From dd831755080fdf07889c4ba657115f5d479e33d5 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Ricardo=20Montan=CC=83ana?= Date: Sun, 11 Apr 2021 02:21:25 +0200 Subject: [PATCH] Fix normalize error --- .gitignore | 2 + analysis_mysql.py | 40 ++-- data/csv/balance-scale.csv | 4 +- data/csv/balloons.csv | 4 +- data/csv/breast-cancer-wisc-diag.csv | 4 +- data/csv/breast-cancer-wisc-prog.csv | 4 +- data/csv/breast-cancer-wisc.csv | 4 +- data/csv/breast-cancer.csv | 4 +- data/csv/cardiotocography-10clases.csv | 4 +- data/csv/cardiotocography-3clases.csv | 4 +- data/csv/conn-bench-sonar-mines-rocks.csv | 4 +- data/csv/cylinder-bands.csv | 4 +- data/csv/dermatology.csv | 4 +- data/csv/echocardiogram.csv | 4 +- data/csv/fertility.csv | 4 +- data/csv/haberman-survival.csv | 4 +- data/csv/heart-hungarian.csv | 4 +- data/csv/hepatitis.csv | 4 +- data/csv/ilpd-indian-liver.csv | 4 +- data/csv/ionosphere.csv | 4 +- data/csv/iris.csv | 4 +- data/csv/led-display.csv | 4 +- data/csv/libras.csv | 4 +- data/csv/low-res-spect.csv | 4 +- data/csv/lymphography.csv | 4 +- data/csv/mammographic.csv | 4 +- data/csv/molec-biol-promoter.csv | 4 +- data/csv/musk-1.csv | 4 +- data/csv/oocytes_merluccius_nucleus_4d.csv | 4 +- data/csv/oocytes_merluccius_states_2f.csv | 4 +- data/csv/oocytes_trisopterus_nucleus_2f.csv | 4 +- data/csv/oocytes_trisopterus_states_5b.csv | 4 +- data/csv/parkinsons.csv | 4 +- data/csv/pima.csv | 4 +- data/csv/pittsburg-bridges-MATERIAL.csv | 4 +- data/csv/pittsburg-bridges-REL-L.csv | 4 +- data/csv/pittsburg-bridges-SPAN.csv | 4 +- data/csv/pittsburg-bridges-T-OR-D.csv | 4 +- data/csv/planning.csv | 4 +- data/csv/post-operative.csv | 4 +- data/csv/seeds.csv | 4 +- data/csv/statlog-australian-credit.csv | 4 +- data/csv/statlog-german-credit.csv | 4 +- data/csv/statlog-heart.csv | 4 +- data/csv/statlog-image.csv | 4 +- data/csv/statlog-vehicle.csv | 4 +- data/csv/synthetic-control.csv | 4 +- data/csv/tic-tac-toe.csv | 4 +- data/csv/vertebral-column-2clases.csv | 4 +- data/csv/wine.csv | 4 +- data/csv/zoo.csv | 4 +- data/oc1output/balance-scale_1.txt | 22 +-- data/oc1output/balance-scale_17.txt | 22 +-- data/oc1output/balance-scale_1714.txt | 22 +-- data/oc1output/balance-scale_23.txt | 20 +- data/oc1output/balance-scale_31.txt | 22 +-- data/oc1output/balance-scale_57.txt | 22 +-- data/oc1output/balance-scale_7.txt | 22 +-- data/oc1output/balance-scale_79.txt | 22 +-- data/oc1output/balance-scale_83.txt | 21 +- data/oc1output/balance-scale_97.txt | 22 +-- data/oc1output/balloons_1.txt | 14 +- data/oc1output/balloons_17.txt | 15 +- data/oc1output/balloons_1714.txt | 12 +- data/oc1output/balloons_23.txt | 12 +- data/oc1output/balloons_31.txt | 14 +- data/oc1output/balloons_57.txt | 12 +- data/oc1output/balloons_7.txt | 10 +- data/oc1output/balloons_79.txt | 14 +- data/oc1output/balloons_83.txt | 8 +- data/oc1output/balloons_97.txt | 16 +- data/oc1output/breast-cancer-wisc-diag_1.txt | 22 +-- data/oc1output/breast-cancer-wisc-diag_17.txt | 22 +-- .../breast-cancer-wisc-diag_1714.txt | 22 +-- data/oc1output/breast-cancer-wisc-diag_23.txt | 21 +- data/oc1output/breast-cancer-wisc-diag_31.txt | 20 +- data/oc1output/breast-cancer-wisc-diag_57.txt | 21 +- data/oc1output/breast-cancer-wisc-diag_7.txt | 22 +-- data/oc1output/breast-cancer-wisc-diag_79.txt | 22 +-- data/oc1output/breast-cancer-wisc-diag_83.txt | 22 +-- data/oc1output/breast-cancer-wisc-diag_97.txt | 22 +-- data/oc1output/breast-cancer-wisc-prog_1.txt | 22 +-- data/oc1output/breast-cancer-wisc-prog_17.txt | 22 +-- .../breast-cancer-wisc-prog_1714.txt | 22 +-- data/oc1output/breast-cancer-wisc-prog_23.txt | 22 +-- data/oc1output/breast-cancer-wisc-prog_31.txt | 22 +-- data/oc1output/breast-cancer-wisc-prog_57.txt | 22 +-- data/oc1output/breast-cancer-wisc-prog_7.txt | 22 +-- data/oc1output/breast-cancer-wisc-prog_79.txt | 22 +-- data/oc1output/breast-cancer-wisc-prog_83.txt | 22 +-- data/oc1output/breast-cancer-wisc-prog_97.txt | 22 +-- data/oc1output/breast-cancer-wisc_1.txt | 21 +- data/oc1output/breast-cancer-wisc_17.txt | 22 +-- data/oc1output/breast-cancer-wisc_1714.txt | 22 +-- data/oc1output/breast-cancer-wisc_23.txt | 22 +-- data/oc1output/breast-cancer-wisc_31.txt | 22 +-- data/oc1output/breast-cancer-wisc_57.txt | 22 +-- data/oc1output/breast-cancer-wisc_7.txt | 22 +-- data/oc1output/breast-cancer-wisc_79.txt | 22 +-- data/oc1output/breast-cancer-wisc_83.txt | 22 +-- data/oc1output/breast-cancer-wisc_97.txt | 22 +-- data/oc1output/breast-cancer_1.txt | 22 +-- data/oc1output/breast-cancer_17.txt | 22 +-- data/oc1output/breast-cancer_1714.txt | 22 +-- data/oc1output/breast-cancer_23.txt | 22 +-- data/oc1output/breast-cancer_31.txt | 22 +-- data/oc1output/breast-cancer_57.txt | 22 +-- data/oc1output/breast-cancer_7.txt | 22 +-- data/oc1output/breast-cancer_79.txt | 22 +-- data/oc1output/breast-cancer_83.txt | 22 +-- data/oc1output/breast-cancer_97.txt | 22 +-- .../oc1output/cardiotocography-10clases_1.txt | 22 +-- .../cardiotocography-10clases_17.txt | 22 +-- .../cardiotocography-10clases_1714.txt | 22 +-- .../cardiotocography-10clases_23.txt | 22 +-- .../cardiotocography-10clases_31.txt | 22 +-- .../cardiotocography-10clases_57.txt | 22 +-- .../oc1output/cardiotocography-10clases_7.txt | 22 +-- .../cardiotocography-10clases_79.txt | 22 +-- .../cardiotocography-10clases_83.txt | 22 +-- .../cardiotocography-10clases_97.txt | 22 +-- data/oc1output/cardiotocography-3clases_1.txt | 22 +-- .../oc1output/cardiotocography-3clases_17.txt | 22 +-- .../cardiotocography-3clases_1714.txt | 22 +-- .../oc1output/cardiotocography-3clases_23.txt | 22 +-- .../oc1output/cardiotocography-3clases_31.txt | 22 +-- .../oc1output/cardiotocography-3clases_57.txt | 22 +-- data/oc1output/cardiotocography-3clases_7.txt | 22 +-- .../oc1output/cardiotocography-3clases_79.txt | 22 +-- .../oc1output/cardiotocography-3clases_83.txt | 22 +-- .../oc1output/cardiotocography-3clases_97.txt | 22 +-- .../conn-bench-sonar-mines-rocks_1.txt | 22 +-- .../conn-bench-sonar-mines-rocks_17.txt | 20 +- .../conn-bench-sonar-mines-rocks_1714.txt | 22 +-- .../conn-bench-sonar-mines-rocks_23.txt | 22 +-- .../conn-bench-sonar-mines-rocks_31.txt | 22 +-- .../conn-bench-sonar-mines-rocks_57.txt | 21 +- .../conn-bench-sonar-mines-rocks_7.txt | 22 +-- .../conn-bench-sonar-mines-rocks_79.txt | 22 +-- .../conn-bench-sonar-mines-rocks_83.txt | 22 +-- .../conn-bench-sonar-mines-rocks_97.txt | 22 +-- data/oc1output/cylinder-bands_1.txt | 22 +-- data/oc1output/cylinder-bands_17.txt | 22 +-- data/oc1output/cylinder-bands_1714.txt | 21 +- data/oc1output/cylinder-bands_23.txt | 22 +-- data/oc1output/cylinder-bands_31.txt | 21 +- data/oc1output/cylinder-bands_57.txt | 22 +-- data/oc1output/cylinder-bands_7.txt | 22 +-- data/oc1output/cylinder-bands_79.txt | 22 +-- data/oc1output/cylinder-bands_83.txt | 22 +-- data/oc1output/cylinder-bands_97.txt | 22 +-- data/oc1output/dermatology_1.txt | 22 +-- data/oc1output/dermatology_17.txt | 22 +-- data/oc1output/dermatology_1714.txt | 21 +- data/oc1output/dermatology_23.txt | 22 +-- data/oc1output/dermatology_31.txt | 21 +- data/oc1output/dermatology_57.txt | 22 +-- data/oc1output/dermatology_7.txt | 22 +-- data/oc1output/dermatology_79.txt | 21 +- data/oc1output/dermatology_83.txt | 21 +- data/oc1output/dermatology_97.txt | 22 +-- data/oc1output/echocardiogram_1.txt | 22 +-- data/oc1output/echocardiogram_17.txt | 22 +-- data/oc1output/echocardiogram_1714.txt | 22 +-- data/oc1output/echocardiogram_23.txt | 22 +-- data/oc1output/echocardiogram_31.txt | 22 +-- data/oc1output/echocardiogram_57.txt | 21 +- data/oc1output/echocardiogram_7.txt | 22 +-- data/oc1output/echocardiogram_79.txt | 22 +-- data/oc1output/echocardiogram_83.txt | 22 +-- data/oc1output/echocardiogram_97.txt | 22 +-- data/oc1output/fertility_1.txt | 22 +-- data/oc1output/fertility_17.txt | 22 +-- data/oc1output/fertility_1714.txt | 22 +-- data/oc1output/fertility_23.txt | 22 +-- data/oc1output/fertility_31.txt | 22 +-- data/oc1output/fertility_57.txt | 22 +-- data/oc1output/fertility_7.txt | 20 +- data/oc1output/fertility_79.txt | 22 +-- data/oc1output/fertility_83.txt | 22 +-- data/oc1output/fertility_97.txt | 22 +-- data/oc1output/haberman-survival_1.txt | 22 +-- data/oc1output/haberman-survival_17.txt | 22 +-- data/oc1output/haberman-survival_1714.txt | 22 +-- data/oc1output/haberman-survival_23.txt | 22 +-- data/oc1output/haberman-survival_31.txt | 22 +-- data/oc1output/haberman-survival_57.txt | 22 +-- data/oc1output/haberman-survival_7.txt | 22 +-- data/oc1output/haberman-survival_79.txt | 20 +- data/oc1output/haberman-survival_83.txt | 21 +- data/oc1output/haberman-survival_97.txt | 22 +-- data/oc1output/heart-hungarian_1.txt | 22 +-- data/oc1output/heart-hungarian_17.txt | 22 +-- data/oc1output/heart-hungarian_1714.txt | 22 +-- data/oc1output/heart-hungarian_23.txt | 22 +-- data/oc1output/heart-hungarian_31.txt | 22 +-- data/oc1output/heart-hungarian_57.txt | 22 +-- data/oc1output/heart-hungarian_7.txt | 22 +-- data/oc1output/heart-hungarian_79.txt | 22 +-- data/oc1output/heart-hungarian_83.txt | 22 +-- data/oc1output/heart-hungarian_97.txt | 22 +-- data/oc1output/hepatitis_1.txt | 22 +-- data/oc1output/hepatitis_17.txt | 22 +-- data/oc1output/hepatitis_1714.txt | 22 +-- data/oc1output/hepatitis_23.txt | 20 +- data/oc1output/hepatitis_31.txt | 21 +- data/oc1output/hepatitis_57.txt | 22 +-- data/oc1output/hepatitis_7.txt | 22 +-- data/oc1output/hepatitis_79.txt | 22 +-- data/oc1output/hepatitis_83.txt | 22 +-- data/oc1output/hepatitis_97.txt | 22 +-- data/oc1output/ilpd-indian-liver_1.txt | 22 +-- data/oc1output/ilpd-indian-liver_17.txt | 22 +-- data/oc1output/ilpd-indian-liver_1714.txt | 22 +-- data/oc1output/ilpd-indian-liver_23.txt | 22 +-- data/oc1output/ilpd-indian-liver_31.txt | 22 +-- data/oc1output/ilpd-indian-liver_57.txt | 22 +-- data/oc1output/ilpd-indian-liver_7.txt | 22 +-- data/oc1output/ilpd-indian-liver_79.txt | 22 +-- data/oc1output/ilpd-indian-liver_83.txt | 20 +- data/oc1output/ilpd-indian-liver_97.txt | 22 +-- data/oc1output/ionosphere_1.txt | 22 +-- data/oc1output/ionosphere_17.txt | 22 +-- data/oc1output/ionosphere_1714.txt | 22 +-- data/oc1output/ionosphere_23.txt | 22 +-- data/oc1output/ionosphere_31.txt | 22 +-- data/oc1output/ionosphere_57.txt | 21 +- data/oc1output/ionosphere_7.txt | 22 +-- data/oc1output/ionosphere_79.txt | 21 +- data/oc1output/ionosphere_83.txt | 22 +-- data/oc1output/ionosphere_97.txt | 22 +-- data/oc1output/iris_1.txt | 20 +- data/oc1output/iris_17.txt | 22 +-- data/oc1output/iris_1714.txt | 21 +- data/oc1output/iris_23.txt | 20 +- data/oc1output/iris_31.txt | 18 +- data/oc1output/iris_57.txt | 20 +- data/oc1output/iris_7.txt | 22 +-- data/oc1output/iris_79.txt | 21 +- data/oc1output/iris_83.txt | 18 +- data/oc1output/iris_97.txt | 19 +- data/oc1output/led-display_1.txt | 21 +- data/oc1output/led-display_17.txt | 22 +-- data/oc1output/led-display_1714.txt | 22 +-- data/oc1output/led-display_23.txt | 22 +-- data/oc1output/led-display_31.txt | 20 +- data/oc1output/led-display_57.txt | 20 +- data/oc1output/led-display_7.txt | 22 +-- data/oc1output/led-display_79.txt | 22 +-- data/oc1output/led-display_83.txt | 20 +- data/oc1output/led-display_97.txt | 22 +-- data/oc1output/libras_1.txt | 22 +-- data/oc1output/libras_17.txt | 20 +- data/oc1output/libras_1714.txt | 22 +-- data/oc1output/libras_23.txt | 21 +- data/oc1output/libras_31.txt | 22 +-- data/oc1output/libras_57.txt | 21 +- data/oc1output/libras_7.txt | 22 +-- data/oc1output/libras_79.txt | 22 +-- data/oc1output/libras_83.txt | 22 +-- data/oc1output/libras_97.txt | 21 +- data/oc1output/low-res-spect_1.txt | 18 +- data/oc1output/low-res-spect_17.txt | 14 +- data/oc1output/low-res-spect_1714.txt | 18 +- data/oc1output/low-res-spect_23.txt | 16 +- data/oc1output/low-res-spect_31.txt | 16 +- data/oc1output/low-res-spect_57.txt | 16 +- data/oc1output/low-res-spect_7.txt | 20 +- data/oc1output/low-res-spect_79.txt | 20 +- data/oc1output/low-res-spect_83.txt | 22 +-- data/oc1output/low-res-spect_97.txt | 18 +- data/oc1output/lymphography_1.txt | 22 +-- data/oc1output/lymphography_17.txt | 22 +-- data/oc1output/lymphography_1714.txt | 22 +-- data/oc1output/lymphography_23.txt | 22 +-- data/oc1output/lymphography_31.txt | 22 +-- data/oc1output/lymphography_57.txt | 22 +-- data/oc1output/lymphography_7.txt | 22 +-- data/oc1output/lymphography_79.txt | 22 +-- data/oc1output/lymphography_83.txt | 22 +-- data/oc1output/lymphography_97.txt | 21 +- data/oc1output/mammographic_1.txt | 20 +- data/oc1output/mammographic_17.txt | 22 +-- data/oc1output/mammographic_1714.txt | 22 +-- data/oc1output/mammographic_23.txt | 22 +-- data/oc1output/mammographic_31.txt | 22 +-- data/oc1output/mammographic_57.txt | 22 +-- data/oc1output/mammographic_7.txt | 22 +-- data/oc1output/mammographic_79.txt | 22 +-- data/oc1output/mammographic_83.txt | 22 +-- data/oc1output/mammographic_97.txt | 22 +-- data/oc1output/molec-biol-promoter_1.txt | 10 +- data/oc1output/molec-biol-promoter_17.txt | 10 +- data/oc1output/molec-biol-promoter_1714.txt | 10 +- data/oc1output/molec-biol-promoter_23.txt | 10 +- data/oc1output/molec-biol-promoter_31.txt | 10 +- data/oc1output/molec-biol-promoter_57.txt | 10 +- data/oc1output/molec-biol-promoter_7.txt | 10 +- data/oc1output/molec-biol-promoter_79.txt | 10 +- data/oc1output/molec-biol-promoter_83.txt | 10 +- data/oc1output/molec-biol-promoter_97.txt | 10 +- data/oc1output/musk-1_1.txt | 19 +- data/oc1output/musk-1_17.txt | 19 +- data/oc1output/musk-1_1714.txt | 19 +- data/oc1output/musk-1_23.txt | 19 +- data/oc1output/musk-1_31.txt | 19 +- data/oc1output/musk-1_57.txt | 19 +- data/oc1output/musk-1_7.txt | 19 +- data/oc1output/musk-1_79.txt | 19 +- data/oc1output/musk-1_83.txt | 19 +- data/oc1output/musk-1_97.txt | 19 +- .../oocytes_merluccius_nucleus_4d_1.txt | 22 +-- .../oocytes_merluccius_nucleus_4d_17.txt | 22 +-- .../oocytes_merluccius_nucleus_4d_1714.txt | 22 +-- .../oocytes_merluccius_nucleus_4d_23.txt | 22 +-- .../oocytes_merluccius_nucleus_4d_31.txt | 22 +-- .../oocytes_merluccius_nucleus_4d_57.txt | 22 +-- .../oocytes_merluccius_nucleus_4d_7.txt | 22 +-- .../oocytes_merluccius_nucleus_4d_79.txt | 22 +-- .../oocytes_merluccius_nucleus_4d_83.txt | 22 +-- .../oocytes_merluccius_nucleus_4d_97.txt | 22 +-- .../oocytes_merluccius_states_2f_1.txt | 22 +-- .../oocytes_merluccius_states_2f_17.txt | 22 +-- .../oocytes_merluccius_states_2f_1714.txt | 22 +-- .../oocytes_merluccius_states_2f_23.txt | 22 +-- .../oocytes_merluccius_states_2f_31.txt | 22 +-- .../oocytes_merluccius_states_2f_57.txt | 22 +-- .../oocytes_merluccius_states_2f_7.txt | 22 +-- .../oocytes_merluccius_states_2f_79.txt | 22 +-- .../oocytes_merluccius_states_2f_83.txt | 22 +-- .../oocytes_merluccius_states_2f_97.txt | 22 +-- .../oocytes_trisopterus_nucleus_2f_1.txt | 22 +-- .../oocytes_trisopterus_nucleus_2f_17.txt | 22 +-- .../oocytes_trisopterus_nucleus_2f_1714.txt | 22 +-- .../oocytes_trisopterus_nucleus_2f_23.txt | 22 +-- .../oocytes_trisopterus_nucleus_2f_31.txt | 22 +-- .../oocytes_trisopterus_nucleus_2f_57.txt | 22 +-- .../oocytes_trisopterus_nucleus_2f_7.txt | 22 +-- .../oocytes_trisopterus_nucleus_2f_79.txt | 22 +-- .../oocytes_trisopterus_nucleus_2f_83.txt | 22 +-- .../oocytes_trisopterus_nucleus_2f_97.txt | 22 +-- .../oocytes_trisopterus_states_5b_1.txt | 22 +-- .../oocytes_trisopterus_states_5b_17.txt | 22 +-- .../oocytes_trisopterus_states_5b_1714.txt | 22 +-- .../oocytes_trisopterus_states_5b_23.txt | 22 +-- .../oocytes_trisopterus_states_5b_31.txt | 22 +-- .../oocytes_trisopterus_states_5b_57.txt | 22 +-- .../oocytes_trisopterus_states_5b_7.txt | 22 +-- .../oocytes_trisopterus_states_5b_79.txt | 22 +-- .../oocytes_trisopterus_states_5b_83.txt | 22 +-- .../oocytes_trisopterus_states_5b_97.txt | 22 +-- data/oc1output/parkinsons_1.txt | 22 +-- data/oc1output/parkinsons_17.txt | 22 +-- data/oc1output/parkinsons_1714.txt | 22 +-- data/oc1output/parkinsons_23.txt | 22 +-- data/oc1output/parkinsons_31.txt | 22 +-- data/oc1output/parkinsons_57.txt | 22 +-- data/oc1output/parkinsons_7.txt | 21 +- data/oc1output/parkinsons_79.txt | 22 +-- data/oc1output/parkinsons_83.txt | 22 +-- data/oc1output/parkinsons_97.txt | 21 +- data/oc1output/pima_1.txt | 22 +-- data/oc1output/pima_17.txt | 22 +-- data/oc1output/pima_1714.txt | 22 +-- data/oc1output/pima_23.txt | 22 +-- data/oc1output/pima_31.txt | 22 +-- data/oc1output/pima_57.txt | 22 +-- data/oc1output/pima_7.txt | 22 +-- data/oc1output/pima_79.txt | 22 +-- data/oc1output/pima_83.txt | 22 +-- data/oc1output/pima_97.txt | 22 +-- .../pittsburg-bridges-MATERIAL_1.txt | 22 +-- .../pittsburg-bridges-MATERIAL_17.txt | 22 +-- .../pittsburg-bridges-MATERIAL_1714.txt | 20 +- .../pittsburg-bridges-MATERIAL_23.txt | 22 +-- .../pittsburg-bridges-MATERIAL_31.txt | 20 +- .../pittsburg-bridges-MATERIAL_57.txt | 22 +-- .../pittsburg-bridges-MATERIAL_7.txt | 22 +-- .../pittsburg-bridges-MATERIAL_79.txt | 22 +-- .../pittsburg-bridges-MATERIAL_83.txt | 22 +-- .../pittsburg-bridges-MATERIAL_97.txt | 22 +-- data/oc1output/pittsburg-bridges-REL-L_1.txt | 22 +-- data/oc1output/pittsburg-bridges-REL-L_17.txt | 22 +-- .../pittsburg-bridges-REL-L_1714.txt | 22 +-- data/oc1output/pittsburg-bridges-REL-L_23.txt | 22 +-- data/oc1output/pittsburg-bridges-REL-L_31.txt | 22 +-- data/oc1output/pittsburg-bridges-REL-L_57.txt | 22 +-- data/oc1output/pittsburg-bridges-REL-L_7.txt | 22 +-- data/oc1output/pittsburg-bridges-REL-L_79.txt | 22 +-- data/oc1output/pittsburg-bridges-REL-L_83.txt | 22 +-- data/oc1output/pittsburg-bridges-REL-L_97.txt | 22 +-- data/oc1output/pittsburg-bridges-SPAN_1.txt | 22 +-- data/oc1output/pittsburg-bridges-SPAN_17.txt | 20 +- .../oc1output/pittsburg-bridges-SPAN_1714.txt | 22 +-- data/oc1output/pittsburg-bridges-SPAN_23.txt | 21 +- data/oc1output/pittsburg-bridges-SPAN_31.txt | 22 +-- data/oc1output/pittsburg-bridges-SPAN_57.txt | 22 +-- data/oc1output/pittsburg-bridges-SPAN_7.txt | 22 +-- data/oc1output/pittsburg-bridges-SPAN_79.txt | 22 +-- data/oc1output/pittsburg-bridges-SPAN_83.txt | 22 +-- data/oc1output/pittsburg-bridges-SPAN_97.txt | 22 +-- data/oc1output/pittsburg-bridges-T-OR-D_1.txt | 19 +- .../oc1output/pittsburg-bridges-T-OR-D_17.txt | 22 +-- .../pittsburg-bridges-T-OR-D_1714.txt | 22 +-- .../oc1output/pittsburg-bridges-T-OR-D_23.txt | 22 +-- .../oc1output/pittsburg-bridges-T-OR-D_31.txt | 20 +- .../oc1output/pittsburg-bridges-T-OR-D_57.txt | 22 +-- data/oc1output/pittsburg-bridges-T-OR-D_7.txt | 22 +-- .../oc1output/pittsburg-bridges-T-OR-D_79.txt | 20 +- .../oc1output/pittsburg-bridges-T-OR-D_83.txt | 20 +- .../oc1output/pittsburg-bridges-T-OR-D_97.txt | 22 +-- data/oc1output/planning_1.txt | 21 +- data/oc1output/planning_17.txt | 22 +-- data/oc1output/planning_1714.txt | 22 +-- data/oc1output/planning_23.txt | 22 +-- data/oc1output/planning_31.txt | 22 +-- data/oc1output/planning_57.txt | 22 +-- data/oc1output/planning_7.txt | 22 +-- data/oc1output/planning_79.txt | 22 +-- data/oc1output/planning_83.txt | 22 +-- data/oc1output/planning_97.txt | 22 +-- data/oc1output/post-operative_1.txt | 22 +-- data/oc1output/post-operative_17.txt | 22 +-- data/oc1output/post-operative_1714.txt | 22 +-- data/oc1output/post-operative_23.txt | 22 +-- data/oc1output/post-operative_31.txt | 22 +-- data/oc1output/post-operative_57.txt | 22 +-- data/oc1output/post-operative_7.txt | 22 +-- data/oc1output/post-operative_79.txt | 22 +-- data/oc1output/post-operative_83.txt | 22 +-- data/oc1output/post-operative_97.txt | 20 +- data/oc1output/seeds_1.txt | 22 +-- data/oc1output/seeds_17.txt | 21 +- data/oc1output/seeds_1714.txt | 22 +-- data/oc1output/seeds_23.txt | 20 +- data/oc1output/seeds_31.txt | 22 +-- data/oc1output/seeds_57.txt | 22 +-- data/oc1output/seeds_7.txt | 22 +-- data/oc1output/seeds_79.txt | 20 +- data/oc1output/seeds_83.txt | 22 +-- data/oc1output/seeds_97.txt | 22 +-- .../oc1output/statlog-australian-credit_1.txt | 22 +-- .../statlog-australian-credit_17.txt | 20 +- .../statlog-australian-credit_1714.txt | 22 +-- .../statlog-australian-credit_23.txt | 22 +-- .../statlog-australian-credit_31.txt | 22 +-- .../statlog-australian-credit_57.txt | 22 +-- .../oc1output/statlog-australian-credit_7.txt | 22 +-- .../statlog-australian-credit_79.txt | 22 +-- .../statlog-australian-credit_83.txt | 20 +- .../statlog-australian-credit_97.txt | 22 +-- data/oc1output/statlog-german-credit_1.txt | 22 +-- data/oc1output/statlog-german-credit_17.txt | 22 +-- data/oc1output/statlog-german-credit_1714.txt | 22 +-- data/oc1output/statlog-german-credit_23.txt | 22 +-- data/oc1output/statlog-german-credit_31.txt | 22 +-- data/oc1output/statlog-german-credit_57.txt | 22 +-- data/oc1output/statlog-german-credit_7.txt | 22 +-- data/oc1output/statlog-german-credit_79.txt | 22 +-- data/oc1output/statlog-german-credit_83.txt | 22 +-- data/oc1output/statlog-german-credit_97.txt | 22 +-- data/oc1output/statlog-heart_1.txt | 22 +-- data/oc1output/statlog-heart_17.txt | 22 +-- data/oc1output/statlog-heart_1714.txt | 22 +-- data/oc1output/statlog-heart_23.txt | 22 +-- data/oc1output/statlog-heart_31.txt | 22 +-- data/oc1output/statlog-heart_57.txt | 22 +-- data/oc1output/statlog-heart_7.txt | 22 +-- data/oc1output/statlog-heart_79.txt | 22 +-- data/oc1output/statlog-heart_83.txt | 22 +-- data/oc1output/statlog-heart_97.txt | 22 +-- data/oc1output/statlog-image_1.txt | 22 +-- data/oc1output/statlog-image_17.txt | 22 +-- data/oc1output/statlog-image_1714.txt | 22 +-- data/oc1output/statlog-image_23.txt | 21 +- data/oc1output/statlog-image_31.txt | 22 +-- data/oc1output/statlog-image_57.txt | 22 +-- data/oc1output/statlog-image_7.txt | 22 +-- data/oc1output/statlog-image_79.txt | 22 +-- data/oc1output/statlog-image_83.txt | 22 +-- data/oc1output/statlog-image_97.txt | 22 +-- data/oc1output/statlog-vehicle_1.txt | 22 +-- data/oc1output/statlog-vehicle_17.txt | 22 +-- data/oc1output/statlog-vehicle_1714.txt | 22 +-- data/oc1output/statlog-vehicle_23.txt | 22 +-- data/oc1output/statlog-vehicle_31.txt | 22 +-- data/oc1output/statlog-vehicle_57.txt | 22 +-- data/oc1output/statlog-vehicle_7.txt | 22 +-- data/oc1output/statlog-vehicle_79.txt | 21 +- data/oc1output/statlog-vehicle_83.txt | 22 +-- data/oc1output/statlog-vehicle_97.txt | 22 +-- data/oc1output/synthetic-control_1.txt | 22 +-- data/oc1output/synthetic-control_17.txt | 22 +-- data/oc1output/synthetic-control_1714.txt | 22 +-- data/oc1output/synthetic-control_23.txt | 22 +-- data/oc1output/synthetic-control_31.txt | 22 +-- data/oc1output/synthetic-control_57.txt | 22 +-- data/oc1output/synthetic-control_7.txt | 22 +-- data/oc1output/synthetic-control_79.txt | 22 +-- data/oc1output/synthetic-control_83.txt | 22 +-- data/oc1output/synthetic-control_97.txt | 21 +- data/oc1output/tic-tac-toe_1.txt | 22 +-- data/oc1output/tic-tac-toe_17.txt | 22 +-- data/oc1output/tic-tac-toe_1714.txt | 22 +-- data/oc1output/tic-tac-toe_23.txt | 22 +-- data/oc1output/tic-tac-toe_31.txt | 22 +-- data/oc1output/tic-tac-toe_57.txt | 22 +-- data/oc1output/tic-tac-toe_7.txt | 21 +- data/oc1output/tic-tac-toe_79.txt | 22 +-- data/oc1output/tic-tac-toe_83.txt | 22 +-- data/oc1output/tic-tac-toe_97.txt | 22 +-- data/oc1output/vertebral-column-2clases_1.txt | 22 +-- .../oc1output/vertebral-column-2clases_17.txt | 22 +-- .../vertebral-column-2clases_1714.txt | 22 +-- .../oc1output/vertebral-column-2clases_23.txt | 22 +-- .../oc1output/vertebral-column-2clases_31.txt | 22 +-- .../oc1output/vertebral-column-2clases_57.txt | 22 +-- data/oc1output/vertebral-column-2clases_7.txt | 22 +-- .../oc1output/vertebral-column-2clases_79.txt | 22 +-- .../oc1output/vertebral-column-2clases_83.txt | 22 +-- .../oc1output/vertebral-column-2clases_97.txt | 22 +-- data/oc1output/wine_1.txt | 21 +- data/oc1output/wine_17.txt | 22 +-- data/oc1output/wine_1714.txt | 21 +- data/oc1output/wine_23.txt | 22 +-- data/oc1output/wine_31.txt | 20 +- data/oc1output/wine_57.txt | 22 +-- data/oc1output/wine_7.txt | 21 +- data/oc1output/wine_79.txt | 22 +-- data/oc1output/wine_83.txt | 22 +-- data/oc1output/wine_97.txt | 22 +-- data/oc1output/zoo_1.txt | 20 -- data/oc1output/zoo_17.txt | 21 -- data/oc1output/zoo_1714.txt | 21 -- data/oc1output/zoo_23.txt | 20 -- data/oc1output/zoo_31.txt | 20 -- data/oc1output/zoo_57.txt | 21 -- data/oc1output/zoo_7.txt | 20 -- data/oc1output/zoo_79.txt | 21 -- data/oc1output/zoo_83.txt | 20 -- data/oc1output/zoo_97.txt | 21 -- experimentation/Experiments.py | 21 +- experimentation/Sets.py | 2 +- oc1_process.sh | 20 ++ oc1datasets.py | 4 +- report_mysql.py | 10 +- report_score.py | 179 ++++++++---------- results/adaBoost.txt | 62 ------ results/analysis.txt | 61 ------ results/bagging.txt | 62 ------ results/odte.txt | 62 ------ results/report.txt | 62 ------ results/stree.txt | 62 ------ wodt/WODT.py | 29 +++ 554 files changed, 3891 insertions(+), 7360 deletions(-) mode change 100755 => 100644 data/csv/balance-scale.csv mode change 100755 => 100644 data/csv/balloons.csv mode change 100755 => 100644 data/csv/breast-cancer-wisc-diag.csv mode change 100755 => 100644 data/csv/breast-cancer-wisc-prog.csv mode change 100755 => 100644 data/csv/breast-cancer-wisc.csv mode change 100755 => 100644 data/csv/breast-cancer.csv mode change 100755 => 100644 data/csv/cardiotocography-10clases.csv mode change 100755 => 100644 data/csv/cardiotocography-3clases.csv mode change 100755 => 100644 data/csv/conn-bench-sonar-mines-rocks.csv mode change 100755 => 100644 data/csv/cylinder-bands.csv mode change 100755 => 100644 data/csv/dermatology.csv mode change 100755 => 100644 data/csv/echocardiogram.csv mode change 100755 => 100644 data/csv/fertility.csv mode change 100755 => 100644 data/csv/haberman-survival.csv mode change 100755 => 100644 data/csv/heart-hungarian.csv mode change 100755 => 100644 data/csv/hepatitis.csv mode change 100755 => 100644 data/csv/ilpd-indian-liver.csv mode change 100755 => 100644 data/csv/ionosphere.csv mode change 100755 => 100644 data/csv/iris.csv mode change 100755 => 100644 data/csv/led-display.csv mode change 100755 => 100644 data/csv/libras.csv mode change 100755 => 100644 data/csv/low-res-spect.csv mode change 100755 => 100644 data/csv/lymphography.csv mode change 100755 => 100644 data/csv/mammographic.csv mode change 100755 => 100644 data/csv/molec-biol-promoter.csv mode change 100755 => 100644 data/csv/musk-1.csv mode change 100755 => 100644 data/csv/oocytes_merluccius_nucleus_4d.csv mode change 100755 => 100644 data/csv/oocytes_merluccius_states_2f.csv mode change 100755 => 100644 data/csv/oocytes_trisopterus_nucleus_2f.csv mode change 100755 => 100644 data/csv/oocytes_trisopterus_states_5b.csv mode change 100755 => 100644 data/csv/parkinsons.csv mode change 100755 => 100644 data/csv/pima.csv mode change 100755 => 100644 data/csv/pittsburg-bridges-MATERIAL.csv mode change 100755 => 100644 data/csv/pittsburg-bridges-REL-L.csv mode change 100755 => 100644 data/csv/pittsburg-bridges-SPAN.csv mode change 100755 => 100644 data/csv/pittsburg-bridges-T-OR-D.csv mode change 100755 => 100644 data/csv/planning.csv mode change 100755 => 100644 data/csv/post-operative.csv mode change 100755 => 100644 data/csv/seeds.csv mode change 100755 => 100644 data/csv/statlog-australian-credit.csv mode change 100755 => 100644 data/csv/statlog-german-credit.csv mode change 100755 => 100644 data/csv/statlog-heart.csv mode change 100755 => 100644 data/csv/statlog-image.csv mode change 100755 => 100644 data/csv/statlog-vehicle.csv mode change 100755 => 100644 data/csv/synthetic-control.csv mode change 100755 => 100644 data/csv/tic-tac-toe.csv mode change 100755 => 100644 data/csv/vertebral-column-2clases.csv mode change 100755 => 100644 data/csv/wine.csv mode change 100755 => 100644 data/csv/zoo.csv delete mode 100644 data/oc1output/zoo_1.txt delete mode 100644 data/oc1output/zoo_17.txt delete mode 100644 data/oc1output/zoo_1714.txt delete mode 100644 data/oc1output/zoo_23.txt delete mode 100644 data/oc1output/zoo_31.txt delete mode 100644 data/oc1output/zoo_57.txt delete mode 100644 data/oc1output/zoo_7.txt delete mode 100644 data/oc1output/zoo_79.txt delete mode 100644 data/oc1output/zoo_83.txt delete mode 100644 data/oc1output/zoo_97.txt create mode 100755 oc1_process.sh delete mode 100755 results/adaBoost.txt delete mode 100755 results/analysis.txt delete mode 100755 results/bagging.txt delete mode 100755 results/odte.txt delete mode 100755 results/report.txt delete mode 100755 results/stree.txt diff --git a/.gitignore b/.gitignore index 7de1018..9eedc2f 100644 --- a/.gitignore +++ b/.gitignore @@ -138,3 +138,5 @@ report_score.sql datasets_types table.tex report.csv +data/csv/* +data/oc1output/* diff --git a/analysis_mysql.py b/analysis_mysql.py index 8996eaf..f08dc39 100644 --- a/analysis_mysql.py +++ b/analysis_mysql.py @@ -20,8 +20,8 @@ models_ensemble = ["odte", "adaBoost", "bagging", "TBRaF", "TBRoF", "TBRRoF"] description = ["samp", "var", "cls"] complexity = ["nodes", "leaves", "depth"] title = "Best model results" -lengths_acc = [30, 4, 3, 3, 3, 3, 3, 12, 12, 12, 12, 12, 12, 12] -lengths_time = [30, 4, 3, 3, 3, 3, 3, 17, 17, 17, 17, 17, 17, 17] +lengths_acc = [30, 4, 3, 3, 6, 6, 5, 12, 12, 12, 12, 12, 12, 12] +lengths_time = [30, 4, 3, 3, 6, 6, 5, 17, 17, 17, 17, 17, 17, 17] def parse_arguments() -> Tuple[str, str, str, bool, bool]: @@ -59,9 +59,10 @@ def parse_arguments() -> Tuple[str, str, str, bool, bool]: ap.add_argument( "-o", "--compare", - type=bool, + type=int, required=False, - default=False, + default=1, + help="1=stree optimized, 2=stree_default, 3=both", ) ap.add_argument( "-i", @@ -176,8 +177,10 @@ def report_header(title, experiment, model_type): def report_line(line): output = f"{line['dataset']:{lengths[0] + 5}s} " - for key, item in enumerate(description + complexity): + for key, item in enumerate(description): output += f"{line[item]:{lengths[key + 1]}d} " + for key, item in enumerate(complexity): + output += f"{line[item]:{lengths[key + len(description) + 1]}.2f} " data = models.copy() for key, model in enumerate(data): output += f"{line[model]:{lengths[key + 7]}s} " @@ -215,17 +218,22 @@ fields = ( "Samp", "Var", "Cls", - "Nod", - "Lea", - "Dep", + "Nodes", + "Leave", + "Depth", ) lengths = lengths_time if time_info else lengths_acc +reference_model = "stree" if tex_output: - # We need the stree_std column for the tex output - compare = True -if not compare: + # We need the stree & stree_std column for the tex output + compare = 3 +if compare != 3: # remove stree_default from fields list and lengths - models_tree.pop(1) + if compare == 1: + models_tree.pop(1) + else: + models_tree.pop(0) + reference_model = "stree_default" lengths.pop(7) models = models_tree if model_type == "tree" else models_ensemble for item in models: @@ -256,16 +264,16 @@ for number, dataset in enumerate(dt): max_accuracy = ( 0.0 if record is None else record[9] if time_info else record[5] ) - line["nodes"] = 0 - line["leaves"] = 0 - line["depth"] = 0 + line["nodes"] = 0.0 + line["leaves"] = 0.0 + line["depth"] = 0.0 line_tex = line.copy() for column, model in enumerate(models): record = dbh.find_best(dataset[0], model, experiment) if record is None: line[model] = color + "-" * 12 else: - if model == "stree": + if model == reference_model: line["nodes"] = record[12] line["leaves"] = record[13] line["depth"] = record[14] diff --git a/data/csv/balance-scale.csv b/data/csv/balance-scale.csv old mode 100755 new mode 100644 index 145846e..f7add8c --- a/data/csv/balance-scale.csv +++ b/data/csv/balance-scale.csv @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid 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a/data/csv/wine.csv b/data/csv/wine.csv old mode 100755 new mode 100644 index f871410..49d506b --- a/data/csv/wine.csv +++ b/data/csv/wine.csv @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:6a39b24ae24b8bd62a7e2f3cf231f07f796b18f6390b012078edb709688e5b05 -size 21564 +oid sha256:6209c47289d3e344eec862af79ff989d45a933c95a93cf675af5289041fb9690 +size 44777 diff --git a/data/csv/zoo.csv b/data/csv/zoo.csv old mode 100755 new mode 100644 index 866a521..6d282d5 --- a/data/csv/zoo.csv +++ b/data/csv/zoo.csv @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:843e4d4b72cc97f08c0af70b6c150ff1ab23e081e5710cc0fd28fa893dc0dae9 -size 15100 +oid sha256:4093845a90df27c6b9776c43826c8d6ae5a5dc225db5c155b9adc9e6bd06636f +size 31031 diff --git a/data/oc1output/balance-scale_1.txt b/data/oc1output/balance-scale_1.txt index 5453b61..c0fa734 100644 --- a/data/oc1output/balance-scale_1.txt +++ b/data/oc1output/balance-scale_1.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 3 -Pruned decision tree written to csv/balance-scale.csv.dt. -Unpruned decision tree written to csv/balance-scale.csv.dt.unpruned. -fold 1: acc. = 91.20 #leaves = 20 max. depth = 7 -fold 2: acc. = 96.00 #leaves = 17 max. depth = 6 -fold 3: acc. = 95.20 #leaves = 23 max. depth = 6 -fold 4: acc. = 87.20 #leaves = 20 max. depth = 6 -fold 5: acc. = 90.40 #leaves = 22 max. depth = 11 -***1***0.9119999***0.1376720*** -***2***0.9600000***0.1428280*** -***3***0.9520000***0.1508450*** -***4***0.8720000***0.1378460*** -***5***0.9040000***0.1278830*** -accuracy = 92.00 #leaves = 20.40 max depth = 7.20 - +Pruned decision tree written to data/csv/balance-scale.csv.dt. +Unpruned decision tree written to data/csv/balance-scale.csv.dt.unpruned. +fold 1: acc. = 92.00 #leaves = 11 max. depth = 6 +fold 2: acc. = 96.80 #leaves = 16 max. depth = 6 +fold 3: acc. = 84.00 #leaves = 27 max. depth = 8 +fold 4: acc. = 86.40 #leaves = 27 max. depth = 11 +fold 5: acc. = 91.20 #leaves = 22 max. depth = 6 +accuracy = 90.08 #leaves = 20.60 max depth = 7.40 diff --git a/data/oc1output/balance-scale_17.txt b/data/oc1output/balance-scale_17.txt index 70b10e1..5bffefb 100644 --- a/data/oc1output/balance-scale_17.txt +++ b/data/oc1output/balance-scale_17.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 3 -Pruned decision tree written to csv/balance-scale.csv.dt. -Unpruned decision tree written to csv/balance-scale.csv.dt.unpruned. -fold 1: acc. = 88.00 #leaves = 7 max. depth = 5 -fold 2: acc. = 90.40 #leaves = 26 max. depth = 9 -fold 3: acc. = 95.20 #leaves = 22 max. depth = 6 -fold 4: acc. = 95.20 #leaves = 24 max. depth = 8 -fold 5: acc. = 94.40 #leaves = 23 max. depth = 6 -***1***0.8800000***0.1742090*** -***2***0.9040000***0.1320760*** -***3***0.9520000***0.1613200*** -***4***0.9520000***0.1710910*** -***5***0.9440000***0.1351510*** -accuracy = 92.64 #leaves = 20.40 max depth = 6.80 - +Pruned decision tree written to data/csv/balance-scale.csv.dt. +Unpruned decision tree written to data/csv/balance-scale.csv.dt.unpruned. +fold 1: acc. = 85.60 #leaves = 8 max. depth = 5 +fold 2: acc. = 89.60 #leaves = 20 max. depth = 5 +fold 3: acc. = 92.00 #leaves = 26 max. depth = 9 +fold 4: acc. = 95.20 #leaves = 25 max. depth = 8 +fold 5: acc. = 97.60 #leaves = 21 max. depth = 6 +accuracy = 92.00 #leaves = 20.00 max depth = 6.60 diff --git a/data/oc1output/balance-scale_1714.txt b/data/oc1output/balance-scale_1714.txt index 2385a1a..7180258 100644 --- a/data/oc1output/balance-scale_1714.txt +++ b/data/oc1output/balance-scale_1714.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 3 -Pruned decision tree written to csv/balance-scale.csv.dt. -Unpruned decision tree written to csv/balance-scale.csv.dt.unpruned. -fold 1: acc. = 91.20 #leaves = 3 max. depth = 2 -fold 2: acc. = 91.20 #leaves = 25 max. depth = 7 -fold 3: acc. = 92.80 #leaves = 17 max. depth = 6 -fold 4: acc. = 92.00 #leaves = 25 max. depth = 9 -fold 5: acc. = 93.60 #leaves = 19 max. depth = 7 -***1***0.9119999***0.2047800*** -***2***0.9119999***0.1773540*** -***3***0.9280000***0.1437680*** -***4***0.9200000***0.1893400*** -***5***0.9360000***0.1444770*** -accuracy = 92.16 #leaves = 17.80 max depth = 6.20 - +Pruned decision tree written to data/csv/balance-scale.csv.dt. +Unpruned decision tree written to data/csv/balance-scale.csv.dt.unpruned. +fold 1: acc. = 91.20 #leaves = 4 max. depth = 3 +fold 2: acc. = 94.40 #leaves = 23 max. depth = 6 +fold 3: acc. = 88.00 #leaves = 23 max. depth = 8 +fold 4: acc. = 91.20 #leaves = 27 max. depth = 7 +fold 5: acc. = 92.00 #leaves = 21 max. depth = 6 +accuracy = 91.36 #leaves = 19.60 max depth = 6.00 diff --git a/data/oc1output/balance-scale_23.txt b/data/oc1output/balance-scale_23.txt index 5d6c420..d5c6591 100644 --- a/data/oc1output/balance-scale_23.txt +++ b/data/oc1output/balance-scale_23.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 3 -Pruned decision tree written to csv/balance-scale.csv.dt. -Unpruned decision tree written to csv/balance-scale.csv.dt.unpruned. -fold 1: acc. = 94.40 #leaves = 9 max. depth = 6 -fold 2: acc. = 90.40 #leaves = 21 max. depth = 6 +Pruned decision tree written to data/csv/balance-scale.csv.dt. +Unpruned decision tree written to data/csv/balance-scale.csv.dt.unpruned. +fold 1: acc. = 88.80 #leaves = 7 max. depth = 5 +fold 2: acc. = 89.60 #leaves = 21 max. depth = 7 fold 3: acc. = 91.20 #leaves = 21 max. depth = 6 -fold 4: acc. = 95.20 #leaves = 20 max. depth = 6 -fold 5: acc. = 95.20 #leaves = 20 max. depth = 6 -***1***0.9440000***0.1123480*** -***2***0.9040000***0.1538760*** -***3***0.9119999***0.1522410*** -***4***0.9520000***0.1502330*** -***5***0.9520000***0.1912490*** -accuracy = 93.28 #leaves = 18.20 max depth = 6.00 - +fold 4: acc. = 93.60 #leaves = 24 max. depth = 8 +fold 5: acc. = 94.40 #leaves = 22 max. depth = 6 +accuracy = 91.52 #leaves = 19.00 max depth = 6.40 diff --git a/data/oc1output/balance-scale_31.txt b/data/oc1output/balance-scale_31.txt index befad2f..e1644f9 100644 --- a/data/oc1output/balance-scale_31.txt +++ b/data/oc1output/balance-scale_31.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 3 -Pruned decision tree written to csv/balance-scale.csv.dt. -Unpruned decision tree written to csv/balance-scale.csv.dt.unpruned. -fold 1: acc. = 88.80 #leaves = 4 max. depth = 3 -fold 2: acc. = 93.60 #leaves = 20 max. depth = 6 -fold 3: acc. = 89.60 #leaves = 16 max. depth = 7 -fold 4: acc. = 90.40 #leaves = 22 max. depth = 7 -fold 5: acc. = 92.80 #leaves = 20 max. depth = 6 -***1***0.8880000***0.1684610*** -***2***0.9360000***0.1583620*** -***3***0.8960000***0.1053100*** -***4***0.9040000***0.1816020*** -***5***0.9280000***0.1271500*** -accuracy = 91.04 #leaves = 16.40 max depth = 5.80 - +Pruned decision tree written to data/csv/balance-scale.csv.dt. +Unpruned decision tree written to data/csv/balance-scale.csv.dt.unpruned. +fold 1: acc. = 88.80 #leaves = 3 max. depth = 2 +fold 2: acc. = 93.60 #leaves = 25 max. depth = 8 +fold 3: acc. = 89.60 #leaves = 18 max. depth = 7 +fold 4: acc. = 88.00 #leaves = 20 max. depth = 6 +fold 5: acc. = 90.40 #leaves = 19 max. depth = 7 +accuracy = 90.08 #leaves = 17.00 max depth = 6.00 diff --git a/data/oc1output/balance-scale_57.txt b/data/oc1output/balance-scale_57.txt index 0f83651..e154555 100644 --- a/data/oc1output/balance-scale_57.txt +++ b/data/oc1output/balance-scale_57.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 3 -Pruned decision tree written to csv/balance-scale.csv.dt. -Unpruned decision tree written to csv/balance-scale.csv.dt.unpruned. -fold 1: acc. = 90.40 #leaves = 16 max. depth = 7 -fold 2: acc. = 93.60 #leaves = 22 max. depth = 7 -fold 3: acc. = 92.00 #leaves = 19 max. depth = 6 -fold 4: acc. = 88.80 #leaves = 21 max. depth = 5 -fold 5: acc. = 92.00 #leaves = 25 max. depth = 7 -***1***0.9040000***0.1495390*** -***2***0.9360000***0.1578690*** -***3***0.9200000***0.1519580*** -***4***0.8880000***0.1530540*** -***5***0.9200000***0.1485840*** -accuracy = 91.36 #leaves = 20.60 max depth = 6.40 - +Pruned decision tree written to data/csv/balance-scale.csv.dt. +Unpruned decision tree written to data/csv/balance-scale.csv.dt.unpruned. +fold 1: acc. = 88.80 #leaves = 5 max. depth = 4 +fold 2: acc. = 95.20 #leaves = 21 max. depth = 7 +fold 3: acc. = 88.00 #leaves = 25 max. depth = 9 +fold 4: acc. = 91.20 #leaves = 22 max. depth = 6 +fold 5: acc. = 92.00 #leaves = 22 max. depth = 8 +accuracy = 91.04 #leaves = 19.00 max depth = 6.80 diff --git a/data/oc1output/balance-scale_7.txt b/data/oc1output/balance-scale_7.txt index a3864c1..3c58152 100644 --- a/data/oc1output/balance-scale_7.txt +++ b/data/oc1output/balance-scale_7.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 3 -Pruned decision tree written to csv/balance-scale.csv.dt. -Unpruned decision tree written to csv/balance-scale.csv.dt.unpruned. -fold 1: acc. = 90.40 #leaves = 4 max. depth = 3 -fold 2: acc. = 90.40 #leaves = 22 max. depth = 7 -fold 3: acc. = 93.60 #leaves = 23 max. depth = 6 -fold 4: acc. = 92.80 #leaves = 20 max. depth = 6 -fold 5: acc. = 93.60 #leaves = 23 max. depth = 7 -***1***0.9040000***0.1173850*** -***2***0.9040000***0.1523650*** -***3***0.9360000***0.1521940*** -***4***0.9280000***0.1542740*** -***5***0.9360000***0.1451140*** -accuracy = 92.16 #leaves = 18.40 max depth = 5.80 - +Pruned decision tree written to data/csv/balance-scale.csv.dt. +Unpruned decision tree written to data/csv/balance-scale.csv.dt.unpruned. +fold 1: acc. = 94.40 #leaves = 3 max. depth = 2 +fold 2: acc. = 93.60 #leaves = 21 max. depth = 6 +fold 3: acc. = 89.60 #leaves = 24 max. depth = 12 +fold 4: acc. = 94.40 #leaves = 24 max. depth = 8 +fold 5: acc. = 93.60 #leaves = 23 max. depth = 6 +accuracy = 93.12 #leaves = 19.00 max depth = 6.80 diff --git a/data/oc1output/balance-scale_79.txt b/data/oc1output/balance-scale_79.txt index beae8ac..c017c7c 100644 --- a/data/oc1output/balance-scale_79.txt +++ b/data/oc1output/balance-scale_79.