2.1 0.074 32 98 0.99578 3.33 0.62 9.8 530 | 6 7.5 0.31 0.41 2.4 0.065 34 60 0.99492 3.34 0.85 11.4 531 | 5 6.6 0.725 0.2 7.8 0.073 29 79 0.9977 3.29 0.54 9.2 532 | 6 6.3 0.51 0.13 2.3 0.076 29 40 0.99574 3.42 0.75 11 533 | 6 5.9 0.55 0.1 2.2 0.062 39 51 0.99512 3.52 0.76 11.2 534 | 6 6 0.31 0.47 3.6 0.067 18 42 0.99549 3.39 0.66 11 535 | --------------------------------------------------------------------------------