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 3 -Pruned decision tree written to csv/balance-scale.csv.dt. -Unpruned decision tree written to csv/balance-scale.csv.dt.unpruned. -fold 1: acc. = 92.00 #leaves = 7 max. depth = 5 -fold 2: acc. = 92.00 #leaves = 24 max. depth = 7 -fold 3: acc. = 92.00 #leaves = 22 max. depth = 7 -fold 4: acc. = 92.80 #leaves = 17 max. depth = 7 -fold 5: acc. = 90.40 #leaves = 18 max. depth = 7 -***1***0.9200000***0.1560700*** -***2***0.9200000***0.2082680*** -***3***0.9200000***0.1455630*** -***4***0.9280000***0.1115600*** -***5***0.9040000***0.1339720*** -accuracy = 91.84 #leaves = 17.60 max depth = 6.60 - +Pruned decision tree written to data/csv/balance-scale.csv.dt. +Unpruned decision tree written to data/csv/balance-scale.csv.dt.unpruned. +fold 1: acc. = 92.80 #leaves = 7 max. depth = 5 +fold 2: acc. = 90.40 #leaves = 25 max. depth = 7 +fold 3: acc. = 94.40 #leaves = 19 max. depth = 7 +fold 4: acc. = 94.40 #leaves = 19 max. depth = 6 +fold 5: acc. = 90.40 #leaves = 17 max. depth = 7 +accuracy = 92.48 #leaves = 17.40 max depth = 6.40 diff --git a/data/oc1output/balance-scale_83.txt b/data/oc1output/balance-scale_83.txt index 74fda85..3c17ed3 100644 --- a/data/oc1output/balance-scale_83.txt +++ b/data/oc1output/balance-scale_83.txt @@ -1,17 +1,10 @@ Remapping class numbers: 0 To 1 1 To 3 -Pruned decision tree written to csv/balance-scale.csv.dt. -Unpruned decision tree written to csv/balance-scale.csv.dt.unpruned. -fold 1: acc. = 96.80 #leaves = 17 max. depth = 6 -fold 2: acc. = 85.60 #leaves = 24 max. depth = 9 -fold 3: acc. = 92.80 #leaves = 20 max. depth = 9 -fold 4: acc. = 91.20 #leaves = 25 max. depth = 7 -fold 5: acc. = 89.60 #leaves = 20 max. depth = 8 -***1***0.9680001***0.1825770*** -***2***0.8560000***0.1775970*** -***3***0.9280000***0.1379930*** -***4***0.9119999***0.1731700*** -***5***0.8960000***0.1532090*** -accuracy = 91.20 #leaves = 21.20 max depth = 7.80 - +Unpruned decision tree written to data/csv/balance-scale.csv.dt. +fold 1: acc. = 95.20 #leaves = 21 max. depth = 6 +fold 2: acc. = 88.00 #leaves = 25 max. depth = 7 +fold 3: acc. = 94.40 #leaves = 23 max. depth = 7 +fold 4: acc. = 90.40 #leaves = 21 max. depth = 6 +fold 5: acc. = 89.60 #leaves = 17 max. depth = 8 +accuracy = 91.52 #leaves = 21.40 max depth = 6.80 diff --git a/data/oc1output/balance-scale_97.txt b/data/oc1output/balance-scale_97.txt index 4f2e58d..521a0b4 100644 --- a/data/oc1output/balance-scale_97.txt +++ b/data/oc1output/balance-scale_97.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 3 -Pruned decision tree written to csv/balance-scale.csv.dt. -Unpruned decision tree written to csv/balance-scale.csv.dt.unpruned. -fold 1: acc. = 90.40 #leaves = 3 max. depth = 2 -fold 2: acc. = 91.20 #leaves = 20 max. depth = 9 -fold 3: acc. = 92.80 #leaves = 22 max. depth = 6 -fold 4: acc. = 91.20 #leaves = 30 max. depth = 10 -fold 5: acc. = 92.00 #leaves = 21 max. depth = 10 -***1***0.9040000***0.1535620*** -***2***0.9119999***0.1267080*** -***3***0.9280000***0.1401320*** -***4***0.9119999***0.1421460*** -***5***0.9200000***0.1283360*** -accuracy = 91.52 #leaves = 19.20 max depth = 7.40 - +Pruned decision tree written to data/csv/balance-scale.csv.dt. +Unpruned decision tree written to data/csv/balance-scale.csv.dt.unpruned. +fold 1: acc. = 88.00 #leaves = 3 max. depth = 2 +fold 2: acc. = 89.60 #leaves = 29 max. depth = 9 +fold 3: acc. = 92.80 #leaves = 23 max. depth = 9 +fold 4: acc. = 95.20 #leaves = 23 max. depth = 8 +fold 5: acc. = 90.40 #leaves = 23 max. depth = 8 +accuracy = 91.20 #leaves = 20.20 max depth = 7.20 diff --git a/data/oc1output/balloons_1.txt b/data/oc1output/balloons_1.txt index 9664cc8..b4d9149 100644 --- a/data/oc1output/balloons_1.txt +++ b/data/oc1output/balloons_1.txt @@ -1,15 +1,9 @@ Remapping class numbers: 0 To 2 -Unpruned decision tree written to csv/balloons.csv.dt. +Unpruned decision tree written to data/csv/balloons.csv.dt. fold 1: acc. = 100.00 #leaves = 4 max. depth = 3 fold 2: acc. = 33.33 #leaves = 4 max. depth = 3 -fold 3: acc. = 66.67 #leaves = 2 max. depth = 1 +fold 3: acc. = 33.33 #leaves = 2 max. depth = 1 fold 4: acc. = 66.67 #leaves = 4 max. depth = 3 -fold 5: acc. = 75.00 #leaves = 2 max. depth = 1 -***1***1.0000000***0.0006650*** -***2***0.3333333***0.0004570*** -***3***0.6666666***0.0001280*** -***4***0.6666666***0.0005580*** -***5***0.7500000***0.0001120*** -accuracy = 68.75 #leaves = 3.20 max depth = 2.20 - +fold 5: acc. = 25.00 #leaves = 2 max. depth = 1 +accuracy = 50.00 #leaves = 3.20 max depth = 2.20 diff --git a/data/oc1output/balloons_17.txt b/data/oc1output/balloons_17.txt index 9c18d79..c0f309a 100644 --- a/data/oc1output/balloons_17.txt +++ b/data/oc1output/balloons_17.txt @@ -1,16 +1,9 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/balloons.csv.dt. -Unpruned decision tree written to csv/balloons.csv.dt.unpruned. -fold 1: acc. = 100.00 #leaves = 2 max. depth = 1 +Unpruned decision tree written to data/csv/balloons.csv.dt. +fold 1: acc. = 66.67 #leaves = 4 max. depth = 3 fold 2: acc. = 100.00 #leaves = 4 max. depth = 3 -fold 3: acc. = 33.33 #leaves = 2 max. depth = 1 +fold 3: acc. = 0.00 #leaves = 2 max. depth = 1 fold 4: acc. = 33.33 #leaves = 2 max. depth = 1 fold 5: acc. = 75.00 #leaves = 4 max. depth = 3 -***1***1.0000000***0.0006200*** -***2***1.0000000***0.0005710*** -***3***0.3333333***0.0000290*** -***4***0.3333333***0.0000080*** -***5***0.7500000***0.0004570*** -accuracy = 68.75 #leaves = 2.80 max depth = 1.80 - +accuracy = 56.25 #leaves = 3.20 max depth = 2.20 diff --git a/data/oc1output/balloons_1714.txt b/data/oc1output/balloons_1714.txt index a6a740e..c7698cb 100644 --- a/data/oc1output/balloons_1714.txt +++ b/data/oc1output/balloons_1714.txt @@ -1,15 +1,9 @@ Remapping class numbers: 0 To 2 -Unpruned decision tree written to csv/balloons.csv.dt. +Unpruned decision tree written to data/csv/balloons.csv.dt. fold 1: acc. = 33.33 #leaves = 2 max. depth = 1 fold 2: acc. = 66.67 #leaves = 4 max. depth = 3 fold 3: acc. = 33.33 #leaves = 4 max. depth = 3 fold 4: acc. = 33.33 #leaves = 2 max. depth = 1 -fold 5: acc. = 75.00 #leaves = 2 max. depth = 1 -***1***0.3333333***0.0000490*** -***2***0.6666666***0.0004340*** -***3***0.3333333***0.0006220*** -***4***0.3333333***0.0000640*** -***5***0.7500000***0.0001080*** -accuracy = 50.00 #leaves = 2.80 max depth = 1.80 - +fold 5: acc. = 50.00 #leaves = 2 max. depth = 1 +accuracy = 43.75 #leaves = 2.80 max depth = 1.80 diff --git a/data/oc1output/balloons_23.txt b/data/oc1output/balloons_23.txt index 7485a69..bc13199 100644 --- a/data/oc1output/balloons_23.txt +++ b/data/oc1output/balloons_23.txt @@ -1,15 +1,9 @@ Remapping class numbers: 0 To 2 -Unpruned decision tree written to csv/balloons.csv.dt. -fold 1: acc. = 33.33 #leaves = 2 max. depth = 1 +Unpruned decision tree written to data/csv/balloons.csv.dt. +fold 1: acc. = 66.67 #leaves = 2 max. depth = 1 fold 2: acc. = 100.00 #leaves = 4 max. depth = 3 fold 3: acc. = 66.67 #leaves = 4 max. depth = 3 fold 4: acc. = 33.33 #leaves = 2 max. depth = 1 fold 5: acc. = 75.00 #leaves = 2 max. depth = 1 -***1***0.3333333***0.0000720*** -***2***1.0000000***0.0005000*** -***3***0.6666666***0.0005080*** -***4***0.3333333***0.0000670*** -***5***0.7500000***0.0000270*** -accuracy = 62.50 #leaves = 2.80 max depth = 1.80 - +accuracy = 68.75 #leaves = 2.80 max depth = 1.80 diff --git a/data/oc1output/balloons_31.txt b/data/oc1output/balloons_31.txt index e8230e3..e3e3d78 100644 --- a/data/oc1output/balloons_31.txt +++ b/data/oc1output/balloons_31.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/balloons.csv.dt. -Unpruned decision tree written to csv/balloons.csv.dt.unpruned. -fold 1: acc. = 33.33 #leaves = 2 max. depth = 1 +Pruned decision tree written to data/csv/balloons.csv.dt. +Unpruned decision tree written to data/csv/balloons.csv.dt.unpruned. +fold 1: acc. = 66.67 #leaves = 2 max. depth = 1 fold 2: acc. = 66.67 #leaves = 2 max. depth = 1 fold 3: acc. = 33.33 #leaves = 2 max. depth = 1 fold 4: acc. = 66.67 #leaves = 4 max. depth = 3 fold 5: acc. = 75.00 #leaves = 2 max. depth = 1 -***1***0.3333333***0.0006660*** -***2***0.6666666***0.0001630*** -***3***0.3333333***0.0000290*** -***4***0.6666666***0.0005250*** -***5***0.7500000***0.0001330*** -accuracy = 56.25 #leaves = 2.40 max depth = 1.40 - +accuracy = 62.50 #leaves = 2.40 max depth = 1.40 diff --git a/data/oc1output/balloons_57.txt b/data/oc1output/balloons_57.txt index cc464c7..e0af3a8 100644 --- a/data/oc1output/balloons_57.txt +++ b/data/oc1output/balloons_57.txt @@ -1,15 +1,9 @@ Remapping class numbers: 0 To 2 -Unpruned decision tree written to csv/balloons.csv.dt. -fold 1: acc. = 0.00 #leaves = 2 max. depth = 1 +Unpruned decision tree written to data/csv/balloons.csv.dt. +fold 1: acc. = 66.67 #leaves = 2 max. depth = 1 fold 2: acc. = 100.00 #leaves = 4 max. depth = 3 fold 3: acc. = 66.67 #leaves = 4 max. depth = 3 -fold 4: acc. = 66.67 #leaves = 2 max. depth = 1 +fold 4: acc. = 0.00 #leaves = 2 max. depth = 1 fold 5: acc. = 50.00 #leaves = 2 max. depth = 1 -***1***0.0000000***0.0001200*** -***2***1.0000000***0.0006120*** -***3***0.6666666***0.0004640*** -***4***0.6666666***0.0001120*** -***5***0.5000000***0.0000210*** accuracy = 56.25 #leaves = 2.80 max depth = 1.80 - diff --git a/data/oc1output/balloons_7.txt b/data/oc1output/balloons_7.txt index b51d18c..42209f8 100644 --- a/data/oc1output/balloons_7.txt +++ b/data/oc1output/balloons_7.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/balloons.csv.dt. -Unpruned decision tree written to csv/balloons.csv.dt.unpruned. +Pruned decision tree written to data/csv/balloons.csv.dt. +Unpruned decision tree written to data/csv/balloons.csv.dt.unpruned. fold 1: acc. = 33.33 #leaves = 2 max. depth = 1 fold 2: acc. = 33.33 #leaves = 4 max. depth = 3 fold 3: acc. = 33.33 #leaves = 2 max. depth = 1 fold 4: acc. = 100.00 #leaves = 4 max. depth = 3 fold 5: acc. = 75.00 #leaves = 4 max. depth = 3 -***1***0.3333333***0.0006550*** -***2***0.3333333***0.0006120*** -***3***0.3333333***0.0001330*** -***4***1.0000000***0.0005110*** -***5***0.7500000***0.0004140*** accuracy = 56.25 #leaves = 3.20 max depth = 2.20 - diff --git a/data/oc1output/balloons_79.txt b/data/oc1output/balloons_79.txt index e541efc..ee4136f 100644 --- a/data/oc1output/balloons_79.txt +++ b/data/oc1output/balloons_79.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/balloons.csv.dt. -Unpruned decision tree written to csv/balloons.csv.dt.unpruned. -fold 1: acc. = 100.00 #leaves = 2 max. depth = 1 -fold 2: acc. = 33.33 #leaves = 2 max. depth = 1 +Pruned decision tree written to data/csv/balloons.csv.dt. +Unpruned decision tree written to data/csv/balloons.csv.dt.unpruned. +fold 1: acc. = 66.67 #leaves = 2 max. depth = 1 +fold 2: acc. = 66.67 #leaves = 2 max. depth = 1 fold 3: acc. = 33.33 #leaves = 2 max. depth = 1 fold 4: acc. = 100.00 #leaves = 4 max. depth = 3 fold 5: acc. = 50.00 #leaves = 2 max. depth = 1 -***1***1.0000000***0.0004990*** -***2***0.3333333***0.0000300*** -***3***0.3333333***0.0001110*** -***4***1.0000000***0.0008530*** -***5***0.5000000***0.0000850*** accuracy = 62.50 #leaves = 2.40 max depth = 1.40 - diff --git a/data/oc1output/balloons_83.txt b/data/oc1output/balloons_83.txt index ca40280..38dd2a4 100644 --- a/data/oc1output/balloons_83.txt +++ b/data/oc1output/balloons_83.txt @@ -1,15 +1,9 @@ Remapping class numbers: 0 To 2 -Unpruned decision tree written to csv/balloons.csv.dt. +Unpruned decision tree written to data/csv/balloons.csv.dt. fold 1: acc. = 33.33 #leaves = 2 max. depth = 1 fold 2: acc. = 66.67 #leaves = 2 max. depth = 1 fold 3: acc. = 66.67 #leaves = 2 max. depth = 1 fold 4: acc. = 66.67 #leaves = 4 max. depth = 3 fold 5: acc. = 75.00 #leaves = 4 max. depth = 3 -***1***0.3333333***0.0001710*** -***2***0.6666666***0.0000920*** -***3***0.6666666***0.0000790*** -***4***0.6666666***0.0004210*** -***5***0.7500000***0.0005350*** accuracy = 62.50 #leaves = 2.80 max depth = 1.80 - diff --git a/data/oc1output/balloons_97.txt b/data/oc1output/balloons_97.txt index 4a01565..c134443 100644 --- a/data/oc1output/balloons_97.txt +++ b/data/oc1output/balloons_97.txt @@ -1,15 +1,9 @@ Remapping class numbers: 0 To 2 -Unpruned decision tree written to csv/balloons.csv.dt. +Unpruned decision tree written to data/csv/balloons.csv.dt. fold 1: acc. = 66.67 #leaves = 2 max. depth = 1 fold 2: acc. = 100.00 #leaves = 4 max. depth = 3 -fold 3: acc. = 66.67 #leaves = 2 max. depth = 1 -fold 4: acc. = 100.00 #leaves = 4 max. depth = 3 -fold 5: acc. = 75.00 #leaves = 4 max. depth = 3 -***1***0.6666666***0.0000820*** -***2***1.0000000***0.0004620*** -***3***0.6666666***0.0000580*** -***4***1.0000000***0.0004440*** -***5***0.7500000***0.0004950*** -accuracy = 81.25 #leaves = 3.20 max depth = 2.20 - +fold 3: acc. = 33.33 #leaves = 2 max. depth = 1 +fold 4: acc. = 66.67 #leaves = 4 max. depth = 3 +fold 5: acc. = 100.00 #leaves = 4 max. depth = 3 +accuracy = 75.00 #leaves = 3.20 max depth = 2.20 diff --git a/data/oc1output/breast-cancer-wisc-diag_1.txt b/data/oc1output/breast-cancer-wisc-diag_1.txt index aaf5a05..1186878 100644 --- a/data/oc1output/breast-cancer-wisc-diag_1.txt +++ b/data/oc1output/breast-cancer-wisc-diag_1.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/breast-cancer-wisc-diag.csv.dt. -Unpruned decision tree written to csv/breast-cancer-wisc-diag.csv.dt.unpruned. -fold 1: acc. = 96.46 #leaves = 4 max. depth = 2 -fold 2: acc. = 96.46 #leaves = 13 max. depth = 5 -fold 3: acc. = 95.58 #leaves = 10 max. depth = 5 -fold 4: acc. = 92.04 #leaves = 9 max. depth = 5 -fold 5: acc. = 91.45 #leaves = 9 max. depth = 5 -***1***0.9646018***0.4593610*** -***2***0.9646018***0.4341560*** -***3***0.9557522***0.4168980*** -***4***0.9203540***0.3838570*** -***5***0.9145299***0.3615430*** -accuracy = 94.38 #leaves = 9.00 max depth = 4.40 - +Pruned decision tree written to data/csv/breast-cancer-wisc-diag.csv.dt. +Unpruned decision tree written to data/csv/breast-cancer-wisc-diag.csv.dt.unpruned. +fold 1: acc. = 96.46 #leaves = 3 max. depth = 2 +fold 2: acc. = 97.35 #leaves = 14 max. depth = 9 +fold 3: acc. = 92.04 #leaves = 13 max. depth = 5 +fold 4: acc. = 89.38 #leaves = 16 max. depth = 8 +fold 5: acc. = 93.16 #leaves = 13 max. depth = 6 +accuracy = 93.67 #leaves = 11.80 max depth = 6.00 diff --git a/data/oc1output/breast-cancer-wisc-diag_17.txt b/data/oc1output/breast-cancer-wisc-diag_17.txt index 6a340e6..4221de6 100644 --- a/data/oc1output/breast-cancer-wisc-diag_17.txt +++ b/data/oc1output/breast-cancer-wisc-diag_17.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/breast-cancer-wisc-diag.csv.dt. -Unpruned decision tree written to csv/breast-cancer-wisc-diag.csv.dt.unpruned. -fold 1: acc. = 92.04 #leaves = 2 max. depth = 1 -fold 2: acc. = 91.15 #leaves = 14 max. depth = 7 -fold 3: acc. = 94.69 #leaves = 14 max. depth = 7 -fold 4: acc. = 90.27 #leaves = 9 max. depth = 6 -fold 5: acc. = 95.73 #leaves = 10 max. depth = 5 -***1***0.9203540***0.4383960*** -***2***0.9115044***0.5165450*** -***3***0.9469026***0.5250950*** -***4***0.9026549***0.4724730*** -***5***0.9572650***0.3545000*** -accuracy = 92.79 #leaves = 9.80 max depth = 5.20 - +Pruned decision tree written to data/csv/breast-cancer-wisc-diag.csv.dt. +Unpruned decision tree written to data/csv/breast-cancer-wisc-diag.csv.dt.unpruned. +fold 1: acc. = 98.23 #leaves = 2 max. depth = 1 +fold 2: acc. = 95.58 #leaves = 12 max. depth = 6 +fold 3: acc. = 88.50 #leaves = 14 max. depth = 7 +fold 4: acc. = 94.69 #leaves = 10 max. depth = 5 +fold 5: acc. = 95.73 #leaves = 16 max. depth = 9 +accuracy = 94.55 #leaves = 10.80 max depth = 5.60 diff --git a/data/oc1output/breast-cancer-wisc-diag_1714.txt b/data/oc1output/breast-cancer-wisc-diag_1714.txt index b80f92e..e55166d 100644 --- a/data/oc1output/breast-cancer-wisc-diag_1714.txt +++ b/data/oc1output/breast-cancer-wisc-diag_1714.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/breast-cancer-wisc-diag.csv.dt. -Unpruned decision tree written to csv/breast-cancer-wisc-diag.csv.dt.unpruned. -fold 1: acc. = 97.35 #leaves = 4 max. depth = 2 -fold 2: acc. = 90.27 #leaves = 11 max. depth = 5 -fold 3: acc. = 96.46 #leaves = 11 max. depth = 6 -fold 4: acc. = 87.61 #leaves = 11 max. depth = 6 -fold 5: acc. = 87.18 #leaves = 11 max. depth = 5 -***1***0.9734513***0.4607470*** -***2***0.9026549***0.3803300*** -***3***0.9646018***0.4174980*** -***4***0.8761062***0.4477900*** -***5***0.8717949***0.4447040*** -accuracy = 91.74 #leaves = 9.60 max depth = 4.80 - +Pruned decision tree written to data/csv/breast-cancer-wisc-diag.csv.dt. +Unpruned decision tree written to data/csv/breast-cancer-wisc-diag.csv.dt.unpruned. +fold 1: acc. = 98.23 #leaves = 2 max. depth = 1 +fold 2: acc. = 94.69 #leaves = 14 max. depth = 7 +fold 3: acc. = 95.58 #leaves = 15 max. depth = 8 +fold 4: acc. = 94.69 #leaves = 11 max. depth = 5 +fold 5: acc. = 88.89 #leaves = 11 max. depth = 5 +accuracy = 94.38 #leaves = 10.60 max depth = 5.20 diff --git a/data/oc1output/breast-cancer-wisc-diag_23.txt b/data/oc1output/breast-cancer-wisc-diag_23.txt index bc97b5b..d638cf5 100644 --- a/data/oc1output/breast-cancer-wisc-diag_23.txt +++ b/data/oc1output/breast-cancer-wisc-diag_23.txt @@ -1,16 +1,9 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/breast-cancer-wisc-diag.csv.dt. -Unpruned decision tree written to csv/breast-cancer-wisc-diag.csv.dt.unpruned. -fold 1: acc. = 97.35 #leaves = 2 max. depth = 1 -fold 2: acc. = 93.81 #leaves = 10 max. depth = 5 -fold 3: acc. = 95.58 #leaves = 12 max. depth = 6 -fold 4: acc. = 96.46 #leaves = 12 max. depth = 5 -fold 5: acc. = 90.60 #leaves = 8 max. depth = 6 -***1***0.9734513***0.4326720*** -***2***0.9380531***0.3497840*** -***3***0.9557522***0.4613190*** -***4***0.9646018***0.3268390*** -***5***0.9059829***0.4134760*** -accuracy = 94.73 #leaves = 8.80 max depth = 4.60 - +Unpruned decision tree written to data/csv/breast-cancer-wisc-diag.csv.dt. +fold 1: acc. = 95.58 #leaves = 15 max. depth = 8 +fold 2: acc. = 96.46 #leaves = 14 max. depth = 7 +fold 3: acc. = 92.92 #leaves = 16 max. depth = 6 +fold 4: acc. = 88.50 #leaves = 17 max. depth = 7 +fold 5: acc. = 92.31 #leaves = 13 max. depth = 6 +accuracy = 93.15 #leaves = 15.00 max depth = 6.80 diff --git a/data/oc1output/breast-cancer-wisc-diag_31.txt b/data/oc1output/breast-cancer-wisc-diag_31.txt index 6aa528a..6b0fa34 100644 --- a/data/oc1output/breast-cancer-wisc-diag_31.txt +++ b/data/oc1output/breast-cancer-wisc-diag_31.txt @@ -1,15 +1,9 @@ Remapping class numbers: 0 To 2 -Unpruned decision tree written to csv/breast-cancer-wisc-diag.csv.dt. -fold 1: acc. = 92.92 #leaves = 12 max. depth = 6 -fold 2: acc. = 93.81 #leaves = 8 max. depth = 4 -fold 3: acc. = 92.92 #leaves = 9 max. depth = 5 -fold 4: acc. = 91.15 #leaves = 10 max. depth = 5 -fold 5: acc. = 90.60 #leaves = 9 max. depth = 4 -***1***0.9292036***0.4147710*** -***2***0.9380531***0.3824350*** -***3***0.9292036***0.3959670*** -***4***0.9115044***0.3796050*** -***5***0.9059829***0.3496160*** -accuracy = 92.27 #leaves = 9.60 max depth = 4.80 - +Unpruned decision tree written to data/csv/breast-cancer-wisc-diag.csv.dt. +fold 1: acc. = 92.04 #leaves = 10 max. depth = 6 +fold 2: acc. = 92.92 #leaves = 14 max. depth = 6 +fold 3: acc. = 94.69 #leaves = 12 max. depth = 5 +fold 4: acc. = 93.81 #leaves = 11 max. depth = 6 +fold 5: acc. = 95.73 #leaves = 11 max. depth = 5 +accuracy = 93.85 #leaves = 11.60 max depth = 5.60 diff --git a/data/oc1output/breast-cancer-wisc-diag_57.txt b/data/oc1output/breast-cancer-wisc-diag_57.txt index b283ed2..513e7e0 100644 --- a/data/oc1output/breast-cancer-wisc-diag_57.txt +++ b/data/oc1output/breast-cancer-wisc-diag_57.txt @@ -1,15 +1,10 @@ Remapping class numbers: 0 To 2 -Unpruned decision tree written to csv/breast-cancer-wisc-diag.csv.dt. -fold 1: acc. = 91.15 #leaves = 12 max. depth = 6 -fold 2: acc. = 92.92 #leaves = 14 max. depth = 6 -fold 3: acc. = 88.50 #leaves = 12 max. depth = 6 -fold 4: acc. = 92.04 #leaves = 11 max. depth = 6 -fold 5: acc. = 95.73 #leaves = 13 max. depth = 7 -***1***0.9115044***0.4996240*** -***2***0.9292036***0.4493650*** -***3***0.8849558***0.4878900*** -***4***0.9203540***0.4313300*** -***5***0.9572650***0.4909830*** -accuracy = 92.09 #leaves = 12.40 max depth = 6.20 - +Pruned decision tree written to data/csv/breast-cancer-wisc-diag.csv.dt. +Unpruned decision tree written to data/csv/breast-cancer-wisc-diag.csv.dt.unpruned. +fold 1: acc. = 93.81 #leaves = 10 max. depth = 4 +fold 2: acc. = 93.81 #leaves = 16 max. depth = 6 +fold 3: acc. = 89.38 #leaves = 10 max. depth = 5 +fold 4: acc. = 92.04 #leaves = 13 max. depth = 6 +fold 5: acc. = 91.45 #leaves = 18 max. depth = 8 +accuracy = 92.09 #leaves = 13.40 max depth = 5.80 diff --git a/data/oc1output/breast-cancer-wisc-diag_7.txt b/data/oc1output/breast-cancer-wisc-diag_7.txt index 27ce545..dcfc7b1 100644 --- a/data/oc1output/breast-cancer-wisc-diag_7.txt +++ b/data/oc1output/breast-cancer-wisc-diag_7.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/breast-cancer-wisc-diag.csv.dt. -Unpruned decision tree written to csv/breast-cancer-wisc-diag.csv.dt.unpruned. -fold 1: acc. = 92.04 #leaves = 4 max. depth = 2 -fold 2: acc. = 92.92 #leaves = 15 max. depth = 7 -fold 3: acc. = 94.69 #leaves = 11 max. depth = 6 -fold 4: acc. = 94.69 #leaves = 10 max. depth = 6 -fold 5: acc. = 93.16 #leaves = 10 max. depth = 6 -***1***0.9203540***0.3161270*** -***2***0.9292036***0.5344420*** -***3***0.9469026***0.4555300*** -***4***0.9469026***0.4175560*** -***5***0.9316239***0.4102290*** -accuracy = 93.50 #leaves = 10.00 max depth = 5.40 - +Pruned decision tree written to data/csv/breast-cancer-wisc-diag.csv.dt. +Unpruned decision tree written to data/csv/breast-cancer-wisc-diag.csv.dt.unpruned. +fold 1: acc. = 93.81 #leaves = 3 max. depth = 2 +fold 2: acc. = 95.58 #leaves = 18 max. depth = 7 +fold 3: acc. = 92.04 #leaves = 18 max. depth = 7 +fold 4: acc. = 92.92 #leaves = 12 max. depth = 6 +fold 5: acc. = 87.18 #leaves = 16 max. depth = 6 +accuracy = 92.27 #leaves = 13.40 max depth = 5.60 diff --git a/data/oc1output/breast-cancer-wisc-diag_79.txt b/data/oc1output/breast-cancer-wisc-diag_79.txt index 1ad8abe..a6da559 100644 --- a/data/oc1output/breast-cancer-wisc-diag_79.txt +++ b/data/oc1output/breast-cancer-wisc-diag_79.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/breast-cancer-wisc-diag.csv.dt. -Unpruned decision tree written to csv/breast-cancer-wisc-diag.csv.dt.unpruned. -fold 1: acc. = 95.58 #leaves = 2 max. depth = 1 -fold 2: acc. = 90.27 #leaves = 9 max. depth = 5 -fold 3: acc. = 92.92 #leaves = 12 max. depth = 5 -fold 4: acc. = 96.46 #leaves = 12 max. depth = 6 -fold 5: acc. = 90.60 #leaves = 11 max. depth = 5 -***1***0.9557522***0.5332880*** -***2***0.9026549***0.3000810*** -***3***0.9292036***0.3710580*** -***4***0.9646018***0.4633620*** -***5***0.9059829***0.4023040*** -accuracy = 93.15 #leaves = 9.20 max depth = 4.40 - +Pruned decision tree written to data/csv/breast-cancer-wisc-diag.csv.dt. +Unpruned decision tree written to data/csv/breast-cancer-wisc-diag.csv.dt.unpruned. +fold 1: acc. = 92.92 #leaves = 2 max. depth = 1 +fold 2: acc. = 92.04 #leaves = 13 max. depth = 6 +fold 3: acc. = 94.69 #leaves = 17 max. depth = 7 +fold 4: acc. = 93.81 #leaves = 18 max. depth = 7 +fold 5: acc. = 96.58 #leaves = 13 max. depth = 6 +accuracy = 94.02 #leaves = 12.60 max depth = 5.40 diff --git a/data/oc1output/breast-cancer-wisc-diag_83.txt b/data/oc1output/breast-cancer-wisc-diag_83.txt index be82c57..5c1dea3 100644 --- a/data/oc1output/breast-cancer-wisc-diag_83.txt +++ b/data/oc1output/breast-cancer-wisc-diag_83.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/breast-cancer-wisc-diag.csv.dt. -Unpruned decision tree written to csv/breast-cancer-wisc-diag.csv.dt.unpruned. -fold 1: acc. = 95.58 #leaves = 5 max. depth = 3 -fold 2: acc. = 94.69 #leaves = 12 max. depth = 5 -fold 3: acc. = 92.04 #leaves = 9 max. depth = 5 -fold 4: acc. = 99.12 #leaves = 14 max. depth = 7 -fold 5: acc. = 93.16 #leaves = 9 max. depth = 4 -***1***0.9557522***0.3973530*** -***2***0.9469026***0.4266240*** -***3***0.9203540***0.4851730*** -***4***0.9911504***0.4791740*** -***5***0.9316239***0.3095790*** -accuracy = 94.90 #leaves = 9.80 max depth = 4.80 - +Pruned decision tree written to data/csv/breast-cancer-wisc-diag.csv.dt. +Unpruned decision tree written to data/csv/breast-cancer-wisc-diag.csv.dt.unpruned. +fold 1: acc. = 90.27 #leaves = 3 max. depth = 2 +fold 2: acc. = 95.58 #leaves = 17 max. depth = 5 +fold 3: acc. = 94.69 #leaves = 11 max. depth = 5 +fold 4: acc. = 92.04 #leaves = 20 max. depth = 8 +fold 5: acc. = 92.31 #leaves = 11 max. depth = 4 +accuracy = 92.97 #leaves = 12.40 max depth = 4.80 diff --git a/data/oc1output/breast-cancer-wisc-diag_97.txt b/data/oc1output/breast-cancer-wisc-diag_97.txt index 25777b9..0250038 100644 --- a/data/oc1output/breast-cancer-wisc-diag_97.txt +++ b/data/oc1output/breast-cancer-wisc-diag_97.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/breast-cancer-wisc-diag.csv.dt. -Unpruned decision tree written to csv/breast-cancer-wisc-diag.csv.dt.unpruned. -fold 1: acc. = 91.15 #leaves = 3 max. depth = 2 -fold 2: acc. = 95.58 #leaves = 12 max. depth = 6 -fold 3: acc. = 94.69 #leaves = 14 max. depth = 7 -fold 4: acc. = 94.69 #leaves = 13 max. depth = 6 -fold 5: acc. = 93.16 #leaves = 12 max. depth = 7 -***1***0.9115044***0.4446120*** -***2***0.9557522***0.3404500*** -***3***0.9469026***0.5454870*** -***4***0.9469026***0.4228450*** -***5***0.9316239***0.4759710*** -accuracy = 93.85 #leaves = 10.80 max depth = 5.60 - +Pruned decision tree written to data/csv/breast-cancer-wisc-diag.csv.dt. +Unpruned decision tree written to data/csv/breast-cancer-wisc-diag.csv.dt.unpruned. +fold 1: acc. = 89.38 #leaves = 2 max. depth = 1 +fold 2: acc. = 95.58 #leaves = 10 max. depth = 4 +fold 3: acc. = 93.81 #leaves = 15 max. depth = 9 +fold 4: acc. = 90.27 #leaves = 9 max. depth = 4 +fold 5: acc. = 94.02 #leaves = 12 max. depth = 6 +accuracy = 92.62 #leaves = 9.60 max depth = 4.80 diff --git a/data/oc1output/breast-cancer-wisc-prog_1.txt b/data/oc1output/breast-cancer-wisc-prog_1.txt index c889fff..0430436 100644 --- a/data/oc1output/breast-cancer-wisc-prog_1.txt +++ b/data/oc1output/breast-cancer-wisc-prog_1.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/breast-cancer-wisc-prog.csv.dt. -Unpruned decision tree written to csv/breast-cancer-wisc-prog.csv.dt.unpruned. -fold 1: acc. = 82.05 #leaves = 2 max. depth = 1 -fold 2: acc. = 61.54 #leaves = 16 max. depth = 7 -fold 3: acc. = 61.54 #leaves = 17 max. depth = 7 -fold 4: acc. = 66.67 #leaves = 17 max. depth = 7 -fold 5: acc. = 78.57 #leaves = 10 max. depth = 7 -***1***0.8205128***0.2260680*** -***2***0.6153846***0.1554000*** -***3***0.6153846***0.1526130*** -***4***0.6666666***0.1535230*** -***5***0.7857143***0.1501170*** -accuracy = 70.20 #leaves = 12.40 max depth = 5.80 - +Pruned decision tree written to data/csv/breast-cancer-wisc-prog.csv.dt. +Unpruned decision tree written to data/csv/breast-cancer-wisc-prog.csv.dt.unpruned. +fold 1: acc. = 82.05 #leaves = 6 max. depth = 3 +fold 2: acc. = 64.10 #leaves = 17 max. depth = 6 +fold 3: acc. = 71.79 #leaves = 18 max. depth = 8 +fold 4: acc. = 53.85 #leaves = 15 max. depth = 6 +fold 5: acc. = 78.57 #leaves = 18 max. depth = 11 +accuracy = 70.20 #leaves = 14.80 max depth = 6.80 diff --git a/data/oc1output/breast-cancer-wisc-prog_17.txt b/data/oc1output/breast-cancer-wisc-prog_17.txt index c4c4502..3da84c1 100644 --- a/data/oc1output/breast-cancer-wisc-prog_17.txt +++ b/data/oc1output/breast-cancer-wisc-prog_17.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/breast-cancer-wisc-prog.csv.dt. -Unpruned decision tree written to csv/breast-cancer-wisc-prog.csv.dt.unpruned. -fold 1: acc. = 79.49 #leaves = 2 max. depth = 1 -fold 2: acc. = 82.05 #leaves = 17 max. depth = 10 -fold 3: acc. = 61.54 #leaves = 15 max. depth = 9 -fold 4: acc. = 66.67 #leaves = 14 max. depth = 7 -fold 5: acc. = 57.14 #leaves = 15 max. depth = 7 -***1***0.7948718***0.1058620*** -***2***0.8205128***0.2578260*** -***3***0.6153846***0.1876480*** -***4***0.6666666***0.1663680*** -***5***0.5714285***0.1601500*** -accuracy = 69.19 #leaves = 12.60 max depth = 6.80 - +Pruned decision tree written to data/csv/breast-cancer-wisc-prog.csv.dt. +Unpruned decision tree written to data/csv/breast-cancer-wisc-prog.csv.dt.unpruned. +fold 1: acc. = 89.74 #leaves = 4 max. depth = 3 +fold 2: acc. = 74.36 #leaves = 18 max. depth = 9 +fold 3: acc. = 69.23 #leaves = 16 max. depth = 8 +fold 4: acc. = 64.10 #leaves = 16 max. depth = 10 +fold 5: acc. = 73.81 #leaves = 17 max. depth = 9 +accuracy = 74.24 #leaves = 14.20 max depth = 7.80 diff --git a/data/oc1output/breast-cancer-wisc-prog_1714.txt b/data/oc1output/breast-cancer-wisc-prog_1714.txt index ba0836a..86637bd 100644 --- a/data/oc1output/breast-cancer-wisc-prog_1714.txt +++ b/data/oc1output/breast-cancer-wisc-prog_1714.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/breast-cancer-wisc-prog.csv.dt. -Unpruned decision tree written to csv/breast-cancer-wisc-prog.csv.dt.unpruned. -fold 1: acc. = 69.23 #leaves = 2 max. depth = 1 -fold 2: acc. = 61.54 #leaves = 18 max. depth = 7 -fold 3: acc. = 79.49 #leaves = 17 max. depth = 9 -fold 4: acc. = 76.92 #leaves = 19 max. depth = 7 -fold 5: acc. = 69.05 #leaves = 14 max. depth = 7 -***1***0.6923077***0.1508420*** -***2***0.6153846***0.1505870*** -***3***0.7948718***0.2119290*** -***4***0.7692308***0.1523610*** -***5***0.6904762***0.1479020*** -accuracy = 71.21 #leaves = 14.00 max depth = 6.20 - +Pruned decision tree written to data/csv/breast-cancer-wisc-prog.csv.dt. +Unpruned decision tree written to data/csv/breast-cancer-wisc-prog.csv.dt.unpruned. +fold 1: acc. = 76.92 #leaves = 2 max. depth = 1 +fold 2: acc. = 76.92 #leaves = 20 max. depth = 8 +fold 3: acc. = 76.92 #leaves = 21 max. depth = 8 +fold 4: acc. = 61.54 #leaves = 17 max. depth = 9 +fold 5: acc. = 59.52 #leaves = 16 max. depth = 7 +accuracy = 70.20 #leaves = 15.20 max depth = 6.60 diff --git a/data/oc1output/breast-cancer-wisc-prog_23.txt b/data/oc1output/breast-cancer-wisc-prog_23.txt index 8ff90bd..08f7e29 100644 --- a/data/oc1output/breast-cancer-wisc-prog_23.txt +++ b/data/oc1output/breast-cancer-wisc-prog_23.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/breast-cancer-wisc-prog.csv.dt. -Unpruned decision tree written to csv/breast-cancer-wisc-prog.csv.dt.unpruned. -fold 1: acc. = 79.49 #leaves = 2 max. depth = 1 -fold 2: acc. = 74.36 #leaves = 17 max. depth = 7 -fold 3: acc. = 66.67 #leaves = 15 max. depth = 9 -fold 4: acc. = 61.54 #leaves = 17 max. depth = 7 -fold 5: acc. = 64.29 #leaves = 14 max. depth = 7 -***1***0.7948718***0.1580790*** -***2***0.7435897***0.1550880*** -***3***0.6666666***0.1982970*** -***4***0.6153846***0.1623770*** -***5***0.6428571***0.1599120*** -accuracy = 69.19 #leaves = 13.00 max depth = 6.20 - +Pruned decision tree written to data/csv/breast-cancer-wisc-prog.csv.dt. +Unpruned decision tree written to data/csv/breast-cancer-wisc-prog.csv.dt.unpruned. +fold 1: acc. = 87.18 #leaves = 5 max. depth = 4 +fold 2: acc. = 71.79 #leaves = 21 max. depth = 8 +fold 3: acc. = 69.23 #leaves = 19 max. depth = 8 +fold 4: acc. = 69.23 #leaves = 20 max. depth = 11 +fold 5: acc. = 54.76 #leaves = 17 max. depth = 9 +accuracy = 70.20 #leaves = 16.40 max depth = 8.00 diff --git a/data/oc1output/breast-cancer-wisc-prog_31.txt b/data/oc1output/breast-cancer-wisc-prog_31.txt index 56b347c..bcafe7f 100644 --- a/data/oc1output/breast-cancer-wisc-prog_31.txt +++ b/data/oc1output/breast-cancer-wisc-prog_31.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/breast-cancer-wisc-prog.csv.dt. -Unpruned decision tree written to csv/breast-cancer-wisc-prog.csv.dt.unpruned. -fold 1: acc. = 64.10 #leaves = 2 max. depth = 1 -fold 2: acc. = 74.36 #leaves = 15 max. depth = 8 -fold 3: acc. = 61.54 #leaves = 14 max. depth = 7 -fold 4: acc. = 76.92 #leaves = 11 max. depth = 6 -fold 5: acc. = 66.67 #leaves = 15 max. depth = 9 -***1***0.6410256***0.1524790*** -***2***0.7435897***0.1411380*** -***3***0.6153846***0.1412760*** -***4***0.7692308***0.1463140*** -***5***0.6666666***0.2088300*** -accuracy = 68.69 #leaves = 11.40 max depth = 6.20 - +Pruned decision tree written to data/csv/breast-cancer-wisc-prog.csv.dt. +Unpruned decision tree written to data/csv/breast-cancer-wisc-prog.csv.dt.unpruned. +fold 1: acc. = 71.79 #leaves = 5 max. depth = 3 +fold 2: acc. = 71.79 #leaves = 18 max. depth = 6 +fold 3: acc. = 69.23 #leaves = 16 max. depth = 7 +fold 4: acc. = 64.10 #leaves = 17 max. depth = 6 +fold 5: acc. = 71.43 #leaves = 18 max. depth = 6 +accuracy = 69.70 #leaves = 14.80 max depth = 5.60 diff --git a/data/oc1output/breast-cancer-wisc-prog_57.txt b/data/oc1output/breast-cancer-wisc-prog_57.txt index c819ffa..8648de0 100644 --- a/data/oc1output/breast-cancer-wisc-prog_57.txt +++ b/data/oc1output/breast-cancer-wisc-prog_57.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/breast-cancer-wisc-prog.csv.dt. -Unpruned decision tree written to csv/breast-cancer-wisc-prog.csv.dt.unpruned. -fold 1: acc. = 79.49 #leaves = 3 max. depth = 2 -fold 2: acc. = 87.18 #leaves = 13 max. depth = 8 -fold 3: acc. = 61.54 #leaves = 13 max. depth = 7 -fold 4: acc. = 53.85 #leaves = 14 max. depth = 9 -fold 5: acc. = 59.52 #leaves = 13 max. depth = 9 -***1***0.7948718***0.1528330*** -***2***0.8717949***0.1933870*** -***3***0.6153846***0.1691090*** -***4***0.5384615***0.2159580*** -***5***0.5952381***0.2054610*** -accuracy = 68.18 #leaves = 11.20 max depth = 7.00 - +Pruned decision tree written to data/csv/breast-cancer-wisc-prog.csv.dt. +Unpruned decision tree written to data/csv/breast-cancer-wisc-prog.csv.dt.unpruned. +fold 1: acc. = 82.05 #leaves = 4 max. depth = 3 +fold 2: acc. = 64.10 #leaves = 16 max. depth = 9 +fold 3: acc. = 61.54 #leaves = 17 max. depth = 6 +fold 4: acc. = 74.36 #leaves = 15 max. depth = 8 +fold 5: acc. = 73.81 #leaves = 18 max. depth = 10 +accuracy = 71.21 #leaves = 14.00 max depth = 7.20 diff --git a/data/oc1output/breast-cancer-wisc-prog_7.txt b/data/oc1output/breast-cancer-wisc-prog_7.txt index 317fb49..932788a 100644 --- a/data/oc1output/breast-cancer-wisc-prog_7.txt +++ b/data/oc1output/breast-cancer-wisc-prog_7.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/breast-cancer-wisc-prog.csv.dt. -Unpruned decision tree written to csv/breast-cancer-wisc-prog.csv.dt.unpruned. -fold 1: acc. = 84.62 #leaves = 2 max. depth = 1 -fold 2: acc. = 79.49 #leaves = 15 max. depth = 5 -fold 3: acc. = 69.23 #leaves = 17 max. depth = 10 -fold 4: acc. = 74.36 #leaves = 17 max. depth = 6 -fold 5: acc. = 66.67 #leaves = 12 max. depth = 8 -***1***0.8461539***0.1551960*** -***2***0.7948718***0.1168600*** -***3***0.6923077***0.2053630*** -***4***0.7435897***0.1279160*** -***5***0.6666666***0.0972720*** -accuracy = 74.75 #leaves = 12.60 max depth = 6.00 - +Pruned decision tree written to data/csv/breast-cancer-wisc-prog.csv.dt. +Unpruned decision tree written to data/csv/breast-cancer-wisc-prog.csv.dt.unpruned. +fold 1: acc. = 87.18 #leaves = 3 max. depth = 2 +fold 2: acc. = 71.79 #leaves = 16 max. depth = 8 +fold 3: acc. = 66.67 #leaves = 21 max. depth = 13 +fold 4: acc. = 71.79 #leaves = 20 max. depth = 8 +fold 5: acc. = 64.29 #leaves = 19 max. depth = 10 +accuracy = 72.22 #leaves = 15.80 max depth = 8.20 diff --git a/data/oc1output/breast-cancer-wisc-prog_79.txt b/data/oc1output/breast-cancer-wisc-prog_79.txt index 9eae2ce..63b8f96 100644 --- a/data/oc1output/breast-cancer-wisc-prog_79.txt +++ b/data/oc1output/breast-cancer-wisc-prog_79.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/breast-cancer-wisc-prog.csv.dt. -Unpruned decision tree written to csv/breast-cancer-wisc-prog.csv.dt.unpruned. -fold 1: acc. = 71.79 #leaves = 2 max. depth = 1 -fold 2: acc. = 74.36 #leaves = 14 max. depth = 7 -fold 3: acc. = 76.92 #leaves = 17 max. depth = 8 -fold 4: acc. = 74.36 #leaves = 14 max. depth = 5 -fold 5: acc. = 64.29 #leaves = 12 max. depth = 5 -***1***0.7179487***0.1882060*** -***2***0.7435897***0.1728460*** -***3***0.7692308***0.1776380*** -***4***0.7435897***0.1136050*** -***5***0.6428571***0.0698270*** -accuracy = 72.22 #leaves = 11.80 max depth = 5.20 - +Pruned decision tree written to data/csv/breast-cancer-wisc-prog.csv.dt. +Unpruned decision tree written to data/csv/breast-cancer-wisc-prog.csv.dt.unpruned. +fold 1: acc. = 66.67 #leaves = 2 max. depth = 1 +fold 2: acc. = 74.36 #leaves = 18 max. depth = 7 +fold 3: acc. = 64.10 #leaves = 20 max. depth = 9 +fold 4: acc. = 66.67 #leaves = 19 max. depth = 8 +fold 5: acc. = 61.90 #leaves = 16 max. depth = 7 +accuracy = 66.67 #leaves = 15.00 max depth = 6.40 diff --git a/data/oc1output/breast-cancer-wisc-prog_83.txt b/data/oc1output/breast-cancer-wisc-prog_83.txt index 6be7cbd..6cfe3bd 100644 --- a/data/oc1output/breast-cancer-wisc-prog_83.txt +++ b/data/oc1output/breast-cancer-wisc-prog_83.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/breast-cancer-wisc-prog.csv.dt. -Unpruned decision tree written to csv/breast-cancer-wisc-prog.csv.dt.unpruned. -fold 1: acc. = 71.79 #leaves = 2 max. depth = 1 -fold 2: acc. = 74.36 #leaves = 15 max. depth = 7 -fold 3: acc. = 71.79 #leaves = 14 max. depth = 6 -fold 4: acc. = 69.23 #leaves = 10 max. depth = 6 -fold 5: acc. = 76.19 #leaves = 14 max. depth = 6 -***1***0.7179487***0.1613250*** -***2***0.7435897***0.1534450*** -***3***0.7179487***0.1228880*** -***4***0.6923077***0.1583100*** -***5***0.7619048***0.1170410*** -accuracy = 72.73 #leaves = 11.00 max depth = 5.20 - +Pruned decision tree written to data/csv/breast-cancer-wisc-prog.csv.dt. +Unpruned decision tree written to data/csv/breast-cancer-wisc-prog.csv.dt.unpruned. +fold 1: acc. = 64.10 #leaves = 5 max. depth = 3 +fold 2: acc. = 76.92 #leaves = 18 max. depth = 7 +fold 3: acc. = 74.36 #leaves = 21 max. depth = 9 +fold 4: acc. = 64.10 #leaves = 15 max. depth = 7 +fold 5: acc. = 73.81 #leaves = 16 max. depth = 7 +accuracy = 70.71 #leaves = 15.00 max depth = 6.60 diff --git a/data/oc1output/breast-cancer-wisc-prog_97.txt b/data/oc1output/breast-cancer-wisc-prog_97.txt index d3aaa25..44a7980 100644 --- a/data/oc1output/breast-cancer-wisc-prog_97.txt +++ b/data/oc1output/breast-cancer-wisc-prog_97.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/breast-cancer-wisc-prog.csv.dt. -Unpruned decision tree written to csv/breast-cancer-wisc-prog.csv.dt.unpruned. -fold 1: acc. = 79.49 #leaves = 2 max. depth = 1 -fold 2: acc. = 64.10 #leaves = 16 max. depth = 7 -fold 3: acc. = 64.10 #leaves = 15 max. depth = 8 -fold 4: acc. = 76.92 #leaves = 17 max. depth = 8 -fold 5: acc. = 80.95 #leaves = 18 max. depth = 7 -***1***0.7948718***0.1126540*** -***2***0.6410256***0.1116660*** -***3***0.6410256***0.1836210*** -***4***0.7692308***0.1835240*** -***5***0.8095238***0.1480360*** -accuracy = 73.23 #leaves = 13.60 max depth = 6.20 - +Pruned decision tree written to data/csv/breast-cancer-wisc-prog.csv.dt. +Unpruned decision tree written to data/csv/breast-cancer-wisc-prog.csv.dt.unpruned. +fold 1: acc. = 71.79 #leaves = 2 max. depth = 1 +fold 2: acc. = 64.10 #leaves = 19 max. depth = 8 +fold 3: acc. = 69.23 #leaves = 18 max. depth = 8 +fold 4: acc. = 64.10 #leaves = 22 max. depth = 9 +fold 5: acc. = 71.43 #leaves = 18 max. depth = 8 +accuracy = 68.18 #leaves = 15.80 max depth = 6.80 diff --git a/data/oc1output/breast-cancer-wisc_1.txt b/data/oc1output/breast-cancer-wisc_1.txt index fa38ce3..1cf5b90 100644 --- a/data/oc1output/breast-cancer-wisc_1.txt +++ b/data/oc1output/breast-cancer-wisc_1.txt @@ -1,17 +1,10 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/breast-cancer-wisc.csv.dt. -Unpruned decision tree written to csv/breast-cancer-wisc.csv.dt.unpruned. -fold 1: acc. = 94.24 #leaves = 2 max. depth = 1 -fold 2: acc. = 94.24 #leaves = 14 max. depth = 9 -fold 3: acc. = 91.37 #leaves = 16 max. depth = 10 -fold 4: acc. = 94.24 #leaves = 13 max. depth = 6 -fold 5: acc. = 92.31 #leaves = 16 max. depth = 7 -***1***0.9424461***0.2019030*** -***2***0.9424461***0.2041340*** -***3***0.9136690***0.2489090*** -***4***0.9424461***0.1580300*** -***5***0.9230769***0.2172140*** -accuracy = 93.28 #leaves = 12.20 max depth = 6.60 - +Unpruned decision tree written to data/csv/breast-cancer-wisc.csv.dt. +fold 1: acc. = 93.53 #leaves = 15 max. depth = 7 +fold 2: acc. = 95.68 #leaves = 16 max. depth = 8 +fold 3: acc. = 94.24 #leaves = 17 max. depth = 10 +fold 4: acc. = 93.53 #leaves = 16 max. depth = 7 +fold 5: acc. = 95.80 #leaves = 16 max. depth = 7 +accuracy = 94.56 #leaves = 16.00 max depth = 7.80 diff --git a/data/oc1output/breast-cancer-wisc_17.txt b/data/oc1output/breast-cancer-wisc_17.txt index b2b2546..328ec43 100644 --- a/data/oc1output/breast-cancer-wisc_17.txt +++ b/data/oc1output/breast-cancer-wisc_17.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/breast-cancer-wisc.csv.dt. -Unpruned decision tree written to csv/breast-cancer-wisc.csv.dt.unpruned. -fold 1: acc. = 94.24 #leaves = 2 max. depth = 1 -fold 2: acc. = 94.96 #leaves = 15 max. depth = 9 -fold 3: acc. = 91.37 #leaves = 16 max. depth = 9 -fold 4: acc. = 94.24 #leaves = 14 max. depth = 8 -fold 5: acc. = 95.80 #leaves = 11 max. depth = 7 -***1***0.9424461***0.1704290*** -***2***0.9496403***0.1807310*** -***3***0.9136690***0.1791580*** -***4***0.9424461***0.2397700*** -***5***0.9580420***0.1952840*** -accuracy = 94.13 #leaves = 11.60 max depth = 6.80 - +Pruned decision tree written to data/csv/breast-cancer-wisc.csv.dt. +Unpruned decision tree written to data/csv/breast-cancer-wisc.csv.dt.unpruned. +fold 1: acc. = 95.68 #leaves = 2 max. depth = 1 +fold 2: acc. = 93.53 #leaves = 19 max. depth = 9 +fold 3: acc. = 94.96 #leaves = 15 max. depth = 8 +fold 4: acc. = 94.24 #leaves = 16 max. depth = 9 +fold 5: acc. = 96.50 #leaves = 14 max. depth = 7 +accuracy = 94.99 #leaves = 13.20 max depth = 6.80 diff --git a/data/oc1output/breast-cancer-wisc_1714.txt b/data/oc1output/breast-cancer-wisc_1714.txt index ebcb763..7d28e3c 100644 --- a/data/oc1output/breast-cancer-wisc_1714.txt +++ b/data/oc1output/breast-cancer-wisc_1714.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/breast-cancer-wisc.csv.dt. -Unpruned decision tree written to csv/breast-cancer-wisc.csv.dt.unpruned. -fold 1: acc. = 97.12 #leaves = 2 max. depth = 1 -fold 2: acc. = 94.96 #leaves = 12 max. depth = 9 -fold 3: acc. = 95.68 #leaves = 12 max. depth = 8 -fold 4: acc. = 91.37 #leaves = 10 max. depth = 6 -fold 5: acc. = 94.41 #leaves = 15 max. depth = 9 -***1***0.9712230***0.1575260*** -***2***0.9496403***0.1803960*** -***3***0.9568346***0.2108110*** -***4***0.9136690***0.1927210*** -***5***0.9440559***0.2109680*** -accuracy = 94.71 #leaves = 10.20 max depth = 6.60 - +Pruned decision tree written to data/csv/breast-cancer-wisc.csv.dt. +Unpruned decision tree written to data/csv/breast-cancer-wisc.csv.dt.unpruned. +fold 1: acc. = 95.68 #leaves = 2 max. depth = 1 +fold 2: acc. = 94.24 #leaves = 16 max. depth = 9 +fold 3: acc. = 92.81 #leaves = 12 max. depth = 6 +fold 4: acc. = 93.53 #leaves = 10 max. depth = 6 +fold 5: acc. = 93.71 #leaves = 16 max. depth = 11 +accuracy = 93.99 #leaves = 11.20 max depth = 6.60 diff --git a/data/oc1output/breast-cancer-wisc_23.txt b/data/oc1output/breast-cancer-wisc_23.txt index a75ed42..f509c6d 100644 --- a/data/oc1output/breast-cancer-wisc_23.txt +++ b/data/oc1output/breast-cancer-wisc_23.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/breast-cancer-wisc.csv.dt. -Unpruned decision tree written to csv/breast-cancer-wisc.csv.dt.unpruned. -fold 1: acc. = 94.96 #leaves = 3 max. depth = 2 -fold 2: acc. = 94.24 #leaves = 15 max. depth = 10 -fold 3: acc. = 94.96 #leaves = 15 max. depth = 7 -fold 4: acc. = 95.68 #leaves = 11 max. depth = 7 -fold 5: acc. = 91.61 #leaves = 13 max. depth = 8 -***1***0.9496403***0.1364490*** -***2***0.9424461***0.2291380*** -***3***0.9496403***0.1727160*** -***4***0.9568346***0.1520550*** -***5***0.9160839***0.1783750*** -accuracy = 94.28 #leaves = 11.40 max depth = 6.80 - +Pruned decision tree written to data/csv/breast-cancer-wisc.csv.dt. +Unpruned decision tree written to data/csv/breast-cancer-wisc.csv.dt.unpruned. +fold 1: acc. = 94.24 #leaves = 2 max. depth = 1 +fold 2: acc. = 91.37 #leaves = 19 max. depth = 10 +fold 3: acc. = 94.24 #leaves = 16 max. depth = 9 +fold 4: acc. = 94.24 #leaves = 14 max. depth = 7 +fold 5: acc. = 95.10 #leaves = 19 max. depth = 11 +accuracy = 93.85 #leaves = 14.00 max depth = 7.60 diff --git a/data/oc1output/breast-cancer-wisc_31.txt b/data/oc1output/breast-cancer-wisc_31.txt index cabaa1f..b5ed93c 100644 --- a/data/oc1output/breast-cancer-wisc_31.txt +++ b/data/oc1output/breast-cancer-wisc_31.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/breast-cancer-wisc.csv.dt. -Unpruned decision tree written to csv/breast-cancer-wisc.csv.dt.unpruned. -fold 1: acc. = 94.24 #leaves = 2 max. depth = 1 -fold 2: acc. = 91.37 #leaves = 17 max. depth = 9 -fold 3: acc. = 94.24 #leaves = 11 max. depth = 6 -fold 4: acc. = 97.84 #leaves = 13 max. depth = 7 -fold 5: acc. = 93.01 #leaves = 13 max. depth = 7 -***1***0.9424461***0.1652360*** -***2***0.9136690***0.2322710*** -***3***0.9424461***0.1874670*** -***4***0.9784173***0.1852260*** -***5***0.9300700***0.1773160*** -accuracy = 94.13 #leaves = 11.20 max depth = 6.00 - +Pruned decision tree written to data/csv/breast-cancer-wisc.csv.dt. +Unpruned decision tree written to data/csv/breast-cancer-wisc.csv.dt.unpruned. +fold 1: acc. = 94.96 #leaves = 2 max. depth = 1 +fold 2: acc. = 96.40 #leaves = 19 max. depth = 8 +fold 3: acc. = 94.96 #leaves = 15 max. depth = 8 +fold 4: acc. = 97.84 #leaves = 18 max. depth = 7 +fold 5: acc. = 93.71 #leaves = 18 max. depth = 9 +accuracy = 95.57 #leaves = 14.40 max depth = 6.60 diff --git a/data/oc1output/breast-cancer-wisc_57.txt b/data/oc1output/breast-cancer-wisc_57.txt index cef1e60..4a81850 100644 --- a/data/oc1output/breast-cancer-wisc_57.txt +++ b/data/oc1output/breast-cancer-wisc_57.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/breast-cancer-wisc.csv.dt. -Unpruned decision tree written to csv/breast-cancer-wisc.csv.dt.unpruned. -fold 1: acc. = 92.09 #leaves = 2 max. depth = 1 -fold 2: acc. = 92.81 #leaves = 14 max. depth = 8 -fold 3: acc. = 93.53 #leaves = 12 max. depth = 7 -fold 4: acc. = 94.96 #leaves = 13 max. depth = 7 -fold 5: acc. = 91.61 #leaves = 17 max. depth = 10 -***1***0.9208633***0.2116620*** -***2***0.9280576***0.1697430*** -***3***0.9352518***0.1477900*** -***4***0.9496403***0.2343880*** -***5***0.9160839***0.2402100*** -accuracy = 92.99 #leaves = 11.60 max depth = 6.60 - +Pruned decision tree written to data/csv/breast-cancer-wisc.csv.dt. +Unpruned decision tree written to data/csv/breast-cancer-wisc.csv.dt.unpruned. +fold 1: acc. = 96.40 #leaves = 3 max. depth = 2 +fold 2: acc. = 94.96 #leaves = 16 max. depth = 8 +fold 3: acc. = 93.53 #leaves = 16 max. depth = 10 +fold 4: acc. = 94.24 #leaves = 15 max. depth = 8 +fold 5: acc. = 95.80 #leaves = 14 max. depth = 8 +accuracy = 94.99 #leaves = 12.80 max depth = 7.20 diff --git a/data/oc1output/breast-cancer-wisc_7.txt b/data/oc1output/breast-cancer-wisc_7.txt index 63e4a90..7c31b0b 100644 --- a/data/oc1output/breast-cancer-wisc_7.txt +++ b/data/oc1output/breast-cancer-wisc_7.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/breast-cancer-wisc.csv.dt. -Unpruned decision tree written to csv/breast-cancer-wisc.csv.dt.unpruned. -fold 1: acc. = 97.84 #leaves = 3 max. depth = 2 -fold 2: acc. = 95.68 #leaves = 18 max. depth = 9 -fold 3: acc. = 86.33 #leaves = 11 max. depth = 7 -fold 4: acc. = 90.65 #leaves = 10 max. depth = 7 -fold 5: acc. = 97.90 #leaves = 13 max. depth = 10 -***1***0.9784173***0.2569110*** -***2***0.9568346***0.2597000*** -***3***0.8633093***0.1897610*** -***4***0.9064748***0.1761110*** -***5***0.9790210***0.1665080*** -accuracy = 93.71 #leaves = 11.00 max depth = 7.00 - +Pruned decision tree written to data/csv/breast-cancer-wisc.csv.dt. +Unpruned decision tree written to data/csv/breast-cancer-wisc.csv.dt.unpruned. +fold 1: acc. = 97.12 #leaves = 2 max. depth = 1 +fold 2: acc. = 91.37 #leaves = 20 max. depth = 8 +fold 3: acc. = 91.37 #leaves = 13 max. depth = 7 +fold 4: acc. = 92.09 #leaves = 15 max. depth = 6 +fold 5: acc. = 96.50 #leaves = 18 max. depth = 10 +accuracy = 93.71 #leaves = 13.60 max depth = 6.40 diff --git a/data/oc1output/breast-cancer-wisc_79.txt b/data/oc1output/breast-cancer-wisc_79.txt index 2813d8d..7b6547f 100644 --- a/data/oc1output/breast-cancer-wisc_79.txt +++ b/data/oc1output/breast-cancer-wisc_79.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/breast-cancer-wisc.csv.dt. -Unpruned decision tree written to csv/breast-cancer-wisc.csv.dt.unpruned. -fold 1: acc. = 93.53 #leaves = 4 max. depth = 3 -fold 2: acc. = 97.12 #leaves = 15 max. depth = 10 -fold 3: acc. = 94.96 #leaves = 12 max. depth = 9 -fold 4: acc. = 94.24 #leaves = 12 max. depth = 6 -fold 5: acc. = 95.10 #leaves = 11 max. depth = 6 -***1***0.9352518***0.1656890*** -***2***0.9712230***0.1955060*** -***3***0.9496403***0.1905780*** -***4***0.9424461***0.1897690*** -***5***0.9510490***0.1437360*** -accuracy = 94.99 #leaves = 10.80 max depth = 6.80 - +Pruned decision tree written to data/csv/breast-cancer-wisc.csv.dt. +Unpruned decision tree written to data/csv/breast-cancer-wisc.csv.dt.unpruned. +fold 1: acc. = 96.40 #leaves = 4 max. depth = 3 +fold 2: acc. = 94.96 #leaves = 19 max. depth = 11 +fold 3: acc. = 95.68 #leaves = 17 max. depth = 10 +fold 4: acc. = 92.09 #leaves = 14 max. depth = 7 +fold 5: acc. = 93.71 #leaves = 12 max. depth = 9 +accuracy = 94.56 #leaves = 13.20 max depth = 8.00 diff --git a/data/oc1output/breast-cancer-wisc_83.txt b/data/oc1output/breast-cancer-wisc_83.txt index 7c2e07d..6e5fab3 100644 --- a/data/oc1output/breast-cancer-wisc_83.txt +++ b/data/oc1output/breast-cancer-wisc_83.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/breast-cancer-wisc.csv.dt. -Unpruned decision tree written to csv/breast-cancer-wisc.csv.dt.unpruned. -fold 1: acc. = 94.96 #leaves = 2 max. depth = 1 -fold 2: acc. = 91.37 #leaves = 14 max. depth = 9 -fold 3: acc. = 92.81 #leaves = 13 max. depth = 7 -fold 4: acc. = 94.24 #leaves = 9 max. depth = 5 -fold 5: acc. = 94.41 #leaves = 13 max. depth = 6 -***1***0.9496403***0.2149980*** -***2***0.9136690***0.2006230*** -***3***0.9280576***0.1710670*** -***4***0.9424461***0.1504130*** -***5***0.9440559***0.1645050*** -accuracy = 93.56 #leaves = 10.20 max depth = 5.60 - +Pruned decision tree written to data/csv/breast-cancer-wisc.csv.dt. +Unpruned decision tree written to data/csv/breast-cancer-wisc.csv.dt.unpruned. +fold 1: acc. = 96.40 #leaves = 5 max. depth = 3 +fold 2: acc. = 94.96 #leaves = 19 max. depth = 10 +fold 3: acc. = 94.24 #leaves = 15 max. depth = 9 +fold 4: acc. = 92.81 #leaves = 12 max. depth = 8 +fold 5: acc. = 92.31 #leaves = 11 max. depth = 8 +accuracy = 94.13 #leaves = 12.40 max depth = 7.60 diff --git a/data/oc1output/breast-cancer-wisc_97.txt b/data/oc1output/breast-cancer-wisc_97.txt index 30b31f8..fc21a1d 100644 --- a/data/oc1output/breast-cancer-wisc_97.txt +++ b/data/oc1output/breast-cancer-wisc_97.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/breast-cancer-wisc.csv.dt. -Unpruned decision tree written to csv/breast-cancer-wisc.csv.dt.unpruned. -fold 1: acc. = 92.81 #leaves = 2 max. depth = 1 -fold 2: acc. = 94.24 #leaves = 15 max. depth = 10 -fold 3: acc. = 94.96 #leaves = 15 max. depth = 10 -fold 4: acc. = 94.96 #leaves = 13 max. depth = 7 -fold 5: acc. = 95.10 #leaves = 16 max. depth = 8 -***1***0.9280576***0.2269400*** -***2***0.9424461***0.2161370*** -***3***0.9496403***0.1876140*** -***4***0.9496403***0.2069930*** -***5***0.9510490***0.2072890*** -accuracy = 94.42 #leaves = 12.20 max depth = 7.20 - +Pruned decision tree written to data/csv/breast-cancer-wisc.csv.dt. +Unpruned decision tree written to data/csv/breast-cancer-wisc.csv.dt.unpruned. +fold 1: acc. = 95.68 #leaves = 2 max. depth = 1 +fold 2: acc. = 94.96 #leaves = 13 max. depth = 7 +fold 3: acc. = 94.96 #leaves = 18 max. depth = 7 +fold 4: acc. = 93.53 #leaves = 13 max. depth = 8 +fold 5: acc. = 94.41 #leaves = 19 max. depth = 10 +accuracy = 94.71 #leaves = 13.00 max depth = 6.60 diff --git a/data/oc1output/breast-cancer_1.txt b/data/oc1output/breast-cancer_1.txt index 5f68975..8cdb51f 100644 --- a/data/oc1output/breast-cancer_1.txt +++ b/data/oc1output/breast-cancer_1.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/breast-cancer.csv.dt. -Unpruned decision tree written to csv/breast-cancer.csv.dt.unpruned. -fold 1: acc. = 77.19 #leaves = 2 max. depth = 1 -fold 2: acc. = 70.18 #leaves = 38 max. depth = 11 -fold 3: acc. = 68.42 #leaves = 27 max. depth = 11 -fold 4: acc. = 52.63 #leaves = 24 max. depth = 8 -fold 5: acc. = 62.07 #leaves = 29 max. depth = 11 -***1***0.7719299***0.0847840*** -***2***0.7017544***0.0964460*** -***3***0.6842105***0.0933660*** -***4***0.5263158***0.0970090*** -***5***0.6206896***0.0877510*** -accuracy = 66.08 #leaves = 24.00 max depth = 8.40 - +Pruned decision tree written to data/csv/breast-cancer.csv.dt. +Unpruned decision tree written to data/csv/breast-cancer.csv.dt.unpruned. +fold 1: acc. = 78.95 #leaves = 3 max. depth = 2 +fold 2: acc. = 73.68 #leaves = 35 max. depth = 13 +fold 3: acc. = 73.68 #leaves = 38 max. depth = 12 +fold 4: acc. = 63.16 #leaves = 37 max. depth = 16 +fold 5: acc. = 58.62 #leaves = 43 max. depth = 10 +accuracy = 69.58 #leaves = 31.20 max depth = 10.60 diff --git a/data/oc1output/breast-cancer_17.txt b/data/oc1output/breast-cancer_17.txt index a4d8f5f..5a131e9 100644 --- a/data/oc1output/breast-cancer_17.txt +++ b/data/oc1output/breast-cancer_17.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/breast-cancer.csv.dt. -Unpruned decision tree written to csv/breast-cancer.csv.dt.unpruned. -fold 1: acc. = 68.42 #leaves = 2 max. depth = 1 -fold 2: acc. = 64.91 #leaves = 30 max. depth = 9 -fold 3: acc. = 64.91 #leaves = 32 max. depth = 9 -fold 4: acc. = 59.65 #leaves = 35 max. depth = 9 -fold 5: acc. = 65.52 #leaves = 27 max. depth = 8 -***1***0.6842105***0.0796580*** -***2***0.6491228***0.0815700*** -***3***0.6491228***0.0742300*** -***4***0.5964912***0.0751060*** -***5***0.6551724***0.0738900*** -accuracy = 64.69 #leaves = 25.20 max depth = 7.20 - +Pruned decision tree written to data/csv/breast-cancer.csv.dt. +Unpruned decision tree written to data/csv/breast-cancer.csv.dt.unpruned. +fold 1: acc. = 82.46 #leaves = 3 max. depth = 2 +fold 2: acc. = 66.67 #leaves = 41 max. depth = 16 +fold 3: acc. = 64.91 #leaves = 38 max. depth = 10 +fold 4: acc. = 63.16 #leaves = 33 max. depth = 10 +fold 5: acc. = 58.62 #leaves = 42 max. depth = 10 +accuracy = 67.13 #leaves = 31.40 max depth = 9.60 diff --git a/data/oc1output/breast-cancer_1714.txt b/data/oc1output/breast-cancer_1714.txt index ae9d950..7ebdc0a 100644 --- a/data/oc1output/breast-cancer_1714.txt +++ b/data/oc1output/breast-cancer_1714.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/breast-cancer.csv.dt. -Unpruned decision tree written to csv/breast-cancer.csv.dt.unpruned. -fold 1: acc. = 82.46 #leaves = 3 max. depth = 2 -fold 2: acc. = 61.40 #leaves = 38 max. depth = 12 -fold 3: acc. = 64.91 #leaves = 36 max. depth = 10 -fold 4: acc. = 59.65 #leaves = 37 max. depth = 9 -fold 5: acc. = 67.24 #leaves = 28 max. depth = 9 -***1***0.8245614***0.0901120*** -***2***0.6140351***0.0997440*** -***3***0.6491228***0.1043590*** -***4***0.5964912***0.0700220*** -***5***0.6724138***0.0846340*** -accuracy = 67.13 #leaves = 28.40 max depth = 8.40 - +Pruned decision tree written to data/csv/breast-cancer.csv.dt. +Unpruned decision tree written to data/csv/breast-cancer.csv.dt.unpruned. +fold 1: acc. = 82.46 #leaves = 2 max. depth = 1 +fold 2: acc. = 70.18 #leaves = 51 max. depth = 16 +fold 3: acc. = 64.91 #leaves = 41 max. depth = 15 +fold 4: acc. = 59.65 #leaves = 42 max. depth = 13 +fold 5: acc. = 60.34 #leaves = 38 max. depth = 13 +accuracy = 67.48 #leaves = 34.80 max depth = 11.60 diff --git a/data/oc1output/breast-cancer_23.txt b/data/oc1output/breast-cancer_23.txt index 6396b9a..2f1ec9a 100644 --- a/data/oc1output/breast-cancer_23.txt +++ b/data/oc1output/breast-cancer_23.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/breast-cancer.csv.dt. -Unpruned decision tree written to csv/breast-cancer.csv.dt.unpruned. -fold 1: acc. = 77.19 #leaves = 3 max. depth = 2 -fold 2: acc. = 73.68 #leaves = 32 max. depth = 8 -fold 3: acc. = 64.91 #leaves = 31 max. depth = 10 -fold 4: acc. = 68.42 #leaves = 35 max. depth = 12 -fold 5: acc. = 58.62 #leaves = 27 max. depth = 10 -***1***0.7719299***0.0639300*** -***2***0.7368421***0.0794630*** -***3***0.6491228***0.0939440*** -***4***0.6842105***0.0973290*** -***5***0.5862069***0.1153730*** -accuracy = 68.53 #leaves = 25.60 max depth = 8.40 - +Pruned decision tree written to data/csv/breast-cancer.csv.dt. +Unpruned decision tree written to data/csv/breast-cancer.csv.dt.unpruned. +fold 1: acc. = 80.70 #leaves = 2 max. depth = 1 +fold 2: acc. = 66.67 #leaves = 35 max. depth = 8 +fold 3: acc. = 52.63 #leaves = 34 max. depth = 11 +fold 4: acc. = 73.68 #leaves = 48 max. depth = 14 +fold 5: acc. = 70.69 #leaves = 41 max. depth = 12 +accuracy = 68.88 #leaves = 32.00 max depth = 9.20 diff --git a/data/oc1output/breast-cancer_31.txt b/data/oc1output/breast-cancer_31.txt index 502ef80..6865d41 100644 --- a/data/oc1output/breast-cancer_31.txt +++ b/data/oc1output/breast-cancer_31.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/breast-cancer.csv.dt. -Unpruned decision tree written to csv/breast-cancer.csv.dt.unpruned. -fold 1: acc. = 64.91 #leaves = 2 max. depth = 1 -fold 2: acc. = 77.19 #leaves = 32 max. depth = 9 -fold 3: acc. = 57.89 #leaves = 36 max. depth = 12 -fold 4: acc. = 78.95 #leaves = 37 max. depth = 10 -fold 5: acc. = 60.34 #leaves = 44 max. depth = 13 -***1***0.6491228***0.0951730*** -***2***0.7719299***0.1011500*** -***3***0.5789474***0.0866760*** -***4***0.7894737***0.0777440*** -***5***0.6034483***0.0972860*** -accuracy = 67.83 #leaves = 30.20 max depth = 9.00 - +Pruned decision tree written to data/csv/breast-cancer.csv.dt. +Unpruned decision tree written to data/csv/breast-cancer.csv.dt.unpruned. +fold 1: acc. = 70.18 #leaves = 5 max. depth = 4 +fold 2: acc. = 71.93 #leaves = 46 max. depth = 11 +fold 3: acc. = 52.63 #leaves = 43 max. depth = 16 +fold 4: acc. = 61.40 #leaves = 32 max. depth = 16 +fold 5: acc. = 63.79 #leaves = 40 max. depth = 12 +accuracy = 63.99 #leaves = 33.20 max depth = 11.80 diff --git a/data/oc1output/breast-cancer_57.txt b/data/oc1output/breast-cancer_57.txt index f1ed74a..02652c8 100644 --- a/data/oc1output/breast-cancer_57.txt +++ b/data/oc1output/breast-cancer_57.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/breast-cancer.csv.dt. -Unpruned decision tree written to csv/breast-cancer.csv.dt.unpruned. -fold 1: acc. = 70.18 #leaves = 2 max. depth = 1 -fold 2: acc. = 68.42 #leaves = 33 max. depth = 10 -fold 3: acc. = 66.67 #leaves = 41 max. depth = 13 -fold 4: acc. = 68.42 #leaves = 34 max. depth = 8 -fold 5: acc. = 60.34 #leaves = 30 max. depth = 11 -***1***0.7017544***0.0875370*** -***2***0.6842105***0.0964160*** -***3***0.6666666***0.1188470*** -***4***0.6842105***0.0871830*** -***5***0.6034483***0.1196570*** -accuracy = 66.78 #leaves = 28.00 max depth = 8.60 - +Pruned decision tree written to data/csv/breast-cancer.csv.dt. +Unpruned decision tree written to data/csv/breast-cancer.csv.dt.unpruned. +fold 1: acc. = 75.44 #leaves = 12 max. depth = 7 +fold 2: acc. = 61.40 #leaves = 48 max. depth = 11 +fold 3: acc. = 70.18 #leaves = 46 max. depth = 12 +fold 4: acc. = 59.65 #leaves = 36 max. depth = 12 +fold 5: acc. = 58.62 #leaves = 45 max. depth = 16 +accuracy = 65.03 #leaves = 37.40 max depth = 11.60 diff --git a/data/oc1output/breast-cancer_7.txt b/data/oc1output/breast-cancer_7.txt index 6326ba6..b7068d3 100644 --- a/data/oc1output/breast-cancer_7.txt +++ b/data/oc1output/breast-cancer_7.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/breast-cancer.csv.dt. -Unpruned decision tree written to csv/breast-cancer.csv.dt.unpruned. -fold 1: acc. = 64.91 #leaves = 2 max. depth = 1 -fold 2: acc. = 63.16 #leaves = 33 max. depth = 14 -fold 3: acc. = 52.63 #leaves = 34 max. depth = 13 -fold 4: acc. = 63.16 #leaves = 33 max. depth = 9 -fold 5: acc. = 60.34 #leaves = 33 max. depth = 10 -***1***0.6491228***0.0664590*** -***2***0.6315789***0.0744390*** -***3***0.5263158***0.1135000*** -***4***0.6315789***0.0700180*** -***5***0.6034483***0.0725880*** -accuracy = 60.84 #leaves = 27.00 max depth = 9.40 - +Pruned decision tree written to data/csv/breast-cancer.csv.dt. +Unpruned decision tree written to data/csv/breast-cancer.csv.dt.unpruned. +fold 1: acc. = 73.68 #leaves = 2 max. depth = 1 +fold 2: acc. = 61.40 #leaves = 43 max. depth = 11 +fold 3: acc. = 77.19 #leaves = 40 max. depth = 10 +fold 4: acc. = 54.39 #leaves = 41 max. depth = 10 +fold 5: acc. = 75.86 #leaves = 32 max. depth = 12 +accuracy = 68.53 #leaves = 31.60 max depth = 8.80 diff --git a/data/oc1output/breast-cancer_79.txt b/data/oc1output/breast-cancer_79.txt index ed2fccc..28a9c1e 100644 --- a/data/oc1output/breast-cancer_79.txt +++ b/data/oc1output/breast-cancer_79.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/breast-cancer.csv.dt. -Unpruned decision tree written to csv/breast-cancer.csv.dt.unpruned. -fold 1: acc. = 63.16 #leaves = 4 max. depth = 3 -fold 2: acc. = 52.63 #leaves = 36 max. depth = 13 -fold 3: acc. = 63.16 #leaves = 37 max. depth = 11 -fold 4: acc. = 64.91 #leaves = 32 max. depth = 8 -fold 5: acc. = 68.97 #leaves = 34 max. depth = 12 -***1***0.6315789***0.0825660*** -***2***0.5263158***0.0912040*** -***3***0.6315789***0.0866260*** -***4***0.6491228***0.0859780*** -***5***0.6896551***0.0987720*** -accuracy = 62.59 #leaves = 28.60 max depth = 9.40 - +Pruned decision tree written to data/csv/breast-cancer.csv.dt. +Unpruned decision tree written to data/csv/breast-cancer.csv.dt.unpruned. +fold 1: acc. = 66.67 #leaves = 2 max. depth = 1 +fold 2: acc. = 66.67 #leaves = 38 max. depth = 12 +fold 3: acc. = 66.67 #leaves = 38 max. depth = 13 +fold 4: acc. = 77.19 #leaves = 37 max. depth = 9 +fold 5: acc. = 62.07 #leaves = 38 max. depth = 11 +accuracy = 67.83 #leaves = 30.60 max depth = 9.20 diff --git a/data/oc1output/breast-cancer_83.txt b/data/oc1output/breast-cancer_83.txt index 2307617..00ab24c 100644 --- a/data/oc1output/breast-cancer_83.txt +++ b/data/oc1output/breast-cancer_83.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/breast-cancer.csv.dt. -Unpruned decision tree written to csv/breast-cancer.csv.dt.unpruned. -fold 1: acc. = 63.16 #leaves = 19 max. depth = 12 -fold 2: acc. = 61.40 #leaves = 37 max. depth = 10 -fold 3: acc. = 66.67 #leaves = 35 max. depth = 12 -fold 4: acc. = 66.67 #leaves = 37 max. depth = 11 -fold 5: acc. = 65.52 #leaves = 34 max. depth = 11 -***1***0.6315789***0.0942190*** -***2***0.6140351***0.0848180*** -***3***0.6666666***0.0806680*** -***4***0.6666666***0.0983590*** -***5***0.6551724***0.1042520*** -accuracy = 64.69 #leaves = 32.40 max depth = 11.20 - +Pruned decision tree written to data/csv/breast-cancer.csv.dt. +Unpruned decision tree written to data/csv/breast-cancer.csv.dt.unpruned. +fold 1: acc. = 70.18 #leaves = 4 max. depth = 2 +fold 2: acc. = 66.67 #leaves = 39 max. depth = 14 +fold 3: acc. = 66.67 #leaves = 38 max. depth = 11 +fold 4: acc. = 61.40 #leaves = 44 max. depth = 13 +fold 5: acc. = 70.69 #leaves = 37 max. depth = 12 +accuracy = 67.13 #leaves = 32.40 max depth = 10.40 diff --git a/data/oc1output/breast-cancer_97.txt b/data/oc1output/breast-cancer_97.txt index 8fdeab0..3c5ed7e 100644 --- a/data/oc1output/breast-cancer_97.txt +++ b/data/oc1output/breast-cancer_97.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/breast-cancer.csv.dt. -Unpruned decision tree written to csv/breast-cancer.csv.dt.unpruned. -fold 1: acc. = 70.18 #leaves = 3 max. depth = 2 -fold 2: acc. = 57.89 #leaves = 38 max. depth = 12 -fold 3: acc. = 66.67 #leaves = 34 max. depth = 11 -fold 4: acc. = 49.12 #leaves = 33 max. depth = 12 -fold 5: acc. = 58.62 #leaves = 29 max. depth = 13 -***1***0.7017544***0.0811010*** -***2***0.5789474***0.0879400*** -***3***0.6666666***0.1088490*** -***4***0.4912281***0.1171100*** -***5***0.5862069***0.1077420*** -accuracy = 60.49 #leaves = 27.40 max depth = 10.00 - +Pruned decision tree written to data/csv/breast-cancer.csv.dt. +Unpruned decision tree written to data/csv/breast-cancer.csv.dt.unpruned. +fold 1: acc. = 66.67 #leaves = 2 max. depth = 1 +fold 2: acc. = 73.68 #leaves = 45 max. depth = 16 +fold 3: acc. = 57.89 #leaves = 38 max. depth = 10 +fold 4: acc. = 59.65 #leaves = 39 max. depth = 19 +fold 5: acc. = 62.07 #leaves = 43 max. depth = 14 +accuracy = 63.99 #leaves = 33.40 max depth = 12.00 diff --git a/data/oc1output/cardiotocography-10clases_1.txt b/data/oc1output/cardiotocography-10clases_1.txt index a2558e3..1499c33 100644 --- a/data/oc1output/cardiotocography-10clases_1.txt +++ b/data/oc1output/cardiotocography-10clases_1.txt @@ -8,17 +8,11 @@ Remapping class numbers: 2 To 8 4 To 9 3 To 10 -Pruned decision tree written to csv/cardiotocography-10clases.csv.dt. -Unpruned decision tree written to csv/cardiotocography-10clases.csv.dt.unpruned. -fold 1: acc. = 79.29 #leaves = 25 max. depth = 7 -fold 2: acc. = 78.35 #leaves = 144 max. depth = 15 -fold 3: acc. = 81.65 #leaves = 150 max. depth = 16 -fold 4: acc. = 78.35 #leaves = 151 max. depth = 15 -fold 5: acc. = 82.39 #leaves = 147 max. depth = 14 -***1***0.7929412***4.2463930*** -***2***0.7835295***4.6111680*** -***3***0.8164706***4.3294350*** -***4***0.7835295***4.1180720*** -***5***0.8239436***4.3890430*** -accuracy = 80.01 #leaves = 123.40 max depth = 13.40 - +Pruned decision tree written to data/csv/cardiotocography-10clases.csv.dt. +Unpruned decision tree written to data/csv/cardiotocography-10clases.csv.dt.unpruned. +fold 1: acc. = 81.41 #leaves = 32 max. depth = 9 +fold 2: acc. = 77.18 #leaves = 180 max. depth = 15 +fold 3: acc. = 79.76 #leaves = 193 max. depth = 19 +fold 4: acc. = 78.82 #leaves = 183 max. depth = 15 +fold 5: acc. = 80.99 #leaves = 193 max. depth = 21 +accuracy = 79.63 #leaves = 156.20 max depth = 15.80 diff --git a/data/oc1output/cardiotocography-10clases_17.txt b/data/oc1output/cardiotocography-10clases_17.txt index f01b5f7..ec4f3ed 100644 --- a/data/oc1output/cardiotocography-10clases_17.txt +++ b/data/oc1output/cardiotocography-10clases_17.txt @@ -8,17 +8,11 @@ Remapping class numbers: 2 To 8 4 To 9 3 To 10 -Pruned decision tree written to csv/cardiotocography-10clases.csv.dt. -Unpruned decision tree written to csv/cardiotocography-10clases.csv.dt.unpruned. -fold 1: acc. = 80.00 #leaves = 59 max. depth = 9 -fold 2: acc. = 78.12 #leaves = 139 max. depth = 14 -fold 3: acc. = 78.82 #leaves = 120 max. depth = 15 -fold 4: acc. = 78.35 #leaves = 134 max. depth = 16 -fold 5: acc. = 84.04 #leaves = 150 max. depth = 16 -***1***0.8000000***4.0090860*** -***2***0.7811764***4.2283330*** -***3***0.7882353***4.4313790*** -***4***0.7835295***4.4770340*** -***5***0.8403756***4.4958520*** -accuracy = 79.87 #leaves = 120.40 max depth = 14.00 - +Pruned decision tree written to data/csv/cardiotocography-10clases.csv.dt. +Unpruned decision tree written to data/csv/cardiotocography-10clases.csv.dt.unpruned. +fold 1: acc. = 81.88 #leaves = 68 max. depth = 9 +fold 2: acc. = 80.71 #leaves = 176 max. depth = 17 +fold 3: acc. = 80.00 #leaves = 184 max. depth = 21 +fold 4: acc. = 79.76 #leaves = 182 max. depth = 18 +fold 5: acc. = 82.39 #leaves = 190 max. depth = 21 +accuracy = 80.95 #leaves = 160.00 max depth = 17.20 diff --git a/data/oc1output/cardiotocography-10clases_1714.txt b/data/oc1output/cardiotocography-10clases_1714.txt index 097af5c..c3779e6 100644 --- a/data/oc1output/cardiotocography-10clases_1714.txt +++ b/data/oc1output/cardiotocography-10clases_1714.txt @@ -8,17 +8,11 @@ Remapping class numbers: 2 To 8 4 To 9 3 To 10 -Pruned decision tree written to csv/cardiotocography-10clases.csv.dt. -Unpruned decision tree written to csv/cardiotocography-10clases.csv.dt.unpruned. -fold 1: acc. = 79.53 #leaves = 68 max. depth = 11 -fold 2: acc. = 76.47 #leaves = 136 max. depth = 16 -fold 3: acc. = 79.76 #leaves = 143 max. depth = 13 -fold 4: acc. = 78.59 #leaves = 140 max. depth = 13 -fold 5: acc. = 82.86 #leaves = 153 max. depth = 13 -***1***0.7952941***4.9105050*** -***2***0.7647059***4.3128380*** -***3***0.7976471***3.8785230*** -***4***0.7858824***3.8168190*** -***5***0.8286386***4.1117250*** -accuracy = 79.44 #leaves = 128.00 max depth = 13.20 - +Pruned decision tree written to data/csv/cardiotocography-10clases.csv.dt. +Unpruned decision tree written to data/csv/cardiotocography-10clases.csv.dt.unpruned. +fold 1: acc. = 84.47 #leaves = 34 max. depth = 9 +fold 2: acc. = 79.76 #leaves = 185 max. depth = 18 +fold 3: acc. = 79.53 #leaves = 180 max. depth = 16 +fold 4: acc. = 78.12 #leaves = 187 max. depth = 21 +fold 5: acc. = 82.39 #leaves = 196 max. depth = 22 +accuracy = 80.86 #leaves = 156.40 max depth = 17.20 diff --git a/data/oc1output/cardiotocography-10clases_23.txt b/data/oc1output/cardiotocography-10clases_23.txt index b25856d..5260f53 100644 --- a/data/oc1output/cardiotocography-10clases_23.txt +++ b/data/oc1output/cardiotocography-10clases_23.txt @@ -8,17 +8,11 @@ Remapping class numbers: 2 To 8 4 To 9 3 To 10 -Pruned decision tree written to csv/cardiotocography-10clases.csv.dt. -Unpruned decision tree written to csv/cardiotocography-10clases.csv.dt.unpruned. -fold 1: acc. = 83.06 #leaves = 30 max. depth = 9 -fold 2: acc. = 77.65 #leaves = 136 max. depth = 12 -fold 3: acc. = 80.47 #leaves = 144 max. depth = 15 -fold 4: acc. = 80.94 #leaves = 146 max. depth = 15 -fold 5: acc. = 79.11 #leaves = 137 max. depth = 15 -***1***0.8305882***4.3017500*** -***2***0.7764705***3.9005570*** -***3***0.8047059***4.2524760*** -***4***0.8094118***4.4151340*** -***5***0.7910798***4.4396320*** -accuracy = 80.24 #leaves = 118.60 max depth = 13.20 - +Pruned decision tree written to data/csv/cardiotocography-10clases.csv.dt. +Unpruned decision tree written to data/csv/cardiotocography-10clases.csv.dt.unpruned. +fold 1: acc. = 83.29 #leaves = 21 max. depth = 8 +fold 2: acc. = 83.53 #leaves = 183 max. depth = 17 +fold 3: acc. = 80.71 #leaves = 183 max. depth = 15 +fold 4: acc. = 76.24 #leaves = 191 max. depth = 18 +fold 5: acc. = 80.05 #leaves = 179 max. depth = 21 +accuracy = 80.76 #leaves = 151.40 max depth = 15.80 diff --git a/data/oc1output/cardiotocography-10clases_31.txt b/data/oc1output/cardiotocography-10clases_31.txt index 4f28743..36edba3 100644 --- a/data/oc1output/cardiotocography-10clases_31.txt +++ b/data/oc1output/cardiotocography-10clases_31.txt @@ -8,17 +8,11 @@ Remapping class numbers: 2 To 8 4 To 9 3 To 10 -Pruned decision tree written to csv/cardiotocography-10clases.csv.dt. -Unpruned decision tree written to csv/cardiotocography-10clases.csv.dt.unpruned. -fold 1: acc. = 75.29 #leaves = 119 max. depth = 12 -fold 2: acc. = 76.00 #leaves = 143 max. depth = 12 -fold 3: acc. = 76.00 #leaves = 135 max. depth = 14 -fold 4: acc. = 81.18 #leaves = 145 max. depth = 13 -fold 5: acc. = 79.81 #leaves = 140 max. depth = 19 -***1***0.7529412***4.6402080*** -***2***0.7600000***3.8605410*** -***3***0.7600000***3.8240540*** -***4***0.8117647***3.8001910*** -***5***0.7981221***4.5498510*** -accuracy = 77.66 #leaves = 136.40 max depth = 14.00 - +Pruned decision tree written to data/csv/cardiotocography-10clases.csv.dt. +Unpruned decision tree written to data/csv/cardiotocography-10clases.csv.dt.unpruned. +fold 1: acc. = 82.59 #leaves = 27 max. depth = 9 +fold 2: acc. = 81.65 #leaves = 200 max. depth = 21 +fold 3: acc. = 76.71 #leaves = 183 max. depth = 25 +fold 4: acc. = 78.35 #leaves = 203 max. depth = 15 +fold 5: acc. = 80.52 #leaves = 175 max. depth = 14 +accuracy = 79.96 #leaves = 157.60 max depth = 16.80 diff --git a/data/oc1output/cardiotocography-10clases_57.txt b/data/oc1output/cardiotocography-10clases_57.txt index d8bbd4a..df6ea98 100644 --- a/data/oc1output/cardiotocography-10clases_57.txt +++ b/data/oc1output/cardiotocography-10clases_57.txt @@ -8,17 +8,11 @@ Remapping class numbers: 2 To 8 4 To 9 3 To 10 -Pruned decision tree written to csv/cardiotocography-10clases.csv.dt. -Unpruned decision tree written to csv/cardiotocography-10clases.csv.dt.unpruned. -fold 1: acc. = 80.71 #leaves = 32 max. depth = 8 -fold 2: acc. = 81.65 #leaves = 131 max. depth = 13 -fold 3: acc. = 79.53 #leaves = 154 max. depth = 15 -fold 4: acc. = 76.94 #leaves = 138 max. depth = 14 -fold 5: acc. = 81.69 #leaves = 136 max. depth = 14 -***1***0.8070588***4.2214090*** -***2***0.8164706***4.1196520*** -***3***0.7952941***3.7131420*** -***4***0.7694118***4.1483100*** -***5***0.8169014***4.3397420*** -accuracy = 80.10 #leaves = 118.20 max depth = 12.80 - +Pruned decision tree written to data/csv/cardiotocography-10clases.csv.dt. +Unpruned decision tree written to data/csv/cardiotocography-10clases.csv.dt.unpruned. +fold 1: acc. = 83.29 #leaves = 35 max. depth = 8 +fold 2: acc. = 81.18 #leaves = 187 max. depth = 19 +fold 3: acc. = 83.53 #leaves = 184 max. depth = 15 +fold 4: acc. = 79.53 #leaves = 175 max. depth = 17 +fold 5: acc. = 84.04 #leaves = 200 max. depth = 17 +accuracy = 82.31 #leaves = 156.20 max depth = 15.20 diff --git a/data/oc1output/cardiotocography-10clases_7.txt b/data/oc1output/cardiotocography-10clases_7.txt index ee178b4..fcdfdbd 100644 --- a/data/oc1output/cardiotocography-10clases_7.txt +++ b/data/oc1output/cardiotocography-10clases_7.txt @@ -8,17 +8,11 @@ Remapping class numbers: 2 To 8 4 To 9 3 To 10 -Pruned decision tree written to csv/cardiotocography-10clases.csv.dt. -Unpruned decision tree written to csv/cardiotocography-10clases.csv.dt.unpruned. -fold 1: acc. = 79.29 #leaves = 26 max. depth = 8 -fold 2: acc. = 81.18 #leaves = 126 max. depth = 13 -fold 3: acc. = 80.47 #leaves = 152 max. depth = 15 -fold 4: acc. = 81.65 #leaves = 152 max. depth = 15 -fold 5: acc. = 78.87 #leaves = 137 max. depth = 15 -***1***0.7929412***4.2163830*** -***2***0.8117647***4.0161070*** -***3***0.8047059***4.1042370*** -***4***0.8164706***4.2381390*** -***5***0.7887323***4.5251100*** -accuracy = 80.29 #leaves = 118.60 max depth = 13.20 - +Pruned decision tree written to data/csv/cardiotocography-10clases.csv.dt. +Unpruned decision tree written to data/csv/cardiotocography-10clases.csv.dt.unpruned. +fold 1: acc. = 81.65 #leaves = 35 max. depth = 9 +fold 2: acc. = 81.41 #leaves = 168 max. depth = 17 +fold 3: acc. = 80.24 #leaves = 184 max. depth = 17 +fold 4: acc. = 86.59 #leaves = 190 max. depth = 18 +fold 5: acc. = 78.87 #leaves = 176 max. depth = 19 +accuracy = 81.75 #leaves = 150.60 max depth = 16.00 diff --git a/data/oc1output/cardiotocography-10clases_79.txt b/data/oc1output/cardiotocography-10clases_79.txt index 60b47ed..ea1f956 100644 --- a/data/oc1output/cardiotocography-10clases_79.txt +++ b/data/oc1output/cardiotocography-10clases_79.txt @@ -8,17 +8,11 @@ Remapping class numbers: 2 To 8 4 To 9 3 To 10 -Pruned decision tree written to csv/cardiotocography-10clases.csv.dt. -Unpruned decision tree written to csv/cardiotocography-10clases.csv.dt.unpruned. -fold 1: acc. = 80.24 #leaves = 37 max. depth = 8 -fold 2: acc. = 78.35 #leaves = 140 max. depth = 16 -fold 3: acc. = 80.47 #leaves = 157 max. depth = 15 -fold 4: acc. = 80.94 #leaves = 145 max. depth = 13 -fold 5: acc. = 75.59 #leaves = 144 max. depth = 15 -***1***0.8023529***4.4642930*** -***2***0.7835295***4.5159340*** -***3***0.8047059***4.2345490*** -***4***0.8094118***3.9866590*** -***5***0.7558686***4.1499620*** -accuracy = 79.12 #leaves = 124.60 max depth = 13.40 - +Pruned decision tree written to data/csv/cardiotocography-10clases.csv.dt. +Unpruned decision tree written to data/csv/cardiotocography-10clases.csv.dt.unpruned. +fold 1: acc. = 80.47 #leaves = 57 max. depth = 9 +fold 2: acc. = 77.88 #leaves = 185 max. depth = 21 +fold 3: acc. = 81.41 #leaves = 202 max. depth = 15 +fold 4: acc. = 79.76 #leaves = 183 max. depth = 17 +fold 5: acc. = 79.11 #leaves = 189 max. depth = 22 +accuracy = 79.73 #leaves = 163.20 max depth = 16.80 diff --git a/data/oc1output/cardiotocography-10clases_83.txt b/data/oc1output/cardiotocography-10clases_83.txt index 129a79a..5ca985b 100644 --- a/data/oc1output/cardiotocography-10clases_83.txt +++ b/data/oc1output/cardiotocography-10clases_83.txt @@ -8,17 +8,11 @@ Remapping class numbers: 2 To 8 4 To 9 3 To 10 -Pruned decision tree written to csv/cardiotocography-10clases.csv.dt. -Unpruned decision tree written to csv/cardiotocography-10clases.csv.dt.unpruned. -fold 1: acc. = 78.35 #leaves = 50 max. depth = 9 -fold 2: acc. = 80.47 #leaves = 131 max. depth = 12 -fold 3: acc. = 78.12 #leaves = 140 max. depth = 15 -fold 4: acc. = 80.71 #leaves = 140 max. depth = 13 -fold 5: acc. = 80.05 #leaves = 143 max. depth = 13 -***1***0.7835295***3.9297190*** -***2***0.8047059***3.8032080*** -***3***0.7811764***4.0422200*** -***4***0.8070588***4.3631000*** -***5***0.8004695***4.4093980*** -accuracy = 79.54 #leaves = 120.80 max depth = 12.40 - +Pruned decision tree written to data/csv/cardiotocography-10clases.csv.dt. +Unpruned decision tree written to data/csv/cardiotocography-10clases.csv.dt.unpruned. +fold 1: acc. = 78.59 #leaves = 26 max. depth = 8 +fold 2: acc. = 80.71 #leaves = 181 max. depth = 16 +fold 3: acc. = 78.59 #leaves = 169 max. depth = 17 +fold 4: acc. = 79.76 #leaves = 196 max. depth = 22 +fold 5: acc. = 79.81 #leaves = 191 max. depth = 18 +accuracy = 79.49 #leaves = 152.60 max depth = 16.20 diff --git a/data/oc1output/cardiotocography-10clases_97.txt b/data/oc1output/cardiotocography-10clases_97.txt index 7c58c28..46386fc 100644 --- a/data/oc1output/cardiotocography-10clases_97.txt +++ b/data/oc1output/cardiotocography-10clases_97.txt @@ -8,17 +8,11 @@ Remapping class numbers: 2 To 8 4 To 9 3 To 10 -Pruned decision tree written to csv/cardiotocography-10clases.csv.dt. -Unpruned decision tree written to csv/cardiotocography-10clases.csv.dt.unpruned. -fold 1: acc. = 79.06 #leaves = 13 max. depth = 6 -fold 2: acc. = 79.29 #leaves = 143 max. depth = 15 -fold 3: acc. = 78.59 #leaves = 141 max. depth = 14 -fold 4: acc. = 80.47 #leaves = 141 max. depth = 14 -fold 5: acc. = 78.87 #leaves = 140 max. depth = 13 -***1***0.7905882***4.6370880*** -***2***0.7929412***4.4581710*** -***3***0.7858824***4.2986690*** -***4***0.8047059***4.3381490*** -***5***0.7887323***4.1166070*** -accuracy = 79.26 #leaves = 115.60 max depth = 12.40 - +Pruned decision tree written to data/csv/cardiotocography-10clases.csv.dt. +Unpruned decision tree written to data/csv/cardiotocography-10clases.csv.dt.unpruned. +fold 1: acc. = 79.29 #leaves = 129 max. depth = 13 +fold 2: acc. = 80.00 #leaves = 180 max. depth = 19 +fold 3: acc. = 80.00 #leaves = 188 max. depth = 17 +fold 4: acc. = 82.82 #leaves = 185 max. depth = 17 +fold 5: acc. = 78.87 #leaves = 185 max. depth = 21 +accuracy = 80.20 #leaves = 173.40 max depth = 17.40 diff --git a/data/oc1output/cardiotocography-3clases_1.txt b/data/oc1output/cardiotocography-3clases_1.txt index 2119d2b..d7d911c 100644 --- a/data/oc1output/cardiotocography-3clases_1.txt +++ b/data/oc1output/cardiotocography-3clases_1.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 2 2 To 3 -Pruned decision tree written to csv/cardiotocography-3clases.csv.dt. -Unpruned decision tree written to csv/cardiotocography-3clases.csv.dt.unpruned. -fold 1: acc. = 89.18 #leaves = 26 max. depth = 9 -fold 2: acc. = 90.35 #leaves = 60 max. depth = 10 -fold 3: acc. = 89.41 #leaves = 63 max. depth = 12 -fold 4: acc. = 89.18 #leaves = 59 max. depth = 9 -fold 5: acc. = 91.08 #leaves = 59 max. depth = 11 -***1***0.8917647***2.3085040*** -***2***0.9035294***2.2226780*** -***3***0.8941177***2.7869880*** -***4***0.8917647***2.0607340*** -***5***0.9107981***1.8594600*** -accuracy = 89.84 #leaves = 53.40 max depth = 10.20 - +Pruned decision tree written to data/csv/cardiotocography-3clases.csv.dt. +Unpruned decision tree written to data/csv/cardiotocography-3clases.csv.dt.unpruned. +fold 1: acc. = 90.12 #leaves = 9 max. depth = 6 +fold 2: acc. = 91.06 #leaves = 84 max. depth = 13 +fold 3: acc. = 90.35 #leaves = 78 max. depth = 12 +fold 4: acc. = 90.12 #leaves = 86 max. depth = 13 +fold 5: acc. = 92.49 #leaves = 82 max. depth = 13 +accuracy = 90.83 #leaves = 67.80 max depth = 11.40 diff --git a/data/oc1output/cardiotocography-3clases_17.txt b/data/oc1output/cardiotocography-3clases_17.txt index 1ff8255..78b431b 100644 --- a/data/oc1output/cardiotocography-3clases_17.txt +++ b/data/oc1output/cardiotocography-3clases_17.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 2 2 To 3 -Pruned decision tree written to csv/cardiotocography-3clases.csv.dt. -Unpruned decision tree written to csv/cardiotocography-3clases.csv.dt.unpruned. -fold 1: acc. = 88.47 #leaves = 24 max. depth = 8 -fold 2: acc. = 90.82 #leaves = 65 max. depth = 14 -fold 3: acc. = 92.24 #leaves = 71 max. depth = 12 -fold 4: acc. = 90.82 #leaves = 47 max. depth = 9 -fold 5: acc. = 91.55 #leaves = 51 max. depth = 10 -***1***0.8847059***2.3979710*** -***2***0.9082353***2.5644430*** -***3***0.9223529***1.9188530*** -***4***0.9082353***1.7458620*** -***5***0.9154930***1.7013460*** -accuracy = 90.78 #leaves = 51.60 max depth = 10.60 - +Pruned decision tree written to data/csv/cardiotocography-3clases.csv.dt. +Unpruned decision tree written to data/csv/cardiotocography-3clases.csv.dt.unpruned. +fold 1: acc. = 90.59 #leaves = 20 max. depth = 7 +fold 2: acc. = 89.18 #leaves = 85 max. depth = 11 +fold 3: acc. = 92.24 #leaves = 88 max. depth = 14 +fold 4: acc. = 89.88 #leaves = 76 max. depth = 13 +fold 5: acc. = 91.55 #leaves = 81 max. depth = 13 +accuracy = 90.69 #leaves = 70.00 max depth = 11.60 diff --git a/data/oc1output/cardiotocography-3clases_1714.txt b/data/oc1output/cardiotocography-3clases_1714.txt index bc6e9df..3ae1788 100644 --- a/data/oc1output/cardiotocography-3clases_1714.txt +++ b/data/oc1output/cardiotocography-3clases_1714.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 2 2 To 3 -Pruned decision tree written to csv/cardiotocography-3clases.csv.dt. -Unpruned decision tree written to csv/cardiotocography-3clases.csv.dt.unpruned. -fold 1: acc. = 88.00 #leaves = 52 max. depth = 8 -fold 2: acc. = 88.24 #leaves = 54 max. depth = 10 -fold 3: acc. = 92.00 #leaves = 45 max. depth = 10 -fold 4: acc. = 90.12 #leaves = 60 max. depth = 12 -fold 5: acc. = 90.61 #leaves = 55 max. depth = 10 -***1***0.8800000***1.8695860*** -***2***0.8823529***2.4264710*** -***3***0.9200000***1.9366670*** -***4***0.9011765***2.6093690*** -***5***0.9061033***1.8976270*** -accuracy = 89.79 #leaves = 53.20 max depth = 10.00 - +Pruned decision tree written to data/csv/cardiotocography-3clases.csv.dt. +Unpruned decision tree written to data/csv/cardiotocography-3clases.csv.dt.unpruned. +fold 1: acc. = 91.29 #leaves = 12 max. depth = 8 +fold 2: acc. = 91.29 #leaves = 86 max. depth = 17 +fold 3: acc. = 91.53 #leaves = 90 max. depth = 14 +fold 4: acc. = 89.41 #leaves = 82 max. depth = 15 +fold 5: acc. = 88.73 #leaves = 88 max. depth = 14 +accuracy = 90.45 #leaves = 71.60 max depth = 13.60 diff --git a/data/oc1output/cardiotocography-3clases_23.txt b/data/oc1output/cardiotocography-3clases_23.txt index f57fe0d..b218deb 100644 --- a/data/oc1output/cardiotocography-3clases_23.txt +++ b/data/oc1output/cardiotocography-3clases_23.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 2 2 To 3 -Pruned decision tree written to csv/cardiotocography-3clases.csv.dt. -Unpruned decision tree written to csv/cardiotocography-3clases.csv.dt.unpruned. -fold 1: acc. = 91.53 #leaves = 44 max. depth = 10 -fold 2: acc. = 91.53 #leaves = 53 max. depth = 9 -fold 3: acc. = 92.47 #leaves = 61 max. depth = 11 -fold 4: acc. = 86.82 #leaves = 49 max. depth = 12 -fold 5: acc. = 90.38 #leaves = 65 max. depth = 11 -***1***0.9152941***2.9084220*** -***2***0.9152941***2.3405790*** -***3***0.9247059***1.9581100*** -***4***0.8682353***1.7472990*** -***5***0.9037559***2.8912850*** -accuracy = 90.55 #leaves = 54.40 max depth = 10.60 - +Pruned decision tree written to data/csv/cardiotocography-3clases.csv.dt. +Unpruned decision tree written to data/csv/cardiotocography-3clases.csv.dt.unpruned. +fold 1: acc. = 92.94 #leaves = 19 max. depth = 7 +fold 2: acc. = 91.06 #leaves = 80 max. depth = 14 +fold 3: acc. = 93.18 #leaves = 76 max. depth = 13 +fold 4: acc. = 89.65 #leaves = 79 max. depth = 12 +fold 5: acc. = 90.85 #leaves = 77 max. depth = 14 +accuracy = 91.53 #leaves = 66.20 max depth = 12.00 diff --git a/data/oc1output/cardiotocography-3clases_31.txt b/data/oc1output/cardiotocography-3clases_31.txt index c9c0377..ac9cd57 100644 --- a/data/oc1output/cardiotocography-3clases_31.txt +++ b/data/oc1output/cardiotocography-3clases_31.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 2 2 To 3 -Pruned decision tree written to csv/cardiotocography-3clases.csv.dt. -Unpruned decision tree written to csv/cardiotocography-3clases.csv.dt.unpruned. -fold 1: acc. = 89.65 #leaves = 30 max. depth = 7 -fold 2: acc. = 90.35 #leaves = 63 max. depth = 12 -fold 3: acc. = 88.24 #leaves = 61 max. depth = 10 -fold 4: acc. = 94.12 #leaves = 66 max. depth = 15 -fold 5: acc. = 89.44 #leaves = 72 max. depth = 14 -***1***0.8964705***2.7009270*** -***2***0.9035294***2.7275440*** -***3***0.8823529***2.6418690*** -***4***0.9411765***2.8216410*** -***5***0.8943662***1.9480540*** -accuracy = 90.36 #leaves = 58.40 max depth = 11.60 - +Pruned decision tree written to data/csv/cardiotocography-3clases.csv.dt. +Unpruned decision tree written to data/csv/cardiotocography-3clases.csv.dt.unpruned. +fold 1: acc. = 90.82 #leaves = 84 max. depth = 12 +fold 2: acc. = 90.35 #leaves = 86 max. depth = 17 +fold 3: acc. = 89.88 #leaves = 75 max. depth = 12 +fold 4: acc. = 92.71 #leaves = 93 max. depth = 13 +fold 5: acc. = 92.96 #leaves = 81 max. depth = 13 +accuracy = 91.35 #leaves = 83.80 max depth = 13.40 diff --git a/data/oc1output/cardiotocography-3clases_57.txt b/data/oc1output/cardiotocography-3clases_57.txt index fecf398..6e6cf8c 100644 --- a/data/oc1output/cardiotocography-3clases_57.txt +++ b/data/oc1output/cardiotocography-3clases_57.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 2 2 To 3 -Pruned decision tree written to csv/cardiotocography-3clases.csv.dt. -Unpruned decision tree written to csv/cardiotocography-3clases.csv.dt.unpruned. -fold 1: acc. = 88.71 #leaves = 23 max. depth = 8 -fold 2: acc. = 91.06 #leaves = 56 max. depth = 12 -fold 3: acc. = 90.35 #leaves = 71 max. depth = 10 -fold 4: acc. = 89.41 #leaves = 45 max. depth = 10 -fold 5: acc. = 89.91 #leaves = 63 max. depth = 11 -***1***0.8870588***2.6441690*** -***2***0.9105882***2.4408990*** -***3***0.9035294***2.0894460*** -***4***0.8941177***2.5960530*** -***5***0.8990610***2.3812240*** -accuracy = 89.89 #leaves = 51.60 max depth = 10.20 - +Pruned decision tree written to data/csv/cardiotocography-3clases.csv.dt. +Unpruned decision tree written to data/csv/cardiotocography-3clases.csv.dt.unpruned. +fold 1: acc. = 91.53 #leaves = 36 max. depth = 9 +fold 2: acc. = 91.53 #leaves = 96 max. depth = 14 +fold 3: acc. = 91.06 #leaves = 88 max. depth = 14 +fold 4: acc. = 90.35 #leaves = 86 max. depth = 14 +fold 5: acc. = 92.72 #leaves = 75 max. depth = 12 +accuracy = 91.44 #leaves = 76.20 max depth = 12.60 diff --git a/data/oc1output/cardiotocography-3clases_7.txt b/data/oc1output/cardiotocography-3clases_7.txt index fe0cc2a..d5d4917 100644 --- a/data/oc1output/cardiotocography-3clases_7.txt +++ b/data/oc1output/cardiotocography-3clases_7.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 2 2 To 3 -Pruned decision tree written to csv/cardiotocography-3clases.csv.dt. -Unpruned decision tree written to csv/cardiotocography-3clases.csv.dt.unpruned. -fold 1: acc. = 87.29 #leaves = 8 max. depth = 4 -fold 2: acc. = 89.18 #leaves = 60 max. depth = 9 -fold 3: acc. = 88.94 #leaves = 62 max. depth = 11 -fold 4: acc. = 91.06 #leaves = 60 max. depth = 11 -fold 5: acc. = 91.55 #leaves = 65 max. depth = 11 -***1***0.8729412***2.2391680*** -***2***0.8917647***2.3243460*** -***3***0.8894117***3.0627450*** -***4***0.9105882***2.4887820*** -***5***0.9154930***2.0479040*** -accuracy = 89.60 #leaves = 51.00 max depth = 9.20 - +Pruned decision tree written to data/csv/cardiotocography-3clases.csv.dt. +Unpruned decision tree written to data/csv/cardiotocography-3clases.csv.dt.unpruned. +fold 1: acc. = 86.35 #leaves = 12 max. depth = 6 +fold 2: acc. = 92.71 #leaves = 71 max. depth = 12 +fold 3: acc. = 90.59 #leaves = 80 max. depth = 15 +fold 4: acc. = 92.94 #leaves = 82 max. depth = 14 +fold 5: acc. = 91.78 #leaves = 80 max. depth = 13 +accuracy = 90.87 #leaves = 65.00 max depth = 12.00 diff --git a/data/oc1output/cardiotocography-3clases_79.txt b/data/oc1output/cardiotocography-3clases_79.txt index 4454f0f..d99822c 100644 --- a/data/oc1output/cardiotocography-3clases_79.txt +++ b/data/oc1output/cardiotocography-3clases_79.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 2 2 To 3 -Pruned decision tree written to csv/cardiotocography-3clases.csv.dt. -Unpruned decision tree written to csv/cardiotocography-3clases.csv.dt.unpruned. -fold 1: acc. = 87.53 #leaves = 18 max. depth = 7 -fold 2: acc. = 90.82 #leaves = 64 max. depth = 13 -fold 3: acc. = 91.29 #leaves = 67 max. depth = 12 -fold 4: acc. = 91.53 #leaves = 59 max. depth = 9 -fold 5: acc. = 89.91 #leaves = 64 max. depth = 11 -***1***0.8752941***2.5343950*** -***2***0.9082353***2.8983600*** -***3***0.9129412***2.8066280*** -***4***0.9152941***2.2954370*** -***5***0.8990610***1.9217450*** -accuracy = 90.22 #leaves = 54.40 max depth = 10.40 - +Pruned decision tree written to data/csv/cardiotocography-3clases.csv.dt. +Unpruned decision tree written to data/csv/cardiotocography-3clases.csv.dt.unpruned. +fold 1: acc. = 89.65 #leaves = 12 max. depth = 7 +fold 2: acc. = 89.41 #leaves = 88 max. depth = 15 +fold 3: acc. = 92.47 #leaves = 92 max. depth = 18 +fold 4: acc. = 90.59 #leaves = 88 max. depth = 13 +fold 5: acc. = 91.78 #leaves = 80 max. depth = 13 +accuracy = 90.78 #leaves = 72.00 max depth = 13.20 diff --git a/data/oc1output/cardiotocography-3clases_83.txt b/data/oc1output/cardiotocography-3clases_83.txt index c55e840..71d1467 100644 --- a/data/oc1output/cardiotocography-3clases_83.txt +++ b/data/oc1output/cardiotocography-3clases_83.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 2 2 To 3 -Pruned decision tree written to csv/cardiotocography-3clases.csv.dt. -Unpruned decision tree written to csv/cardiotocography-3clases.csv.dt.unpruned. -fold 1: acc. = 90.35 #leaves = 14 max. depth = 6 -fold 2: acc. = 88.24 #leaves = 55 max. depth = 10 -fold 3: acc. = 90.12 #leaves = 64 max. depth = 11 -fold 4: acc. = 87.06 #leaves = 49 max. depth = 11 -fold 5: acc. = 88.50 #leaves = 68 max. depth = 13 -***1***0.9035294***2.4677220*** -***2***0.8823529***2.5071110*** -***3***0.9011765***2.2716040*** -***4***0.8705882***2.3749570*** -***5***0.8849765***2.4583330*** -accuracy = 88.85 #leaves = 50.00 max depth = 10.20 - +Pruned decision tree written to data/csv/cardiotocography-3clases.csv.dt. +Unpruned decision tree written to data/csv/cardiotocography-3clases.csv.dt.unpruned. +fold 1: acc. = 91.29 #leaves = 21 max. depth = 7 +fold 2: acc. = 90.12 #leaves = 80 max. depth = 11 +fold 3: acc. = 90.82 #leaves = 81 max. depth = 13 +fold 4: acc. = 89.18 #leaves = 79 max. depth = 12 +fold 5: acc. = 93.90 #leaves = 89 max. depth = 17 +accuracy = 91.06 #leaves = 70.00 max depth = 12.00 diff --git a/data/oc1output/cardiotocography-3clases_97.txt b/data/oc1output/cardiotocography-3clases_97.txt index b9a2715..61fe5e4 100644 --- a/data/oc1output/cardiotocography-3clases_97.txt +++ b/data/oc1output/cardiotocography-3clases_97.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 2 2 To 3 -Pruned decision tree written to csv/cardiotocography-3clases.csv.dt. -Unpruned decision tree written to csv/cardiotocography-3clases.csv.dt.unpruned. -fold 1: acc. = 88.24 #leaves = 28 max. depth = 7 -fold 2: acc. = 88.47 #leaves = 49 max. depth = 11 -fold 3: acc. = 92.47 #leaves = 60 max. depth = 11 -fold 4: acc. = 92.47 #leaves = 50 max. depth = 10 -fold 5: acc. = 88.03 #leaves = 59 max. depth = 10 -***1***0.8823529***3.2171840*** -***2***0.8847059***2.0485780*** -***3***0.9247059***2.6363170*** -***4***0.9247059***1.4491240*** -***5***0.8802817***2.4254690*** -accuracy = 89.93 #leaves = 49.20 max depth = 9.80 - +Pruned decision tree written to data/csv/cardiotocography-3clases.csv.dt. +Unpruned decision tree written to data/csv/cardiotocography-3clases.csv.dt.unpruned. +fold 1: acc. = 88.94 #leaves = 12 max. depth = 6 +fold 2: acc. = 90.59 #leaves = 71 max. depth = 12 +fold 3: acc. = 91.76 #leaves = 86 max. depth = 11 +fold 4: acc. = 90.59 #leaves = 82 max. depth = 13 +fold 5: acc. = 90.61 #leaves = 80 max. depth = 13 +accuracy = 90.50 #leaves = 66.20 max depth = 11.00 diff --git a/data/oc1output/conn-bench-sonar-mines-rocks_1.txt b/data/oc1output/conn-bench-sonar-mines-rocks_1.txt index 20cbad3..f906d34 100644 --- a/data/oc1output/conn-bench-sonar-mines-rocks_1.txt +++ b/data/oc1output/conn-bench-sonar-mines-rocks_1.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/conn-bench-sonar-mines-rocks.csv.dt. -Unpruned decision tree written to csv/conn-bench-sonar-mines-rocks.csv.dt.unpruned. -fold 1: acc. = 70.73 #leaves = 4 max. depth = 3 -fold 2: acc. = 75.61 #leaves = 13 max. depth = 6 -fold 3: acc. = 78.05 #leaves = 13 max. depth = 4 -fold 4: acc. = 63.41 #leaves = 15 max. depth = 6 -fold 5: acc. = 65.91 #leaves = 14 max. depth = 6 -***1***0.7073171***0.0922080*** -***2***0.7560976***0.1109690*** -***3***0.7804878***0.1009340*** -***4***0.6341463***0.1032160*** -***5***0.6590909***0.1106560*** -accuracy = 70.67 #leaves = 11.80 max depth = 5.00 - +Pruned decision tree written to data/csv/conn-bench-sonar-mines-rocks.csv.dt. +Unpruned decision tree written to data/csv/conn-bench-sonar-mines-rocks.csv.dt.unpruned. +fold 1: acc. = 63.41 #leaves = 4 max. depth = 3 +fold 2: acc. = 63.41 #leaves = 14 max. depth = 6 +fold 3: acc. = 78.05 #leaves = 16 max. depth = 8 +fold 4: acc. = 80.49 #leaves = 15 max. depth = 5 +fold 5: acc. = 61.36 #leaves = 16 max. depth = 6 +accuracy = 69.23 #leaves = 13.00 max depth = 5.60 diff --git a/data/oc1output/conn-bench-sonar-mines-rocks_17.txt b/data/oc1output/conn-bench-sonar-mines-rocks_17.txt index f6ff618..cc3e273 100644 --- a/data/oc1output/conn-bench-sonar-mines-rocks_17.txt +++ b/data/oc1output/conn-bench-sonar-mines-rocks_17.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/conn-bench-sonar-mines-rocks.csv.dt. -Unpruned decision tree written to csv/conn-bench-sonar-mines-rocks.csv.dt.unpruned. +Pruned decision tree written to data/csv/conn-bench-sonar-mines-rocks.csv.dt. +Unpruned decision tree written to data/csv/conn-bench-sonar-mines-rocks.csv.dt.unpruned. fold 1: acc. = 63.41 #leaves = 2 max. depth = 1 -fold 2: acc. = 70.73 #leaves = 16 max. depth = 7 -fold 3: acc. = 78.05 #leaves = 15 max. depth = 5 -fold 4: acc. = 75.61 #leaves = 13 max. depth = 6 -fold 5: acc. = 72.73 #leaves = 14 max. depth = 6 -***1***0.6341463***0.1017780*** -***2***0.7073171***0.0974580*** -***3***0.7804878***0.0922170*** -***4***0.7560976***0.1008960*** -***5***0.7272727***0.0948800*** -accuracy = 72.12 #leaves = 12.00 max depth = 5.00 - +fold 2: acc. = 73.17 #leaves = 18 max. depth = 6 +fold 3: acc. = 75.61 #leaves = 19 max. depth = 8 +fold 4: acc. = 75.61 #leaves = 14 max. depth = 7 +fold 5: acc. = 68.18 #leaves = 16 max. depth = 6 +accuracy = 71.15 #leaves = 13.80 max depth = 5.60 diff --git a/data/oc1output/conn-bench-sonar-mines-rocks_1714.txt b/data/oc1output/conn-bench-sonar-mines-rocks_1714.txt index d324103..387a52c 100644 --- a/data/oc1output/conn-bench-sonar-mines-rocks_1714.txt +++ b/data/oc1output/conn-bench-sonar-mines-rocks_1714.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/conn-bench-sonar-mines-rocks.csv.dt. -Unpruned decision tree written to csv/conn-bench-sonar-mines-rocks.csv.dt.unpruned. -fold 1: acc. = 75.61 #leaves = 4 max. depth = 3 -fold 2: acc. = 75.61 #leaves = 13 max. depth = 5 -fold 3: acc. = 78.05 #leaves = 13 max. depth = 6 -fold 4: acc. = 75.61 #leaves = 12 max. depth = 5 -fold 5: acc. = 70.45 #leaves = 15 max. depth = 7 -***1***0.7560976***0.1049900*** -***2***0.7560976***0.0978020*** -***3***0.7804878***0.1060490*** -***4***0.7560976***0.0983860*** -***5***0.7045454***0.0917880*** -accuracy = 75.00 #leaves = 11.40 max depth = 5.20 - +Pruned decision tree written to data/csv/conn-bench-sonar-mines-rocks.csv.dt. +Unpruned decision tree written to data/csv/conn-bench-sonar-mines-rocks.csv.dt.unpruned. +fold 1: acc. = 80.49 #leaves = 7 max. depth = 3 +fold 2: acc. = 80.49 #leaves = 15 max. depth = 7 +fold 3: acc. = 85.37 #leaves = 12 max. depth = 5 +fold 4: acc. = 68.29 #leaves = 14 max. depth = 6 +fold 5: acc. = 63.64 #leaves = 16 max. depth = 8 +accuracy = 75.48 #leaves = 12.80 max depth = 5.80 diff --git a/data/oc1output/conn-bench-sonar-mines-rocks_23.txt b/data/oc1output/conn-bench-sonar-mines-rocks_23.txt index 41ee48b..8e2a56e 100644 --- a/data/oc1output/conn-bench-sonar-mines-rocks_23.txt +++ b/data/oc1output/conn-bench-sonar-mines-rocks_23.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/conn-bench-sonar-mines-rocks.csv.dt. -Unpruned decision tree written to csv/conn-bench-sonar-mines-rocks.csv.dt.unpruned. -fold 1: acc. = 70.73 #leaves = 9 max. depth = 6 -fold 2: acc. = 60.98 #leaves = 16 max. depth = 7 -fold 3: acc. = 68.29 #leaves = 19 max. depth = 7 -fold 4: acc. = 68.29 #leaves = 16 max. depth = 7 -fold 5: acc. = 65.91 #leaves = 13 max. depth = 5 -***1***0.7073171***0.1050450*** -***2***0.6097561***0.1028100*** -***3***0.6829269***0.0915690*** -***4***0.6829269***0.1030680*** -***5***0.6590909***0.0935480*** -accuracy = 66.83 #leaves = 14.60 max depth = 6.40 - +Pruned decision tree written to data/csv/conn-bench-sonar-mines-rocks.csv.dt. +Unpruned decision tree written to data/csv/conn-bench-sonar-mines-rocks.csv.dt.unpruned. +fold 1: acc. = 80.49 #leaves = 10 max. depth = 5 +fold 2: acc. = 46.34 #leaves = 18 max. depth = 8 +fold 3: acc. = 75.61 #leaves = 18 max. depth = 6 +fold 4: acc. = 68.29 #leaves = 17 max. depth = 6 +fold 5: acc. = 70.45 #leaves = 14 max. depth = 5 +accuracy = 68.27 #leaves = 15.40 max depth = 6.00 diff --git a/data/oc1output/conn-bench-sonar-mines-rocks_31.txt b/data/oc1output/conn-bench-sonar-mines-rocks_31.txt index a0fc899..4d2f712 100644 --- a/data/oc1output/conn-bench-sonar-mines-rocks_31.txt +++ b/data/oc1output/conn-bench-sonar-mines-rocks_31.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/conn-bench-sonar-mines-rocks.csv.dt. -Unpruned decision tree written to csv/conn-bench-sonar-mines-rocks.csv.dt.unpruned. -fold 1: acc. = 60.98 #leaves = 2 max. depth = 1 -fold 2: acc. = 82.93 #leaves = 14 max. depth = 6 -fold 3: acc. = 75.61 #leaves = 16 max. depth = 5 -fold 4: acc. = 73.17 #leaves = 16 max. depth = 6 -fold 5: acc. = 61.36 #leaves = 16 max. depth = 7 -***1***0.6097561***0.0922700*** -***2***0.8292683***0.0922870*** -***3***0.7560976***0.1025880*** -***4***0.7317073***0.0992690*** -***5***0.6136364***0.0923970*** -accuracy = 70.67 #leaves = 12.80 max depth = 5.00 - +Pruned decision tree written to data/csv/conn-bench-sonar-mines-rocks.csv.dt. +Unpruned decision tree written to data/csv/conn-bench-sonar-mines-rocks.csv.dt.unpruned. +fold 1: acc. = 70.73 #leaves = 7 max. depth = 4 +fold 2: acc. = 78.05 #leaves = 20 max. depth = 7 +fold 3: acc. = 68.29 #leaves = 14 max. depth = 5 +fold 4: acc. = 80.49 #leaves = 16 max. depth = 7 +fold 5: acc. = 79.55 #leaves = 17 max. depth = 7 +accuracy = 75.48 #leaves = 14.80 max depth = 6.00 diff --git a/data/oc1output/conn-bench-sonar-mines-rocks_57.txt b/data/oc1output/conn-bench-sonar-mines-rocks_57.txt index 705d55e..205213d 100644 --- a/data/oc1output/conn-bench-sonar-mines-rocks_57.txt +++ b/data/oc1output/conn-bench-sonar-mines-rocks_57.txt @@ -1,16 +1,9 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/conn-bench-sonar-mines-rocks.csv.dt. -Unpruned decision tree written to csv/conn-bench-sonar-mines-rocks.csv.dt.unpruned. -fold 1: acc. = 80.49 #leaves = 2 max. depth = 1 -fold 2: acc. = 51.22 #leaves = 16 max. depth = 9 -fold 3: acc. = 68.29 #leaves = 14 max. depth = 6 -fold 4: acc. = 82.93 #leaves = 15 max. depth = 6 -fold 5: acc. = 72.73 #leaves = 14 max. depth = 7 -***1***0.8048781***0.1008370*** -***2***0.5121951***0.1056580*** -***3***0.6829269***0.1085170*** -***4***0.8292683***0.0956850*** -***5***0.7272727***0.0965890*** -accuracy = 71.15 #leaves = 12.20 max depth = 5.80 - +Unpruned decision tree written to data/csv/conn-bench-sonar-mines-rocks.csv.dt. +fold 1: acc. = 73.17 #leaves = 16 max. depth = 6 +fold 2: acc. = 63.41 #leaves = 14 max. depth = 7 +fold 3: acc. = 78.05 #leaves = 16 max. depth = 7 +fold 4: acc. = 48.78 #leaves = 17 max. depth = 5 +fold 5: acc. = 77.27 #leaves = 16 max. depth = 6 +accuracy = 68.27 #leaves = 15.80 max depth = 6.20 diff --git a/data/oc1output/conn-bench-sonar-mines-rocks_7.txt b/data/oc1output/conn-bench-sonar-mines-rocks_7.txt index 5a27dfc..1f91797 100644 --- a/data/oc1output/conn-bench-sonar-mines-rocks_7.txt +++ b/data/oc1output/conn-bench-sonar-mines-rocks_7.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/conn-bench-sonar-mines-rocks.csv.dt. -Unpruned decision tree written to csv/conn-bench-sonar-mines-rocks.csv.dt.unpruned. -fold 1: acc. = 68.29 #leaves = 4 max. depth = 3 -fold 2: acc. = 60.98 #leaves = 13 max. depth = 6 -fold 3: acc. = 73.17 #leaves = 16 max. depth = 6 -fold 4: acc. = 70.73 #leaves = 16 max. depth = 6 -fold 5: acc. = 77.27 #leaves = 16 max. depth = 6 -***1***0.6829269***0.1045810*** -***2***0.6097561***0.1003340*** -***3***0.7317073***0.0989410*** -***4***0.7073171***0.1008780*** -***5***0.7727273***0.0967810*** -accuracy = 70.19 #leaves = 13.00 max depth = 5.40 - +Pruned decision tree written to data/csv/conn-bench-sonar-mines-rocks.csv.dt. +Unpruned decision tree written to data/csv/conn-bench-sonar-mines-rocks.csv.dt.unpruned. +fold 1: acc. = 63.41 #leaves = 3 max. depth = 2 +fold 2: acc. = 68.29 #leaves = 17 max. depth = 7 +fold 3: acc. = 80.49 #leaves = 14 max. depth = 7 +fold 4: acc. = 75.61 #leaves = 15 max. depth = 9 +fold 5: acc. = 65.91 #leaves = 15 max. depth = 6 +accuracy = 70.67 #leaves = 12.80 max depth = 6.20 diff --git a/data/oc1output/conn-bench-sonar-mines-rocks_79.txt b/data/oc1output/conn-bench-sonar-mines-rocks_79.txt index 4b349dd..25a900b 100644 --- a/data/oc1output/conn-bench-sonar-mines-rocks_79.txt +++ b/data/oc1output/conn-bench-sonar-mines-rocks_79.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/conn-bench-sonar-mines-rocks.csv.dt. -Unpruned decision tree written to csv/conn-bench-sonar-mines-rocks.csv.dt.unpruned. -fold 1: acc. = 63.41 #leaves = 2 max. depth = 1 -fold 2: acc. = 56.10 #leaves = 12 max. depth = 5 -fold 3: acc. = 75.61 #leaves = 15 max. depth = 6 -fold 4: acc. = 73.17 #leaves = 14 max. depth = 6 -fold 5: acc. = 65.91 #leaves = 15 max. depth = 9 -***1***0.6341463***0.0971340*** -***2***0.5609756***0.1015220*** -***3***0.7560976***0.1032050*** -***4***0.7317073***0.1071910*** -***5***0.6590909***0.0973120*** -accuracy = 66.83 #leaves = 11.60 max depth = 5.40 - +Pruned decision tree written to data/csv/conn-bench-sonar-mines-rocks.csv.dt. +Unpruned decision tree written to data/csv/conn-bench-sonar-mines-rocks.csv.dt.unpruned. +fold 1: acc. = 80.49 #leaves = 7 max. depth = 5 +fold 2: acc. = 60.98 #leaves = 15 max. depth = 6 +fold 3: acc. = 68.29 #leaves = 13 max. depth = 6 +fold 4: acc. = 82.93 #leaves = 18 max. depth = 6 +fold 5: acc. = 79.55 #leaves = 13 max. depth = 7 +accuracy = 74.52 #leaves = 13.20 max depth = 6.00 diff --git a/data/oc1output/conn-bench-sonar-mines-rocks_83.txt b/data/oc1output/conn-bench-sonar-mines-rocks_83.txt index 651cf32..955e15b 100644 --- a/data/oc1output/conn-bench-sonar-mines-rocks_83.txt +++ b/data/oc1output/conn-bench-sonar-mines-rocks_83.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/conn-bench-sonar-mines-rocks.csv.dt. -Unpruned decision tree written to csv/conn-bench-sonar-mines-rocks.csv.dt.unpruned. -fold 1: acc. = 75.61 #leaves = 2 max. depth = 1 -fold 2: acc. = 73.17 #leaves = 12 max. depth = 6 -fold 3: acc. = 73.17 #leaves = 13 max. depth = 5 -fold 4: acc. = 80.49 #leaves = 13 max. depth = 6 -fold 5: acc. = 59.09 #leaves = 15 max. depth = 6 -***1***0.7560976***0.1047400*** -***2***0.7317073***0.0907510*** -***3***0.7317073***0.1005790*** -***4***0.8048781***0.0986990*** -***5***0.5909091***0.1042590*** -accuracy = 72.12 #leaves = 11.00 max depth = 4.80 - +Pruned decision tree written to data/csv/conn-bench-sonar-mines-rocks.csv.dt. +Unpruned decision tree written to data/csv/conn-bench-sonar-mines-rocks.csv.dt.unpruned. +fold 1: acc. = 73.17 #leaves = 3 max. depth = 2 +fold 2: acc. = 73.17 #leaves = 16 max. depth = 7 +fold 3: acc. = 65.85 #leaves = 14 max. depth = 6 +fold 4: acc. = 80.49 #leaves = 18 max. depth = 8 +fold 5: acc. = 75.00 #leaves = 15 max. depth = 6 +accuracy = 73.56 #leaves = 13.20 max depth = 5.80 diff --git a/data/oc1output/conn-bench-sonar-mines-rocks_97.txt b/data/oc1output/conn-bench-sonar-mines-rocks_97.txt index 9f19860..b077963 100644 --- a/data/oc1output/conn-bench-sonar-mines-rocks_97.txt +++ b/data/oc1output/conn-bench-sonar-mines-rocks_97.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/conn-bench-sonar-mines-rocks.csv.dt. -Unpruned decision tree written to csv/conn-bench-sonar-mines-rocks.csv.dt.unpruned. -fold 1: acc. = 73.17 #leaves = 8 max. depth = 6 -fold 2: acc. = 68.29 #leaves = 14 max. depth = 7 -fold 3: acc. = 70.73 #leaves = 14 max. depth = 6 -fold 4: acc. = 78.05 #leaves = 17 max. depth = 6 -fold 5: acc. = 84.09 #leaves = 16 max. depth = 9 -***1***0.7317073***0.0998530*** -***2***0.6829269***0.1019360*** -***3***0.7073171***0.1025230*** -***4***0.7804878***0.1119640*** -***5***0.8409091***0.0960890*** -accuracy = 75.00 #leaves = 13.80 max depth = 6.80 - +Pruned decision tree written to data/csv/conn-bench-sonar-mines-rocks.csv.dt. +Unpruned decision tree written to data/csv/conn-bench-sonar-mines-rocks.csv.dt.unpruned. +fold 1: acc. = 70.73 #leaves = 11 max. depth = 5 +fold 2: acc. = 56.10 #leaves = 14 max. depth = 6 +fold 3: acc. = 78.05 #leaves = 16 max. depth = 6 +fold 4: acc. = 65.85 #leaves = 17 max. depth = 5 +fold 5: acc. = 72.73 #leaves = 14 max. depth = 6 +accuracy = 68.75 #leaves = 14.40 max depth = 5.60 diff --git a/data/oc1output/cylinder-bands_1.txt b/data/oc1output/cylinder-bands_1.txt index 9e7bf5f..3b3ab54 100644 --- a/data/oc1output/cylinder-bands_1.txt +++ b/data/oc1output/cylinder-bands_1.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/cylinder-bands.csv.dt. -Unpruned decision tree written to csv/cylinder-bands.csv.dt.unpruned. -fold 1: acc. = 60.78 #leaves = 32 max. depth = 10 -fold 2: acc. = 69.61 #leaves = 36 max. depth = 9 -fold 3: acc. = 73.53 #leaves = 49 max. depth = 11 -fold 4: acc. = 69.61 #leaves = 42 max. depth = 12 -fold 5: acc. = 62.50 #leaves = 30 max. depth = 7 -***1***0.6078432***0.5658240*** -***2***0.6960784***0.4179130*** -***3***0.7352941***0.5321730*** -***4***0.6960784***0.4926140*** -***5***0.6250000***0.3484360*** -accuracy = 67.19 #leaves = 37.80 max depth = 9.80 - +Pruned decision tree written to data/csv/cylinder-bands.csv.dt. +Unpruned decision tree written to data/csv/cylinder-bands.csv.dt.unpruned. +fold 1: acc. = 58.82 #leaves = 14 max. depth = 9 +fold 2: acc. = 60.78 #leaves = 55 max. depth = 13 +fold 3: acc. = 70.59 #leaves = 57 max. depth = 14 +fold 4: acc. = 67.65 #leaves = 60 max. depth = 12 +fold 5: acc. = 71.15 #leaves = 53 max. depth = 11 +accuracy = 65.82 #leaves = 47.80 max depth = 11.80 diff --git a/data/oc1output/cylinder-bands_17.txt b/data/oc1output/cylinder-bands_17.txt index bf0491f..76b825c 100644 --- a/data/oc1output/cylinder-bands_17.txt +++ b/data/oc1output/cylinder-bands_17.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/cylinder-bands.csv.dt. -Unpruned decision tree written to csv/cylinder-bands.csv.dt.unpruned. -fold 1: acc. = 62.75 #leaves = 20 max. depth = 9 -fold 2: acc. = 59.80 #leaves = 39 max. depth = 9 -fold 3: acc. = 66.67 #leaves = 39 max. depth = 12 -fold 4: acc. = 66.67 #leaves = 46 max. depth = 10 -fold 5: acc. = 71.15 #leaves = 32 max. depth = 10 -***1***0.6274510***0.5435010*** -***2***0.5980392***0.4748310*** -***3***0.6666666***0.4720270*** -***4***0.6666666***0.3197170*** -***5***0.7115385***0.4061660*** -accuracy = 65.43 #leaves = 35.20 max depth = 10.00 - +Pruned decision tree written to data/csv/cylinder-bands.csv.dt. +Unpruned decision tree written to data/csv/cylinder-bands.csv.dt.unpruned. +fold 1: acc. = 68.63 #leaves = 3 max. depth = 2 +fold 2: acc. = 62.75 #leaves = 54 max. depth = 17 +fold 3: acc. = 74.51 #leaves = 58 max. depth = 15 +fold 4: acc. = 61.76 #leaves = 55 max. depth = 10 +fold 5: acc. = 68.27 #leaves = 57 max. depth = 19 +accuracy = 67.19 #leaves = 45.40 max depth = 12.60 diff --git a/data/oc1output/cylinder-bands_1714.txt b/data/oc1output/cylinder-bands_1714.txt index e9c0f3a..fdcb766 100644 --- a/data/oc1output/cylinder-bands_1714.txt +++ b/data/oc1output/cylinder-bands_1714.txt @@ -1,16 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Unpruned decision tree written to csv/cylinder-bands.csv.dt. -fold 1: acc. = 68.63 #leaves = 42 max. depth = 10 -fold 2: acc. = 70.59 #leaves = 39 max. depth = 11 -fold 3: acc. = 63.73 #leaves = 43 max. depth = 10 -fold 4: acc. = 60.78 #leaves = 41 max. depth = 12 -fold 5: acc. = 65.38 #leaves = 35 max. depth = 13 -***1***0.6862745***0.3465160*** -***2***0.7058823***0.6085460*** -***3***0.6372549***0.4689270*** -***4***0.6078432***0.4264940*** -***5***0.6538461***0.4602280*** -accuracy = 65.82 #leaves = 40.00 max depth = 11.20 - +Pruned decision tree written to data/csv/cylinder-bands.csv.dt. +Unpruned decision tree written to data/csv/cylinder-bands.csv.dt.unpruned. +fold 1: acc. = 72.55 #leaves = 21 max. depth = 7 +fold 2: acc. = 72.55 #leaves = 57 max. depth = 14 +fold 3: acc. = 69.61 #leaves = 49 max. depth = 13 +fold 4: acc. = 64.71 #leaves = 54 max. depth = 13 +fold 5: acc. = 67.31 #leaves = 54 max. depth = 14 +accuracy = 69.34 #leaves = 47.00 max depth = 12.20 diff --git a/data/oc1output/cylinder-bands_23.txt b/data/oc1output/cylinder-bands_23.txt index 1c204d3..e4e896b 100644 --- a/data/oc1output/cylinder-bands_23.txt +++ b/data/oc1output/cylinder-bands_23.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/cylinder-bands.csv.dt. -Unpruned decision tree written to csv/cylinder-bands.csv.dt.unpruned. -fold 1: acc. = 73.53 #leaves = 9 max. depth = 4 -fold 2: acc. = 60.78 #leaves = 47 max. depth = 12 -fold 3: acc. = 64.71 #leaves = 38 max. depth = 12 -fold 4: acc. = 65.69 #leaves = 42 max. depth = 12 -fold 5: acc. = 72.12 #leaves = 38 max. depth = 9 -***1***0.7352941***0.3410380*** -***2***0.6078432***0.5369640*** -***3***0.6470588***0.6049740*** -***4***0.6568627***0.6165340*** -***5***0.7211539***0.3427680*** -accuracy = 67.38 #leaves = 34.80 max depth = 9.80 - +Pruned decision tree written to data/csv/cylinder-bands.csv.dt. +Unpruned decision tree written to data/csv/cylinder-bands.csv.dt.unpruned. +fold 1: acc. = 61.76 #leaves = 33 max. depth = 11 +fold 2: acc. = 68.63 #leaves = 54 max. depth = 15 +fold 3: acc. = 65.69 #leaves = 55 max. depth = 18 +fold 4: acc. = 65.69 #leaves = 61 max. depth = 13 +fold 5: acc. = 62.50 #leaves = 55 max. depth = 14 +accuracy = 64.84 #leaves = 51.60 max depth = 14.20 diff --git a/data/oc1output/cylinder-bands_31.txt b/data/oc1output/cylinder-bands_31.txt index 20fe541..8bb978f 100644 --- a/data/oc1output/cylinder-bands_31.txt +++ b/data/oc1output/cylinder-bands_31.txt @@ -1,16 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Unpruned decision tree written to csv/cylinder-bands.csv.dt. -fold 1: acc. = 67.65 #leaves = 39 max. depth = 10 -fold 2: acc. = 65.69 #leaves = 38 max. depth = 13 -fold 3: acc. = 61.76 #leaves = 35 max. depth = 11 -fold 4: acc. = 62.75 #leaves = 38 max. depth = 10 -fold 5: acc. = 65.38 #leaves = 47 max. depth = 13 -***1***0.6764706***0.4922020*** -***2***0.6568627***0.3895570*** -***3***0.6176471***0.5273630*** -***4***0.6274510***0.3791480*** -***5***0.6538461***0.4042470*** -accuracy = 64.65 #leaves = 39.40 max depth = 11.40 - +Pruned decision tree written to data/csv/cylinder-bands.csv.dt. +Unpruned decision tree written to data/csv/cylinder-bands.csv.dt.unpruned. +fold 1: acc. = 75.49 #leaves = 12 max. depth = 5 +fold 2: acc. = 69.61 #leaves = 56 max. depth = 15 +fold 3: acc. = 65.69 #leaves = 51 max. depth = 14 +fold 4: acc. = 67.65 #leaves = 55 max. depth = 12 +fold 5: acc. = 74.04 #leaves = 53 max. depth = 19 +accuracy = 70.51 #leaves = 45.40 max depth = 13.00 diff --git a/data/oc1output/cylinder-bands_57.txt b/data/oc1output/cylinder-bands_57.txt index bc0ed1b..4897f6d 100644 --- a/data/oc1output/cylinder-bands_57.txt +++ b/data/oc1output/cylinder-bands_57.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/cylinder-bands.csv.dt. -Unpruned decision tree written to csv/cylinder-bands.csv.dt.unpruned. -fold 1: acc. = 63.73 #leaves = 5 max. depth = 3 -fold 2: acc. = 68.63 #leaves = 43 max. depth = 8 -fold 3: acc. = 70.59 #leaves = 41 max. depth = 10 -fold 4: acc. = 64.71 #leaves = 43 max. depth = 13 -fold 5: acc. = 62.50 #leaves = 40 max. depth = 11 -***1***0.6372549***0.4326890*** -***2***0.6862745***0.3571240*** -***3***0.7058823***0.4200440*** -***4***0.6470588***0.3467820*** -***5***0.6250000***0.4484770*** -accuracy = 66.02 #leaves = 34.40 max depth = 9.00 - +Pruned decision tree written to data/csv/cylinder-bands.csv.dt. +Unpruned decision tree written to data/csv/cylinder-bands.csv.dt.unpruned. +fold 1: acc. = 68.63 #leaves = 7 max. depth = 4 +fold 2: acc. = 63.73 #leaves = 54 max. depth = 16 +fold 3: acc. = 69.61 #leaves = 58 max. depth = 12 +fold 4: acc. = 70.59 #leaves = 51 max. depth = 11 +fold 5: acc. = 66.35 #leaves = 51 max. depth = 15 +accuracy = 67.77 #leaves = 44.20 max depth = 11.60 diff --git a/data/oc1output/cylinder-bands_7.txt b/data/oc1output/cylinder-bands_7.txt index 2e178c0..b83b0ea 100644 --- a/data/oc1output/cylinder-bands_7.txt +++ b/data/oc1output/cylinder-bands_7.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/cylinder-bands.csv.dt. -Unpruned decision tree written to csv/cylinder-bands.csv.dt.unpruned. -fold 1: acc. = 67.65 #leaves = 2 max. depth = 1 -fold 2: acc. = 78.43 #leaves = 41 max. depth = 11 -fold 3: acc. = 69.61 #leaves = 42 max. depth = 12 -fold 4: acc. = 64.71 #leaves = 44 max. depth = 12 -fold 5: acc. = 65.38 #leaves = 42 max. depth = 11 -***1***0.6764706***0.4147230*** -***2***0.7843137***0.4228320*** -***3***0.6960784***0.4962530*** -***4***0.6470588***0.4723610*** -***5***0.6538461***0.5127190*** -accuracy = 69.14 #leaves = 34.20 max depth = 9.40 - +Pruned decision tree written to data/csv/cylinder-bands.csv.dt. +Unpruned decision tree written to data/csv/cylinder-bands.csv.dt.unpruned. +fold 1: acc. = 63.73 #leaves = 28 max. depth = 12 +fold 2: acc. = 67.65 #leaves = 63 max. depth = 14 +fold 3: acc. = 65.69 #leaves = 50 max. depth = 10 +fold 4: acc. = 67.65 #leaves = 57 max. depth = 12 +fold 5: acc. = 72.12 #leaves = 52 max. depth = 15 +accuracy = 67.38 #leaves = 50.00 max depth = 12.60 diff --git a/data/oc1output/cylinder-bands_79.txt b/data/oc1output/cylinder-bands_79.txt index eda10fe..e4f82ee 100644 --- a/data/oc1output/cylinder-bands_79.txt +++ b/data/oc1output/cylinder-bands_79.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/cylinder-bands.csv.dt. -Unpruned decision tree written to csv/cylinder-bands.csv.dt.unpruned. -fold 1: acc. = 66.67 #leaves = 33 max. depth = 9 -fold 2: acc. = 61.76 #leaves = 44 max. depth = 10 -fold 3: acc. = 65.69 #leaves = 49 max. depth = 14 -fold 4: acc. = 69.61 #leaves = 39 max. depth = 11 -fold 5: acc. = 70.19 #leaves = 40 max. depth = 9 -***1***0.6666666***0.3681040*** -***2***0.6176471***0.4985750*** -***3***0.6568627***0.5175420*** -***4***0.6960784***0.4923400*** -***5***0.7019231***0.3728920*** -accuracy = 66.80 #leaves = 41.00 max depth = 10.60 - +Pruned decision tree written to data/csv/cylinder-bands.csv.dt. +Unpruned decision tree written to data/csv/cylinder-bands.csv.dt.unpruned. +fold 1: acc. = 63.73 #leaves = 4 max. depth = 3 +fold 2: acc. = 66.67 #leaves = 58 max. depth = 11 +fold 3: acc. = 73.53 #leaves = 56 max. depth = 12 +fold 4: acc. = 73.53 #leaves = 56 max. depth = 14 +fold 5: acc. = 57.69 #leaves = 59 max. depth = 11 +accuracy = 66.99 #leaves = 46.60 max depth = 10.20 diff --git a/data/oc1output/cylinder-bands_83.txt b/data/oc1output/cylinder-bands_83.txt index 04ebf69..291f482 100644 --- a/data/oc1output/cylinder-bands_83.txt +++ b/data/oc1output/cylinder-bands_83.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/cylinder-bands.csv.dt. -Unpruned decision tree written to csv/cylinder-bands.csv.dt.unpruned. -fold 1: acc. = 69.61 #leaves = 4 max. depth = 2 -fold 2: acc. = 72.55 #leaves = 43 max. depth = 12 -fold 3: acc. = 72.55 #leaves = 31 max. depth = 12 -fold 4: acc. = 67.65 #leaves = 39 max. depth = 11 -fold 5: acc. = 72.12 #leaves = 49 max. depth = 11 -***1***0.6960784***0.4146650*** -***2***0.7254902***0.5553680*** -***3***0.7254902***0.3742140*** -***4***0.6764706***0.5558100*** -***5***0.7211539***0.3946890*** -accuracy = 70.90 #leaves = 33.20 max depth = 9.60 - +Pruned decision tree written to data/csv/cylinder-bands.csv.dt. +Unpruned decision tree written to data/csv/cylinder-bands.csv.dt.unpruned. +fold 1: acc. = 68.63 #leaves = 2 max. depth = 1 +fold 2: acc. = 76.47 #leaves = 58 max. depth = 11 +fold 3: acc. = 71.57 #leaves = 54 max. depth = 14 +fold 4: acc. = 63.73 #leaves = 58 max. depth = 10 +fold 5: acc. = 67.31 #leaves = 57 max. depth = 13 +accuracy = 69.53 #leaves = 45.80 max depth = 9.80 diff --git a/data/oc1output/cylinder-bands_97.txt b/data/oc1output/cylinder-bands_97.txt index dcf90ed..1579101 100644 --- a/data/oc1output/cylinder-bands_97.txt +++ b/data/oc1output/cylinder-bands_97.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/cylinder-bands.csv.dt. -Unpruned decision tree written to csv/cylinder-bands.csv.dt.unpruned. -fold 1: acc. = 66.67 #leaves = 2 max. depth = 1 -fold 2: acc. = 64.71 #leaves = 36 max. depth = 10 -fold 3: acc. = 71.57 #leaves = 37 max. depth = 11 -fold 4: acc. = 62.75 #leaves = 39 max. depth = 11 -fold 5: acc. = 73.08 #leaves = 38 max. depth = 10 -***1***0.6666666***0.4473970*** -***2***0.6470588***0.4683450*** -***3***0.7156863***0.5248540*** -***4***0.6274510***0.5653450*** -***5***0.7307692***0.5482540*** -accuracy = 67.77 #leaves = 30.40 max depth = 8.60 - +Pruned decision tree written to data/csv/cylinder-bands.csv.dt. +Unpruned decision tree written to data/csv/cylinder-bands.csv.dt.unpruned. +fold 1: acc. = 69.61 #leaves = 2 max. depth = 1 +fold 2: acc. = 61.76 #leaves = 48 max. depth = 10 +fold 3: acc. = 66.67 #leaves = 58 max. depth = 13 +fold 4: acc. = 70.59 #leaves = 54 max. depth = 13 +fold 5: acc. = 73.08 #leaves = 59 max. depth = 12 +accuracy = 68.36 #leaves = 44.20 max depth = 9.80 diff --git a/data/oc1output/dermatology_1.txt b/data/oc1output/dermatology_1.txt index 2cf5377..aa2cd81 100644 --- a/data/oc1output/dermatology_1.txt +++ b/data/oc1output/dermatology_1.txt @@ -3,17 +3,11 @@ Remapping class numbers: 2 To 3 3 To 5 5 To 6 -Pruned decision tree written to csv/dermatology.csv.dt. -Unpruned decision tree written to csv/dermatology.csv.dt.unpruned. -fold 1: acc. = 91.78 #leaves = 5 max. depth = 3 -fold 2: acc. = 98.63 #leaves = 7 max. depth = 4 -fold 3: acc. = 89.04 #leaves = 8 max. depth = 5 -fold 4: acc. = 90.41 #leaves = 6 max. depth = 3 -fold 5: acc. = 91.89 #leaves = 6 max. depth = 3 -***1***0.9178082***0.1032110*** -***2***0.9863014***0.0884660*** -***3***0.8904110***0.1028810*** -***4***0.9041096***0.0928610*** -***5***0.9189189***0.0876390*** -accuracy = 92.35 #leaves = 6.40 max depth = 3.60 - +Pruned decision tree written to data/csv/dermatology.csv.dt. +Unpruned decision tree written to data/csv/dermatology.csv.dt.unpruned. +fold 1: acc. = 97.26 #leaves = 8 max. depth = 4 +fold 2: acc. = 97.26 #leaves = 12 max. depth = 7 +fold 3: acc. = 91.78 #leaves = 15 max. depth = 8 +fold 4: acc. = 90.41 #leaves = 11 max. depth = 5 +fold 5: acc. = 94.59 #leaves = 12 max. depth = 6 +accuracy = 94.26 #leaves = 11.60 max depth = 6.00 diff --git a/data/oc1output/dermatology_17.txt b/data/oc1output/dermatology_17.txt index 4838675..b5128f8 100644 --- a/data/oc1output/dermatology_17.txt +++ b/data/oc1output/dermatology_17.txt @@ -3,17 +3,11 @@ Remapping class numbers: 2 To 3 3 To 5 5 To 6 -Pruned decision tree written to csv/dermatology.csv.dt. -Unpruned decision tree written to csv/dermatology.csv.dt.unpruned. -fold 1: acc. = 89.04 #leaves = 5 max. depth = 3 -fold 2: acc. = 89.04 #leaves = 6 max. depth = 3 -fold 3: acc. = 93.15 #leaves = 6 max. depth = 3 -fold 4: acc. = 94.52 #leaves = 6 max. depth = 3 -fold 5: acc. = 93.24 #leaves = 9 max. depth = 6 -***1***0.8904110***0.1083050*** -***2***0.8904110***0.1176500*** -***3***0.9315069***0.1067190*** -***4***0.9452055***0.1221700*** -***5***0.9324324***0.1278210*** -accuracy = 91.80 #leaves = 6.40 max depth = 3.60 - +Pruned decision tree written to data/csv/dermatology.csv.dt. +Unpruned decision tree written to data/csv/dermatology.csv.dt.unpruned. +fold 1: acc. = 86.30 #leaves = 5 max. depth = 3 +fold 2: acc. = 90.41 #leaves = 12 max. depth = 7 +fold 3: acc. = 95.89 #leaves = 13 max. depth = 8 +fold 4: acc. = 94.52 #leaves = 16 max. depth = 8 +fold 5: acc. = 89.19 #leaves = 17 max. depth = 6 +accuracy = 91.26 #leaves = 12.60 max depth = 6.40 diff --git a/data/oc1output/dermatology_1714.txt b/data/oc1output/dermatology_1714.txt index 3e774bf..f3ad2bd 100644 --- a/data/oc1output/dermatology_1714.txt +++ b/data/oc1output/dermatology_1714.txt @@ -3,16 +3,11 @@ Remapping class numbers: 2 To 3 3 To 5 5 To 6 -Unpruned decision tree written to csv/dermatology.csv.dt. -fold 1: acc. = 95.89 #leaves = 6 max. depth = 3 -fold 2: acc. = 94.52 #leaves = 7 max. depth = 4 -fold 3: acc. = 79.45 #leaves = 9 max. depth = 5 -fold 4: acc. = 93.15 #leaves = 7 max. depth = 4 -fold 5: acc. = 98.65 #leaves = 8 max. depth = 5 -***1***0.9589041***0.0905520*** -***2***0.9452055***0.0868180*** -***3***0.7945206***0.1275210*** -***4***0.9315069***0.0880330*** -***5***0.9864865***0.1300920*** -accuracy = 92.35 #leaves = 7.40 max depth = 4.20 - +Pruned decision tree written to data/csv/dermatology.csv.dt. +Unpruned decision tree written to data/csv/dermatology.csv.dt.unpruned. +fold 1: acc. = 91.78 #leaves = 7 max. depth = 3 +fold 2: acc. = 94.52 #leaves = 11 max. depth = 5 +fold 3: acc. = 91.78 #leaves = 13 max. depth = 5 +fold 4: acc. = 93.15 #leaves = 10 max. depth = 6 +fold 5: acc. = 100.00 #leaves = 13 max. depth = 7 +accuracy = 94.26 #leaves = 10.80 max depth = 5.20 diff --git a/data/oc1output/dermatology_23.txt b/data/oc1output/dermatology_23.txt index 078a2a7..b603aea 100644 --- a/data/oc1output/dermatology_23.txt +++ b/data/oc1output/dermatology_23.txt @@ -3,17 +3,11 @@ Remapping class numbers: 2 To 3 3 To 5 5 To 6 -Pruned decision tree written to csv/dermatology.csv.dt. -Unpruned decision tree written to csv/dermatology.csv.dt.unpruned. -fold 1: acc. = 90.41 #leaves = 5 max. depth = 3 -fold 2: acc. = 94.52 #leaves = 6 max. depth = 3 -fold 3: acc. = 95.89 #leaves = 6 max. depth = 3 -fold 4: acc. = 87.67 #leaves = 7 max. depth = 3 -fold 5: acc. = 86.49 #leaves = 9 max. depth = 6 -***1***0.9041096***0.1047070*** -***2***0.9452055***0.1163290*** -***3***0.9589041***0.1133260*** -***4***0.8767123***0.1117420*** -***5***0.8648649***0.0863040*** -accuracy = 90.98 #leaves = 6.60 max depth = 3.60 - +Pruned decision tree written to data/csv/dermatology.csv.dt. +Unpruned decision tree written to data/csv/dermatology.csv.dt.unpruned. +fold 1: acc. = 93.15 #leaves = 10 max. depth = 5 +fold 2: acc. = 98.63 #leaves = 14 max. depth = 7 +fold 3: acc. = 97.26 #leaves = 16 max. depth = 7 +fold 4: acc. = 94.52 #leaves = 14 max. depth = 7 +fold 5: acc. = 85.14 #leaves = 12 max. depth = 7 +accuracy = 93.72 #leaves = 13.20 max depth = 6.60 diff --git a/data/oc1output/dermatology_31.txt b/data/oc1output/dermatology_31.txt index 888e6a2..d243d61 100644 --- a/data/oc1output/dermatology_31.txt +++ b/data/oc1output/dermatology_31.txt @@ -3,16 +3,11 @@ Remapping class numbers: 2 To 3 3 To 5 5 To 6 -Unpruned decision tree written to csv/dermatology.csv.dt. -fold 1: acc. = 93.15 #leaves = 6 max. depth = 3 -fold 2: acc. = 94.52 #leaves = 8 max. depth = 5 -fold 3: acc. = 91.78 #leaves = 6 max. depth = 3 -fold 4: acc. = 89.04 #leaves = 6 max. depth = 3 -fold 5: acc. = 91.89 #leaves = 6 max. depth = 3 -***1***0.9315069***0.1168480*** -***2***0.9452055***0.1244290*** -***3***0.9178082***0.0876440*** -***4***0.8904110***0.1312470*** -***5***0.9189189***0.1011480*** -accuracy = 92.08 #leaves = 6.40 max depth = 3.40 - +Pruned decision tree written to data/csv/dermatology.csv.dt. +Unpruned decision tree written to data/csv/dermatology.csv.dt.unpruned. +fold 1: acc. = 94.52 #leaves = 8 max. depth = 4 +fold 2: acc. = 87.67 #leaves = 14 max. depth = 8 +fold 3: acc. = 94.52 #leaves = 15 max. depth = 6 +fold 4: acc. = 97.26 #leaves = 15 max. depth = 8 +fold 5: acc. = 87.84 #leaves = 10 max. depth = 5 +accuracy = 92.35 #leaves = 12.40 max depth = 6.20 diff --git a/data/oc1output/dermatology_57.txt b/data/oc1output/dermatology_57.txt index 988eb3f..f8ecf31 100644 --- a/data/oc1output/dermatology_57.txt +++ b/data/oc1output/dermatology_57.txt @@ -3,17 +3,11 @@ Remapping class numbers: 2 To 3 3 To 5 5 To 6 -Pruned decision tree written to csv/dermatology.csv.dt. -Unpruned decision tree written to csv/dermatology.csv.dt.unpruned. -fold 1: acc. = 86.30 #leaves = 5 max. depth = 3 -fold 2: acc. = 98.63 #leaves = 6 max. depth = 3 -fold 3: acc. = 89.04 #leaves = 8 max. depth = 5 -fold 4: acc. = 94.52 #leaves = 6 max. depth = 3 -fold 5: acc. = 94.59 #leaves = 6 max. depth = 3 -***1***0.8630137***0.0888780*** -***2***0.9863014***0.1188540*** -***3***0.8904110***0.0987650*** -***4***0.9452055***0.0891550*** -***5***0.9459460***0.1201660*** -accuracy = 92.62 #leaves = 6.20 max depth = 3.40 - +Pruned decision tree written to data/csv/dermatology.csv.dt. +Unpruned decision tree written to data/csv/dermatology.csv.dt.unpruned. +fold 1: acc. = 91.78 #leaves = 7 max. depth = 4 +fold 2: acc. = 94.52 #leaves = 15 max. depth = 6 +fold 3: acc. = 94.52 #leaves = 14 max. depth = 8 +fold 4: acc. = 94.52 #leaves = 11 max. depth = 5 +fold 5: acc. = 95.95 #leaves = 14 max. depth = 6 +accuracy = 94.26 #leaves = 12.20 max depth = 5.80 diff --git a/data/oc1output/dermatology_7.txt b/data/oc1output/dermatology_7.txt index 1e005bb..7c55285 100644 --- a/data/oc1output/dermatology_7.txt +++ b/data/oc1output/dermatology_7.txt @@ -3,17 +3,11 @@ Remapping class numbers: 2 To 3 3 To 5 5 To 6 -Pruned decision tree written to csv/dermatology.csv.dt. -Unpruned decision tree written to csv/dermatology.csv.dt.unpruned. -fold 1: acc. = 82.19 #leaves = 6 max. depth = 3 -fold 2: acc. = 89.04 #leaves = 8 max. depth = 5 -fold 3: acc. = 93.15 #leaves = 8 max. depth = 5 -fold 4: acc. = 97.26 #leaves = 6 max. depth = 3 -fold 5: acc. = 90.54 #leaves = 6 max. depth = 3 -***1***0.8219178***0.1270520*** -***2***0.8904110***0.1269270*** -***3***0.9315069***0.1268360*** -***4***0.9726028***0.1104160*** -***5***0.9054054***0.1299320*** -accuracy = 90.44 #leaves = 6.80 max depth = 3.80 - +Pruned decision tree written to data/csv/dermatology.csv.dt. +Unpruned decision tree written to data/csv/dermatology.csv.dt.unpruned. +fold 1: acc. = 83.56 #leaves = 7 max. depth = 4 +fold 2: acc. = 94.52 #leaves = 16 max. depth = 8 +fold 3: acc. = 83.56 #leaves = 13 max. depth = 6 +fold 4: acc. = 94.52 #leaves = 14 max. depth = 6 +fold 5: acc. = 94.59 #leaves = 14 max. depth = 6 +accuracy = 90.16 #leaves = 12.80 max depth = 6.00 diff --git a/data/oc1output/dermatology_79.txt b/data/oc1output/dermatology_79.txt index 5a7e37d..d21a167 100644 --- a/data/oc1output/dermatology_79.txt +++ b/data/oc1output/dermatology_79.txt @@ -3,17 +3,10 @@ Remapping class numbers: 2 To 3 3 To 5 5 To 6 -Pruned decision tree written to csv/dermatology.csv.dt. -Unpruned decision tree written to csv/dermatology.csv.dt.unpruned. -fold 1: acc. = 89.04 #leaves = 6 max. depth = 3 -fold 2: acc. = 91.78 #leaves = 6 max. depth = 3 -fold 3: acc. = 94.52 #leaves = 11 max. depth = 7 -fold 4: acc. = 93.15 #leaves = 9 max. depth = 5 -fold 5: acc. = 90.54 #leaves = 6 max. depth = 3 -***1***0.8904110***0.1180040*** -***2***0.9178082***0.0908050*** -***3***0.9452055***0.1083890*** -***4***0.9315069***0.1003540*** -***5***0.9054054***0.1102280*** -accuracy = 91.80 #leaves = 7.60 max depth = 4.20 - +Unpruned decision tree written to data/csv/dermatology.csv.dt. +fold 1: acc. = 94.52 #leaves = 12 max. depth = 6 +fold 2: acc. = 94.52 #leaves = 15 max. depth = 7 +fold 3: acc. = 95.89 #leaves = 14 max. depth = 7 +fold 4: acc. = 89.04 #leaves = 14 max. depth = 8 +fold 5: acc. = 90.54 #leaves = 16 max. depth = 8 +accuracy = 92.90 #leaves = 14.20 max depth = 7.20 diff --git a/data/oc1output/dermatology_83.txt b/data/oc1output/dermatology_83.txt index 47d6eff..3e3aacc 100644 --- a/data/oc1output/dermatology_83.txt +++ b/data/oc1output/dermatology_83.txt @@ -3,16 +3,11 @@ Remapping class numbers: 2 To 3 3 To 5 5 To 6 -Unpruned decision tree written to csv/dermatology.csv.dt. -fold 1: acc. = 93.15 #leaves = 6 max. depth = 3 -fold 2: acc. = 95.89 #leaves = 8 max. depth = 5 -fold 3: acc. = 79.45 #leaves = 7 max. depth = 4 -fold 4: acc. = 94.52 #leaves = 6 max. depth = 3 -fold 5: acc. = 95.95 #leaves = 6 max. depth = 3 -***1***0.9315069***0.1137240*** -***2***0.9589041***0.1022620*** -***3***0.7945206***0.0852790*** -***4***0.9452055***0.1190260*** -***5***0.9594595***0.1217580*** -accuracy = 91.80 #leaves = 6.60 max depth = 3.60 - +Pruned decision tree written to data/csv/dermatology.csv.dt. +Unpruned decision tree written to data/csv/dermatology.csv.dt.unpruned. +fold 1: acc. = 97.26 #leaves = 8 max. depth = 4 +fold 2: acc. = 97.26 #leaves = 16 max. depth = 8 +fold 3: acc. = 89.04 #leaves = 7 max. depth = 3 +fold 4: acc. = 94.52 #leaves = 15 max. depth = 6 +fold 5: acc. = 91.89 #leaves = 15 max. depth = 7 +accuracy = 93.99 #leaves = 12.20 max depth = 5.60 diff --git a/data/oc1output/dermatology_97.txt b/data/oc1output/dermatology_97.txt index 82b97ac..a2ffe6d 100644 --- a/data/oc1output/dermatology_97.txt +++ b/data/oc1output/dermatology_97.txt @@ -3,17 +3,11 @@ Remapping class numbers: 2 To 3 3 To 5 5 To 6 -Pruned decision tree written to csv/dermatology.csv.dt. -Unpruned decision tree written to csv/dermatology.csv.dt.unpruned. -fold 1: acc. = 87.67 #leaves = 5 max. depth = 3 -fold 2: acc. = 84.93 #leaves = 6 max. depth = 3 -fold 3: acc. = 89.04 #leaves = 7 max. depth = 4 -fold 4: acc. = 93.15 #leaves = 10 max. depth = 6 -fold 5: acc. = 94.59 #leaves = 7 max. depth = 4 -***1***0.8767123***0.0965630*** -***2***0.8493150***0.1067020*** -***3***0.8904110***0.1325080*** -***4***0.9315069***0.0858140*** -***5***0.9459460***0.1253750*** -accuracy = 89.89 #leaves = 7.00 max depth = 4.00 - +Pruned decision tree written to data/csv/dermatology.csv.dt. +Unpruned decision tree written to data/csv/dermatology.csv.dt.unpruned. +fold 1: acc. = 97.26 #leaves = 8 max. depth = 4 +fold 2: acc. = 91.78 #leaves = 15 max. depth = 7 +fold 3: acc. = 91.78 #leaves = 11 max. depth = 5 +fold 4: acc. = 93.15 #leaves = 14 max. depth = 8 +fold 5: acc. = 95.95 #leaves = 18 max. depth = 7 +accuracy = 93.99 #leaves = 13.20 max depth = 6.20 diff --git a/data/oc1output/echocardiogram_1.txt b/data/oc1output/echocardiogram_1.txt index 6f9df5a..612fdf3 100644 --- a/data/oc1output/echocardiogram_1.txt +++ b/data/oc1output/echocardiogram_1.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/echocardiogram.csv.dt. -Unpruned decision tree written to csv/echocardiogram.csv.dt.unpruned. -fold 1: acc. = 88.46 #leaves = 2 max. depth = 1 -fold 2: acc. = 80.77 #leaves = 12 max. depth = 7 -fold 3: acc. = 73.08 #leaves = 11 max. depth = 6 -fold 4: acc. = 73.08 #leaves = 10 max. depth = 7 -fold 5: acc. = 74.07 #leaves = 8 max. depth = 5 -***1***0.8846154***0.0247630*** -***2***0.8076923***0.0275610*** -***3***0.7307692***0.0276030*** -***4***0.7307692***0.0244360*** -***5***0.7407407***0.0183860*** -accuracy = 77.86 #leaves = 8.60 max depth = 5.20 - +Pruned decision tree written to data/csv/echocardiogram.csv.dt. +Unpruned decision tree written to data/csv/echocardiogram.csv.dt.unpruned. +fold 1: acc. = 84.62 #leaves = 2 max. depth = 1 +fold 2: acc. = 73.08 #leaves = 13 max. depth = 7 +fold 3: acc. = 76.92 #leaves = 14 max. depth = 7 +fold 4: acc. = 76.92 #leaves = 11 max. depth = 6 +fold 5: acc. = 62.96 #leaves = 10 max. depth = 6 +accuracy = 74.81 #leaves = 10.00 max depth = 5.40 diff --git a/data/oc1output/echocardiogram_17.txt b/data/oc1output/echocardiogram_17.txt index 9e2f61b..cf11149 100644 --- a/data/oc1output/echocardiogram_17.txt +++ b/data/oc1output/echocardiogram_17.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/echocardiogram.csv.dt. -Unpruned decision tree written to csv/echocardiogram.csv.dt.unpruned. -fold 1: acc. = 84.62 #leaves = 2 max. depth = 1 -fold 2: acc. = 80.77 #leaves = 7 max. depth = 6 -fold 3: acc. = 65.38 #leaves = 7 max. depth = 5 -fold 4: acc. = 69.23 #leaves = 9 max. depth = 5 -fold 5: acc. = 77.78 #leaves = 9 max. depth = 5 -***1***0.8461539***0.0237570*** -***2***0.8076923***0.0201490*** -***3***0.6538461***0.0220140*** -***4***0.6923077***0.0235260*** -***5***0.7777778***0.0270100*** -accuracy = 75.57 #leaves = 6.80 max depth = 4.40 - +Pruned decision tree written to data/csv/echocardiogram.csv.dt. +Unpruned decision tree written to data/csv/echocardiogram.csv.dt.unpruned. +fold 1: acc. = 76.92 #leaves = 8 max. depth = 5 +fold 2: acc. = 76.92 #leaves = 11 max. depth = 6 +fold 3: acc. = 57.69 #leaves = 11 max. depth = 6 +fold 4: acc. = 76.92 #leaves = 14 max. depth = 7 +fold 5: acc. = 66.67 #leaves = 12 max. depth = 6 +accuracy = 70.99 #leaves = 11.20 max depth = 6.00 diff --git a/data/oc1output/echocardiogram_1714.txt b/data/oc1output/echocardiogram_1714.txt index 49aa0fc..5a50152 100644 --- a/data/oc1output/echocardiogram_1714.txt +++ b/data/oc1output/echocardiogram_1714.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/echocardiogram.csv.dt. -Unpruned decision tree written to csv/echocardiogram.csv.dt.unpruned. -fold 1: acc. = 84.62 #leaves = 4 max. depth = 3 -fold 2: acc. = 80.77 #leaves = 10 max. depth = 5 -fold 3: acc. = 80.77 #leaves = 12 max. depth = 5 -fold 4: acc. = 65.38 #leaves = 10 max. depth = 5 -fold 5: acc. = 81.48 #leaves = 10 max. depth = 5 -***1***0.8461539***0.0253800*** -***2***0.8076923***0.0225800*** -***3***0.8076923***0.0264970*** -***4***0.6538461***0.0255140*** -***5***0.8148148***0.0238500*** -accuracy = 78.63 #leaves = 9.20 max depth = 4.60 - +Pruned decision tree written to data/csv/echocardiogram.csv.dt. +Unpruned decision tree written to data/csv/echocardiogram.csv.dt.unpruned. +fold 1: acc. = 84.62 #leaves = 2 max. depth = 1 +fold 2: acc. = 73.08 #leaves = 12 max. depth = 6 +fold 3: acc. = 76.92 #leaves = 12 max. depth = 7 +fold 4: acc. = 65.38 #leaves = 13 max. depth = 8 +fold 5: acc. = 81.48 #leaves = 13 max. depth = 6 +accuracy = 76.34 #leaves = 10.40 max depth = 5.60 diff --git a/data/oc1output/echocardiogram_23.txt b/data/oc1output/echocardiogram_23.txt index 7c712b2..ea9ab18 100644 --- a/data/oc1output/echocardiogram_23.txt +++ b/data/oc1output/echocardiogram_23.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/echocardiogram.csv.dt. -Unpruned decision tree written to csv/echocardiogram.csv.dt.unpruned. -fold 1: acc. = 84.62 #leaves = 2 max. depth = 1 -fold 2: acc. = 84.62 #leaves = 9 max. depth = 5 -fold 3: acc. = 73.08 #leaves = 11 max. depth = 6 -fold 4: acc. = 73.08 #leaves = 8 max. depth = 5 -fold 5: acc. = 66.67 #leaves = 7 max. depth = 5 -***1***0.8461539***0.0294570*** -***2***0.8461539***0.0250110*** -***3***0.7307692***0.0327620*** -***4***0.7307692***0.0267610*** -***5***0.6666666***0.0170700*** -accuracy = 76.34 #leaves = 7.40 max depth = 4.40 - +Pruned decision tree written to data/csv/echocardiogram.csv.dt. +Unpruned decision tree written to data/csv/echocardiogram.csv.dt.unpruned. +fold 1: acc. = 76.92 #leaves = 2 max. depth = 1 +fold 2: acc. = 65.38 #leaves = 12 max. depth = 7 +fold 3: acc. = 53.85 #leaves = 15 max. depth = 7 +fold 4: acc. = 76.92 #leaves = 13 max. depth = 7 +fold 5: acc. = 77.78 #leaves = 9 max. depth = 5 +accuracy = 70.23 #leaves = 10.20 max depth = 5.40 diff --git a/data/oc1output/echocardiogram_31.txt b/data/oc1output/echocardiogram_31.txt index 65f16a0..7e274d0 100644 --- a/data/oc1output/echocardiogram_31.txt +++ b/data/oc1output/echocardiogram_31.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/echocardiogram.csv.dt. -Unpruned decision tree written to csv/echocardiogram.csv.dt.unpruned. -fold 1: acc. = 65.38 #leaves = 5 max. depth = 4 -fold 2: acc. = 88.46 #leaves = 10 max. depth = 5 -fold 3: acc. = 53.85 #leaves = 7 max. depth = 4 -fold 4: acc. = 73.08 #leaves = 11 max. depth = 6 -fold 5: acc. = 66.67 #leaves = 8 max. depth = 4 -***1***0.6538461***0.0238920*** -***2***0.8846154***0.0253850*** -***3***0.5384615***0.0208080*** -***4***0.7307692***0.0296740*** -***5***0.6666666***0.0175530*** -accuracy = 69.47 #leaves = 8.20 max depth = 4.60 - +Pruned decision tree written to data/csv/echocardiogram.csv.dt. +Unpruned decision tree written to data/csv/echocardiogram.csv.dt.unpruned. +fold 1: acc. = 73.08 #leaves = 2 max. depth = 1 +fold 2: acc. = 76.92 #leaves = 14 max. depth = 7 +fold 3: acc. = 61.54 #leaves = 11 max. depth = 6 +fold 4: acc. = 73.08 #leaves = 12 max. depth = 8 +fold 5: acc. = 70.37 #leaves = 13 max. depth = 6 +accuracy = 70.99 #leaves = 10.40 max depth = 5.60 diff --git a/data/oc1output/echocardiogram_57.txt b/data/oc1output/echocardiogram_57.txt index a9862d5..8f03abe 100644 --- a/data/oc1output/echocardiogram_57.txt +++ b/data/oc1output/echocardiogram_57.txt @@ -1,17 +1,10 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/echocardiogram.csv.dt. -Unpruned decision tree written to csv/echocardiogram.csv.dt.unpruned. -fold 1: acc. = 88.46 #leaves = 2 max. depth = 1 -fold 2: acc. = 65.38 #leaves = 11 max. depth = 5 -fold 3: acc. = 65.38 #leaves = 6 max. depth = 5 -fold 4: acc. = 80.77 #leaves = 13 max. depth = 7 -fold 5: acc. = 62.96 #leaves = 7 max. depth = 6 -***1***0.8846154***0.0191920*** -***2***0.6538461***0.0246740*** -***3***0.6538461***0.0248140*** -***4***0.8076923***0.0227090*** -***5***0.6296296***0.0188180*** -accuracy = 72.52 #leaves = 7.80 max depth = 4.80 - +Unpruned decision tree written to data/csv/echocardiogram.csv.dt. +fold 1: acc. = 84.62 #leaves = 11 max. depth = 6 +fold 2: acc. = 76.92 #leaves = 13 max. depth = 8 +fold 3: acc. = 65.38 #leaves = 7 max. depth = 6 +fold 4: acc. = 84.62 #leaves = 14 max. depth = 6 +fold 5: acc. = 70.37 #leaves = 10 max. depth = 7 +accuracy = 76.34 #leaves = 11.00 max depth = 6.60 diff --git a/data/oc1output/echocardiogram_7.txt b/data/oc1output/echocardiogram_7.txt index 90d2c0d..803d79c 100644 --- a/data/oc1output/echocardiogram_7.txt +++ b/data/oc1output/echocardiogram_7.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/echocardiogram.csv.dt. -Unpruned decision tree written to csv/echocardiogram.csv.dt.unpruned. -fold 1: acc. = 84.62 #leaves = 2 max. depth = 1 -fold 2: acc. = 69.23 #leaves = 7 max. depth = 5 -fold 3: acc. = 80.77 #leaves = 10 max. depth = 6 -fold 4: acc. = 80.77 #leaves = 11 max. depth = 6 -fold 5: acc. = 51.85 #leaves = 10 max. depth = 6 -***1***0.8461539***0.0482920*** -***2***0.6923077***0.0212550*** -***3***0.8076923***0.0194930*** -***4***0.8076923***0.0232840*** -***5***0.5185185***0.0271710*** -accuracy = 73.28 #leaves = 8.00 max depth = 4.80 - +Pruned decision tree written to data/csv/echocardiogram.csv.dt. +Unpruned decision tree written to data/csv/echocardiogram.csv.dt.unpruned. +fold 1: acc. = 80.77 #leaves = 2 max. depth = 1 +fold 2: acc. = 80.77 #leaves = 11 max. depth = 7 +fold 3: acc. = 73.08 #leaves = 11 max. depth = 6 +fold 4: acc. = 84.62 #leaves = 14 max. depth = 8 +fold 5: acc. = 66.67 #leaves = 14 max. depth = 8 +accuracy = 77.10 #leaves = 10.40 max depth = 6.00 diff --git a/data/oc1output/echocardiogram_79.txt b/data/oc1output/echocardiogram_79.txt index 27faebc..a301e41 100644 --- a/data/oc1output/echocardiogram_79.txt +++ b/data/oc1output/echocardiogram_79.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/echocardiogram.csv.dt. -Unpruned decision tree written to csv/echocardiogram.csv.dt.unpruned. -fold 1: acc. = 73.08 #leaves = 2 max. depth = 1 -fold 2: acc. = 73.08 #leaves = 9 max. depth = 5 -fold 3: acc. = 69.23 #leaves = 12 max. depth = 7 -fold 4: acc. = 73.08 #leaves = 11 max. depth = 7 -fold 5: acc. = 81.48 #leaves = 9 max. depth = 6 -***1***0.7307692***0.0204100*** -***2***0.7307692***0.0233350*** -***3***0.6923077***0.0217510*** -***4***0.7307692***0.0218320*** -***5***0.8148148***0.0221270*** -accuracy = 74.05 #leaves = 8.60 max depth = 5.20 - +Pruned decision tree written to data/csv/echocardiogram.csv.dt. +Unpruned decision tree written to data/csv/echocardiogram.csv.dt.unpruned. +fold 1: acc. = 76.92 #leaves = 3 max. depth = 2 +fold 2: acc. = 80.77 #leaves = 13 max. depth = 8 +fold 3: acc. = 65.38 #leaves = 12 max. depth = 6 +fold 4: acc. = 76.92 #leaves = 11 max. depth = 6 +fold 5: acc. = 81.48 #leaves = 11 max. depth = 6 +accuracy = 76.34 #leaves = 10.00 max depth = 5.60 diff --git a/data/oc1output/echocardiogram_83.txt b/data/oc1output/echocardiogram_83.txt index 1f0cd00..d6eaf54 100644 --- a/data/oc1output/echocardiogram_83.txt +++ b/data/oc1output/echocardiogram_83.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/echocardiogram.csv.dt. -Unpruned decision tree written to csv/echocardiogram.csv.dt.unpruned. -fold 1: acc. = 69.23 #leaves = 2 max. depth = 1 -fold 2: acc. = 80.77 #leaves = 10 max. depth = 6 -fold 3: acc. = 76.92 #leaves = 10 max. depth = 6 -fold 4: acc. = 65.38 #leaves = 7 max. depth = 5 -fold 5: acc. = 81.48 #leaves = 11 max. depth = 6 -***1***0.6923077***0.0196560*** -***2***0.8076923***0.0291190*** -***3***0.7692308***0.0218270*** -***4***0.6538461***0.0267360*** -***5***0.8148148***0.0226680*** -accuracy = 74.81 #leaves = 8.00 max depth = 4.80 - +Pruned decision tree written to data/csv/echocardiogram.csv.dt. +Unpruned decision tree written to data/csv/echocardiogram.csv.dt.unpruned. +fold 1: acc. = 84.62 #leaves = 2 max. depth = 1 +fold 2: acc. = 73.08 #leaves = 11 max. depth = 8 +fold 3: acc. = 73.08 #leaves = 14 max. depth = 6 +fold 4: acc. = 61.54 #leaves = 12 max. depth = 7 +fold 5: acc. = 77.78 #leaves = 10 max. depth = 7 +accuracy = 74.05 #leaves = 9.80 max depth = 5.80 diff --git a/data/oc1output/echocardiogram_97.txt b/data/oc1output/echocardiogram_97.txt index fa4fe5c..fefeb40 100644 --- a/data/oc1output/echocardiogram_97.txt +++ b/data/oc1output/echocardiogram_97.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/echocardiogram.csv.dt. -Unpruned decision tree written to csv/echocardiogram.csv.dt.unpruned. -fold 1: acc. = 84.62 #leaves = 9 max. depth = 6 -fold 2: acc. = 76.92 #leaves = 11 max. depth = 6 -fold 3: acc. = 61.54 #leaves = 9 max. depth = 6 -fold 4: acc. = 76.92 #leaves = 12 max. depth = 6 -fold 5: acc. = 77.78 #leaves = 10 max. depth = 5 -***1***0.8461539***0.0264660*** -***2***0.7692308***0.0262340*** -***3***0.6153846***0.0325360*** -***4***0.7692308***0.0227520*** -***5***0.7777778***0.0222030*** -accuracy = 75.57 #leaves = 10.20 max depth = 5.80 - +Pruned decision tree written to data/csv/echocardiogram.csv.dt. +Unpruned decision tree written to data/csv/echocardiogram.csv.dt.unpruned. +fold 1: acc. = 88.46 #leaves = 7 max. depth = 5 +fold 2: acc. = 88.46 #leaves = 14 max. depth = 8 +fold 3: acc. = 53.85 #leaves = 13 max. depth = 5 +fold 4: acc. = 84.62 #leaves = 13 max. depth = 8 +fold 5: acc. = 88.89 #leaves = 13 max. depth = 7 +accuracy = 80.92 #leaves = 12.00 max depth = 6.60 diff --git a/data/oc1output/fertility_1.txt b/data/oc1output/fertility_1.txt index 798e6eb..3072fdb 100644 --- a/data/oc1output/fertility_1.txt +++ b/data/oc1output/fertility_1.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/fertility.csv.dt. -Unpruned decision tree written to csv/fertility.csv.dt.unpruned. -fold 1: acc. = 85.00 #leaves = 2 max. depth = 1 -fold 2: acc. = 80.00 #leaves = 8 max. depth = 5 -fold 3: acc. = 65.00 #leaves = 8 max. depth = 4 -fold 4: acc. = 70.00 #leaves = 9 max. depth = 7 -fold 5: acc. = 85.00 #leaves = 7 max. depth = 5 -***1***0.8500000***0.0170170*** -***2***0.8000000***0.0121890*** -***3***0.6500000***0.0106820*** -***4***0.7000000***0.0166210*** -***5***0.8500000***0.0244210*** -accuracy = 77.00 #leaves = 6.80 max depth = 4.40 - +Pruned decision tree written to data/csv/fertility.csv.dt. +Unpruned decision tree written to data/csv/fertility.csv.dt.unpruned. +fold 1: acc. = 70.00 #leaves = 2 max. depth = 1 +fold 2: acc. = 75.00 #leaves = 9 max. depth = 7 +fold 3: acc. = 85.00 #leaves = 11 max. depth = 9 +fold 4: acc. = 65.00 #leaves = 8 max. depth = 6 +fold 5: acc. = 85.00 #leaves = 9 max. depth = 6 +accuracy = 76.00 #leaves = 7.80 max depth = 5.80 diff --git a/data/oc1output/fertility_17.txt b/data/oc1output/fertility_17.txt index 7de5978..b329a67 100644 --- a/data/oc1output/fertility_17.txt +++ b/data/oc1output/fertility_17.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/fertility.csv.dt. -Unpruned decision tree written to csv/fertility.csv.dt.unpruned. -fold 1: acc. = 80.00 #leaves = 2 max. depth = 1 -fold 2: acc. = 85.00 #leaves = 6 max. depth = 4 -fold 3: acc. = 80.00 #leaves = 6 max. depth = 3 -fold 4: acc. = 95.00 #leaves = 10 max. depth = 5 -fold 5: acc. = 80.00 #leaves = 7 max. depth = 5 -***1***0.8000000***0.0138920*** -***2***0.8500000***0.0174500*** -***3***0.8000000***0.0165470*** -***4***0.9500000***0.0121390*** -***5***0.8000000***0.0089300*** -accuracy = 84.00 #leaves = 6.20 max depth = 3.60 - +Pruned decision tree written to data/csv/fertility.csv.dt. +Unpruned decision tree written to data/csv/fertility.csv.dt.unpruned. +fold 1: acc. = 85.00 #leaves = 2 max. depth = 1 +fold 2: acc. = 80.00 #leaves = 6 max. depth = 5 +fold 3: acc. = 65.00 #leaves = 10 max. depth = 5 +fold 4: acc. = 70.00 #leaves = 12 max. depth = 7 +fold 5: acc. = 70.00 #leaves = 10 max. depth = 5 +accuracy = 74.00 #leaves = 8.00 max depth = 4.60 diff --git a/data/oc1output/fertility_1714.txt b/data/oc1output/fertility_1714.txt index 36d6bea..fc83e76 100644 --- a/data/oc1output/fertility_1714.txt +++ b/data/oc1output/fertility_1714.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/fertility.csv.dt. -Unpruned decision tree written to csv/fertility.csv.dt.unpruned. -fold 1: acc. = 85.00 #leaves = 2 max. depth = 1 -fold 2: acc. = 80.00 #leaves = 10 max. depth = 5 -fold 3: acc. = 75.00 #leaves = 6 max. depth = 3 -fold 4: acc. = 70.00 #leaves = 7 max. depth = 5 -fold 5: acc. = 85.00 #leaves = 11 max. depth = 6 -***1***0.8500000***0.0221900*** -***2***0.8000000***0.0166740*** -***3***0.7500000***0.0141440*** -***4***0.7000000***0.0165560*** -***5***0.8500000***0.0125170*** -accuracy = 79.00 #leaves = 7.20 max depth = 4.00 - +Pruned decision tree written to data/csv/fertility.csv.dt. +Unpruned decision tree written to data/csv/fertility.csv.dt.unpruned. +fold 1: acc. = 75.00 #leaves = 2 max. depth = 1 +fold 2: acc. = 85.00 #leaves = 12 max. depth = 5 +fold 3: acc. = 85.00 #leaves = 7 max. depth = 6 +fold 4: acc. = 70.00 #leaves = 8 max. depth = 4 +fold 5: acc. = 85.00 #leaves = 12 max. depth = 9 +accuracy = 80.00 #leaves = 8.20 max depth = 5.00 diff --git a/data/oc1output/fertility_23.txt b/data/oc1output/fertility_23.txt index 50f0f24..f62a9ae 100644 --- a/data/oc1output/fertility_23.txt +++ b/data/oc1output/fertility_23.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/fertility.csv.dt. -Unpruned decision tree written to csv/fertility.csv.dt.unpruned. -fold 1: acc. = 90.00 #leaves = 2 max. depth = 1 -fold 2: acc. = 75.00 #leaves = 5 max. depth = 4 -fold 3: acc. = 85.00 #leaves = 6 max. depth = 3 -fold 4: acc. = 80.00 #leaves = 8 max. depth = 4 -fold 5: acc. = 85.00 #leaves = 8 max. depth = 4 -***1***0.9000000***0.0122120*** -***2***0.7500000***0.0134590*** -***3***0.8500000***0.0121210*** -***4***0.8000000***0.0192150*** -***5***0.8500000***0.0172320*** -accuracy = 83.00 #leaves = 5.80 max depth = 3.20 - +Pruned decision tree written to data/csv/fertility.csv.dt. +Unpruned decision tree written to data/csv/fertility.csv.dt.unpruned. +fold 1: acc. = 85.00 #leaves = 2 max. depth = 1 +fold 2: acc. = 75.00 #leaves = 9 max. depth = 6 +fold 3: acc. = 65.00 #leaves = 8 max. depth = 5 +fold 4: acc. = 65.00 #leaves = 9 max. depth = 5 +fold 5: acc. = 80.00 #leaves = 10 max. depth = 8 +accuracy = 74.00 #leaves = 7.60 max depth = 5.00 diff --git a/data/oc1output/fertility_31.txt b/data/oc1output/fertility_31.txt index 0141744..cdbd6f0 100644 --- a/data/oc1output/fertility_31.txt +++ b/data/oc1output/fertility_31.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/fertility.csv.dt. -Unpruned decision tree written to csv/fertility.csv.dt.unpruned. -fold 1: acc. = 95.00 #leaves = 2 max. depth = 1 -fold 2: acc. = 75.00 #leaves = 7 max. depth = 3 -fold 3: acc. = 75.00 #leaves = 10 max. depth = 6 -fold 4: acc. = 75.00 #leaves = 5 max. depth = 3 -fold 5: acc. = 75.00 #leaves = 9 max. depth = 4 -***1***0.9500000***0.0185340*** -***2***0.7500000***0.0113670*** -***3***0.7500000***0.0193810*** -***4***0.7500000***0.0074300*** -***5***0.7500000***0.0155670*** -accuracy = 79.00 #leaves = 6.60 max depth = 3.40 - +Pruned decision tree written to data/csv/fertility.csv.dt. +Unpruned decision tree written to data/csv/fertility.csv.dt.unpruned. +fold 1: acc. = 75.00 #leaves = 8 max. depth = 4 +fold 2: acc. = 85.00 #leaves = 7 max. depth = 4 +fold 3: acc. = 70.00 #leaves = 9 max. depth = 7 +fold 4: acc. = 75.00 #leaves = 7 max. depth = 4 +fold 5: acc. = 75.00 #leaves = 12 max. depth = 6 +accuracy = 76.00 #leaves = 8.60 max depth = 5.00 diff --git a/data/oc1output/fertility_57.txt b/data/oc1output/fertility_57.txt index 8544e66..aa9e0e6 100644 --- a/data/oc1output/fertility_57.txt +++ b/data/oc1output/fertility_57.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/fertility.csv.dt. -Unpruned decision tree written to csv/fertility.csv.dt.unpruned. -fold 1: acc. = 90.00 #leaves = 2 max. depth = 1 -fold 2: acc. = 65.00 #leaves = 7 max. depth = 4 -fold 3: acc. = 65.00 #leaves = 8 max. depth = 5 -fold 4: acc. = 80.00 #leaves = 14 max. depth = 6 -fold 5: acc. = 70.00 #leaves = 7 max. depth = 3 -***1***0.9000000***0.0124210*** -***2***0.6500000***0.0201430*** -***3***0.6500000***0.0263700*** -***4***0.8000000***0.0232090*** -***5***0.7000000***0.0174850*** -accuracy = 74.00 #leaves = 7.60 max depth = 3.80 - +Pruned decision tree written to data/csv/fertility.csv.dt. +Unpruned decision tree written to data/csv/fertility.csv.dt.unpruned. +fold 1: acc. = 85.00 #leaves = 2 max. depth = 1 +fold 2: acc. = 80.00 #leaves = 8 max. depth = 5 +fold 3: acc. = 55.00 #leaves = 10 max. depth = 7 +fold 4: acc. = 80.00 #leaves = 12 max. depth = 7 +fold 5: acc. = 70.00 #leaves = 9 max. depth = 5 +accuracy = 74.00 #leaves = 8.20 max depth = 5.00 diff --git a/data/oc1output/fertility_7.txt b/data/oc1output/fertility_7.txt index abce09e..55fd339 100644 --- a/data/oc1output/fertility_7.txt +++ b/data/oc1output/fertility_7.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/fertility.csv.dt. -Unpruned decision tree written to csv/fertility.csv.dt.unpruned. +Pruned decision tree written to data/csv/fertility.csv.dt. +Unpruned decision tree written to data/csv/fertility.csv.dt.unpruned. fold 1: acc. = 80.00 #leaves = 2 max. depth = 1 -fold 2: acc. = 80.00 #leaves = 8 max. depth = 5 -fold 3: acc. = 85.00 #leaves = 8 max. depth = 6 -fold 4: acc. = 70.00 #leaves = 5 max. depth = 3 -fold 5: acc. = 75.00 #leaves = 10 max. depth = 5 -***1***0.8000000***0.0235600*** -***2***0.8000000***0.0258450*** -***3***0.8500000***0.0240990*** -***4***0.7000000***0.0129890*** -***5***0.7500000***0.0246270*** -accuracy = 78.00 #leaves = 6.60 max depth = 4.00 - +fold 2: acc. = 85.00 #leaves = 10 max. depth = 6 +fold 3: acc. = 75.00 #leaves = 9 max. depth = 5 +fold 4: acc. = 75.00 #leaves = 7 max. depth = 6 +fold 5: acc. = 75.00 #leaves = 7 max. depth = 4 +accuracy = 78.00 #leaves = 7.00 max depth = 4.40 diff --git a/data/oc1output/fertility_79.txt b/data/oc1output/fertility_79.txt index b035a26..083905b 100644 --- a/data/oc1output/fertility_79.txt +++ b/data/oc1output/fertility_79.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/fertility.csv.dt. -Unpruned decision tree written to csv/fertility.csv.dt.unpruned. -fold 1: acc. = 75.00 #leaves = 3 max. depth = 2 -fold 2: acc. = 90.00 #leaves = 7 max. depth = 4 -fold 3: acc. = 80.00 #leaves = 5 max. depth = 3 -fold 4: acc. = 95.00 #leaves = 11 max. depth = 6 -fold 5: acc. = 70.00 #leaves = 7 max. depth = 5 -***1***0.7500000***0.0159450*** -***2***0.9000000***0.0162920*** -***3***0.8000000***0.0121850*** -***4***0.9500000***0.0122430*** -***5***0.7000000***0.0176460*** -accuracy = 82.00 #leaves = 6.60 max depth = 4.00 - +Pruned decision tree written to data/csv/fertility.csv.dt. +Unpruned decision tree written to data/csv/fertility.csv.dt.unpruned. +fold 1: acc. = 90.00 #leaves = 3 max. depth = 2 +fold 2: acc. = 95.00 #leaves = 7 max. depth = 4 +fold 3: acc. = 80.00 #leaves = 10 max. depth = 6 +fold 4: acc. = 90.00 #leaves = 10 max. depth = 6 +fold 5: acc. = 60.00 #leaves = 6 max. depth = 4 +accuracy = 83.00 #leaves = 7.20 max depth = 4.40 diff --git a/data/oc1output/fertility_83.txt b/data/oc1output/fertility_83.txt index 889bd17..453a7ea 100644 --- a/data/oc1output/fertility_83.txt +++ b/data/oc1output/fertility_83.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/fertility.csv.dt. -Unpruned decision tree written to csv/fertility.csv.dt.unpruned. -fold 1: acc. = 70.00 #leaves = 2 max. depth = 1 -fold 2: acc. = 65.00 #leaves = 10 max. depth = 4 -fold 3: acc. = 80.00 #leaves = 8 max. depth = 5 -fold 4: acc. = 85.00 #leaves = 10 max. depth = 6 -fold 5: acc. = 80.00 #leaves = 9 max. depth = 6 -***1***0.7000000***0.0170570*** -***2***0.6500000***0.0156630*** -***3***0.8000000***0.0117630*** -***4***0.8500000***0.0200040*** -***5***0.8000000***0.0100970*** -accuracy = 76.00 #leaves = 7.80 max depth = 4.40 - +Pruned decision tree written to data/csv/fertility.csv.dt. +Unpruned decision tree written to data/csv/fertility.csv.dt.unpruned. +fold 1: acc. = 75.00 #leaves = 3 max. depth = 2 +fold 2: acc. = 90.00 #leaves = 9 max. depth = 5 +fold 3: acc. = 75.00 #leaves = 11 max. depth = 7 +fold 4: acc. = 75.00 #leaves = 8 max. depth = 4 +fold 5: acc. = 80.00 #leaves = 9 max. depth = 7 +accuracy = 79.00 #leaves = 8.00 max depth = 5.00 diff --git a/data/oc1output/fertility_97.txt b/data/oc1output/fertility_97.txt index c9d3379..c1716e2 100644 --- a/data/oc1output/fertility_97.txt +++ b/data/oc1output/fertility_97.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/fertility.csv.dt. -Unpruned decision tree written to csv/fertility.csv.dt.unpruned. -fold 1: acc. = 75.00 #leaves = 2 max. depth = 1 -fold 2: acc. = 90.00 #leaves = 8 max. depth = 4 -fold 3: acc. = 90.00 #leaves = 10 max. depth = 5 -fold 4: acc. = 75.00 #leaves = 10 max. depth = 5 -fold 5: acc. = 75.00 #leaves = 9 max. depth = 5 -***1***0.7500000***0.0131480*** -***2***0.9000000***0.0171120*** -***3***0.9000000***0.0182860*** -***4***0.7500000***0.0202040*** -***5***0.7500000***0.0125030*** -accuracy = 81.00 #leaves = 7.80 max depth = 4.00 - +Pruned decision tree written to data/csv/fertility.csv.dt. +Unpruned decision tree written to data/csv/fertility.csv.dt.unpruned. +fold 1: acc. = 85.00 #leaves = 2 max. depth = 1 +fold 2: acc. = 85.00 #leaves = 9 max. depth = 5 +fold 3: acc. = 75.00 #leaves = 11 max. depth = 6 +fold 4: acc. = 75.00 #leaves = 9 max. depth = 5 +fold 5: acc. = 70.00 #leaves = 8 max. depth = 4 +accuracy = 78.00 #leaves = 7.80 max depth = 4.20 diff --git a/data/oc1output/haberman-survival_1.txt b/data/oc1output/haberman-survival_1.txt index f392528..aa298dc 100644 --- a/data/oc1output/haberman-survival_1.txt +++ b/data/oc1output/haberman-survival_1.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/haberman-survival.csv.dt. -Unpruned decision tree written to csv/haberman-survival.csv.dt.unpruned. -fold 1: acc. = 70.49 #leaves = 2 max. depth = 1 -fold 2: acc. = 60.66 #leaves = 35 max. depth = 11 -fold 3: acc. = 73.77 #leaves = 28 max. depth = 10 -fold 4: acc. = 63.93 #leaves = 29 max. depth = 10 -fold 5: acc. = 66.13 #leaves = 38 max. depth = 9 -***1***0.7049181***0.0734060*** -***2***0.6065574***0.0714750*** -***3***0.7377049***0.0561900*** -***4***0.6393443***0.0601780*** -***5***0.6612903***0.0496550*** -accuracy = 66.99 #leaves = 26.40 max depth = 8.20 - +Pruned decision tree written to data/csv/haberman-survival.csv.dt. +Unpruned decision tree written to data/csv/haberman-survival.csv.dt.unpruned. +fold 1: acc. = 67.21 #leaves = 15 max. depth = 7 +fold 2: acc. = 62.30 #leaves = 43 max. depth = 11 +fold 3: acc. = 65.57 #leaves = 40 max. depth = 12 +fold 4: acc. = 59.02 #leaves = 37 max. depth = 11 +fold 5: acc. = 67.74 #leaves = 44 max. depth = 12 +accuracy = 64.38 #leaves = 35.80 max depth = 10.60 diff --git a/data/oc1output/haberman-survival_17.txt b/data/oc1output/haberman-survival_17.txt index 64ac668..a1170bd 100644 --- a/data/oc1output/haberman-survival_17.txt +++ b/data/oc1output/haberman-survival_17.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/haberman-survival.csv.dt. -Unpruned decision tree written to csv/haberman-survival.csv.dt.unpruned. -fold 1: acc. = 72.13 #leaves = 3 max. depth = 2 -fold 2: acc. = 63.93 #leaves = 38 max. depth = 11 -fold 3: acc. = 60.66 #leaves = 34 max. depth = 12 -fold 4: acc. = 65.57 #leaves = 39 max. depth = 12 -fold 5: acc. = 74.19 #leaves = 35 max. depth = 11 -***1***0.7213115***0.0637410*** -***2***0.6393443***0.0634000*** -***3***0.6065574***0.0616260*** -***4***0.6557377***0.0669320*** -***5***0.7419355***0.0626720*** -accuracy = 67.32 #leaves = 29.80 max depth = 9.60 - +Pruned decision tree written to data/csv/haberman-survival.csv.dt. +Unpruned decision tree written to data/csv/haberman-survival.csv.dt.unpruned. +fold 1: acc. = 77.05 #leaves = 7 max. depth = 5 +fold 2: acc. = 54.10 #leaves = 40 max. depth = 9 +fold 3: acc. = 54.10 #leaves = 44 max. depth = 12 +fold 4: acc. = 60.66 #leaves = 42 max. depth = 10 +fold 5: acc. = 54.84 #leaves = 40 max. depth = 11 +accuracy = 60.13 #leaves = 34.60 max depth = 9.40 diff --git a/data/oc1output/haberman-survival_1714.txt b/data/oc1output/haberman-survival_1714.txt index b9665f9..9c1b103 100644 --- a/data/oc1output/haberman-survival_1714.txt +++ b/data/oc1output/haberman-survival_1714.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/haberman-survival.csv.dt. -Unpruned decision tree written to csv/haberman-survival.csv.dt.unpruned. -fold 1: acc. = 63.93 #leaves = 2 max. depth = 1 -fold 2: acc. = 63.93 #leaves = 36 max. depth = 9 -fold 3: acc. = 62.30 #leaves = 39 max. depth = 11 -fold 4: acc. = 60.66 #leaves = 39 max. depth = 11 -fold 5: acc. = 67.74 #leaves = 44 max. depth = 11 -***1***0.6393443***0.0604160*** -***2***0.6393443***0.0486370*** -***3***0.6229508***0.0478340*** -***4***0.6065574***0.0654190*** -***5***0.6774194***0.0706520*** -accuracy = 63.73 #leaves = 32.00 max depth = 8.60 - +Pruned decision tree written to data/csv/haberman-survival.csv.dt. +Unpruned decision tree written to data/csv/haberman-survival.csv.dt.unpruned. +fold 1: acc. = 63.93 #leaves = 11 max. depth = 5 +fold 2: acc. = 54.10 #leaves = 43 max. depth = 12 +fold 3: acc. = 65.57 #leaves = 41 max. depth = 11 +fold 4: acc. = 57.38 #leaves = 39 max. depth = 12 +fold 5: acc. = 66.13 #leaves = 38 max. depth = 12 +accuracy = 61.44 #leaves = 34.40 max depth = 10.40 diff --git a/data/oc1output/haberman-survival_23.txt b/data/oc1output/haberman-survival_23.txt index ff3316f..beda825 100644 --- a/data/oc1output/haberman-survival_23.txt +++ b/data/oc1output/haberman-survival_23.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/haberman-survival.csv.dt. -Unpruned decision tree written to csv/haberman-survival.csv.dt.unpruned. -fold 1: acc. = 65.57 #leaves = 6 max. depth = 5 -fold 2: acc. = 55.74 #leaves = 37 max. depth = 12 -fold 3: acc. = 68.85 #leaves = 37 max. depth = 13 -fold 4: acc. = 57.38 #leaves = 48 max. depth = 10 -fold 5: acc. = 66.13 #leaves = 39 max. depth = 9 -***1***0.6557377***0.0594590*** -***2***0.5573770***0.0682790*** -***3***0.6885246***0.0567400*** -***4***0.5737705***0.0688220*** -***5***0.6612903***0.0557000*** -accuracy = 62.75 #leaves = 33.40 max depth = 9.80 - +Pruned decision tree written to data/csv/haberman-survival.csv.dt. +Unpruned decision tree written to data/csv/haberman-survival.csv.dt.unpruned. +fold 1: acc. = 63.93 #leaves = 14 max. depth = 7 +fold 2: acc. = 57.38 #leaves = 40 max. depth = 12 +fold 3: acc. = 63.93 #leaves = 44 max. depth = 13 +fold 4: acc. = 65.57 #leaves = 36 max. depth = 9 +fold 5: acc. = 56.45 #leaves = 40 max. depth = 11 +accuracy = 61.44 #leaves = 34.80 max depth = 10.40 diff --git a/data/oc1output/haberman-survival_31.txt b/data/oc1output/haberman-survival_31.txt index 7741726..ab5ea03 100644 --- a/data/oc1output/haberman-survival_31.txt +++ b/data/oc1output/haberman-survival_31.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/haberman-survival.csv.dt. -Unpruned decision tree written to csv/haberman-survival.csv.dt.unpruned. -fold 1: acc. = 57.38 #leaves = 2 max. depth = 1 -fold 2: acc. = 59.02 #leaves = 38 max. depth = 10 -fold 3: acc. = 63.93 #leaves = 38 max. depth = 9 -fold 4: acc. = 65.57 #leaves = 35 max. depth = 9 -fold 5: acc. = 53.23 #leaves = 36 max. depth = 11 -***1***0.5737705***0.0555470*** -***2***0.5901639***0.0692130*** -***3***0.6393443***0.0623410*** -***4***0.6557377***0.0596400*** -***5***0.5322581***0.0701170*** -accuracy = 59.80 #leaves = 29.80 max depth = 8.00 - +Pruned decision tree written to data/csv/haberman-survival.csv.dt. +Unpruned decision tree written to data/csv/haberman-survival.csv.dt.unpruned. +fold 1: acc. = 62.30 #leaves = 2 max. depth = 1 +fold 2: acc. = 55.74 #leaves = 44 max. depth = 13 +fold 3: acc. = 67.21 #leaves = 40 max. depth = 12 +fold 4: acc. = 77.05 #leaves = 41 max. depth = 11 +fold 5: acc. = 50.00 #leaves = 38 max. depth = 12 +accuracy = 62.42 #leaves = 33.00 max depth = 9.80 diff --git a/data/oc1output/haberman-survival_57.txt b/data/oc1output/haberman-survival_57.txt index 47a3c79..e79ce03 100644 --- a/data/oc1output/haberman-survival_57.txt +++ b/data/oc1output/haberman-survival_57.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/haberman-survival.csv.dt. -Unpruned decision tree written to csv/haberman-survival.csv.dt.unpruned. -fold 1: acc. = 75.41 #leaves = 2 max. depth = 1 -fold 2: acc. = 59.02 #leaves = 36 max. depth = 10 -fold 3: acc. = 54.10 #leaves = 35 max. depth = 12 -fold 4: acc. = 73.77 #leaves = 44 max. depth = 10 -fold 5: acc. = 66.13 #leaves = 34 max. depth = 11 -***1***0.7540984***0.0528100*** -***2***0.5901639***0.0500510*** -***3***0.5409836***0.0635170*** -***4***0.7377049***0.0564780*** -***5***0.6612903***0.0631650*** -accuracy = 65.69 #leaves = 30.20 max depth = 8.80 - +Pruned decision tree written to data/csv/haberman-survival.csv.dt. +Unpruned decision tree written to data/csv/haberman-survival.csv.dt.unpruned. +fold 1: acc. = 68.85 #leaves = 5 max. depth = 4 +fold 2: acc. = 60.66 #leaves = 38 max. depth = 12 +fold 3: acc. = 54.10 #leaves = 39 max. depth = 10 +fold 4: acc. = 63.93 #leaves = 38 max. depth = 10 +fold 5: acc. = 59.68 #leaves = 43 max. depth = 11 +accuracy = 61.44 #leaves = 32.60 max depth = 9.40 diff --git a/data/oc1output/haberman-survival_7.txt b/data/oc1output/haberman-survival_7.txt index 1695fcb..5d18a08 100644 --- a/data/oc1output/haberman-survival_7.txt +++ b/data/oc1output/haberman-survival_7.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/haberman-survival.csv.dt. -Unpruned decision tree written to csv/haberman-survival.csv.dt.unpruned. -fold 1: acc. = 67.21 #leaves = 2 max. depth = 1 -fold 2: acc. = 68.85 #leaves = 34 max. depth = 9 -fold 3: acc. = 52.46 #leaves = 33 max. depth = 10 -fold 4: acc. = 70.49 #leaves = 37 max. depth = 12 -fold 5: acc. = 70.97 #leaves = 35 max. depth = 10 -***1***0.6721311***0.0527490*** -***2***0.6885246***0.0626100*** -***3***0.5245901***0.0579670*** -***4***0.7049181***0.0689290*** -***5***0.7096775***0.0599040*** -accuracy = 66.01 #leaves = 28.20 max depth = 8.40 - +Pruned decision tree written to data/csv/haberman-survival.csv.dt. +Unpruned decision tree written to data/csv/haberman-survival.csv.dt.unpruned. +fold 1: acc. = 73.77 #leaves = 6 max. depth = 3 +fold 2: acc. = 60.66 #leaves = 36 max. depth = 15 +fold 3: acc. = 67.21 #leaves = 41 max. depth = 10 +fold 4: acc. = 68.85 #leaves = 45 max. depth = 9 +fold 5: acc. = 70.97 #leaves = 41 max. depth = 15 +accuracy = 68.30 #leaves = 33.80 max depth = 10.40 diff --git a/data/oc1output/haberman-survival_79.txt b/data/oc1output/haberman-survival_79.txt index 8c7a08b..d4f4f39 100644 --- a/data/oc1output/haberman-survival_79.txt +++ b/data/oc1output/haberman-survival_79.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/haberman-survival.csv.dt. -Unpruned decision tree written to csv/haberman-survival.csv.dt.unpruned. +Pruned decision tree written to data/csv/haberman-survival.csv.dt. +Unpruned decision tree written to data/csv/haberman-survival.csv.dt.unpruned. fold 1: acc. = 72.13 #leaves = 2 max. depth = 1 -fold 2: acc. = 63.93 #leaves = 34 max. depth = 9 -fold 3: acc. = 65.57 #leaves = 35 max. depth = 10 -fold 4: acc. = 65.57 #leaves = 35 max. depth = 11 -fold 5: acc. = 61.29 #leaves = 43 max. depth = 12 -***1***0.7213115***0.0537920*** -***2***0.6393443***0.0559730*** -***3***0.6557377***0.0707610*** -***4***0.6557377***0.0600150*** -***5***0.6129032***0.0576130*** -accuracy = 65.69 #leaves = 29.80 max depth = 8.60 - +fold 2: acc. = 65.57 #leaves = 42 max. depth = 14 +fold 3: acc. = 55.74 #leaves = 38 max. depth = 10 +fold 4: acc. = 75.41 #leaves = 41 max. depth = 14 +fold 5: acc. = 59.68 #leaves = 41 max. depth = 10 +accuracy = 65.69 #leaves = 32.80 max depth = 9.80 diff --git a/data/oc1output/haberman-survival_83.txt b/data/oc1output/haberman-survival_83.txt index bb42815..8cc5303 100644 --- a/data/oc1output/haberman-survival_83.txt +++ b/data/oc1output/haberman-survival_83.txt @@ -1,16 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Unpruned decision tree written to csv/haberman-survival.csv.dt. -fold 1: acc. = 70.49 #leaves = 35 max. depth = 9 -fold 2: acc. = 73.77 #leaves = 30 max. depth = 8 -fold 3: acc. = 65.57 #leaves = 33 max. depth = 12 -fold 4: acc. = 59.02 #leaves = 27 max. depth = 9 -fold 5: acc. = 58.06 #leaves = 41 max. depth = 11 -***1***0.7049181***0.0595770*** -***2***0.7377049***0.0509580*** -***3***0.6557377***0.0636260*** -***4***0.5901639***0.0488570*** -***5***0.5806452***0.0671130*** -accuracy = 65.36 #leaves = 33.20 max depth = 9.80 - +Pruned decision tree written to data/csv/haberman-survival.csv.dt. +Unpruned decision tree written to data/csv/haberman-survival.csv.dt.unpruned. +fold 1: acc. = 80.33 #leaves = 2 max. depth = 1 +fold 2: acc. = 68.85 #leaves = 43 max. depth = 12 +fold 3: acc. = 65.57 #leaves = 40 max. depth = 13 +fold 4: acc. = 52.46 #leaves = 32 max. depth = 9 +fold 5: acc. = 72.58 #leaves = 44 max. depth = 13 +accuracy = 67.97 #leaves = 32.20 max depth = 9.60 diff --git a/data/oc1output/haberman-survival_97.txt b/data/oc1output/haberman-survival_97.txt index a14bb69..ce07943 100644 --- a/data/oc1output/haberman-survival_97.txt +++ b/data/oc1output/haberman-survival_97.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/haberman-survival.csv.dt. -Unpruned decision tree written to csv/haberman-survival.csv.dt.unpruned. -fold 1: acc. = 63.93 #leaves = 3 max. depth = 2 -fold 2: acc. = 70.49 #leaves = 36 max. depth = 10 -fold 3: acc. = 70.49 #leaves = 34 max. depth = 10 -fold 4: acc. = 68.85 #leaves = 37 max. depth = 14 -fold 5: acc. = 67.74 #leaves = 38 max. depth = 9 -***1***0.6393443***0.0615830*** -***2***0.7049181***0.0571930*** -***3***0.7049181***0.0768000*** -***4***0.6885246***0.0683010*** -***5***0.6774194***0.0554980*** -accuracy = 68.30 #leaves = 29.60 max depth = 9.00 - +Pruned decision tree written to data/csv/haberman-survival.csv.dt. +Unpruned decision tree written to data/csv/haberman-survival.csv.dt.unpruned. +fold 1: acc. = 65.57 #leaves = 2 max. depth = 1 +fold 2: acc. = 67.21 #leaves = 41 max. depth = 12 +fold 3: acc. = 67.21 #leaves = 38 max. depth = 13 +fold 4: acc. = 70.49 #leaves = 39 max. depth = 12 +fold 5: acc. = 69.35 #leaves = 44 max. depth = 11 +accuracy = 67.97 #leaves = 32.80 max depth = 9.80 diff --git a/data/oc1output/heart-hungarian_1.txt b/data/oc1output/heart-hungarian_1.txt index 5622817..40f0fa8 100644 --- a/data/oc1output/heart-hungarian_1.txt +++ b/data/oc1output/heart-hungarian_1.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/heart-hungarian.csv.dt. -Unpruned decision tree written to csv/heart-hungarian.csv.dt.unpruned. -fold 1: acc. = 68.97 #leaves = 2 max. depth = 1 -fold 2: acc. = 82.76 #leaves = 22 max. depth = 8 -fold 3: acc. = 68.97 #leaves = 23 max. depth = 7 -fold 4: acc. = 86.21 #leaves = 20 max. depth = 8 -fold 5: acc. = 72.58 #leaves = 18 max. depth = 6 -***1***0.6896551***0.0612070*** -***2***0.8275862***0.0820170*** -***3***0.6896551***0.0977210*** -***4***0.8620690***0.1040270*** -***5***0.7258064***0.0552240*** -accuracy = 75.85 #leaves = 17.00 max depth = 6.00 - +Pruned decision tree written to data/csv/heart-hungarian.csv.dt. +Unpruned decision tree written to data/csv/heart-hungarian.csv.dt.unpruned. +fold 1: acc. = 86.21 #leaves = 2 max. depth = 1 +fold 2: acc. = 79.31 #leaves = 26 max. depth = 9 +fold 3: acc. = 68.97 #leaves = 28 max. depth = 9 +fold 4: acc. = 81.03 #leaves = 31 max. depth = 9 +fold 5: acc. = 69.35 #leaves = 24 max. depth = 8 +accuracy = 76.87 #leaves = 22.20 max depth = 7.20 diff --git a/data/oc1output/heart-hungarian_17.txt b/data/oc1output/heart-hungarian_17.txt index 728626b..670c5bb 100644 --- a/data/oc1output/heart-hungarian_17.txt +++ b/data/oc1output/heart-hungarian_17.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/heart-hungarian.csv.dt. -Unpruned decision tree written to csv/heart-hungarian.csv.dt.unpruned. -fold 1: acc. = 79.31 #leaves = 18 max. depth = 7 -fold 2: acc. = 79.31 #leaves = 25 max. depth = 7 -fold 3: acc. = 75.86 #leaves = 21 max. depth = 7 -fold 4: acc. = 70.69 #leaves = 22 max. depth = 8 -fold 5: acc. = 74.19 #leaves = 23 max. depth = 7 -***1***0.7931035***0.0908490*** -***2***0.7931035***0.0790080*** -***3***0.7586207***0.0983340*** -***4***0.7068965***0.1010470*** -***5***0.7419355***0.0795220*** -accuracy = 75.85 #leaves = 21.80 max depth = 7.20 - +Pruned decision tree written to data/csv/heart-hungarian.csv.dt. +Unpruned decision tree written to data/csv/heart-hungarian.csv.dt.unpruned. +fold 1: acc. = 72.41 #leaves = 4 max. depth = 3 +fold 2: acc. = 75.86 #leaves = 29 max. depth = 8 +fold 3: acc. = 79.31 #leaves = 31 max. depth = 7 +fold 4: acc. = 68.97 #leaves = 28 max. depth = 10 +fold 5: acc. = 74.19 #leaves = 26 max. depth = 8 +accuracy = 74.15 #leaves = 23.60 max depth = 7.20 diff --git a/data/oc1output/heart-hungarian_1714.txt b/data/oc1output/heart-hungarian_1714.txt index 3d21260..f08fded 100644 --- a/data/oc1output/heart-hungarian_1714.txt +++ b/data/oc1output/heart-hungarian_1714.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/heart-hungarian.csv.dt. -Unpruned decision tree written to csv/heart-hungarian.csv.dt.unpruned. -fold 1: acc. = 86.21 #leaves = 2 max. depth = 1 -fold 2: acc. = 79.31 #leaves = 24 max. depth = 8 -fold 3: acc. = 74.14 #leaves = 20 max. depth = 7 -fold 4: acc. = 68.97 #leaves = 24 max. depth = 10 -fold 5: acc. = 67.74 #leaves = 20 max. depth = 10 -***1***0.8620690***0.1052500*** -***2***0.7931035***0.1065500*** -***3***0.7413793***0.1172620*** -***4***0.6896551***0.1150000*** -***5***0.6774194***0.1171250*** -accuracy = 75.17 #leaves = 18.00 max depth = 7.20 - +Pruned decision tree written to data/csv/heart-hungarian.csv.dt. +Unpruned decision tree written to data/csv/heart-hungarian.csv.dt.unpruned. +fold 1: acc. = 89.66 #leaves = 4 max. depth = 3 +fold 2: acc. = 70.69 #leaves = 28 max. depth = 9 +fold 3: acc. = 87.93 #leaves = 30 max. depth = 12 +fold 4: acc. = 74.14 #leaves = 28 max. depth = 9 +fold 5: acc. = 58.06 #leaves = 26 max. depth = 10 +accuracy = 75.85 #leaves = 23.20 max depth = 8.60 diff --git a/data/oc1output/heart-hungarian_23.txt b/data/oc1output/heart-hungarian_23.txt index e110c95..6a04719 100644 --- a/data/oc1output/heart-hungarian_23.txt +++ b/data/oc1output/heart-hungarian_23.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/heart-hungarian.csv.dt. -Unpruned decision tree written to csv/heart-hungarian.csv.dt.unpruned. -fold 1: acc. = 72.41 #leaves = 5 max. depth = 3 -fold 2: acc. = 70.69 #leaves = 20 max. depth = 7 -fold 3: acc. = 70.69 #leaves = 26 max. depth = 9 -fold 4: acc. = 81.03 #leaves = 21 max. depth = 7 -fold 5: acc. = 77.42 #leaves = 26 max. depth = 8 -***1***0.7241380***0.0958520*** -***2***0.7068965***0.0597050*** -***3***0.7068965***0.0881530*** -***4***0.8103449***0.0710730*** -***5***0.7741936***0.0998910*** -accuracy = 74.49 #leaves = 19.60 max depth = 6.80 - +Pruned decision tree written to data/csv/heart-hungarian.csv.dt. +Unpruned decision tree written to data/csv/heart-hungarian.csv.dt.unpruned. +fold 1: acc. = 75.86 #leaves = 2 max. depth = 1 +fold 2: acc. = 74.14 #leaves = 31 max. depth = 9 +fold 3: acc. = 74.14 #leaves = 26 max. depth = 8 +fold 4: acc. = 75.86 #leaves = 32 max. depth = 13 +fold 5: acc. = 74.19 #leaves = 33 max. depth = 10 +accuracy = 74.83 #leaves = 24.80 max depth = 8.20 diff --git a/data/oc1output/heart-hungarian_31.txt b/data/oc1output/heart-hungarian_31.txt index 3fe9ead..2dbfe3d 100644 --- a/data/oc1output/heart-hungarian_31.txt +++ b/data/oc1output/heart-hungarian_31.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/heart-hungarian.csv.dt. -Unpruned decision tree written to csv/heart-hungarian.csv.dt.unpruned. -fold 1: acc. = 79.31 #leaves = 2 max. depth = 1 -fold 2: acc. = 70.69 #leaves = 15 max. depth = 6 -fold 3: acc. = 74.14 #leaves = 18 max. depth = 5 -fold 4: acc. = 81.03 #leaves = 22 max. depth = 6 -fold 5: acc. = 74.19 #leaves = 17 max. depth = 7 -***1***0.7931035***0.1092190*** -***2***0.7068965***0.0672670*** -***3***0.7413793***0.0862030*** -***4***0.8103449***0.0677520*** -***5***0.7419355***0.0941350*** -accuracy = 75.85 #leaves = 14.80 max depth = 5.00 - +Pruned decision tree written to data/csv/heart-hungarian.csv.dt. +Unpruned decision tree written to data/csv/heart-hungarian.csv.dt.unpruned. +fold 1: acc. = 77.59 #leaves = 4 max. depth = 3 +fold 2: acc. = 67.24 #leaves = 28 max. depth = 8 +fold 3: acc. = 68.97 #leaves = 24 max. depth = 9 +fold 4: acc. = 82.76 #leaves = 30 max. depth = 9 +fold 5: acc. = 77.42 #leaves = 25 max. depth = 11 +accuracy = 74.83 #leaves = 22.20 max depth = 8.00 diff --git a/data/oc1output/heart-hungarian_57.txt b/data/oc1output/heart-hungarian_57.txt index dd1d8a5..2ef1714 100644 --- a/data/oc1output/heart-hungarian_57.txt +++ b/data/oc1output/heart-hungarian_57.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/heart-hungarian.csv.dt. -Unpruned decision tree written to csv/heart-hungarian.csv.dt.unpruned. -fold 1: acc. = 82.76 #leaves = 4 max. depth = 3 -fold 2: acc. = 75.86 #leaves = 24 max. depth = 9 -fold 3: acc. = 77.59 #leaves = 20 max. depth = 7 -fold 4: acc. = 63.79 #leaves = 18 max. depth = 6 -fold 5: acc. = 77.42 #leaves = 21 max. depth = 8 -***1***0.8275862***0.0844300*** -***2***0.7586207***0.1016600*** -***3***0.7758620***0.1025790*** -***4***0.6379310***0.0632750*** -***5***0.7741936***0.0657920*** -accuracy = 75.51 #leaves = 17.40 max depth = 6.60 - +Pruned decision tree written to data/csv/heart-hungarian.csv.dt. +Unpruned decision tree written to data/csv/heart-hungarian.csv.dt.unpruned. +fold 1: acc. = 79.31 #leaves = 3 max. depth = 2 +fold 2: acc. = 77.59 #leaves = 27 max. depth = 6 +fold 3: acc. = 68.97 #leaves = 31 max. depth = 9 +fold 4: acc. = 63.79 #leaves = 23 max. depth = 7 +fold 5: acc. = 74.19 #leaves = 26 max. depth = 9 +accuracy = 72.79 #leaves = 22.00 max depth = 6.60 diff --git a/data/oc1output/heart-hungarian_7.txt b/data/oc1output/heart-hungarian_7.txt index c163404..9adb094 100644 --- a/data/oc1output/heart-hungarian_7.txt +++ b/data/oc1output/heart-hungarian_7.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/heart-hungarian.csv.dt. -Unpruned decision tree written to csv/heart-hungarian.csv.dt.unpruned. -fold 1: acc. = 77.59 #leaves = 2 max. depth = 1 -fold 2: acc. = 77.59 #leaves = 21 max. depth = 8 -fold 3: acc. = 79.31 #leaves = 25 max. depth = 8 -fold 4: acc. = 74.14 #leaves = 20 max. depth = 8 -fold 5: acc. = 79.03 #leaves = 20 max. depth = 7 -***1***0.7758620***0.0753580*** -***2***0.7758620***0.0523540*** -***3***0.7931035***0.1032000*** -***4***0.7413793***0.0894230*** -***5***0.7903225***0.0766140*** -accuracy = 77.55 #leaves = 17.60 max depth = 6.40 - +Pruned decision tree written to data/csv/heart-hungarian.csv.dt. +Unpruned decision tree written to data/csv/heart-hungarian.csv.dt.unpruned. +fold 1: acc. = 72.41 #leaves = 14 max. depth = 8 +fold 2: acc. = 72.41 #leaves = 29 max. depth = 8 +fold 3: acc. = 79.31 #leaves = 30 max. depth = 10 +fold 4: acc. = 67.24 #leaves = 30 max. depth = 8 +fold 5: acc. = 79.03 #leaves = 27 max. depth = 8 +accuracy = 74.15 #leaves = 26.00 max depth = 8.40 diff --git a/data/oc1output/heart-hungarian_79.txt b/data/oc1output/heart-hungarian_79.txt index b2d81dc..aa59f37 100644 --- a/data/oc1output/heart-hungarian_79.txt +++ b/data/oc1output/heart-hungarian_79.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/heart-hungarian.csv.dt. -Unpruned decision tree written to csv/heart-hungarian.csv.dt.unpruned. -fold 1: acc. = 75.86 #leaves = 14 max. depth = 6 -fold 2: acc. = 72.41 #leaves = 20 max. depth = 8 -fold 3: acc. = 81.03 #leaves = 26 max. depth = 7 -fold 4: acc. = 77.59 #leaves = 21 max. depth = 8 -fold 5: acc. = 69.35 #leaves = 20 max. depth = 9 -***1***0.7586207***0.0745520*** -***2***0.7241380***0.0814130*** -***3***0.8103449***0.0790470*** -***4***0.7758620***0.1013050*** -***5***0.6935484***0.0989560*** -accuracy = 75.17 #leaves = 20.20 max depth = 7.60 - +Pruned decision tree written to data/csv/heart-hungarian.csv.dt. +Unpruned decision tree written to data/csv/heart-hungarian.csv.dt.unpruned. +fold 1: acc. = 84.48 #leaves = 4 max. depth = 3 +fold 2: acc. = 70.69 #leaves = 25 max. depth = 8 +fold 3: acc. = 82.76 #leaves = 37 max. depth = 11 +fold 4: acc. = 81.03 #leaves = 29 max. depth = 9 +fold 5: acc. = 74.19 #leaves = 27 max. depth = 9 +accuracy = 78.57 #leaves = 24.40 max depth = 8.00 diff --git a/data/oc1output/heart-hungarian_83.txt b/data/oc1output/heart-hungarian_83.txt index 4e540af..4bdc601 100644 --- a/data/oc1output/heart-hungarian_83.txt +++ b/data/oc1output/heart-hungarian_83.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/heart-hungarian.csv.dt. -Unpruned decision tree written to csv/heart-hungarian.csv.dt.unpruned. -fold 1: acc. = 74.14 #leaves = 7 max. depth = 4 -fold 2: acc. = 75.86 #leaves = 26 max. depth = 8 -fold 3: acc. = 77.59 #leaves = 24 max. depth = 8 -fold 4: acc. = 75.86 #leaves = 25 max. depth = 8 -fold 5: acc. = 79.03 #leaves = 21 max. depth = 8 -***1***0.7413793***0.0820820*** -***2***0.7586207***0.1121290*** -***3***0.7758620***0.0617430*** -***4***0.7586207***0.0720270*** -***5***0.7903225***0.0740660*** -accuracy = 76.53 #leaves = 20.60 max depth = 7.20 - +Pruned decision tree written to data/csv/heart-hungarian.csv.dt. +Unpruned decision tree written to data/csv/heart-hungarian.csv.dt.unpruned. +fold 1: acc. = 82.76 #leaves = 3 max. depth = 2 +fold 2: acc. = 70.69 #leaves = 26 max. depth = 11 +fold 3: acc. = 70.69 #leaves = 32 max. depth = 9 +fold 4: acc. = 65.52 #leaves = 31 max. depth = 7 +fold 5: acc. = 80.65 #leaves = 31 max. depth = 11 +accuracy = 74.15 #leaves = 24.60 max depth = 8.00 diff --git a/data/oc1output/heart-hungarian_97.txt b/data/oc1output/heart-hungarian_97.txt index a87e0fc..b05dc44 100644 --- a/data/oc1output/heart-hungarian_97.txt +++ b/data/oc1output/heart-hungarian_97.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/heart-hungarian.csv.dt. -Unpruned decision tree written to csv/heart-hungarian.csv.dt.unpruned. -fold 1: acc. = 81.03 #leaves = 3 max. depth = 2 -fold 2: acc. = 77.59 #leaves = 26 max. depth = 10 -fold 3: acc. = 74.14 #leaves = 21 max. depth = 7 -fold 4: acc. = 70.69 #leaves = 19 max. depth = 7 -fold 5: acc. = 77.42 #leaves = 22 max. depth = 8 -***1***0.8103449***0.0882380*** -***2***0.7758620***0.1142470*** -***3***0.7413793***0.0858730*** -***4***0.7068965***0.0817840*** -***5***0.7741936***0.0686840*** -accuracy = 76.19 #leaves = 18.20 max depth = 6.80 - +Pruned decision tree written to data/csv/heart-hungarian.csv.dt. +Unpruned decision tree written to data/csv/heart-hungarian.csv.dt.unpruned. +fold 1: acc. = 77.59 #leaves = 2 max. depth = 1 +fold 2: acc. = 77.59 #leaves = 29 max. depth = 9 +fold 3: acc. = 70.69 #leaves = 29 max. depth = 10 +fold 4: acc. = 68.97 #leaves = 29 max. depth = 11 +fold 5: acc. = 75.81 #leaves = 28 max. depth = 9 +accuracy = 74.15 #leaves = 23.40 max depth = 8.00 diff --git a/data/oc1output/hepatitis_1.txt b/data/oc1output/hepatitis_1.txt index 6ae35ad..78761da 100644 --- a/data/oc1output/hepatitis_1.txt +++ b/data/oc1output/hepatitis_1.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/hepatitis.csv.dt. -Unpruned decision tree written to csv/hepatitis.csv.dt.unpruned. -fold 1: acc. = 70.97 #leaves = 2 max. depth = 1 -fold 2: acc. = 80.65 #leaves = 12 max. depth = 6 -fold 3: acc. = 70.97 #leaves = 8 max. depth = 5 -fold 4: acc. = 87.10 #leaves = 13 max. depth = 6 -fold 5: acc. = 77.42 #leaves = 10 max. depth = 6 -***1***0.7096775***0.0339340*** -***2***0.8064516***0.0283250*** -***3***0.7096775***0.0394010*** -***4***0.8709677***0.0432420*** -***5***0.7741936***0.0447380*** -accuracy = 77.42 #leaves = 9.00 max depth = 4.80 - +Pruned decision tree written to data/csv/hepatitis.csv.dt. +Unpruned decision tree written to data/csv/hepatitis.csv.dt.unpruned. +fold 1: acc. = 67.74 #leaves = 2 max. depth = 1 +fold 2: acc. = 77.42 #leaves = 13 max. depth = 6 +fold 3: acc. = 80.65 #leaves = 16 max. depth = 8 +fold 4: acc. = 80.65 #leaves = 13 max. depth = 6 +fold 5: acc. = 90.32 #leaves = 11 max. depth = 8 +accuracy = 79.35 #leaves = 11.00 max depth = 5.80 diff --git a/data/oc1output/hepatitis_17.txt b/data/oc1output/hepatitis_17.txt index 8183f7c..b4a92f8 100644 --- a/data/oc1output/hepatitis_17.txt +++ b/data/oc1output/hepatitis_17.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/hepatitis.csv.dt. -Unpruned decision tree written to csv/hepatitis.csv.dt.unpruned. -fold 1: acc. = 83.87 #leaves = 2 max. depth = 1 -fold 2: acc. = 70.97 #leaves = 7 max. depth = 3 -fold 3: acc. = 64.52 #leaves = 6 max. depth = 4 -fold 4: acc. = 67.74 #leaves = 8 max. depth = 6 -fold 5: acc. = 74.19 #leaves = 11 max. depth = 5 -***1***0.8387097***0.0329550*** -***2***0.7096775***0.0298820*** -***3***0.6451613***0.0458280*** -***4***0.6774194***0.0631080*** -***5***0.7419355***0.0406680*** -accuracy = 72.26 #leaves = 6.80 max depth = 3.80 - +Pruned decision tree written to data/csv/hepatitis.csv.dt. +Unpruned decision tree written to data/csv/hepatitis.csv.dt.unpruned. +fold 1: acc. = 93.55 #leaves = 2 max. depth = 1 +fold 2: acc. = 83.87 #leaves = 13 max. depth = 7 +fold 3: acc. = 70.97 #leaves = 12 max. depth = 6 +fold 4: acc. = 58.06 #leaves = 10 max. depth = 4 +fold 5: acc. = 61.29 #leaves = 14 max. depth = 5 +accuracy = 73.55 #leaves = 10.20 max depth = 4.60 diff --git a/data/oc1output/hepatitis_1714.txt b/data/oc1output/hepatitis_1714.txt index 5b9e387..8643a7c 100644 --- a/data/oc1output/hepatitis_1714.txt +++ b/data/oc1output/hepatitis_1714.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/hepatitis.csv.dt. -Unpruned decision tree written to csv/hepatitis.csv.dt.unpruned. -fold 1: acc. = 90.32 #leaves = 2 max. depth = 1 -fold 2: acc. = 87.10 #leaves = 11 max. depth = 6 -fold 3: acc. = 77.42 #leaves = 14 max. depth = 8 -fold 4: acc. = 74.19 #leaves = 9 max. depth = 4 -fold 5: acc. = 58.06 #leaves = 9 max. depth = 5 -***1***0.9032258***0.0309290*** -***2***0.8709677***0.0495230*** -***3***0.7741936***0.0211290*** -***4***0.7419355***0.0347750*** -***5***0.5806452***0.0389550*** -accuracy = 77.42 #leaves = 9.00 max depth = 4.80 - +Pruned decision tree written to data/csv/hepatitis.csv.dt. +Unpruned decision tree written to data/csv/hepatitis.csv.dt.unpruned. +fold 1: acc. = 93.55 #leaves = 13 max. depth = 7 +fold 2: acc. = 80.65 #leaves = 12 max. depth = 6 +fold 3: acc. = 70.97 #leaves = 11 max. depth = 6 +fold 4: acc. = 83.87 #leaves = 15 max. depth = 7 +fold 5: acc. = 67.74 #leaves = 7 max. depth = 4 +accuracy = 79.35 #leaves = 11.60 max depth = 6.00 diff --git a/data/oc1output/hepatitis_23.txt b/data/oc1output/hepatitis_23.txt index bd28cbc..b68a867 100644 --- a/data/oc1output/hepatitis_23.txt +++ b/data/oc1output/hepatitis_23.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/hepatitis.csv.dt. -Unpruned decision tree written to csv/hepatitis.csv.dt.unpruned. +Pruned decision tree written to data/csv/hepatitis.csv.dt. +Unpruned decision tree written to data/csv/hepatitis.csv.dt.unpruned. fold 1: acc. = 80.65 #leaves = 3 max. depth = 2 -fold 2: acc. = 80.65 #leaves = 8 max. depth = 4 -fold 3: acc. = 74.19 #leaves = 10 max. depth = 5 -fold 4: acc. = 61.29 #leaves = 11 max. depth = 6 -fold 5: acc. = 83.87 #leaves = 13 max. depth = 7 -***1***0.8064516***0.0534020*** -***2***0.8064516***0.0289660*** -***3***0.7419355***0.0378160*** -***4***0.6129032***0.0307920*** -***5***0.8387097***0.0338450*** -accuracy = 76.13 #leaves = 9.00 max depth = 4.80 - +fold 2: acc. = 80.65 #leaves = 13 max. depth = 6 +fold 3: acc. = 80.65 #leaves = 14 max. depth = 5 +fold 4: acc. = 70.97 #leaves = 11 max. depth = 5 +fold 5: acc. = 90.32 #leaves = 11 max. depth = 5 +accuracy = 80.65 #leaves = 10.40 max depth = 4.60 diff --git a/data/oc1output/hepatitis_31.txt b/data/oc1output/hepatitis_31.txt index 8b33531..d0d74d8 100644 --- a/data/oc1output/hepatitis_31.txt +++ b/data/oc1output/hepatitis_31.txt @@ -1,16 +1,9 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/hepatitis.csv.dt. -Unpruned decision tree written to csv/hepatitis.csv.dt.unpruned. -fold 1: acc. = 77.42 #leaves = 2 max. depth = 1 -fold 2: acc. = 70.97 #leaves = 8 max. depth = 5 -fold 3: acc. = 74.19 #leaves = 9 max. depth = 4 -fold 4: acc. = 77.42 #leaves = 10 max. depth = 6 -fold 5: acc. = 74.19 #leaves = 15 max. depth = 7 -***1***0.7741936***0.0294070*** -***2***0.7096775***0.0472080*** -***3***0.7419355***0.0423130*** -***4***0.7741936***0.0663450*** -***5***0.7419355***0.0465640*** -accuracy = 74.84 #leaves = 8.80 max depth = 4.60 - +Unpruned decision tree written to data/csv/hepatitis.csv.dt. +fold 1: acc. = 83.87 #leaves = 15 max. depth = 6 +fold 2: acc. = 70.97 #leaves = 13 max. depth = 6 +fold 3: acc. = 74.19 #leaves = 11 max. depth = 5 +fold 4: acc. = 83.87 #leaves = 10 max. depth = 5 +fold 5: acc. = 87.10 #leaves = 13 max. depth = 7 +accuracy = 80.00 #leaves = 12.40 max depth = 5.80 diff --git a/data/oc1output/hepatitis_57.txt b/data/oc1output/hepatitis_57.txt index 6c1ce75..c0f70b0 100644 --- a/data/oc1output/hepatitis_57.txt +++ b/data/oc1output/hepatitis_57.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/hepatitis.csv.dt. -Unpruned decision tree written to csv/hepatitis.csv.dt.unpruned. -fold 1: acc. = 80.65 #leaves = 2 max. depth = 1 -fold 2: acc. = 80.65 #leaves = 14 max. depth = 5 -fold 3: acc. = 80.65 #leaves = 10 max. depth = 6 -fold 4: acc. = 70.97 #leaves = 9 max. depth = 4 -fold 5: acc. = 67.74 #leaves = 6 max. depth = 4 -***1***0.8064516***0.0490340*** -***2***0.8064516***0.0522680*** -***3***0.8064516***0.0302080*** -***4***0.7096775***0.0532400*** -***5***0.6774194***0.0167900*** -accuracy = 76.13 #leaves = 8.20 max depth = 4.00 - +Pruned decision tree written to data/csv/hepatitis.csv.dt. +Unpruned decision tree written to data/csv/hepatitis.csv.dt.unpruned. +fold 1: acc. = 87.10 #leaves = 9 max. depth = 7 +fold 2: acc. = 90.32 #leaves = 17 max. depth = 8 +fold 3: acc. = 77.42 #leaves = 16 max. depth = 7 +fold 4: acc. = 67.74 #leaves = 13 max. depth = 6 +fold 5: acc. = 67.74 #leaves = 9 max. depth = 5 +accuracy = 78.06 #leaves = 12.80 max depth = 6.60 diff --git a/data/oc1output/hepatitis_7.txt b/data/oc1output/hepatitis_7.txt index 7c9ab18..ebbefc5 100644 --- a/data/oc1output/hepatitis_7.txt +++ b/data/oc1output/hepatitis_7.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/hepatitis.csv.dt. -Unpruned decision tree written to csv/hepatitis.csv.dt.unpruned. -fold 1: acc. = 77.42 #leaves = 4 max. depth = 3 -fold 2: acc. = 64.52 #leaves = 12 max. depth = 6 -fold 3: acc. = 74.19 #leaves = 7 max. depth = 4 -fold 4: acc. = 70.97 #leaves = 10 max. depth = 5 -fold 5: acc. = 70.97 #leaves = 9 max. depth = 5 -***1***0.7741936***0.0417930*** -***2***0.6451613***0.0410310*** -***3***0.7419355***0.0532560*** -***4***0.7096775***0.0328750*** -***5***0.7096775***0.0198510*** -accuracy = 71.61 #leaves = 8.40 max depth = 4.60 - +Pruned decision tree written to data/csv/hepatitis.csv.dt. +Unpruned decision tree written to data/csv/hepatitis.csv.dt.unpruned. +fold 1: acc. = 87.10 #leaves = 3 max. depth = 2 +fold 2: acc. = 74.19 #leaves = 13 max. depth = 6 +fold 3: acc. = 70.97 #leaves = 13 max. depth = 7 +fold 4: acc. = 67.74 #leaves = 11 max. depth = 5 +fold 5: acc. = 80.65 #leaves = 13 max. depth = 6 +accuracy = 76.13 #leaves = 10.60 max depth = 5.20 diff --git a/data/oc1output/hepatitis_79.txt b/data/oc1output/hepatitis_79.txt index f1e85f3..edf84c4 100644 --- a/data/oc1output/hepatitis_79.txt +++ b/data/oc1output/hepatitis_79.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/hepatitis.csv.dt. -Unpruned decision tree written to csv/hepatitis.csv.dt.unpruned. -fold 1: acc. = 77.42 #leaves = 3 max. depth = 2 -fold 2: acc. = 90.32 #leaves = 14 max. depth = 6 -fold 3: acc. = 87.10 #leaves = 10 max. depth = 6 -fold 4: acc. = 70.97 #leaves = 9 max. depth = 4 -fold 5: acc. = 74.19 #leaves = 11 max. depth = 4 -***1***0.7741936***0.0300490*** -***2***0.9032258***0.0394710*** -***3***0.8709677***0.0295690*** -***4***0.7096775***0.0441680*** -***5***0.7419355***0.0419710*** -accuracy = 80.00 #leaves = 9.40 max depth = 4.40 - +Pruned decision tree written to data/csv/hepatitis.csv.dt. +Unpruned decision tree written to data/csv/hepatitis.csv.dt.unpruned. +fold 1: acc. = 90.32 #leaves = 2 max. depth = 1 +fold 2: acc. = 83.87 #leaves = 14 max. depth = 6 +fold 3: acc. = 64.52 #leaves = 12 max. depth = 5 +fold 4: acc. = 74.19 #leaves = 13 max. depth = 6 +fold 5: acc. = 74.19 #leaves = 16 max. depth = 6 +accuracy = 77.42 #leaves = 11.40 max depth = 4.80 diff --git a/data/oc1output/hepatitis_83.txt b/data/oc1output/hepatitis_83.txt index b8e07f4..a3b3223 100644 --- a/data/oc1output/hepatitis_83.txt +++ b/data/oc1output/hepatitis_83.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/hepatitis.csv.dt. -Unpruned decision tree written to csv/hepatitis.csv.dt.unpruned. -fold 1: acc. = 87.10 #leaves = 2 max. depth = 1 -fold 2: acc. = 83.87 #leaves = 11 max. depth = 6 -fold 3: acc. = 67.74 #leaves = 8 max. depth = 4 -fold 4: acc. = 77.42 #leaves = 10 max. depth = 6 -fold 5: acc. = 70.97 #leaves = 8 max. depth = 4 -***1***0.8709677***0.0413220*** -***2***0.8387097***0.0403560*** -***3***0.6774194***0.0474710*** -***4***0.7741936***0.0226450*** -***5***0.7096775***0.0445910*** -accuracy = 77.42 #leaves = 7.80 max depth = 4.20 - +Pruned decision tree written to data/csv/hepatitis.csv.dt. +Unpruned decision tree written to data/csv/hepatitis.csv.dt.unpruned. +fold 1: acc. = 74.19 #leaves = 2 max. depth = 1 +fold 2: acc. = 83.87 #leaves = 12 max. depth = 6 +fold 3: acc. = 70.97 #leaves = 9 max. depth = 5 +fold 4: acc. = 77.42 #leaves = 13 max. depth = 5 +fold 5: acc. = 70.97 #leaves = 9 max. depth = 5 +accuracy = 75.48 #leaves = 9.00 max depth = 4.40 diff --git a/data/oc1output/hepatitis_97.txt b/data/oc1output/hepatitis_97.txt index 460b46e..72baf64 100644 --- a/data/oc1output/hepatitis_97.txt +++ b/data/oc1output/hepatitis_97.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/hepatitis.csv.dt. -Unpruned decision tree written to csv/hepatitis.csv.dt.unpruned. -fold 1: acc. = 67.74 #leaves = 2 max. depth = 1 -fold 2: acc. = 83.87 #leaves = 10 max. depth = 5 -fold 3: acc. = 80.65 #leaves = 10 max. depth = 4 -fold 4: acc. = 61.29 #leaves = 10 max. depth = 5 -fold 5: acc. = 74.19 #leaves = 13 max. depth = 9 -***1***0.6774194***0.0430290*** -***2***0.8387097***0.0221800*** -***3***0.8064516***0.0391920*** -***4***0.6129032***0.0566510*** -***5***0.7419355***0.0290210*** -accuracy = 73.55 #leaves = 9.00 max depth = 4.80 - +Pruned decision tree written to data/csv/hepatitis.csv.dt. +Unpruned decision tree written to data/csv/hepatitis.csv.dt.unpruned. +fold 1: acc. = 80.65 #leaves = 2 max. depth = 1 +fold 2: acc. = 87.10 #leaves = 16 max. depth = 7 +fold 3: acc. = 74.19 #leaves = 11 max. depth = 6 +fold 4: acc. = 74.19 #leaves = 15 max. depth = 7 +fold 5: acc. = 80.65 #leaves = 13 max. depth = 6 +accuracy = 79.35 #leaves = 11.40 max depth = 5.40 diff --git a/data/oc1output/ilpd-indian-liver_1.txt b/data/oc1output/ilpd-indian-liver_1.txt index a01dcda..32c25c3 100644 --- a/data/oc1output/ilpd-indian-liver_1.txt +++ b/data/oc1output/ilpd-indian-liver_1.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/ilpd-indian-liver.csv.dt. -Unpruned decision tree written to csv/ilpd-indian-liver.csv.dt.unpruned. -fold 1: acc. = 68.97 #leaves = 2 max. depth = 1 -fold 2: acc. = 74.14 #leaves = 54 max. depth = 15 -fold 3: acc. = 61.21 #leaves = 46 max. depth = 12 -fold 4: acc. = 62.07 #leaves = 46 max. depth = 12 -fold 5: acc. = 68.07 #leaves = 50 max. depth = 10 -***1***0.6896551***0.3119050*** -***2***0.7413793***0.3365320*** -***3***0.6120690***0.2786860*** -***4***0.6206896***0.2996980*** -***5***0.6806723***0.3146350*** -accuracy = 66.90 #leaves = 39.60 max depth = 10.00 - +Pruned decision tree written to data/csv/ilpd-indian-liver.csv.dt. +Unpruned decision tree written to data/csv/ilpd-indian-liver.csv.dt.unpruned. +fold 1: acc. = 68.97 #leaves = 17 max. depth = 12 +fold 2: acc. = 69.83 #leaves = 72 max. depth = 22 +fold 3: acc. = 74.14 #leaves = 68 max. depth = 13 +fold 4: acc. = 74.14 #leaves = 73 max. depth = 14 +fold 5: acc. = 57.14 #leaves = 65 max. depth = 14 +accuracy = 68.78 #leaves = 59.00 max depth = 15.00 diff --git a/data/oc1output/ilpd-indian-liver_17.txt b/data/oc1output/ilpd-indian-liver_17.txt index 2f6f45c..2e2d47c 100644 --- a/data/oc1output/ilpd-indian-liver_17.txt +++ b/data/oc1output/ilpd-indian-liver_17.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/ilpd-indian-liver.csv.dt. -Unpruned decision tree written to csv/ilpd-indian-liver.csv.dt.unpruned. -fold 1: acc. = 66.38 #leaves = 12 max. depth = 9 -fold 2: acc. = 61.21 #leaves = 50 max. depth = 13 -fold 3: acc. = 69.83 #leaves = 46 max. depth = 16 -fold 4: acc. = 67.24 #leaves = 50 max. depth = 16 -fold 5: acc. = 68.91 #leaves = 53 max. depth = 13 -***1***0.6637931***0.2927050*** -***2***0.6120690***0.3137470*** -***3***0.6982758***0.2977400*** -***4***0.6724138***0.2954580*** -***5***0.6890756***0.3256380*** -accuracy = 66.72 #leaves = 42.20 max depth = 13.40 - +Pruned decision tree written to data/csv/ilpd-indian-liver.csv.dt. +Unpruned decision tree written to data/csv/ilpd-indian-liver.csv.dt.unpruned. +fold 1: acc. = 63.79 #leaves = 7 max. depth = 6 +fold 2: acc. = 57.76 #leaves = 69 max. depth = 12 +fold 3: acc. = 67.24 #leaves = 68 max. depth = 15 +fold 4: acc. = 68.97 #leaves = 62 max. depth = 15 +fold 5: acc. = 71.43 #leaves = 68 max. depth = 15 +accuracy = 65.87 #leaves = 54.80 max depth = 12.60 diff --git a/data/oc1output/ilpd-indian-liver_1714.txt b/data/oc1output/ilpd-indian-liver_1714.txt index db23fda..2e0a03d 100644 --- a/data/oc1output/ilpd-indian-liver_1714.txt +++ b/data/oc1output/ilpd-indian-liver_1714.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/ilpd-indian-liver.csv.dt. -Unpruned decision tree written to csv/ilpd-indian-liver.csv.dt.unpruned. -fold 1: acc. = 75.00 #leaves = 6 max. depth = 5 -fold 2: acc. = 64.66 #leaves = 48 max. depth = 12 -fold 3: acc. = 70.69 #leaves = 41 max. depth = 13 -fold 4: acc. = 73.28 #leaves = 56 max. depth = 12 -fold 5: acc. = 55.46 #leaves = 57 max. depth = 12 -***1***0.7500000***0.3602000*** -***2***0.6465517***0.2692840*** -***3***0.7068965***0.2955520*** -***4***0.7327586***0.2564750*** -***5***0.5546219***0.3319560*** -accuracy = 67.75 #leaves = 41.60 max depth = 10.80 - +Pruned decision tree written to data/csv/ilpd-indian-liver.csv.dt. +Unpruned decision tree written to data/csv/ilpd-indian-liver.csv.dt.unpruned. +fold 1: acc. = 69.83 #leaves = 11 max. depth = 9 +fold 2: acc. = 65.52 #leaves = 72 max. depth = 14 +fold 3: acc. = 70.69 #leaves = 68 max. depth = 13 +fold 4: acc. = 68.97 #leaves = 66 max. depth = 16 +fold 5: acc. = 57.98 #leaves = 63 max. depth = 13 +accuracy = 66.55 #leaves = 56.00 max depth = 13.00 diff --git a/data/oc1output/ilpd-indian-liver_23.txt b/data/oc1output/ilpd-indian-liver_23.txt index c425e9e..b0dc2cd 100644 --- a/data/oc1output/ilpd-indian-liver_23.txt +++ b/data/oc1output/ilpd-indian-liver_23.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/ilpd-indian-liver.csv.dt. -Unpruned decision tree written to csv/ilpd-indian-liver.csv.dt.unpruned. -fold 1: acc. = 61.21 #leaves = 7 max. depth = 5 -fold 2: acc. = 67.24 #leaves = 47 max. depth = 13 -fold 3: acc. = 65.52 #leaves = 48 max. depth = 12 -fold 4: acc. = 57.76 #leaves = 48 max. depth = 13 -fold 5: acc. = 70.59 #leaves = 54 max. depth = 14 -***1***0.6120690***0.3333080*** -***2***0.6724138***0.2875370*** -***3***0.6551724***0.2794280*** -***4***0.5775862***0.2599540*** -***5***0.7058823***0.3076960*** -accuracy = 64.49 #leaves = 40.80 max depth = 11.40 - +Pruned decision tree written to data/csv/ilpd-indian-liver.csv.dt. +Unpruned decision tree written to data/csv/ilpd-indian-liver.csv.dt.unpruned. +fold 1: acc. = 56.03 #leaves = 14 max. depth = 6 +fold 2: acc. = 59.48 #leaves = 80 max. depth = 13 +fold 3: acc. = 66.38 #leaves = 68 max. depth = 15 +fold 4: acc. = 63.79 #leaves = 65 max. depth = 12 +fold 5: acc. = 63.87 #leaves = 61 max. depth = 12 +accuracy = 61.92 #leaves = 57.60 max depth = 11.60 diff --git a/data/oc1output/ilpd-indian-liver_31.txt b/data/oc1output/ilpd-indian-liver_31.txt index 883aabd..2703350 100644 --- a/data/oc1output/ilpd-indian-liver_31.txt +++ b/data/oc1output/ilpd-indian-liver_31.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/ilpd-indian-liver.csv.dt. -Unpruned decision tree written to csv/ilpd-indian-liver.csv.dt.unpruned. -fold 1: acc. = 69.83 #leaves = 13 max. depth = 9 -fold 2: acc. = 65.52 #leaves = 50 max. depth = 12 -fold 3: acc. = 58.62 #leaves = 43 max. depth = 12 -fold 4: acc. = 66.38 #leaves = 52 max. depth = 13 -fold 5: acc. = 63.03 #leaves = 47 max. depth = 11 -***1***0.6982758***0.2893070*** -***2***0.6551724***0.2770100*** -***3***0.5862069***0.2657850*** -***4***0.6637931***0.3110740*** -***5***0.6302521***0.2565170*** -accuracy = 64.67 #leaves = 41.00 max depth = 11.40 - +Pruned decision tree written to data/csv/ilpd-indian-liver.csv.dt. +Unpruned decision tree written to data/csv/ilpd-indian-liver.csv.dt.unpruned. +fold 1: acc. = 70.69 #leaves = 2 max. depth = 1 +fold 2: acc. = 61.21 #leaves = 68 max. depth = 14 +fold 3: acc. = 58.62 #leaves = 57 max. depth = 12 +fold 4: acc. = 66.38 #leaves = 72 max. depth = 13 +fold 5: acc. = 60.50 #leaves = 58 max. depth = 15 +accuracy = 63.46 #leaves = 51.40 max depth = 11.00 diff --git a/data/oc1output/ilpd-indian-liver_57.txt b/data/oc1output/ilpd-indian-liver_57.txt index babc438..516f7a0 100644 --- a/data/oc1output/ilpd-indian-liver_57.txt +++ b/data/oc1output/ilpd-indian-liver_57.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/ilpd-indian-liver.csv.dt. -Unpruned decision tree written to csv/ilpd-indian-liver.csv.dt.unpruned. -fold 1: acc. = 65.52 #leaves = 13 max. depth = 7 -fold 2: acc. = 67.24 #leaves = 50 max. depth = 17 -fold 3: acc. = 66.38 #leaves = 49 max. depth = 14 -fold 4: acc. = 64.66 #leaves = 49 max. depth = 15 -fold 5: acc. = 69.75 #leaves = 51 max. depth = 14 -***1***0.6551724***0.3082890*** -***2***0.6724138***0.3209700*** -***3***0.6637931***0.3547970*** -***4***0.6465517***0.3076360*** -***5***0.6974790***0.3130090*** -accuracy = 66.72 #leaves = 42.40 max depth = 13.40 - +Pruned decision tree written to data/csv/ilpd-indian-liver.csv.dt. +Unpruned decision tree written to data/csv/ilpd-indian-liver.csv.dt.unpruned. +fold 1: acc. = 72.41 #leaves = 2 max. depth = 1 +fold 2: acc. = 68.97 #leaves = 73 max. depth = 17 +fold 3: acc. = 64.66 #leaves = 72 max. depth = 12 +fold 4: acc. = 68.97 #leaves = 63 max. depth = 16 +fold 5: acc. = 63.03 #leaves = 77 max. depth = 13 +accuracy = 67.58 #leaves = 57.40 max depth = 11.80 diff --git a/data/oc1output/ilpd-indian-liver_7.txt b/data/oc1output/ilpd-indian-liver_7.txt index 058a1c9..eb9c84b 100644 --- a/data/oc1output/ilpd-indian-liver_7.txt +++ b/data/oc1output/ilpd-indian-liver_7.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/ilpd-indian-liver.csv.dt. -Unpruned decision tree written to csv/ilpd-indian-liver.csv.dt.unpruned. -fold 1: acc. = 61.21 #leaves = 6 max. depth = 5 -fold 2: acc. = 67.24 #leaves = 49 max. depth = 9 -fold 3: acc. = 68.10 #leaves = 47 max. depth = 11 -fold 4: acc. = 58.62 #leaves = 55 max. depth = 10 -fold 5: acc. = 68.91 #leaves = 47 max. depth = 13 -***1***0.6120690***0.2782530*** -***2***0.6724138***0.2185790*** -***3***0.6810344***0.3111860*** -***4***0.5862069***0.3114650*** -***5***0.6890756***0.2531720*** -accuracy = 64.84 #leaves = 40.80 max depth = 9.60 - +Pruned decision tree written to data/csv/ilpd-indian-liver.csv.dt. +Unpruned decision tree written to data/csv/ilpd-indian-liver.csv.dt.unpruned. +fold 1: acc. = 70.69 #leaves = 15 max. depth = 8 +fold 2: acc. = 63.79 #leaves = 71 max. depth = 14 +fold 3: acc. = 67.24 #leaves = 60 max. depth = 13 +fold 4: acc. = 68.10 #leaves = 65 max. depth = 13 +fold 5: acc. = 69.75 #leaves = 71 max. depth = 16 +accuracy = 67.92 #leaves = 56.40 max depth = 12.80 diff --git a/data/oc1output/ilpd-indian-liver_79.txt b/data/oc1output/ilpd-indian-liver_79.txt index cb38705..816ecca 100644 --- a/data/oc1output/ilpd-indian-liver_79.txt +++ b/data/oc1output/ilpd-indian-liver_79.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/ilpd-indian-liver.csv.dt. -Unpruned decision tree written to csv/ilpd-indian-liver.csv.dt.unpruned. -fold 1: acc. = 67.24 #leaves = 7 max. depth = 6 -fold 2: acc. = 55.17 #leaves = 51 max. depth = 11 -fold 3: acc. = 66.38 #leaves = 57 max. depth = 10 -fold 4: acc. = 60.34 #leaves = 50 max. depth = 14 -fold 5: acc. = 62.18 #leaves = 53 max. depth = 11 -***1***0.6724138***0.2442720*** -***2***0.5517241***0.2766230*** -***3***0.6637931***0.2820190*** -***4***0.6034483***0.3379860*** -***5***0.6218488***0.2770770*** -accuracy = 62.26 #leaves = 43.60 max depth = 10.40 - +Pruned decision tree written to data/csv/ilpd-indian-liver.csv.dt. +Unpruned decision tree written to data/csv/ilpd-indian-liver.csv.dt.unpruned. +fold 1: acc. = 67.24 #leaves = 3 max. depth = 2 +fold 2: acc. = 59.48 #leaves = 68 max. depth = 14 +fold 3: acc. = 66.38 #leaves = 68 max. depth = 12 +fold 4: acc. = 69.83 #leaves = 68 max. depth = 18 +fold 5: acc. = 61.34 #leaves = 69 max. depth = 17 +accuracy = 64.84 #leaves = 55.20 max depth = 12.60 diff --git a/data/oc1output/ilpd-indian-liver_83.txt b/data/oc1output/ilpd-indian-liver_83.txt index 351dd5b..fb54fc2 100644 --- a/data/oc1output/ilpd-indian-liver_83.txt +++ b/data/oc1output/ilpd-indian-liver_83.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/ilpd-indian-liver.csv.dt. -Unpruned decision tree written to csv/ilpd-indian-liver.csv.dt.unpruned. +Pruned decision tree written to data/csv/ilpd-indian-liver.csv.dt. +Unpruned decision tree written to data/csv/ilpd-indian-liver.csv.dt.unpruned. fold 1: acc. = 71.55 #leaves = 2 max. depth = 1 -fold 2: acc. = 64.66 #leaves = 53 max. depth = 12 -fold 3: acc. = 66.38 #leaves = 51 max. depth = 12 -fold 4: acc. = 64.66 #leaves = 50 max. depth = 10 -fold 5: acc. = 78.15 #leaves = 52 max. depth = 13 -***1***0.7155173***0.2921120*** -***2***0.6465517***0.2846340*** -***3***0.6637931***0.2782570*** -***4***0.6465517***0.3195010*** -***5***0.7815126***0.2747490*** -accuracy = 69.13 #leaves = 41.60 max depth = 9.60 - +fold 2: acc. = 61.21 #leaves = 67 max. depth = 12 +fold 3: acc. = 70.69 #leaves = 64 max. depth = 14 +fold 4: acc. = 66.38 #leaves = 62 max. depth = 16 +fold 5: acc. = 75.63 #leaves = 67 max. depth = 20 +accuracy = 69.13 #leaves = 52.40 max depth = 12.60 diff --git a/data/oc1output/ilpd-indian-liver_97.txt b/data/oc1output/ilpd-indian-liver_97.txt index d498843..8f50d73 100644 --- a/data/oc1output/ilpd-indian-liver_97.txt +++ b/data/oc1output/ilpd-indian-liver_97.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/ilpd-indian-liver.csv.dt. -Unpruned decision tree written to csv/ilpd-indian-liver.csv.dt.unpruned. -fold 1: acc. = 68.10 #leaves = 36 max. depth = 12 -fold 2: acc. = 56.03 #leaves = 54 max. depth = 12 -fold 3: acc. = 70.69 #leaves = 50 max. depth = 12 -fold 4: acc. = 70.69 #leaves = 46 max. depth = 12 -fold 5: acc. = 68.07 #leaves = 55 max. depth = 12 -***1***0.6810344***0.2618940*** -***2***0.5603448***0.2802490*** -***3***0.7068965***0.2821910*** -***4***0.7068965***0.3174670*** -***5***0.6806723***0.3081700*** -accuracy = 66.72 #leaves = 48.20 max depth = 12.00 - +Pruned decision tree written to data/csv/ilpd-indian-liver.csv.dt. +Unpruned decision tree written to data/csv/ilpd-indian-liver.csv.dt.unpruned. +fold 1: acc. = 74.14 #leaves = 2 max. depth = 1 +fold 2: acc. = 64.66 #leaves = 65 max. depth = 18 +fold 3: acc. = 64.66 #leaves = 66 max. depth = 14 +fold 4: acc. = 71.55 #leaves = 67 max. depth = 12 +fold 5: acc. = 68.91 #leaves = 73 max. depth = 13 +accuracy = 68.78 #leaves = 54.60 max depth = 11.60 diff --git a/data/oc1output/ionosphere_1.txt b/data/oc1output/ionosphere_1.txt index e5bc23c..1871d49 100644 --- a/data/oc1output/ionosphere_1.txt +++ b/data/oc1output/ionosphere_1.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/ionosphere.csv.dt. -Unpruned decision tree written to csv/ionosphere.csv.dt.unpruned. -fold 1: acc. = 78.57 #leaves = 3 max. depth = 2 -fold 2: acc. = 92.86 #leaves = 13 max. depth = 8 -fold 3: acc. = 90.00 #leaves = 10 max. depth = 7 -fold 4: acc. = 85.71 #leaves = 12 max. depth = 7 -fold 5: acc. = 90.14 #leaves = 10 max. depth = 6 -***1***0.7857143***0.2583810*** -***2***0.9285714***0.2820480*** -***3***0.9000000***0.2496770*** -***4***0.8571429***0.2562000*** -***5***0.9014084***0.2190170*** -accuracy = 87.46 #leaves = 9.60 max depth = 6.00 - +Pruned decision tree written to data/csv/ionosphere.csv.dt. +Unpruned decision tree written to data/csv/ionosphere.csv.dt.unpruned. +fold 1: acc. = 87.14 #leaves = 4 max. depth = 3 +fold 2: acc. = 91.43 #leaves = 19 max. depth = 8 +fold 3: acc. = 94.29 #leaves = 11 max. depth = 8 +fold 4: acc. = 82.86 #leaves = 15 max. depth = 8 +fold 5: acc. = 91.55 #leaves = 11 max. depth = 8 +accuracy = 89.46 #leaves = 12.00 max depth = 7.00 diff --git a/data/oc1output/ionosphere_17.txt b/data/oc1output/ionosphere_17.txt index 257ced8..c8471e4 100644 --- a/data/oc1output/ionosphere_17.txt +++ b/data/oc1output/ionosphere_17.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/ionosphere.csv.dt. -Unpruned decision tree written to csv/ionosphere.csv.dt.unpruned. -fold 1: acc. = 91.43 #leaves = 7 max. depth = 5 -fold 2: acc. = 85.71 #leaves = 10 max. depth = 7 -fold 3: acc. = 91.43 #leaves = 12 max. depth = 8 -fold 4: acc. = 87.14 #leaves = 16 max. depth = 8 -fold 5: acc. = 88.73 #leaves = 13 max. depth = 7 -***1***0.9142857***0.2935790*** -***2***0.8571429***0.2509440*** -***3***0.9142857***0.2759870*** -***4***0.8714286***0.2763850*** -***5***0.8873239***0.2535160*** -accuracy = 88.89 #leaves = 11.60 max depth = 7.00 - +Pruned decision tree written to data/csv/ionosphere.csv.dt. +Unpruned decision tree written to data/csv/ionosphere.csv.dt.unpruned. +fold 1: acc. = 92.86 #leaves = 5 max. depth = 4 +fold 2: acc. = 82.86 #leaves = 11 max. depth = 7 +fold 3: acc. = 90.00 #leaves = 16 max. depth = 7 +fold 4: acc. = 85.71 #leaves = 19 max. depth = 8 +fold 5: acc. = 87.32 #leaves = 16 max. depth = 7 +accuracy = 87.75 #leaves = 13.40 max depth = 6.60 diff --git a/data/oc1output/ionosphere_1714.txt b/data/oc1output/ionosphere_1714.txt index 3432760..533dd49 100644 --- a/data/oc1output/ionosphere_1714.txt +++ b/data/oc1output/ionosphere_1714.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/ionosphere.csv.dt. -Unpruned decision tree written to csv/ionosphere.csv.dt.unpruned. -fold 1: acc. = 85.71 #leaves = 2 max. depth = 1 -fold 2: acc. = 90.00 #leaves = 13 max. depth = 7 -fold 3: acc. = 82.86 #leaves = 12 max. depth = 6 -fold 4: acc. = 92.86 #leaves = 13 max. depth = 8 -fold 5: acc. = 87.32 #leaves = 12 max. depth = 6 -***1***0.8571429***0.2287950*** -***2***0.9000000***0.2510030*** -***3***0.8285714***0.2178160*** -***4***0.9285714***0.2893100*** -***5***0.8732395***0.2179370*** -accuracy = 87.75 #leaves = 10.40 max depth = 5.60 - +Pruned decision tree written to data/csv/ionosphere.csv.dt. +Unpruned decision tree written to data/csv/ionosphere.csv.dt.unpruned. +fold 1: acc. = 92.86 #leaves = 3 max. depth = 2 +fold 2: acc. = 90.00 #leaves = 13 max. depth = 8 +fold 3: acc. = 90.00 #leaves = 11 max. depth = 7 +fold 4: acc. = 90.00 #leaves = 15 max. depth = 9 +fold 5: acc. = 84.51 #leaves = 16 max. depth = 7 +accuracy = 89.46 #leaves = 11.60 max depth = 6.60 diff --git a/data/oc1output/ionosphere_23.txt b/data/oc1output/ionosphere_23.txt index 2eb7067..f0f7544 100644 --- a/data/oc1output/ionosphere_23.txt +++ b/data/oc1output/ionosphere_23.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/ionosphere.csv.dt. -Unpruned decision tree written to csv/ionosphere.csv.dt.unpruned. -fold 1: acc. = 87.14 #leaves = 5 max. depth = 4 -fold 2: acc. = 87.14 #leaves = 11 max. depth = 5 -fold 3: acc. = 92.86 #leaves = 13 max. depth = 7 -fold 4: acc. = 85.71 #leaves = 13 max. depth = 8 -fold 5: acc. = 88.73 #leaves = 13 max. depth = 8 -***1***0.8714286***0.2678040*** -***2***0.8714286***0.1928870*** -***3***0.9285714***0.2797070*** -***4***0.8571429***0.2659530*** -***5***0.8873239***0.2882130*** -accuracy = 88.32 #leaves = 11.00 max depth = 6.40 - +Pruned decision tree written to data/csv/ionosphere.csv.dt. +Unpruned decision tree written to data/csv/ionosphere.csv.dt.unpruned. +fold 1: acc. = 87.14 #leaves = 4 max. depth = 3 +fold 2: acc. = 90.00 #leaves = 15 max. depth = 7 +fold 3: acc. = 91.43 #leaves = 13 max. depth = 9 +fold 4: acc. = 90.00 #leaves = 14 max. depth = 9 +fold 5: acc. = 92.96 #leaves = 12 max. depth = 9 +accuracy = 90.31 #leaves = 11.60 max depth = 7.40 diff --git a/data/oc1output/ionosphere_31.txt b/data/oc1output/ionosphere_31.txt index 0d60d2a..dcc9dc9 100644 --- a/data/oc1output/ionosphere_31.txt +++ b/data/oc1output/ionosphere_31.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/ionosphere.csv.dt. -Unpruned decision tree written to csv/ionosphere.csv.dt.unpruned. -fold 1: acc. = 87.14 #leaves = 3 max. depth = 2 -fold 2: acc. = 84.29 #leaves = 11 max. depth = 7 -fold 3: acc. = 87.14 #leaves = 14 max. depth = 8 -fold 4: acc. = 91.43 #leaves = 15 max. depth = 9 -fold 5: acc. = 85.92 #leaves = 12 max. depth = 7 -***1***0.8714286***0.2572800*** -***2***0.8428571***0.2603980*** -***3***0.8714286***0.2646050*** -***4***0.9142857***0.3123380*** -***5***0.8591549***0.2425150*** -accuracy = 87.18 #leaves = 11.00 max depth = 6.60 - +Pruned decision tree written to data/csv/ionosphere.csv.dt. +Unpruned decision tree written to data/csv/ionosphere.csv.dt.unpruned. +fold 1: acc. = 85.71 #leaves = 3 max. depth = 2 +fold 2: acc. = 85.71 #leaves = 14 max. depth = 8 +fold 3: acc. = 90.00 #leaves = 16 max. depth = 8 +fold 4: acc. = 91.43 #leaves = 17 max. depth = 10 +fold 5: acc. = 83.10 #leaves = 12 max. depth = 7 +accuracy = 87.18 #leaves = 12.40 max depth = 7.00 diff --git a/data/oc1output/ionosphere_57.txt b/data/oc1output/ionosphere_57.txt index 25a78b7..398590d 100644 --- a/data/oc1output/ionosphere_57.txt +++ b/data/oc1output/ionosphere_57.txt @@ -1,16 +1,9 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/ionosphere.csv.dt. -Unpruned decision tree written to csv/ionosphere.csv.dt.unpruned. -fold 1: acc. = 94.29 #leaves = 4 max. depth = 3 -fold 2: acc. = 90.00 #leaves = 13 max. depth = 7 -fold 3: acc. = 92.86 #leaves = 10 max. depth = 8 -fold 4: acc. = 85.71 #leaves = 16 max. depth = 6 -fold 5: acc. = 87.32 #leaves = 19 max. depth = 8 -***1***0.9428571***0.2736380*** -***2***0.9000000***0.2567740*** -***3***0.9285714***0.3182860*** -***4***0.8571429***0.2054290*** -***5***0.8732395***0.2733680*** -accuracy = 90.03 #leaves = 12.40 max depth = 6.40 - +Unpruned decision tree written to data/csv/ionosphere.csv.dt. +fold 1: acc. = 91.43 #leaves = 17 max. depth = 9 +fold 2: acc. = 88.57 #leaves = 14 max. depth = 6 +fold 3: acc. = 85.71 #leaves = 17 max. depth = 9 +fold 4: acc. = 85.71 #leaves = 16 max. depth = 8 +fold 5: acc. = 85.92 #leaves = 20 max. depth = 10 +accuracy = 87.46 #leaves = 16.80 max depth = 8.40 diff --git a/data/oc1output/ionosphere_7.txt b/data/oc1output/ionosphere_7.txt index 5ac8daa..4ea5530 100644 --- a/data/oc1output/ionosphere_7.txt +++ b/data/oc1output/ionosphere_7.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/ionosphere.csv.dt. -Unpruned decision tree written to csv/ionosphere.csv.dt.unpruned. -fold 1: acc. = 88.57 #leaves = 6 max. depth = 5 -fold 2: acc. = 87.14 #leaves = 16 max. depth = 9 -fold 3: acc. = 80.00 #leaves = 15 max. depth = 8 -fold 4: acc. = 77.14 #leaves = 14 max. depth = 7 -fold 5: acc. = 88.73 #leaves = 10 max. depth = 8 -***1***0.8857143***0.3433530*** -***2***0.8714286***0.3089620*** -***3***0.8000000***0.2843620*** -***4***0.7714286***0.2583440*** -***5***0.8873239***0.2932260*** -accuracy = 84.33 #leaves = 12.20 max depth = 7.40 - +Pruned decision tree written to data/csv/ionosphere.csv.dt. +Unpruned decision tree written to data/csv/ionosphere.csv.dt.unpruned. +fold 1: acc. = 90.00 #leaves = 8 max. depth = 5 +fold 2: acc. = 97.14 #leaves = 18 max. depth = 10 +fold 3: acc. = 84.29 #leaves = 12 max. depth = 7 +fold 4: acc. = 84.29 #leaves = 16 max. depth = 9 +fold 5: acc. = 88.73 #leaves = 16 max. depth = 6 +accuracy = 88.89 #leaves = 14.00 max depth = 7.40 diff --git a/data/oc1output/ionosphere_79.txt b/data/oc1output/ionosphere_79.txt index ccdead1..4d12d92 100644 --- a/data/oc1output/ionosphere_79.txt +++ b/data/oc1output/ionosphere_79.txt @@ -1,15 +1,10 @@ Remapping class numbers: 0 To 2 -Unpruned decision tree written to csv/ionosphere.csv.dt. -fold 1: acc. = 88.57 #leaves = 11 max. depth = 6 -fold 2: acc. = 85.71 #leaves = 12 max. depth = 7 -fold 3: acc. = 91.43 #leaves = 17 max. depth = 8 -fold 4: acc. = 84.29 #leaves = 17 max. depth = 8 -fold 5: acc. = 90.14 #leaves = 16 max. depth = 9 -***1***0.8857143***0.2198970*** -***2***0.8571429***0.2136300*** -***3***0.9142857***0.2660470*** -***4***0.8428571***0.2926880*** -***5***0.9014084***0.3206630*** -accuracy = 88.03 #leaves = 14.60 max depth = 7.60 - +Pruned decision tree written to data/csv/ionosphere.csv.dt. +Unpruned decision tree written to data/csv/ionosphere.csv.dt.unpruned. +fold 1: acc. = 92.86 #leaves = 6 max. depth = 5 +fold 2: acc. = 92.86 #leaves = 15 max. depth = 8 +fold 3: acc. = 85.71 #leaves = 18 max. depth = 9 +fold 4: acc. = 82.86 #leaves = 18 max. depth = 10 +fold 5: acc. = 88.73 #leaves = 19 max. depth = 9 +accuracy = 88.60 #leaves = 15.20 max depth = 8.20 diff --git a/data/oc1output/ionosphere_83.txt b/data/oc1output/ionosphere_83.txt index c86746e..e091f9f 100644 --- a/data/oc1output/ionosphere_83.txt +++ b/data/oc1output/ionosphere_83.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/ionosphere.csv.dt. -Unpruned decision tree written to csv/ionosphere.csv.dt.unpruned. -fold 1: acc. = 91.43 #leaves = 7 max. depth = 5 -fold 2: acc. = 90.00 #leaves = 13 max. depth = 6 -fold 3: acc. = 85.71 #leaves = 14 max. depth = 7 -fold 4: acc. = 80.00 #leaves = 12 max. depth = 7 -fold 5: acc. = 91.55 #leaves = 14 max. depth = 8 -***1***0.9142857***0.3013080*** -***2***0.9000000***0.2016120*** -***3***0.8571429***0.2449360*** -***4***0.8000000***0.2471860*** -***5***0.9154930***0.2707760*** -accuracy = 87.75 #leaves = 12.00 max depth = 6.60 - +Pruned decision tree written to data/csv/ionosphere.csv.dt. +Unpruned decision tree written to data/csv/ionosphere.csv.dt.unpruned. +fold 1: acc. = 88.57 #leaves = 6 max. depth = 5 +fold 2: acc. = 88.57 #leaves = 17 max. depth = 8 +fold 3: acc. = 87.14 #leaves = 15 max. depth = 7 +fold 4: acc. = 91.43 #leaves = 15 max. depth = 9 +fold 5: acc. = 92.96 #leaves = 16 max. depth = 7 +accuracy = 89.74 #leaves = 13.80 max depth = 7.20 diff --git a/data/oc1output/ionosphere_97.txt b/data/oc1output/ionosphere_97.txt index 00bc997..1998138 100644 --- a/data/oc1output/ionosphere_97.txt +++ b/data/oc1output/ionosphere_97.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/ionosphere.csv.dt. -Unpruned decision tree written to csv/ionosphere.csv.dt.unpruned. -fold 1: acc. = 80.00 #leaves = 3 max. depth = 2 -fold 2: acc. = 92.86 #leaves = 14 max. depth = 7 -fold 3: acc. = 92.86 #leaves = 12 max. depth = 9 -fold 4: acc. = 92.86 #leaves = 12 max. depth = 6 -fold 5: acc. = 91.55 #leaves = 19 max. depth = 7 -***1***0.8000000***0.2561880*** -***2***0.9285714***0.2491850*** -***3***0.9285714***0.2860450*** -***4***0.9285714***0.2160250*** -***5***0.9154930***0.2437150*** -accuracy = 90.03 #leaves = 12.00 max depth = 6.20 - +Pruned decision tree written to data/csv/ionosphere.csv.dt. +Unpruned decision tree written to data/csv/ionosphere.csv.dt.unpruned. +fold 1: acc. = 82.86 #leaves = 5 max. depth = 4 +fold 2: acc. = 94.29 #leaves = 15 max. depth = 8 +fold 3: acc. = 91.43 #leaves = 17 max. depth = 8 +fold 4: acc. = 92.86 #leaves = 17 max. depth = 8 +fold 5: acc. = 97.18 #leaves = 17 max. depth = 7 +accuracy = 91.74 #leaves = 14.20 max depth = 7.00 diff --git a/data/oc1output/iris_1.txt b/data/oc1output/iris_1.txt index 8e472f0..f939c25 100644 --- a/data/oc1output/iris_1.txt +++ b/data/oc1output/iris_1.txt @@ -2,17 +2,11 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Pruned decision tree written to csv/iris.csv.dt. -Unpruned decision tree written to csv/iris.csv.dt.unpruned. +Pruned decision tree written to data/csv/iris.csv.dt. +Unpruned decision tree written to data/csv/iris.csv.dt.unpruned. fold 1: acc. = 96.67 #leaves = 3 max. depth = 2 -fold 2: acc. = 96.67 #leaves = 6 max. depth = 5 -fold 3: acc. = 90.00 #leaves = 4 max. depth = 3 -fold 4: acc. = 96.67 #leaves = 4 max. depth = 3 -fold 5: acc. = 96.67 #leaves = 6 max. depth = 5 -***1***0.9666666***0.0197950*** -***2***0.9666666***0.0213940*** -***3***0.9000000***0.0166470*** -***4***0.9666666***0.0161680*** -***5***0.9666666***0.0194520*** -accuracy = 95.33 #leaves = 4.60 max depth = 3.60 - +fold 2: acc. = 93.33 #leaves = 5 max. depth = 4 +fold 3: acc. = 93.33 #leaves = 4 max. depth = 3 +fold 4: acc. = 93.33 #leaves = 4 max. depth = 3 +fold 5: acc. = 96.67 #leaves = 5 max. depth = 4 +accuracy = 94.67 #leaves = 4.20 max depth = 3.20 diff --git a/data/oc1output/iris_17.txt b/data/oc1output/iris_17.txt index f07f47f..1b1ba70 100644 --- a/data/oc1output/iris_17.txt +++ b/data/oc1output/iris_17.txt @@ -2,17 +2,11 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Pruned decision tree written to csv/iris.csv.dt. -Unpruned decision tree written to csv/iris.csv.dt.unpruned. -fold 1: acc. = 96.67 #leaves = 3 max. depth = 2 -fold 2: acc. = 96.67 #leaves = 3 max. depth = 2 -fold 3: acc. = 93.33 #leaves = 3 max. depth = 2 -fold 4: acc. = 96.67 #leaves = 5 max. depth = 4 -fold 5: acc. = 93.33 #leaves = 5 max. depth = 4 -***1***0.9666666***0.0188610*** -***2***0.9666666***0.0124390*** -***3***0.9333333***0.0074130*** -***4***0.9666666***0.0173860*** -***5***0.9333333***0.0162120*** -accuracy = 95.33 #leaves = 3.80 max depth = 2.80 - +Pruned decision tree written to data/csv/iris.csv.dt. +Unpruned decision tree written to data/csv/iris.csv.dt.unpruned. +fold 1: acc. = 100.00 #leaves = 3 max. depth = 2 +fold 2: acc. = 100.00 #leaves = 4 max. depth = 3 +fold 3: acc. = 90.00 #leaves = 3 max. depth = 2 +fold 4: acc. = 93.33 #leaves = 5 max. depth = 4 +fold 5: acc. = 90.00 #leaves = 4 max. depth = 3 +accuracy = 94.67 #leaves = 3.80 max depth = 2.80 diff --git a/data/oc1output/iris_1714.txt b/data/oc1output/iris_1714.txt index d813eff..2b4ccf8 100644 --- a/data/oc1output/iris_1714.txt +++ b/data/oc1output/iris_1714.txt @@ -2,17 +2,10 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Pruned decision tree written to csv/iris.csv.dt. -Unpruned decision tree written to csv/iris.csv.dt.unpruned. -fold 1: acc. = 100.00 #leaves = 3 max. depth = 2 -fold 2: acc. = 96.67 #leaves = 4 max. depth = 3 -fold 3: acc. = 96.67 #leaves = 6 max. depth = 5 -fold 4: acc. = 90.00 #leaves = 4 max. depth = 3 -fold 5: acc. = 73.33 #leaves = 5 max. depth = 4 -***1***1.0000000***0.0185640*** -***2***0.9666666***0.0143610*** -***3***0.9666666***0.0186160*** -***4***0.9000000***0.0174720*** -***5***0.7333333***0.0170100*** -accuracy = 91.33 #leaves = 4.40 max depth = 3.40 - +Unpruned decision tree written to data/csv/iris.csv.dt. +fold 1: acc. = 100.00 #leaves = 6 max. depth = 4 +fold 2: acc. = 93.33 #leaves = 6 max. depth = 5 +fold 3: acc. = 100.00 #leaves = 6 max. depth = 5 +fold 4: acc. = 93.33 #leaves = 5 max. depth = 4 +fold 5: acc. = 93.33 #leaves = 5 max. depth = 4 +accuracy = 96.00 #leaves = 5.60 max depth = 4.40 diff --git a/data/oc1output/iris_23.txt b/data/oc1output/iris_23.txt index d973fcc..9b0d918 100644 --- a/data/oc1output/iris_23.txt +++ b/data/oc1output/iris_23.txt @@ -2,17 +2,11 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Pruned decision tree written to csv/iris.csv.dt. -Unpruned decision tree written to csv/iris.csv.dt.unpruned. -fold 1: acc. = 96.67 #leaves = 3 max. depth = 2 -fold 2: acc. = 100.00 #leaves = 5 max. depth = 4 +Pruned decision tree written to data/csv/iris.csv.dt. +Unpruned decision tree written to data/csv/iris.csv.dt.unpruned. +fold 1: acc. = 86.67 #leaves = 3 max. depth = 2 +fold 2: acc. = 96.67 #leaves = 6 max. depth = 5 fold 3: acc. = 96.67 #leaves = 4 max. depth = 3 -fold 4: acc. = 100.00 #leaves = 6 max. depth = 5 -fold 5: acc. = 100.00 #leaves = 6 max. depth = 5 -***1***0.9666666***0.0201290*** -***2***1.0000000***0.0156570*** -***3***0.9666666***0.0144770*** -***4***1.0000000***0.0181480*** -***5***1.0000000***0.0190980*** -accuracy = 98.67 #leaves = 4.80 max depth = 3.80 - +fold 4: acc. = 90.00 #leaves = 5 max. depth = 4 +fold 5: acc. = 100.00 #leaves = 6 max. depth = 4 +accuracy = 94.00 #leaves = 4.80 max depth = 3.60 diff --git a/data/oc1output/iris_31.txt b/data/oc1output/iris_31.txt index b6d470e..6c6c65a 100644 --- a/data/oc1output/iris_31.txt +++ b/data/oc1output/iris_31.txt @@ -2,17 +2,11 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Pruned decision tree written to csv/iris.csv.dt. -Unpruned decision tree written to csv/iris.csv.dt.unpruned. +Pruned decision tree written to data/csv/iris.csv.dt. +Unpruned decision tree written to data/csv/iris.csv.dt.unpruned. fold 1: acc. = 96.67 #leaves = 3 max. depth = 2 -fold 2: acc. = 93.33 #leaves = 6 max. depth = 5 -fold 3: acc. = 96.67 #leaves = 4 max. depth = 3 -fold 4: acc. = 93.33 #leaves = 5 max. depth = 4 +fold 2: acc. = 96.67 #leaves = 6 max. depth = 5 +fold 3: acc. = 93.33 #leaves = 4 max. depth = 3 +fold 4: acc. = 93.33 #leaves = 6 max. depth = 5 fold 5: acc. = 93.33 #leaves = 5 max. depth = 4 -***1***0.9666666***0.0164220*** -***2***0.9333333***0.0168330*** -***3***0.9666666***0.0164910*** -***4***0.9333333***0.0177890*** -***5***0.9333333***0.0164950*** -accuracy = 94.67 #leaves = 4.60 max depth = 3.60 - +accuracy = 94.67 #leaves = 4.80 max depth = 3.80 diff --git a/data/oc1output/iris_57.txt b/data/oc1output/iris_57.txt index 395c803..c710cc3 100644 --- a/data/oc1output/iris_57.txt +++ b/data/oc1output/iris_57.txt @@ -2,17 +2,11 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Pruned decision tree written to csv/iris.csv.dt. -Unpruned decision tree written to csv/iris.csv.dt.unpruned. -fold 1: acc. = 96.67 #leaves = 3 max. depth = 2 +Pruned decision tree written to data/csv/iris.csv.dt. +Unpruned decision tree written to data/csv/iris.csv.dt.unpruned. +fold 1: acc. = 93.33 #leaves = 3 max. depth = 2 fold 2: acc. = 96.67 #leaves = 4 max. depth = 3 -fold 3: acc. = 96.67 #leaves = 3 max. depth = 2 -fold 4: acc. = 93.33 #leaves = 5 max. depth = 4 -fold 5: acc. = 93.33 #leaves = 5 max. depth = 4 -***1***0.9666666***0.0162660*** -***2***0.9666666***0.0144100*** -***3***0.9666666***0.0142940*** -***4***0.9333333***0.0155760*** -***5***0.9333333***0.0211560*** -accuracy = 95.33 #leaves = 4.00 max depth = 3.00 - +fold 3: acc. = 96.67 #leaves = 4 max. depth = 3 +fold 4: acc. = 93.33 #leaves = 4 max. depth = 3 +fold 5: acc. = 93.33 #leaves = 4 max. depth = 3 +accuracy = 94.67 #leaves = 3.80 max depth = 2.80 diff --git a/data/oc1output/iris_7.txt b/data/oc1output/iris_7.txt index 2a5ac17..2d7069f 100644 --- a/data/oc1output/iris_7.txt +++ b/data/oc1output/iris_7.txt @@ -2,17 +2,11 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Pruned decision tree written to csv/iris.csv.dt. -Unpruned decision tree written to csv/iris.csv.dt.unpruned. -fold 1: acc. = 93.33 #leaves = 3 max. depth = 2 -fold 2: acc. = 90.00 #leaves = 6 max. depth = 5 -fold 3: acc. = 90.00 #leaves = 4 max. depth = 3 -fold 4: acc. = 93.33 #leaves = 3 max. depth = 2 -fold 5: acc. = 100.00 #leaves = 4 max. depth = 3 -***1***0.9333333***0.0100470*** -***2***0.9000000***0.0177210*** -***3***0.9000000***0.0147190*** -***4***0.9333333***0.0121900*** -***5***1.0000000***0.0155650*** -accuracy = 93.33 #leaves = 4.00 max depth = 3.00 - +Pruned decision tree written to data/csv/iris.csv.dt. +Unpruned decision tree written to data/csv/iris.csv.dt.unpruned. +fold 1: acc. = 86.67 #leaves = 3 max. depth = 2 +fold 2: acc. = 93.33 #leaves = 6 max. depth = 5 +fold 3: acc. = 90.00 #leaves = 4 max. depth = 2 +fold 4: acc. = 96.67 #leaves = 5 max. depth = 3 +fold 5: acc. = 100.00 #leaves = 3 max. depth = 2 +accuracy = 93.33 #leaves = 4.20 max depth = 2.80 diff --git a/data/oc1output/iris_79.txt b/data/oc1output/iris_79.txt index c3ed490..178022e 100644 --- a/data/oc1output/iris_79.txt +++ b/data/oc1output/iris_79.txt @@ -2,17 +2,10 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Pruned decision tree written to csv/iris.csv.dt. -Unpruned decision tree written to csv/iris.csv.dt.unpruned. -fold 1: acc. = 100.00 #leaves = 3 max. depth = 2 -fold 2: acc. = 96.67 #leaves = 4 max. depth = 3 -fold 3: acc. = 93.33 #leaves = 3 max. depth = 2 -fold 4: acc. = 93.33 #leaves = 6 max. depth = 5 -fold 5: acc. = 90.00 #leaves = 5 max. depth = 4 -***1***1.0000000***0.0172780*** -***2***0.9666666***0.0158380*** -***3***0.9333333***0.0085110*** -***4***0.9333333***0.0194640*** -***5***0.9000000***0.0165720*** -accuracy = 94.67 #leaves = 4.20 max depth = 3.20 - +Unpruned decision tree written to data/csv/iris.csv.dt. +fold 1: acc. = 100.00 #leaves = 7 max. depth = 6 +fold 2: acc. = 96.67 #leaves = 6 max. depth = 4 +fold 3: acc. = 93.33 #leaves = 4 max. depth = 3 +fold 4: acc. = 96.67 #leaves = 5 max. depth = 3 +fold 5: acc. = 93.33 #leaves = 4 max. depth = 3 +accuracy = 96.00 #leaves = 5.20 max depth = 3.80 diff --git a/data/oc1output/iris_83.txt b/data/oc1output/iris_83.txt index b79ddd7..64bc134 100644 --- a/data/oc1output/iris_83.txt +++ b/data/oc1output/iris_83.txt @@ -2,17 +2,11 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Pruned decision tree written to csv/iris.csv.dt. -Unpruned decision tree written to csv/iris.csv.dt.unpruned. +Pruned decision tree written to data/csv/iris.csv.dt. +Unpruned decision tree written to data/csv/iris.csv.dt.unpruned. fold 1: acc. = 100.00 #leaves = 3 max. depth = 2 -fold 2: acc. = 100.00 #leaves = 5 max. depth = 4 -fold 3: acc. = 100.00 #leaves = 4 max. depth = 3 -fold 4: acc. = 93.33 #leaves = 3 max. depth = 2 +fold 2: acc. = 100.00 #leaves = 4 max. depth = 3 +fold 3: acc. = 96.67 #leaves = 4 max. depth = 3 +fold 4: acc. = 100.00 #leaves = 4 max. depth = 3 fold 5: acc. = 86.67 #leaves = 4 max. depth = 3 -***1***1.0000000***0.0174810*** -***2***1.0000000***0.0171140*** -***3***1.0000000***0.0134620*** -***4***0.9333333***0.0122690*** -***5***0.8666666***0.0143100*** -accuracy = 96.00 #leaves = 3.80 max depth = 2.80 - +accuracy = 96.67 #leaves = 3.80 max depth = 2.80 diff --git a/data/oc1output/iris_97.txt b/data/oc1output/iris_97.txt index 1a46f85..af15d83 100644 --- a/data/oc1output/iris_97.txt +++ b/data/oc1output/iris_97.txt @@ -2,16 +2,11 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Unpruned decision tree written to csv/iris.csv.dt. -fold 1: acc. = 90.00 #leaves = 6 max. depth = 5 -fold 2: acc. = 100.00 #leaves = 6 max. depth = 5 +Pruned decision tree written to data/csv/iris.csv.dt. +Unpruned decision tree written to data/csv/iris.csv.dt.unpruned. +fold 1: acc. = 90.00 #leaves = 3 max. depth = 2 +fold 2: acc. = 100.00 #leaves = 7 max. depth = 4 fold 3: acc. = 93.33 #leaves = 5 max. depth = 4 -fold 4: acc. = 96.67 #leaves = 6 max. depth = 5 -fold 5: acc. = 86.67 #leaves = 4 max. depth = 3 -***1***0.9000000***0.0214630*** -***2***1.0000000***0.0203150*** -***3***0.9333333***0.0195640*** -***4***0.9666666***0.0182340*** -***5***0.8666666***0.0129430*** -accuracy = 93.33 #leaves = 5.40 max depth = 4.40 - +fold 4: acc. = 100.00 #leaves = 5 max. depth = 3 +fold 5: acc. = 90.00 #leaves = 4 max. depth = 2 +accuracy = 94.67 #leaves = 4.80 max depth = 3.00 diff --git a/data/oc1output/led-display_1.txt b/data/oc1output/led-display_1.txt index 58c9716..a756938 100644 --- a/data/oc1output/led-display_1.txt +++ b/data/oc1output/led-display_1.txt @@ -8,17 +8,10 @@ Remapping class numbers: 6 To 8 3 To 9 1 To 10 -Pruned decision tree written to csv/led-display.csv.dt. -Unpruned decision tree written to csv/led-display.csv.dt.unpruned. -fold 1: acc. = 70.00 #leaves = 59 max. depth = 8 -fold 2: acc. = 67.00 #leaves = 66 max. depth = 8 -fold 3: acc. = 73.00 #leaves = 61 max. depth = 9 -fold 4: acc. = 67.50 #leaves = 67 max. depth = 8 -fold 5: acc. = 66.50 #leaves = 65 max. depth = 8 -***1***0.7000000***0.2958760*** -***2***0.6700000***0.2772390*** -***3***0.7300000***0.2901450*** -***4***0.6750000***0.2824290*** -***5***0.6650000***0.2766410*** -accuracy = 68.80 #leaves = 63.60 max depth = 8.20 - +Unpruned decision tree written to data/csv/led-display.csv.dt. +fold 1: acc. = 70.50 #leaves = 61 max. depth = 8 +fold 2: acc. = 67.00 #leaves = 59 max. depth = 9 +fold 3: acc. = 72.50 #leaves = 60 max. depth = 8 +fold 4: acc. = 69.00 #leaves = 63 max. depth = 8 +fold 5: acc. = 66.00 #leaves = 62 max. depth = 8 +accuracy = 69.00 #leaves = 61.00 max depth = 8.20 diff --git a/data/oc1output/led-display_17.txt b/data/oc1output/led-display_17.txt index 6d423fe..06de825 100644 --- a/data/oc1output/led-display_17.txt +++ b/data/oc1output/led-display_17.txt @@ -8,17 +8,11 @@ Remapping class numbers: 6 To 8 3 To 9 1 To 10 -Pruned decision tree written to csv/led-display.csv.dt. -Unpruned decision tree written to csv/led-display.csv.dt.unpruned. -fold 1: acc. = 71.50 #leaves = 48 max. depth = 8 -fold 2: acc. = 72.50 #leaves = 66 max. depth = 9 -fold 3: acc. = 65.50 #leaves = 64 max. depth = 8 -fold 4: acc. = 67.50 #leaves = 60 max. depth = 8 -fold 5: acc. = 71.00 #leaves = 63 max. depth = 8 -***1***0.7150000***0.2714630*** -***2***0.7250000***0.2812390*** -***3***0.6550000***0.2937010*** -***4***0.6750000***0.2852700*** -***5***0.7100000***0.2682450*** -accuracy = 69.60 #leaves = 60.20 max depth = 8.20 - +Pruned decision tree written to data/csv/led-display.csv.dt. +Unpruned decision tree written to data/csv/led-display.csv.dt.unpruned. +fold 1: acc. = 66.00 #leaves = 10 max. depth = 4 +fold 2: acc. = 73.00 #leaves = 61 max. depth = 8 +fold 3: acc. = 67.00 #leaves = 66 max. depth = 9 +fold 4: acc. = 67.50 #leaves = 57 max. depth = 9 +fold 5: acc. = 70.50 #leaves = 56 max. depth = 8 +accuracy = 68.80 #leaves = 50.00 max depth = 7.60 diff --git a/data/oc1output/led-display_1714.txt b/data/oc1output/led-display_1714.txt index e65d7ef..33ab0a1 100644 --- a/data/oc1output/led-display_1714.txt +++ b/data/oc1output/led-display_1714.txt @@ -8,17 +8,11 @@ Remapping class numbers: 6 To 8 3 To 9 1 To 10 -Pruned decision tree written to csv/led-display.csv.dt. -Unpruned decision tree written to csv/led-display.csv.dt.unpruned. -fold 1: acc. = 67.50 #leaves = 12 max. depth = 4 -fold 2: acc. = 72.50 #leaves = 65 max. depth = 8 -fold 3: acc. = 71.50 #leaves = 66 max. depth = 8 -fold 4: acc. = 73.00 #leaves = 64 max. depth = 8 -fold 5: acc. = 66.00 #leaves = 59 max. depth = 8 -***1***0.6750000***0.2759500*** -***2***0.7250000***0.3045380*** -***3***0.7150000***0.2785240*** -***4***0.7300000***0.2825840*** -***5***0.6600000***0.2968710*** -accuracy = 70.10 #leaves = 53.20 max depth = 7.20 - +Pruned decision tree written to data/csv/led-display.csv.dt. +Unpruned decision tree written to data/csv/led-display.csv.dt.unpruned. +fold 1: acc. = 69.00 #leaves = 10 max. depth = 4 +fold 2: acc. = 72.50 #leaves = 63 max. depth = 9 +fold 3: acc. = 70.00 #leaves = 65 max. depth = 8 +fold 4: acc. = 72.50 #leaves = 63 max. depth = 8 +fold 5: acc. = 68.50 #leaves = 60 max. depth = 9 +accuracy = 70.50 #leaves = 52.20 max depth = 7.60 diff --git a/data/oc1output/led-display_23.txt b/data/oc1output/led-display_23.txt index b9fb088..6ca9a2a 100644 --- a/data/oc1output/led-display_23.txt +++ b/data/oc1output/led-display_23.txt @@ -8,17 +8,11 @@ Remapping class numbers: 6 To 8 3 To 9 1 To 10 -Pruned decision tree written to csv/led-display.csv.dt. -Unpruned decision tree written to csv/led-display.csv.dt.unpruned. -fold 1: acc. = 69.00 #leaves = 23 max. depth = 6 -fold 2: acc. = 69.50 #leaves = 60 max. depth = 9 -fold 3: acc. = 71.00 #leaves = 58 max. depth = 8 -fold 4: acc. = 68.50 #leaves = 62 max. depth = 8 -fold 5: acc. = 73.00 #leaves = 58 max. depth = 8 -***1***0.6900000***0.2855380*** -***2***0.6950000***0.3376120*** -***3***0.7100000***0.2959710*** -***4***0.6850000***0.3023070*** -***5***0.7300000***0.2896600*** -accuracy = 70.20 #leaves = 52.20 max depth = 7.80 - +Pruned decision tree written to data/csv/led-display.csv.dt. +Unpruned decision tree written to data/csv/led-display.csv.dt.unpruned. +fold 1: acc. = 69.00 #leaves = 17 max. depth = 6 +fold 2: acc. = 70.00 #leaves = 65 max. depth = 8 +fold 3: acc. = 74.00 #leaves = 59 max. depth = 9 +fold 4: acc. = 69.50 #leaves = 63 max. depth = 8 +fold 5: acc. = 73.50 #leaves = 60 max. depth = 8 +accuracy = 71.20 #leaves = 52.80 max depth = 7.80 diff --git a/data/oc1output/led-display_31.txt b/data/oc1output/led-display_31.txt index d10e777..96be671 100644 --- a/data/oc1output/led-display_31.txt +++ b/data/oc1output/led-display_31.txt @@ -8,17 +8,11 @@ Remapping class numbers: 6 To 8 3 To 9 1 To 10 -Pruned decision tree written to csv/led-display.csv.dt. -Unpruned decision tree written to csv/led-display.csv.dt.unpruned. -fold 1: acc. = 69.50 #leaves = 23 max. depth = 7 -fold 2: acc. = 67.50 #leaves = 60 max. depth = 8 +Pruned decision tree written to data/csv/led-display.csv.dt. +Unpruned decision tree written to data/csv/led-display.csv.dt.unpruned. +fold 1: acc. = 69.00 #leaves = 58 max. depth = 8 +fold 2: acc. = 68.50 #leaves = 57 max. depth = 8 fold 3: acc. = 71.00 #leaves = 61 max. depth = 8 -fold 4: acc. = 72.50 #leaves = 64 max. depth = 8 -fold 5: acc. = 70.50 #leaves = 59 max. depth = 9 -***1***0.6950000***0.3006070*** -***2***0.6750000***0.2898070*** -***3***0.7100000***0.2797930*** -***4***0.7250000***0.2902420*** -***5***0.7050000***0.2875310*** -accuracy = 70.20 #leaves = 53.40 max depth = 8.00 - +fold 4: acc. = 72.00 #leaves = 62 max. depth = 9 +fold 5: acc. = 71.00 #leaves = 59 max. depth = 8 +accuracy = 70.30 #leaves = 59.40 max depth = 8.20 diff --git a/data/oc1output/led-display_57.txt b/data/oc1output/led-display_57.txt index e06ea23..5c66a45 100644 --- a/data/oc1output/led-display_57.txt +++ b/data/oc1output/led-display_57.txt @@ -8,17 +8,11 @@ Remapping class numbers: 6 To 8 3 To 9 1 To 10 -Pruned decision tree written to csv/led-display.csv.dt. -Unpruned decision tree written to csv/led-display.csv.dt.unpruned. -fold 1: acc. = 67.50 #leaves = 25 max. depth = 6 -fold 2: acc. = 65.00 #leaves = 62 max. depth = 8 +Pruned decision tree written to data/csv/led-display.csv.dt. +Unpruned decision tree written to data/csv/led-display.csv.dt.unpruned. +fold 1: acc. = 68.50 #leaves = 18 max. depth = 6 +fold 2: acc. = 66.00 #leaves = 58 max. depth = 9 fold 3: acc. = 73.50 #leaves = 67 max. depth = 9 -fold 4: acc. = 64.00 #leaves = 61 max. depth = 8 -fold 5: acc. = 79.00 #leaves = 65 max. depth = 9 -***1***0.6750000***0.2826950*** -***2***0.6500000***0.2972100*** -***3***0.7350000***0.3202990*** -***4***0.6400000***0.2912910*** -***5***0.7900000***0.3007450*** -accuracy = 69.80 #leaves = 56.00 max depth = 8.00 - +fold 4: acc. = 65.00 #leaves = 64 max. depth = 10 +fold 5: acc. = 79.00 #leaves = 63 max. depth = 8 +accuracy = 70.40 #leaves = 54.00 max depth = 8.40 diff --git a/data/oc1output/led-display_7.txt b/data/oc1output/led-display_7.txt index 25658a4..e68a463 100644 --- a/data/oc1output/led-display_7.txt +++ b/data/oc1output/led-display_7.txt @@ -8,17 +8,11 @@ Remapping class numbers: 6 To 8 3 To 9 1 To 10 -Pruned decision tree written to csv/led-display.csv.dt. -Unpruned decision tree written to csv/led-display.csv.dt.unpruned. -fold 1: acc. = 64.50 #leaves = 10 max. depth = 4 -fold 2: acc. = 73.00 #leaves = 57 max. depth = 8 -fold 3: acc. = 73.00 #leaves = 63 max. depth = 8 -fold 4: acc. = 71.50 #leaves = 64 max. depth = 9 -fold 5: acc. = 68.00 #leaves = 62 max. depth = 9 -***1***0.6450000***0.2848420*** -***2***0.7300000***0.2843730*** -***3***0.7300000***0.2664610*** -***4***0.7150000***0.2676950*** -***5***0.6800000***0.2904040*** -accuracy = 70.00 #leaves = 51.20 max depth = 7.60 - +Pruned decision tree written to data/csv/led-display.csv.dt. +Unpruned decision tree written to data/csv/led-display.csv.dt.unpruned. +fold 1: acc. = 63.50 #leaves = 10 max. depth = 4 +fold 2: acc. = 71.50 #leaves = 61 max. depth = 8 +fold 3: acc. = 73.50 #leaves = 59 max. depth = 8 +fold 4: acc. = 71.00 #leaves = 60 max. depth = 8 +fold 5: acc. = 68.50 #leaves = 61 max. depth = 8 +accuracy = 69.60 #leaves = 50.20 max depth = 7.20 diff --git a/data/oc1output/led-display_79.txt b/data/oc1output/led-display_79.txt index 8633f41..8291a89 100644 --- a/data/oc1output/led-display_79.txt +++ b/data/oc1output/led-display_79.txt @@ -8,17 +8,11 @@ Remapping class numbers: 6 To 8 3 To 9 1 To 10 -Pruned decision tree written to csv/led-display.csv.dt. -Unpruned decision tree written to csv/led-display.csv.dt.unpruned. -fold 1: acc. = 71.00 #leaves = 17 max. depth = 6 -fold 2: acc. = 69.50 #leaves = 59 max. depth = 8 -fold 3: acc. = 67.50 #leaves = 59 max. depth = 8 -fold 4: acc. = 69.50 #leaves = 61 max. depth = 8 -fold 5: acc. = 75.00 #leaves = 64 max. depth = 8 -***1***0.7100000***0.2976560*** -***2***0.6950000***0.2912950*** -***3***0.6750000***0.2868290*** -***4***0.6950000***0.3013750*** -***5***0.7500000***0.2871720*** -accuracy = 70.50 #leaves = 52.00 max depth = 7.60 - +Pruned decision tree written to data/csv/led-display.csv.dt. +Unpruned decision tree written to data/csv/led-display.csv.dt.unpruned. +fold 1: acc. = 70.00 #leaves = 11 max. depth = 4 +fold 2: acc. = 67.50 #leaves = 59 max. depth = 9 +fold 3: acc. = 68.00 #leaves = 57 max. depth = 8 +fold 4: acc. = 70.00 #leaves = 63 max. depth = 8 +fold 5: acc. = 75.00 #leaves = 61 max. depth = 8 +accuracy = 70.10 #leaves = 50.20 max depth = 7.40 diff --git a/data/oc1output/led-display_83.txt b/data/oc1output/led-display_83.txt index 8fa3ffc..89e9021 100644 --- a/data/oc1output/led-display_83.txt +++ b/data/oc1output/led-display_83.txt @@ -8,17 +8,11 @@ Remapping class numbers: 6 To 8 3 To 9 1 To 10 -Pruned decision tree written to csv/led-display.csv.dt. -Unpruned decision tree written to csv/led-display.csv.dt.unpruned. -fold 1: acc. = 70.00 #leaves = 11 max. depth = 4 -fold 2: acc. = 71.50 #leaves = 62 max. depth = 8 -fold 3: acc. = 67.00 #leaves = 63 max. depth = 8 +Pruned decision tree written to data/csv/led-display.csv.dt. +Unpruned decision tree written to data/csv/led-display.csv.dt.unpruned. +fold 1: acc. = 69.00 #leaves = 56 max. depth = 8 +fold 2: acc. = 72.00 #leaves = 60 max. depth = 8 +fold 3: acc. = 66.50 #leaves = 62 max. depth = 8 fold 4: acc. = 71.00 #leaves = 63 max. depth = 9 -fold 5: acc. = 70.00 #leaves = 58 max. depth = 9 -***1***0.7000000***0.2983240*** -***2***0.7150000***0.3026240*** -***3***0.6700000***0.2808450*** -***4***0.7100000***0.3043430*** -***5***0.7000000***0.3042710*** -accuracy = 69.90 #leaves = 51.40 max depth = 7.60 - +fold 5: acc. = 71.00 #leaves = 56 max. depth = 8 +accuracy = 69.90 #leaves = 59.40 max depth = 8.20 diff --git a/data/oc1output/led-display_97.txt b/data/oc1output/led-display_97.txt index e31d3f1..77807f3 100644 --- a/data/oc1output/led-display_97.txt +++ b/data/oc1output/led-display_97.txt @@ -8,17 +8,11 @@ Remapping class numbers: 6 To 8 3 To 9 1 To 10 -Pruned decision tree written to csv/led-display.csv.dt. -Unpruned decision tree written to csv/led-display.csv.dt.unpruned. -fold 1: acc. = 70.50 #leaves = 10 max. depth = 4 -fold 2: acc. = 64.00 #leaves = 60 max. depth = 7 -fold 3: acc. = 71.00 #leaves = 64 max. depth = 8 -fold 4: acc. = 71.00 #leaves = 63 max. depth = 8 -fold 5: acc. = 74.50 #leaves = 62 max. depth = 8 -***1***0.7050000***0.2820400*** -***2***0.6400000***0.2748950*** -***3***0.7100000***0.3047280*** -***4***0.7100000***0.3051100*** -***5***0.7450000***0.2969290*** -accuracy = 70.20 #leaves = 51.80 max depth = 7.00 - +Pruned decision tree written to data/csv/led-display.csv.dt. +Unpruned decision tree written to data/csv/led-display.csv.dt.unpruned. +fold 1: acc. = 72.00 #leaves = 18 max. depth = 6 +fold 2: acc. = 63.50 #leaves = 61 max. depth = 9 +fold 3: acc. = 71.50 #leaves = 63 max. depth = 9 +fold 4: acc. = 71.00 #leaves = 61 max. depth = 8 +fold 5: acc. = 74.00 #leaves = 60 max. depth = 8 +accuracy = 70.40 #leaves = 52.60 max depth = 8.00 diff --git a/data/oc1output/libras_1.txt b/data/oc1output/libras_1.txt index ce743bb..251cd1c 100644 --- a/data/oc1output/libras_1.txt +++ b/data/oc1output/libras_1.txt @@ -14,17 +14,11 @@ Remapping class numbers: 12 To 13 13 To 14 14 To 15 -Pruned decision tree written to csv/libras.csv.dt. -Unpruned decision tree written to csv/libras.csv.dt.unpruned. -fold 1: acc. = 58.33 #leaves = 19 max. depth = 7 -fold 2: acc. = 59.72 #leaves = 59 max. depth = 10 -fold 3: acc. = 70.83 #leaves = 58 max. depth = 10 -fold 4: acc. = 72.22 #leaves = 57 max. depth = 9 -fold 5: acc. = 62.50 #leaves = 63 max. depth = 8 -***1***0.5833333***0.5551520*** -***2***0.5972222***0.5538430*** -***3***0.7083334***0.5443530*** -***4***0.7222222***0.5416410*** -***5***0.6250000***0.6309650*** -accuracy = 64.72 #leaves = 51.20 max depth = 8.80 - +Pruned decision tree written to data/csv/libras.csv.dt. +Unpruned decision tree written to data/csv/libras.csv.dt.unpruned. +fold 1: acc. = 51.39 #leaves = 17 max. depth = 6 +fold 2: acc. = 72.22 #leaves = 69 max. depth = 9 +fold 3: acc. = 65.28 #leaves = 57 max. depth = 10 +fold 4: acc. = 66.67 #leaves = 63 max. depth = 8 +fold 5: acc. = 63.89 #leaves = 61 max. depth = 10 +accuracy = 63.89 #leaves = 53.40 max depth = 8.60 diff --git a/data/oc1output/libras_17.txt b/data/oc1output/libras_17.txt index 4ccbabe..70ae4d9 100644 --- a/data/oc1output/libras_17.txt +++ b/data/oc1output/libras_17.txt @@ -14,17 +14,11 @@ Remapping class numbers: 12 To 13 13 To 14 14 To 15 -Pruned decision tree written to csv/libras.csv.dt. -Unpruned decision tree written to csv/libras.csv.dt.unpruned. -fold 1: acc. = 54.17 #leaves = 32 max. depth = 8 -fold 2: acc. = 70.83 #leaves = 58 max. depth = 10 +Pruned decision tree written to data/csv/libras.csv.dt. +Unpruned decision tree written to data/csv/libras.csv.dt.unpruned. +fold 1: acc. = 55.56 #leaves = 59 max. depth = 10 +fold 2: acc. = 66.67 #leaves = 62 max. depth = 11 fold 3: acc. = 55.56 #leaves = 62 max. depth = 10 -fold 4: acc. = 68.06 #leaves = 66 max. depth = 8 -fold 5: acc. = 62.50 #leaves = 60 max. depth = 8 -***1***0.5416667***0.5479460*** -***2***0.7083334***0.5029760*** -***3***0.5555556***0.4601770*** -***4***0.6805556***0.5843740*** -***5***0.6250000***0.5072110*** -accuracy = 62.22 #leaves = 55.60 max depth = 8.80 - +fold 4: acc. = 59.72 #leaves = 69 max. depth = 10 +fold 5: acc. = 65.28 #leaves = 60 max. depth = 10 +accuracy = 60.56 #leaves = 62.40 max depth = 10.20 diff --git a/data/oc1output/libras_1714.txt b/data/oc1output/libras_1714.txt index ac30ace..ddc9ff1 100644 --- a/data/oc1output/libras_1714.txt +++ b/data/oc1output/libras_1714.txt @@ -14,17 +14,11 @@ Remapping class numbers: 12 To 13 13 To 14 14 To 15 -Pruned decision tree written to csv/libras.csv.dt. -Unpruned decision tree written to csv/libras.csv.dt.unpruned. -fold 1: acc. = 68.06 #leaves = 30 max. depth = 7 -fold 2: acc. = 54.17 #leaves = 65 max. depth = 9 -fold 3: acc. = 66.67 #leaves = 61 max. depth = 9 -fold 4: acc. = 62.50 #leaves = 66 max. depth = 8 -fold 5: acc. = 72.22 #leaves = 59 max. depth = 9 -***1***0.6805556***0.6177150*** -***2***0.5416667***0.5855280*** -***3***0.6666666***0.5311870*** -***4***0.6250000***0.5854200*** -***5***0.7222222***0.5870320*** -accuracy = 64.72 #leaves = 56.20 max depth = 8.40 - +Pruned decision tree written to data/csv/libras.csv.dt. +Unpruned decision tree written to data/csv/libras.csv.dt.unpruned. +fold 1: acc. = 73.61 #leaves = 61 max. depth = 9 +fold 2: acc. = 56.94 #leaves = 60 max. depth = 11 +fold 3: acc. = 62.50 #leaves = 63 max. depth = 8 +fold 4: acc. = 69.44 #leaves = 59 max. depth = 8 +fold 5: acc. = 68.06 #leaves = 61 max. depth = 9 +accuracy = 66.11 #leaves = 60.80 max depth = 9.00 diff --git a/data/oc1output/libras_23.txt b/data/oc1output/libras_23.txt index a4c9901..5300bb1 100644 --- a/data/oc1output/libras_23.txt +++ b/data/oc1output/libras_23.txt @@ -14,16 +14,11 @@ Remapping class numbers: 12 To 13 13 To 14 14 To 15 -Unpruned decision tree written to csv/libras.csv.dt. -fold 1: acc. = 66.67 #leaves = 61 max. depth = 10 -fold 2: acc. = 62.50 #leaves = 59 max. depth = 10 -fold 3: acc. = 58.33 #leaves = 62 max. depth = 9 -fold 4: acc. = 65.28 #leaves = 58 max. depth = 9 -fold 5: acc. = 68.06 #leaves = 62 max. depth = 10 -***1***0.6666666***0.5929700*** -***2***0.6250000***0.5104420*** -***3***0.5833333***0.5209920*** -***4***0.6527778***0.8835140*** -***5***0.6805556***0.5321220*** -accuracy = 64.17 #leaves = 60.40 max depth = 9.60 - +Pruned decision tree written to data/csv/libras.csv.dt. +Unpruned decision tree written to data/csv/libras.csv.dt.unpruned. +fold 1: acc. = 54.17 #leaves = 41 max. depth = 8 +fold 2: acc. = 61.11 #leaves = 54 max. depth = 9 +fold 3: acc. = 61.11 #leaves = 64 max. depth = 9 +fold 4: acc. = 51.39 #leaves = 57 max. depth = 9 +fold 5: acc. = 66.67 #leaves = 57 max. depth = 9 +accuracy = 58.89 #leaves = 54.60 max depth = 8.80 diff --git a/data/oc1output/libras_31.txt b/data/oc1output/libras_31.txt index 87e70fd..d4b7a15 100644 --- a/data/oc1output/libras_31.txt +++ b/data/oc1output/libras_31.txt @@ -14,17 +14,11 @@ Remapping class numbers: 12 To 13 13 To 14 14 To 15 -Pruned decision tree written to csv/libras.csv.dt. -Unpruned decision tree written to csv/libras.csv.dt.unpruned. -fold 1: acc. = 65.28 #leaves = 21 max. depth = 7 -fold 2: acc. = 56.94 #leaves = 59 max. depth = 9 -fold 3: acc. = 43.06 #leaves = 62 max. depth = 9 -fold 4: acc. = 56.94 #leaves = 70 max. depth = 10 -fold 5: acc. = 69.44 #leaves = 58 max. depth = 10 -***1***0.6527778***0.5213270*** -***2***0.5694444***0.5322970*** -***3***0.4305556***0.6154930*** -***4***0.5694444***0.4745730*** -***5***0.6944444***0.5692700*** -accuracy = 58.33 #leaves = 54.00 max depth = 9.00 - +Pruned decision tree written to data/csv/libras.csv.dt. +Unpruned decision tree written to data/csv/libras.csv.dt.unpruned. +fold 1: acc. = 59.72 #leaves = 61 max. depth = 9 +fold 2: acc. = 55.56 #leaves = 66 max. depth = 9 +fold 3: acc. = 62.50 #leaves = 57 max. depth = 9 +fold 4: acc. = 66.67 #leaves = 58 max. depth = 9 +fold 5: acc. = 75.00 #leaves = 61 max. depth = 9 +accuracy = 63.89 #leaves = 60.60 max depth = 9.00 diff --git a/data/oc1output/libras_57.txt b/data/oc1output/libras_57.txt index 3b9ab83..745018e 100644 --- a/data/oc1output/libras_57.txt +++ b/data/oc1output/libras_57.txt @@ -14,16 +14,11 @@ Remapping class numbers: 12 To 13 13 To 14 14 To 15 -Unpruned decision tree written to csv/libras.csv.dt. -fold 1: acc. = 72.22 #leaves = 59 max. depth = 9 -fold 2: acc. = 68.06 #leaves = 62 max. depth = 9 -fold 3: acc. = 66.67 #leaves = 61 max. depth = 9 -fold 4: acc. = 75.00 #leaves = 63 max. depth = 10 -fold 5: acc. = 63.89 #leaves = 64 max. depth = 9 -***1***0.7222222***0.5750340*** -***2***0.6805556***0.4980120*** -***3***0.6666666***0.9370280*** -***4***0.7500000***0.4562470*** -***5***0.6388889***0.4792960*** -accuracy = 69.17 #leaves = 61.80 max depth = 9.20 - +Pruned decision tree written to data/csv/libras.csv.dt. +Unpruned decision tree written to data/csv/libras.csv.dt.unpruned. +fold 1: acc. = 62.50 #leaves = 37 max. depth = 9 +fold 2: acc. = 59.72 #leaves = 57 max. depth = 10 +fold 3: acc. = 63.89 #leaves = 64 max. depth = 9 +fold 4: acc. = 70.83 #leaves = 68 max. depth = 11 +fold 5: acc. = 72.22 #leaves = 62 max. depth = 10 +accuracy = 65.83 #leaves = 57.60 max depth = 9.80 diff --git a/data/oc1output/libras_7.txt b/data/oc1output/libras_7.txt index 17c9d02..8187a98 100644 --- a/data/oc1output/libras_7.txt +++ b/data/oc1output/libras_7.txt @@ -14,17 +14,11 @@ Remapping class numbers: 12 To 13 13 To 14 14 To 15 -Pruned decision tree written to csv/libras.csv.dt. -Unpruned decision tree written to csv/libras.csv.dt.unpruned. -fold 1: acc. = 65.28 #leaves = 66 max. depth = 8 -fold 2: acc. = 58.33 #leaves = 65 max. depth = 9 -fold 3: acc. = 61.11 #leaves = 61 max. depth = 9 -fold 4: acc. = 69.44 #leaves = 60 max. depth = 10 -fold 5: acc. = 70.83 #leaves = 56 max. depth = 9 -***1***0.6527778***0.4841020*** -***2***0.5833333***0.4921780*** -***3***0.6111111***0.6033170*** -***4***0.6944444***0.5842250*** -***5***0.7083334***0.4914290*** -accuracy = 65.00 #leaves = 61.60 max depth = 9.00 - +Pruned decision tree written to data/csv/libras.csv.dt. +Unpruned decision tree written to data/csv/libras.csv.dt.unpruned. +fold 1: acc. = 61.11 #leaves = 55 max. depth = 9 +fold 2: acc. = 62.50 #leaves = 65 max. depth = 9 +fold 3: acc. = 66.67 #leaves = 57 max. depth = 8 +fold 4: acc. = 62.50 #leaves = 59 max. depth = 9 +fold 5: acc. = 70.83 #leaves = 61 max. depth = 9 +accuracy = 64.72 #leaves = 59.40 max depth = 8.80 diff --git a/data/oc1output/libras_79.txt b/data/oc1output/libras_79.txt index 5e9d8e2..bc63e90 100644 --- a/data/oc1output/libras_79.txt +++ b/data/oc1output/libras_79.txt @@ -14,17 +14,11 @@ Remapping class numbers: 12 To 13 13 To 14 14 To 15 -Pruned decision tree written to csv/libras.csv.dt. -Unpruned decision tree written to csv/libras.csv.dt.unpruned. -fold 1: acc. = 56.94 #leaves = 34 max. depth = 8 -fold 2: acc. = 62.50 #leaves = 58 max. depth = 9 -fold 3: acc. = 69.44 #leaves = 64 max. depth = 8 -fold 4: acc. = 77.78 #leaves = 53 max. depth = 8 -fold 5: acc. = 61.11 #leaves = 51 max. depth = 8 -***1***0.5694444***0.5057970*** -***2***0.6250000***0.5354580*** -***3***0.6944444***0.6547310*** -***4***0.7777778***0.6355450*** -***5***0.6111111***0.5308300*** -accuracy = 65.56 #leaves = 52.00 max depth = 8.20 - +Pruned decision tree written to data/csv/libras.csv.dt. +Unpruned decision tree written to data/csv/libras.csv.dt.unpruned. +fold 1: acc. = 68.06 #leaves = 55 max. depth = 9 +fold 2: acc. = 68.06 #leaves = 52 max. depth = 9 +fold 3: acc. = 69.44 #leaves = 61 max. depth = 8 +fold 4: acc. = 55.56 #leaves = 56 max. depth = 10 +fold 5: acc. = 68.06 #leaves = 57 max. depth = 10 +accuracy = 65.83 #leaves = 56.20 max depth = 9.20 diff --git a/data/oc1output/libras_83.txt b/data/oc1output/libras_83.txt index f3d4507..7a493aa 100644 --- a/data/oc1output/libras_83.txt +++ b/data/oc1output/libras_83.txt @@ -14,17 +14,11 @@ Remapping class numbers: 12 To 13 13 To 14 14 To 15 -Pruned decision tree written to csv/libras.csv.dt. -Unpruned decision tree written to csv/libras.csv.dt.unpruned. -fold 1: acc. = 66.67 #leaves = 31 max. depth = 8 -fold 2: acc. = 65.28 #leaves = 63 max. depth = 9 -fold 3: acc. = 63.89 #leaves = 63 max. depth = 10 -fold 4: acc. = 62.50 #leaves = 65 max. depth = 9 -fold 5: acc. = 62.50 #leaves = 67 max. depth = 10 -***1***0.6666666***0.5467040*** -***2***0.6527778***0.5467320*** -***3***0.6388889***0.5491240*** -***4***0.6250000***0.5951090*** -***5***0.6250000***0.4619280*** -accuracy = 64.17 #leaves = 57.80 max depth = 9.20 - +Pruned decision tree written to data/csv/libras.csv.dt. +Unpruned decision tree written to data/csv/libras.csv.dt.unpruned. +fold 1: acc. = 56.94 #leaves = 28 max. depth = 8 +fold 2: acc. = 65.28 #leaves = 66 max. depth = 10 +fold 3: acc. = 62.50 #leaves = 63 max. depth = 10 +fold 4: acc. = 54.17 #leaves = 61 max. depth = 10 +fold 5: acc. = 61.11 #leaves = 57 max. depth = 10 +accuracy = 60.00 #leaves = 55.00 max depth = 9.60 diff --git a/data/oc1output/libras_97.txt b/data/oc1output/libras_97.txt index 262bc10..23ed502 100644 --- a/data/oc1output/libras_97.txt +++ b/data/oc1output/libras_97.txt @@ -14,16 +14,11 @@ Remapping class numbers: 12 To 13 13 To 14 14 To 15 -Unpruned decision tree written to csv/libras.csv.dt. -fold 1: acc. = 68.06 #leaves = 63 max. depth = 9 -fold 2: acc. = 63.89 #leaves = 55 max. depth = 9 -fold 3: acc. = 66.67 #leaves = 56 max. depth = 9 -fold 4: acc. = 66.67 #leaves = 67 max. depth = 12 -fold 5: acc. = 69.44 #leaves = 55 max. depth = 9 -***1***0.6805556***0.5096920*** -***2***0.6388889***0.5349730*** -***3***0.6666666***0.9933270*** -***4***0.6666666***0.5504850*** -***5***0.6944444***0.5882030*** -accuracy = 66.94 #leaves = 59.20 max depth = 9.60 - +Pruned decision tree written to data/csv/libras.csv.dt. +Unpruned decision tree written to data/csv/libras.csv.dt.unpruned. +fold 1: acc. = 65.28 #leaves = 61 max. depth = 9 +fold 2: acc. = 51.39 #leaves = 57 max. depth = 9 +fold 3: acc. = 66.67 #leaves = 62 max. depth = 9 +fold 4: acc. = 72.22 #leaves = 59 max. depth = 10 +fold 5: acc. = 63.89 #leaves = 59 max. depth = 10 +accuracy = 63.89 #leaves = 59.60 max depth = 9.40 diff --git a/data/oc1output/low-res-spect_1.txt b/data/oc1output/low-res-spect_1.txt index f2b721f..4e698aa 100644 --- a/data/oc1output/low-res-spect_1.txt +++ b/data/oc1output/low-res-spect_1.txt @@ -7,17 +7,11 @@ Remapping class numbers: 6 To 7 5 To 8 4 To 9 -Pruned decision tree written to csv/low-res-spect.csv.dt. -Unpruned decision tree written to csv/low-res-spect.csv.dt.unpruned. +Pruned decision tree written to data/csv/low-res-spect.csv.dt. +Unpruned decision tree written to data/csv/low-res-spect.csv.dt.unpruned. fold 1: acc. = 84.91 #leaves = 31 max. depth = 7 -fold 2: acc. = 75.47 #leaves = 36 max. depth = 7 -fold 3: acc. = 88.68 #leaves = 32 max. depth = 7 -fold 4: acc. = 74.53 #leaves = 33 max. depth = 7 +fold 2: acc. = 84.91 #leaves = 31 max. depth = 8 +fold 3: acc. = 83.96 #leaves = 33 max. depth = 8 +fold 4: acc. = 84.91 #leaves = 31 max. depth = 8 fold 5: acc. = 85.05 #leaves = 34 max. depth = 9 -***1***0.8490566***1.2178700*** -***2***0.7547169***1.3234110*** -***3***0.8867924***1.4543070*** -***4***0.7452831***1.3991270*** -***5***0.8504673***1.0019890*** -accuracy = 81.73 #leaves = 33.20 max depth = 7.40 - +accuracy = 84.75 #leaves = 32.00 max depth = 8.00 diff --git a/data/oc1output/low-res-spect_17.txt b/data/oc1output/low-res-spect_17.txt index 57c73e5..e0bb133 100644 --- a/data/oc1output/low-res-spect_17.txt +++ b/data/oc1output/low-res-spect_17.txt @@ -7,17 +7,11 @@ Remapping class numbers: 6 To 7 5 To 8 4 To 9 -Pruned decision tree written to csv/low-res-spect.csv.dt. -Unpruned decision tree written to csv/low-res-spect.csv.dt.unpruned. +Pruned decision tree written to data/csv/low-res-spect.csv.dt. +Unpruned decision tree written to data/csv/low-res-spect.csv.dt.unpruned. fold 1: acc. = 83.96 #leaves = 19 max. depth = 7 fold 2: acc. = 81.13 #leaves = 29 max. depth = 8 fold 3: acc. = 83.02 #leaves = 39 max. depth = 9 fold 4: acc. = 84.91 #leaves = 34 max. depth = 8 -fold 5: acc. = 85.98 #leaves = 36 max. depth = 9 -***1***0.8396227***1.0750470*** -***2***0.8113207***1.0652820*** -***3***0.8301887***1.4306830*** -***4***0.8490566***0.9565500*** -***5***0.8598131***1.1229440*** -accuracy = 83.80 #leaves = 31.40 max depth = 8.20 - +fold 5: acc. = 90.65 #leaves = 36 max. depth = 8 +accuracy = 84.75 #leaves = 31.40 max depth = 8.00 diff --git a/data/oc1output/low-res-spect_1714.txt b/data/oc1output/low-res-spect_1714.txt index 75166aa..f4859d1 100644 --- a/data/oc1output/low-res-spect_1714.txt +++ b/data/oc1output/low-res-spect_1714.txt @@ -7,17 +7,11 @@ Remapping class numbers: 6 To 7 5 To 8 4 To 9 -Pruned decision tree written to csv/low-res-spect.csv.dt. -Unpruned decision tree written to csv/low-res-spect.csv.dt.unpruned. -fold 1: acc. = 87.74 #leaves = 12 max. depth = 6 -fold 2: acc. = 82.08 #leaves = 35 max. depth = 8 +Pruned decision tree written to data/csv/low-res-spect.csv.dt. +Unpruned decision tree written to data/csv/low-res-spect.csv.dt.unpruned. +fold 1: acc. = 84.91 #leaves = 4 max. depth = 3 +fold 2: acc. = 81.13 #leaves = 34 max. depth = 10 fold 3: acc. = 88.68 #leaves = 36 max. depth = 8 fold 4: acc. = 78.30 #leaves = 28 max. depth = 8 -fold 5: acc. = 80.37 #leaves = 30 max. depth = 8 -***1***0.8773585***1.2322670*** -***2***0.8207547***0.9758080*** -***3***0.8867924***0.9148870*** -***4***0.7830189***0.8970550*** -***5***0.8037384***1.3342620*** -accuracy = 83.43 #leaves = 28.20 max depth = 7.60 - +fold 5: acc. = 84.11 #leaves = 28 max. depth = 8 +accuracy = 83.43 #leaves = 26.00 max depth = 7.40 diff --git a/data/oc1output/low-res-spect_23.txt b/data/oc1output/low-res-spect_23.txt index 275e2be..79ee0ee 100644 --- a/data/oc1output/low-res-spect_23.txt +++ b/data/oc1output/low-res-spect_23.txt @@ -7,17 +7,11 @@ Remapping class numbers: 6 To 7 5 To 8 4 To 9 -Pruned decision tree written to csv/low-res-spect.csv.dt. -Unpruned decision tree written to csv/low-res-spect.csv.dt.unpruned. +Pruned decision tree written to data/csv/low-res-spect.csv.dt. +Unpruned decision tree written to data/csv/low-res-spect.csv.dt.unpruned. fold 1: acc. = 83.02 #leaves = 5 max. depth = 4 -fold 2: acc. = 78.30 #leaves = 31 max. depth = 8 -fold 3: acc. = 83.96 #leaves = 34 max. depth = 8 +fold 2: acc. = 81.13 #leaves = 31 max. depth = 7 +fold 3: acc. = 86.79 #leaves = 31 max. depth = 7 fold 4: acc. = 89.62 #leaves = 38 max. depth = 8 fold 5: acc. = 79.44 #leaves = 34 max. depth = 9 -***1***0.8301887***1.1438110*** -***2***0.7830189***1.1468700*** -***3***0.8396227***1.4370700*** -***4***0.8962264***1.0061890*** -***5***0.7943925***1.1741150*** -accuracy = 82.86 #leaves = 28.40 max depth = 7.40 - +accuracy = 83.99 #leaves = 27.80 max depth = 7.00 diff --git a/data/oc1output/low-res-spect_31.txt b/data/oc1output/low-res-spect_31.txt index ba62f67..6b6a117 100644 --- a/data/oc1output/low-res-spect_31.txt +++ b/data/oc1output/low-res-spect_31.txt @@ -7,16 +7,10 @@ Remapping class numbers: 6 To 7 5 To 8 4 To 9 -Unpruned decision tree written to csv/low-res-spect.csv.dt. -fold 1: acc. = 76.42 #leaves = 31 max. depth = 8 +Unpruned decision tree written to data/csv/low-res-spect.csv.dt. +fold 1: acc. = 74.53 #leaves = 31 max. depth = 8 fold 2: acc. = 81.13 #leaves = 37 max. depth = 8 -fold 3: acc. = 83.02 #leaves = 37 max. depth = 8 +fold 3: acc. = 83.96 #leaves = 35 max. depth = 10 fold 4: acc. = 79.25 #leaves = 35 max. depth = 7 -fold 5: acc. = 82.24 #leaves = 32 max. depth = 7 -***1***0.7641509***1.0439320*** -***2***0.8113207***1.1761630*** -***3***0.8301887***1.2931500*** -***4***0.7924529***0.8982450*** -***5***0.8224299***1.1886800*** -accuracy = 80.41 #leaves = 34.40 max depth = 7.60 - +fold 5: acc. = 86.92 #leaves = 38 max. depth = 8 +accuracy = 81.17 #leaves = 35.20 max depth = 8.20 diff --git a/data/oc1output/low-res-spect_57.txt b/data/oc1output/low-res-spect_57.txt index 57bb255..e97948d 100644 --- a/data/oc1output/low-res-spect_57.txt +++ b/data/oc1output/low-res-spect_57.txt @@ -7,17 +7,11 @@ Remapping class numbers: 6 To 7 5 To 8 4 To 9 -Pruned decision tree written to csv/low-res-spect.csv.dt. -Unpruned decision tree written to csv/low-res-spect.csv.dt.unpruned. +Pruned decision tree written to data/csv/low-res-spect.csv.dt. +Unpruned decision tree written to data/csv/low-res-spect.csv.dt.unpruned. fold 1: acc. = 88.68 #leaves = 11 max. depth = 5 -fold 2: acc. = 81.13 #leaves = 30 max. depth = 10 +fold 2: acc. = 83.96 #leaves = 31 max. depth = 9 fold 3: acc. = 81.13 #leaves = 37 max. depth = 8 fold 4: acc. = 79.25 #leaves = 30 max. depth = 8 -fold 5: acc. = 85.05 #leaves = 34 max. depth = 8 -***1***0.8867924***1.4191440*** -***2***0.8113207***1.1680280*** -***3***0.8113207***1.0288320*** -***4***0.7924529***1.2178160*** -***5***0.8504673***0.9437150*** -accuracy = 83.05 #leaves = 28.40 max depth = 7.80 - +fold 5: acc. = 85.98 #leaves = 33 max. depth = 8 +accuracy = 83.80 #leaves = 28.40 max depth = 7.60 diff --git a/data/oc1output/low-res-spect_7.txt b/data/oc1output/low-res-spect_7.txt index 4573466..40792d9 100644 --- a/data/oc1output/low-res-spect_7.txt +++ b/data/oc1output/low-res-spect_7.txt @@ -7,17 +7,11 @@ Remapping class numbers: 6 To 7 5 To 8 4 To 9 -Pruned decision tree written to csv/low-res-spect.csv.dt. -Unpruned decision tree written to csv/low-res-spect.csv.dt.unpruned. -fold 1: acc. = 85.85 #leaves = 10 max. depth = 6 -fold 2: acc. = 81.13 #leaves = 35 max. depth = 8 -fold 3: acc. = 81.13 #leaves = 32 max. depth = 8 +Pruned decision tree written to data/csv/low-res-spect.csv.dt. +Unpruned decision tree written to data/csv/low-res-spect.csv.dt.unpruned. +fold 1: acc. = 84.91 #leaves = 10 max. depth = 6 +fold 2: acc. = 77.36 #leaves = 35 max. depth = 8 +fold 3: acc. = 80.19 #leaves = 32 max. depth = 8 fold 4: acc. = 83.02 #leaves = 34 max. depth = 9 -fold 5: acc. = 83.18 #leaves = 32 max. depth = 8 -***1***0.8584906***1.0730530*** -***2***0.8113207***1.1144630*** -***3***0.8113207***1.3018460*** -***4***0.8301887***1.0608890*** -***5***0.8317757***1.4164250*** -accuracy = 82.86 #leaves = 28.60 max depth = 7.80 - +fold 5: acc. = 82.24 #leaves = 34 max. depth = 7 +accuracy = 81.54 #leaves = 29.00 max depth = 7.60 diff --git a/data/oc1output/low-res-spect_79.txt b/data/oc1output/low-res-spect_79.txt index 0f195a9..136098d 100644 --- a/data/oc1output/low-res-spect_79.txt +++ b/data/oc1output/low-res-spect_79.txt @@ -7,17 +7,11 @@ Remapping class numbers: 6 To 7 5 To 8 4 To 9 -Pruned decision tree written to csv/low-res-spect.csv.dt. -Unpruned decision tree written to csv/low-res-spect.csv.dt.unpruned. +Pruned decision tree written to data/csv/low-res-spect.csv.dt. +Unpruned decision tree written to data/csv/low-res-spect.csv.dt.unpruned. fold 1: acc. = 83.96 #leaves = 4 max. depth = 3 -fold 2: acc. = 83.96 #leaves = 31 max. depth = 8 -fold 3: acc. = 81.13 #leaves = 29 max. depth = 8 -fold 4: acc. = 83.02 #leaves = 31 max. depth = 7 -fold 5: acc. = 80.37 #leaves = 32 max. depth = 8 -***1***0.8396227***1.4650430*** -***2***0.8396227***1.2066170*** -***3***0.8113207***0.9726350*** -***4***0.8301887***1.1791360*** -***5***0.8037384***1.4043850*** -accuracy = 82.49 #leaves = 25.40 max depth = 6.80 - +fold 2: acc. = 81.13 #leaves = 32 max. depth = 9 +fold 3: acc. = 81.13 #leaves = 33 max. depth = 8 +fold 4: acc. = 81.13 #leaves = 33 max. depth = 8 +fold 5: acc. = 85.98 #leaves = 31 max. depth = 7 +accuracy = 82.67 #leaves = 26.60 max depth = 7.00 diff --git a/data/oc1output/low-res-spect_83.txt b/data/oc1output/low-res-spect_83.txt index 2f01a12..705d7ff 100644 --- a/data/oc1output/low-res-spect_83.txt +++ b/data/oc1output/low-res-spect_83.txt @@ -7,17 +7,11 @@ Remapping class numbers: 6 To 7 5 To 8 4 To 9 -Pruned decision tree written to csv/low-res-spect.csv.dt. -Unpruned decision tree written to csv/low-res-spect.csv.dt.unpruned. -fold 1: acc. = 82.08 #leaves = 8 max. depth = 4 -fold 2: acc. = 80.19 #leaves = 36 max. depth = 8 -fold 3: acc. = 81.13 #leaves = 30 max. depth = 8 -fold 4: acc. = 82.08 #leaves = 32 max. depth = 8 -fold 5: acc. = 86.92 #leaves = 30 max. depth = 8 -***1***0.8207547***1.2686480*** -***2***0.8018868***1.3772250*** -***3***0.8113207***1.7105270*** -***4***0.8207547***1.1515250*** -***5***0.8691589***1.1165780*** -accuracy = 82.49 #leaves = 27.20 max depth = 7.20 - +Pruned decision tree written to data/csv/low-res-spect.csv.dt. +Unpruned decision tree written to data/csv/low-res-spect.csv.dt.unpruned. +fold 1: acc. = 84.91 #leaves = 5 max. depth = 4 +fold 2: acc. = 83.96 #leaves = 33 max. depth = 8 +fold 3: acc. = 76.42 #leaves = 32 max. depth = 8 +fold 4: acc. = 82.08 #leaves = 28 max. depth = 8 +fold 5: acc. = 85.98 #leaves = 27 max. depth = 8 +accuracy = 82.67 #leaves = 25.00 max depth = 7.20 diff --git a/data/oc1output/low-res-spect_97.txt b/data/oc1output/low-res-spect_97.txt index c8d6339..b5a15a3 100644 --- a/data/oc1output/low-res-spect_97.txt +++ b/data/oc1output/low-res-spect_97.txt @@ -7,17 +7,11 @@ Remapping class numbers: 6 To 7 5 To 8 4 To 9 -Pruned decision tree written to csv/low-res-spect.csv.dt. -Unpruned decision tree written to csv/low-res-spect.csv.dt.unpruned. +Pruned decision tree written to data/csv/low-res-spect.csv.dt. +Unpruned decision tree written to data/csv/low-res-spect.csv.dt.unpruned. fold 1: acc. = 84.91 #leaves = 14 max. depth = 7 -fold 2: acc. = 84.91 #leaves = 34 max. depth = 9 -fold 3: acc. = 82.08 #leaves = 28 max. depth = 7 -fold 4: acc. = 80.19 #leaves = 38 max. depth = 7 +fold 2: acc. = 89.62 #leaves = 33 max. depth = 8 +fold 3: acc. = 86.79 #leaves = 30 max. depth = 8 +fold 4: acc. = 83.96 #leaves = 36 max. depth = 8 fold 5: acc. = 75.70 #leaves = 28 max. depth = 7 -***1***0.8490566***1.1254040*** -***2***0.8490566***1.0755350*** -***3***0.8207547***1.1682900*** -***4***0.8018868***1.5229560*** -***5***0.7570093***1.0270580*** -accuracy = 81.54 #leaves = 28.40 max depth = 7.40 - +accuracy = 84.18 #leaves = 28.20 max depth = 7.60 diff --git a/data/oc1output/lymphography_1.txt b/data/oc1output/lymphography_1.txt index 7058c7e..c1a63e1 100644 --- a/data/oc1output/lymphography_1.txt +++ b/data/oc1output/lymphography_1.txt @@ -2,17 +2,11 @@ Remapping class numbers: 2 To 1 1 To 2 0 To 4 -Pruned decision tree written to csv/lymphography.csv.dt. -Unpruned decision tree written to csv/lymphography.csv.dt.unpruned. -fold 1: acc. = 79.31 #leaves = 2 max. depth = 1 -fold 2: acc. = 75.86 #leaves = 11 max. depth = 5 -fold 3: acc. = 68.97 #leaves = 11 max. depth = 6 -fold 4: acc. = 68.97 #leaves = 7 max. depth = 4 -fold 5: acc. = 84.38 #leaves = 10 max. depth = 6 -***1***0.7931035***0.0332100*** -***2***0.7586207***0.0389240*** -***3***0.6896551***0.0338550*** -***4***0.6896551***0.0285890*** -***5***0.8437500***0.0308550*** -accuracy = 75.68 #leaves = 8.20 max depth = 4.40 - +Pruned decision tree written to data/csv/lymphography.csv.dt. +Unpruned decision tree written to data/csv/lymphography.csv.dt.unpruned. +fold 1: acc. = 75.86 #leaves = 2 max. depth = 1 +fold 2: acc. = 89.66 #leaves = 14 max. depth = 6 +fold 3: acc. = 72.41 #leaves = 13 max. depth = 6 +fold 4: acc. = 68.97 #leaves = 11 max. depth = 5 +fold 5: acc. = 59.38 #leaves = 8 max. depth = 4 +accuracy = 72.97 #leaves = 9.60 max depth = 4.40 diff --git a/data/oc1output/lymphography_17.txt b/data/oc1output/lymphography_17.txt index 835c1ad..4e75acf 100644 --- a/data/oc1output/lymphography_17.txt +++ b/data/oc1output/lymphography_17.txt @@ -2,17 +2,11 @@ Remapping class numbers: 2 To 1 1 To 2 0 To 4 -Pruned decision tree written to csv/lymphography.csv.dt. -Unpruned decision tree written to csv/lymphography.csv.dt.unpruned. -fold 1: acc. = 62.07 #leaves = 4 max. depth = 2 -fold 2: acc. = 89.66 #leaves = 10 max. depth = 4 -fold 3: acc. = 58.62 #leaves = 8 max. depth = 5 -fold 4: acc. = 75.86 #leaves = 9 max. depth = 4 -fold 5: acc. = 62.50 #leaves = 8 max. depth = 4 -***1***0.6206896***0.0461500*** -***2***0.8965517***0.0395620*** -***3***0.5862069***0.0456830*** -***4***0.7586207***0.0487320*** -***5***0.6250000***0.0293440*** -accuracy = 69.59 #leaves = 7.80 max depth = 3.80 - +Pruned decision tree written to data/csv/lymphography.csv.dt. +Unpruned decision tree written to data/csv/lymphography.csv.dt.unpruned. +fold 1: acc. = 58.62 #leaves = 2 max. depth = 1 +fold 2: acc. = 86.21 #leaves = 9 max. depth = 5 +fold 3: acc. = 65.52 #leaves = 10 max. depth = 4 +fold 4: acc. = 79.31 #leaves = 17 max. depth = 7 +fold 5: acc. = 75.00 #leaves = 10 max. depth = 4 +accuracy = 72.97 #leaves = 9.60 max depth = 4.20 diff --git a/data/oc1output/lymphography_1714.txt b/data/oc1output/lymphography_1714.txt index a9481da..e0df2c2 100644 --- a/data/oc1output/lymphography_1714.txt +++ b/data/oc1output/lymphography_1714.txt @@ -2,17 +2,11 @@ Remapping class numbers: 2 To 1 1 To 2 0 To 4 -Pruned decision tree written to csv/lymphography.csv.dt. -Unpruned decision tree written to csv/lymphography.csv.dt.unpruned. -fold 1: acc. = 86.21 #leaves = 2 max. depth = 1 -fold 2: acc. = 58.62 #leaves = 12 max. depth = 6 -fold 3: acc. = 65.52 #leaves = 10 max. depth = 5 -fold 4: acc. = 72.41 #leaves = 7 max. depth = 4 -fold 5: acc. = 87.50 #leaves = 10 max. depth = 4 -***1***0.8620690***0.0412000*** -***2***0.5862069***0.0306160*** -***3***0.6551724***0.0412670*** -***4***0.7241380***0.0331060*** -***5***0.8750000***0.0278550*** -accuracy = 74.32 #leaves = 8.20 max depth = 4.00 - +Pruned decision tree written to data/csv/lymphography.csv.dt. +Unpruned decision tree written to data/csv/lymphography.csv.dt.unpruned. +fold 1: acc. = 68.97 #leaves = 4 max. depth = 3 +fold 2: acc. = 62.07 #leaves = 12 max. depth = 5 +fold 3: acc. = 68.97 #leaves = 14 max. depth = 5 +fold 4: acc. = 65.52 #leaves = 12 max. depth = 6 +fold 5: acc. = 81.25 #leaves = 18 max. depth = 7 +accuracy = 69.59 #leaves = 12.00 max depth = 5.20 diff --git a/data/oc1output/lymphography_23.txt b/data/oc1output/lymphography_23.txt index 631b95f..c5ce14b 100644 --- a/data/oc1output/lymphography_23.txt +++ b/data/oc1output/lymphography_23.txt @@ -2,17 +2,11 @@ Remapping class numbers: 2 To 1 1 To 2 0 To 4 -Pruned decision tree written to csv/lymphography.csv.dt. -Unpruned decision tree written to csv/lymphography.csv.dt.unpruned. -fold 1: acc. = 72.41 #leaves = 2 max. depth = 1 -fold 2: acc. = 68.97 #leaves = 10 max. depth = 4 -fold 3: acc. = 79.31 #leaves = 9 max. depth = 5 -fold 4: acc. = 72.41 #leaves = 10 max. depth = 4 -fold 5: acc. = 81.25 #leaves = 10 max. depth = 4 -***1***0.7241380***0.0350930*** -***2***0.6896551***0.0431490*** -***3***0.7931035***0.0302190*** -***4***0.7241380***0.0382300*** -***5***0.8125000***0.0361180*** -accuracy = 75.00 #leaves = 8.20 max depth = 3.60 - +Pruned decision tree written to data/csv/lymphography.csv.dt. +Unpruned decision tree written to data/csv/lymphography.csv.dt.unpruned. +fold 1: acc. = 58.62 #leaves = 3 max. depth = 2 +fold 2: acc. = 82.76 #leaves = 12 max. depth = 6 +fold 3: acc. = 75.86 #leaves = 13 max. depth = 5 +fold 4: acc. = 79.31 #leaves = 10 max. depth = 5 +fold 5: acc. = 87.50 #leaves = 12 max. depth = 7 +accuracy = 77.03 #leaves = 10.00 max depth = 5.00 diff --git a/data/oc1output/lymphography_31.txt b/data/oc1output/lymphography_31.txt index ddc4955..4e2f610 100644 --- a/data/oc1output/lymphography_31.txt +++ b/data/oc1output/lymphography_31.txt @@ -2,17 +2,11 @@ Remapping class numbers: 2 To 1 1 To 2 0 To 4 -Pruned decision tree written to csv/lymphography.csv.dt. -Unpruned decision tree written to csv/lymphography.csv.dt.unpruned. -fold 1: acc. = 75.86 #leaves = 2 max. depth = 1 -fold 2: acc. = 72.41 #leaves = 8 max. depth = 4 -fold 3: acc. = 79.31 #leaves = 8 max. depth = 5 -fold 4: acc. = 82.76 #leaves = 11 max. depth = 6 -fold 5: acc. = 71.88 #leaves = 12 max. depth = 5 -***1***0.7586207***0.0398690*** -***2***0.7241380***0.0327960*** -***3***0.7931035***0.0324190*** -***4***0.8275862***0.0318640*** -***5***0.7187500***0.0441470*** -accuracy = 76.35 #leaves = 8.20 max depth = 4.20 - +Pruned decision tree written to data/csv/lymphography.csv.dt. +Unpruned decision tree written to data/csv/lymphography.csv.dt.unpruned. +fold 1: acc. = 72.41 #leaves = 10 max. depth = 6 +fold 2: acc. = 72.41 #leaves = 10 max. depth = 5 +fold 3: acc. = 89.66 #leaves = 13 max. depth = 6 +fold 4: acc. = 72.41 #leaves = 15 max. depth = 6 +fold 5: acc. = 90.62 #leaves = 19 max. depth = 7 +accuracy = 79.73 #leaves = 13.40 max depth = 6.00 diff --git a/data/oc1output/lymphography_57.txt b/data/oc1output/lymphography_57.txt index 11c3e45..6a57bbb 100644 --- a/data/oc1output/lymphography_57.txt +++ b/data/oc1output/lymphography_57.txt @@ -2,17 +2,11 @@ Remapping class numbers: 2 To 1 1 To 2 0 To 4 -Pruned decision tree written to csv/lymphography.csv.dt. -Unpruned decision tree written to csv/lymphography.csv.dt.unpruned. -fold 1: acc. = 72.41 #leaves = 3 max. depth = 2 -fold 2: acc. = 79.31 #leaves = 8 max. depth = 4 -fold 3: acc. = 75.86 #leaves = 6 max. depth = 3 -fold 4: acc. = 68.97 #leaves = 9 max. depth = 4 -fold 5: acc. = 75.00 #leaves = 7 max. depth = 3 -***1***0.7241380***0.0346920*** -***2***0.7931035***0.0339060*** -***3***0.7586207***0.0265910*** -***4***0.6896551***0.0327140*** -***5***0.7500000***0.0337180*** -accuracy = 74.32 #leaves = 6.60 max depth = 3.20 - +Pruned decision tree written to data/csv/lymphography.csv.dt. +Unpruned decision tree written to data/csv/lymphography.csv.dt.unpruned. +fold 1: acc. = 68.97 #leaves = 7 max. depth = 3 +fold 2: acc. = 79.31 #leaves = 12 max. depth = 6 +fold 3: acc. = 65.52 #leaves = 10 max. depth = 4 +fold 4: acc. = 65.52 #leaves = 10 max. depth = 5 +fold 5: acc. = 78.12 #leaves = 11 max. depth = 5 +accuracy = 71.62 #leaves = 10.00 max depth = 4.60 diff --git a/data/oc1output/lymphography_7.txt b/data/oc1output/lymphography_7.txt index 814df82..c93d680 100644 --- a/data/oc1output/lymphography_7.txt +++ b/data/oc1output/lymphography_7.txt @@ -2,17 +2,11 @@ Remapping class numbers: 2 To 1 1 To 2 0 To 4 -Pruned decision tree written to csv/lymphography.csv.dt. -Unpruned decision tree written to csv/lymphography.csv.dt.unpruned. -fold 1: acc. = 79.31 #leaves = 2 max. depth = 1 -fold 2: acc. = 72.41 #leaves = 8 max. depth = 4 -fold 3: acc. = 68.97 #leaves = 13 max. depth = 7 -fold 4: acc. = 82.76 #leaves = 9 max. depth = 4 -fold 5: acc. = 65.62 #leaves = 7 max. depth = 4 -***1***0.7931035***0.0357650*** -***2***0.7241380***0.0340920*** -***3***0.6896551***0.0405230*** -***4***0.8275862***0.0343350*** -***5***0.6562500***0.0264610*** -accuracy = 73.65 #leaves = 7.80 max depth = 4.00 - +Pruned decision tree written to data/csv/lymphography.csv.dt. +Unpruned decision tree written to data/csv/lymphography.csv.dt.unpruned. +fold 1: acc. = 75.86 #leaves = 4 max. depth = 3 +fold 2: acc. = 72.41 #leaves = 10 max. depth = 4 +fold 3: acc. = 75.86 #leaves = 14 max. depth = 5 +fold 4: acc. = 82.76 #leaves = 13 max. depth = 5 +fold 5: acc. = 59.38 #leaves = 9 max. depth = 4 +accuracy = 72.97 #leaves = 10.00 max depth = 4.20 diff --git a/data/oc1output/lymphography_79.txt b/data/oc1output/lymphography_79.txt index 3a3bb33..8f2edae 100644 --- a/data/oc1output/lymphography_79.txt +++ b/data/oc1output/lymphography_79.txt @@ -2,17 +2,11 @@ Remapping class numbers: 2 To 1 1 To 2 0 To 4 -Pruned decision tree written to csv/lymphography.csv.dt. -Unpruned decision tree written to csv/lymphography.csv.dt.unpruned. -fold 1: acc. = 68.97 #leaves = 2 max. depth = 1 -fold 2: acc. = 62.07 #leaves = 13 max. depth = 5 -fold 3: acc. = 82.76 #leaves = 9 max. depth = 4 -fold 4: acc. = 72.41 #leaves = 9 max. depth = 5 -fold 5: acc. = 81.25 #leaves = 6 max. depth = 4 -***1***0.6896551***0.0409450*** -***2***0.6206896***0.0331690*** -***3***0.8275862***0.0397700*** -***4***0.7241380***0.0381980*** -***5***0.8125000***0.0241750*** -accuracy = 73.65 #leaves = 7.80 max depth = 3.80 - +Pruned decision tree written to data/csv/lymphography.csv.dt. +Unpruned decision tree written to data/csv/lymphography.csv.dt.unpruned. +fold 1: acc. = 65.52 #leaves = 2 max. depth = 1 +fold 2: acc. = 75.86 #leaves = 17 max. depth = 7 +fold 3: acc. = 75.86 #leaves = 9 max. depth = 5 +fold 4: acc. = 58.62 #leaves = 12 max. depth = 4 +fold 5: acc. = 78.12 #leaves = 10 max. depth = 6 +accuracy = 70.95 #leaves = 10.00 max depth = 4.60 diff --git a/data/oc1output/lymphography_83.txt b/data/oc1output/lymphography_83.txt index 8e7c27c..958600c 100644 --- a/data/oc1output/lymphography_83.txt +++ b/data/oc1output/lymphography_83.txt @@ -2,17 +2,11 @@ Remapping class numbers: 2 To 1 1 To 2 0 To 4 -Pruned decision tree written to csv/lymphography.csv.dt. -Unpruned decision tree written to csv/lymphography.csv.dt.unpruned. -fold 1: acc. = 62.07 #leaves = 7 max. depth = 4 -fold 2: acc. = 68.97 #leaves = 11 max. depth = 5 -fold 3: acc. = 68.97 #leaves = 12 max. depth = 5 -fold 4: acc. = 79.31 #leaves = 7 max. depth = 3 -fold 5: acc. = 78.12 #leaves = 8 max. depth = 4 -***1***0.6206896***0.0320570*** -***2***0.6896551***0.0392990*** -***3***0.6896551***0.0367000*** -***4***0.7931035***0.0322630*** -***5***0.7812500***0.0333060*** -accuracy = 71.62 #leaves = 9.00 max depth = 4.20 - +Pruned decision tree written to data/csv/lymphography.csv.dt. +Unpruned decision tree written to data/csv/lymphography.csv.dt.unpruned. +fold 1: acc. = 55.17 #leaves = 2 max. depth = 1 +fold 2: acc. = 82.76 #leaves = 14 max. depth = 6 +fold 3: acc. = 62.07 #leaves = 11 max. depth = 5 +fold 4: acc. = 58.62 #leaves = 11 max. depth = 4 +fold 5: acc. = 81.25 #leaves = 8 max. depth = 3 +accuracy = 68.24 #leaves = 9.20 max depth = 3.80 diff --git a/data/oc1output/lymphography_97.txt b/data/oc1output/lymphography_97.txt index cdd69e0..3ff7bef 100644 --- a/data/oc1output/lymphography_97.txt +++ b/data/oc1output/lymphography_97.txt @@ -2,16 +2,11 @@ Remapping class numbers: 2 To 1 1 To 2 0 To 4 -Unpruned decision tree written to csv/lymphography.csv.dt. -fold 1: acc. = 62.07 #leaves = 10 max. depth = 5 -fold 2: acc. = 72.41 #leaves = 8 max. depth = 4 -fold 3: acc. = 75.86 #leaves = 10 max. depth = 7 -fold 4: acc. = 72.41 #leaves = 9 max. depth = 4 -fold 5: acc. = 71.88 #leaves = 9 max. depth = 4 -***1***0.6206896***0.0311340*** -***2***0.7241380***0.0325000*** -***3***0.7586207***0.0271350*** -***4***0.7241380***0.0453670*** -***5***0.7187500***0.0417110*** -accuracy = 70.95 #leaves = 9.20 max depth = 4.80 - +Pruned decision tree written to data/csv/lymphography.csv.dt. +Unpruned decision tree written to data/csv/lymphography.csv.dt.unpruned. +fold 1: acc. = 79.31 #leaves = 5 max. depth = 3 +fold 2: acc. = 68.97 #leaves = 12 max. depth = 5 +fold 3: acc. = 72.41 #leaves = 11 max. depth = 6 +fold 4: acc. = 72.41 #leaves = 12 max. depth = 5 +fold 5: acc. = 81.25 #leaves = 15 max. depth = 7 +accuracy = 75.00 #leaves = 11.00 max depth = 5.20 diff --git a/data/oc1output/mammographic_1.txt b/data/oc1output/mammographic_1.txt index 0240d26..c4b5037 100644 --- a/data/oc1output/mammographic_1.txt +++ b/data/oc1output/mammographic_1.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/mammographic.csv.dt. -Unpruned decision tree written to csv/mammographic.csv.dt.unpruned. +Pruned decision tree written to data/csv/mammographic.csv.dt. +Unpruned decision tree written to data/csv/mammographic.csv.dt.unpruned. fold 1: acc. = 86.46 #leaves = 2 max. depth = 1 -fold 2: acc. = 79.17 #leaves = 100 max. depth = 15 -fold 3: acc. = 75.52 #leaves = 100 max. depth = 18 -fold 4: acc. = 73.44 #leaves = 112 max. depth = 14 -fold 5: acc. = 76.17 #leaves = 111 max. depth = 15 -***1***0.8645834***0.3590680*** -***2***0.7916666***0.3785500*** -***3***0.7552084***0.3776950*** -***4***0.7343750***0.3575740*** -***5***0.7616580***0.3707730*** -accuracy = 78.15 #leaves = 85.00 max depth = 12.60 - +fold 2: acc. = 81.77 #leaves = 109 max. depth = 17 +fold 3: acc. = 76.56 #leaves = 115 max. depth = 20 +fold 4: acc. = 76.56 #leaves = 114 max. depth = 17 +fold 5: acc. = 73.58 #leaves = 111 max. depth = 16 +accuracy = 78.98 #leaves = 90.20 max depth = 14.20 diff --git a/data/oc1output/mammographic_17.txt b/data/oc1output/mammographic_17.txt index 98e0390..f3e2dd0 100644 --- a/data/oc1output/mammographic_17.txt +++ b/data/oc1output/mammographic_17.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/mammographic.csv.dt. -Unpruned decision tree written to csv/mammographic.csv.dt.unpruned. -fold 1: acc. = 84.90 #leaves = 3 max. depth = 2 -fold 2: acc. = 76.56 #leaves = 107 max. depth = 17 -fold 3: acc. = 76.04 #leaves = 103 max. depth = 16 -fold 4: acc. = 72.40 #leaves = 108 max. depth = 17 -fold 5: acc. = 72.54 #leaves = 111 max. depth = 19 -***1***0.8489584***0.3488270*** -***2***0.7656250***0.3977150*** -***3***0.7604166***0.3802180*** -***4***0.7239584***0.3697530*** -***5***0.7253886***0.4117110*** -accuracy = 76.48 #leaves = 86.40 max depth = 14.20 - +Pruned decision tree written to data/csv/mammographic.csv.dt. +Unpruned decision tree written to data/csv/mammographic.csv.dt.unpruned. +fold 1: acc. = 83.85 #leaves = 2 max. depth = 1 +fold 2: acc. = 80.21 #leaves = 123 max. depth = 15 +fold 3: acc. = 79.17 #leaves = 116 max. depth = 17 +fold 4: acc. = 71.88 #leaves = 112 max. depth = 18 +fold 5: acc. = 75.13 #leaves = 112 max. depth = 15 +accuracy = 78.04 #leaves = 93.00 max depth = 13.20 diff --git a/data/oc1output/mammographic_1714.txt b/data/oc1output/mammographic_1714.txt index 5963ace..5a12015 100644 --- a/data/oc1output/mammographic_1714.txt +++ b/data/oc1output/mammographic_1714.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/mammographic.csv.dt. -Unpruned decision tree written to csv/mammographic.csv.dt.unpruned. -fold 1: acc. = 86.98 #leaves = 2 max. depth = 1 -fold 2: acc. = 74.48 #leaves = 103 max. depth = 17 -fold 3: acc. = 78.12 #leaves = 108 max. depth = 15 -fold 4: acc. = 73.44 #leaves = 105 max. depth = 16 -fold 5: acc. = 73.06 #leaves = 115 max. depth = 15 -***1***0.8697916***0.3664970*** -***2***0.7447916***0.3772300*** -***3***0.7812500***0.3885530*** -***4***0.7343750***0.3659100*** -***5***0.7305699***0.4018190*** -accuracy = 77.21 #leaves = 86.60 max depth = 12.80 - +Pruned decision tree written to data/csv/mammographic.csv.dt. +Unpruned decision tree written to data/csv/mammographic.csv.dt.unpruned. +fold 1: acc. = 83.85 #leaves = 2 max. depth = 1 +fold 2: acc. = 77.60 #leaves = 121 max. depth = 16 +fold 3: acc. = 80.21 #leaves = 111 max. depth = 15 +fold 4: acc. = 73.96 #leaves = 114 max. depth = 18 +fold 5: acc. = 74.09 #leaves = 117 max. depth = 16 +accuracy = 77.94 #leaves = 93.00 max depth = 13.20 diff --git a/data/oc1output/mammographic_23.txt b/data/oc1output/mammographic_23.txt index 64bb9d9..a55977c 100644 --- a/data/oc1output/mammographic_23.txt +++ b/data/oc1output/mammographic_23.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/mammographic.csv.dt. -Unpruned decision tree written to csv/mammographic.csv.dt.unpruned. -fold 1: acc. = 80.21 #leaves = 4 max. depth = 3 -fold 2: acc. = 76.04 #leaves = 108 max. depth = 17 -fold 3: acc. = 73.44 #leaves = 100 max. depth = 15 -fold 4: acc. = 78.65 #leaves = 107 max. depth = 15 -fold 5: acc. = 72.02 #leaves = 107 max. depth = 17 -***1***0.8020834***0.4381140*** -***2***0.7604166***0.3982320*** -***3***0.7343750***0.3967410*** -***4***0.7864584***0.3737730*** -***5***0.7202073***0.4273860*** -accuracy = 76.07 #leaves = 85.20 max depth = 13.40 - +Pruned decision tree written to data/csv/mammographic.csv.dt. +Unpruned decision tree written to data/csv/mammographic.csv.dt.unpruned. +fold 1: acc. = 84.38 #leaves = 6 max. depth = 4 +fold 2: acc. = 78.12 #leaves = 131 max. depth = 16 +fold 3: acc. = 77.08 #leaves = 106 max. depth = 16 +fold 4: acc. = 80.21 #leaves = 123 max. depth = 14 +fold 5: acc. = 74.61 #leaves = 112 max. depth = 19 +accuracy = 78.88 #leaves = 95.60 max depth = 13.80 diff --git a/data/oc1output/mammographic_31.txt b/data/oc1output/mammographic_31.txt index 8c45079..e2f89c9 100644 --- a/data/oc1output/mammographic_31.txt +++ b/data/oc1output/mammographic_31.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/mammographic.csv.dt. -Unpruned decision tree written to csv/mammographic.csv.dt.unpruned. -fold 1: acc. = 81.77 #leaves = 5 max. depth = 3 -fold 2: acc. = 71.35 #leaves = 104 max. depth = 17 -fold 3: acc. = 72.40 #leaves = 93 max. depth = 15 -fold 4: acc. = 74.48 #leaves = 104 max. depth = 17 -fold 5: acc. = 76.68 #leaves = 111 max. depth = 17 -***1***0.8177084***0.4024580*** -***2***0.7135416***0.4514270*** -***3***0.7239584***0.3507340*** -***4***0.7447916***0.3967510*** -***5***0.7668394***0.3759120*** -accuracy = 75.34 #leaves = 83.40 max depth = 13.80 - +Pruned decision tree written to data/csv/mammographic.csv.dt. +Unpruned decision tree written to data/csv/mammographic.csv.dt.unpruned. +fold 1: acc. = 76.56 #leaves = 36 max. depth = 11 +fold 2: acc. = 75.52 #leaves = 121 max. depth = 16 +fold 3: acc. = 71.35 #leaves = 116 max. depth = 18 +fold 4: acc. = 75.00 #leaves = 113 max. depth = 16 +fold 5: acc. = 78.24 #leaves = 115 max. depth = 15 +accuracy = 75.34 #leaves = 100.20 max depth = 15.20 diff --git a/data/oc1output/mammographic_57.txt b/data/oc1output/mammographic_57.txt index d0c4116..a3959c4 100644 --- a/data/oc1output/mammographic_57.txt +++ b/data/oc1output/mammographic_57.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/mammographic.csv.dt. -Unpruned decision tree written to csv/mammographic.csv.dt.unpruned. -fold 1: acc. = 81.25 #leaves = 5 max. depth = 3 -fold 2: acc. = 76.56 #leaves = 110 max. depth = 15 -fold 3: acc. = 77.60 #leaves = 111 max. depth = 17 -fold 4: acc. = 77.08 #leaves = 107 max. depth = 18 -fold 5: acc. = 78.76 #leaves = 104 max. depth = 15 -***1***0.8125000***0.4296900*** -***2***0.7656250***0.4293190*** -***3***0.7760416***0.3964520*** -***4***0.7708334***0.3529270*** -***5***0.7875648***0.3740910*** -accuracy = 78.25 #leaves = 87.40 max depth = 13.60 - +Pruned decision tree written to data/csv/mammographic.csv.dt. +Unpruned decision tree written to data/csv/mammographic.csv.dt.unpruned. +fold 1: acc. = 78.12 #leaves = 17 max. depth = 12 +fold 2: acc. = 77.08 #leaves = 122 max. depth = 17 +fold 3: acc. = 78.12 #leaves = 121 max. depth = 14 +fold 4: acc. = 73.44 #leaves = 118 max. depth = 16 +fold 5: acc. = 77.72 #leaves = 113 max. depth = 16 +accuracy = 76.90 #leaves = 98.20 max depth = 15.00 diff --git a/data/oc1output/mammographic_7.txt b/data/oc1output/mammographic_7.txt index 2ae6a92..ef7c604 100644 --- a/data/oc1output/mammographic_7.txt +++ b/data/oc1output/mammographic_7.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/mammographic.csv.dt. -Unpruned decision tree written to csv/mammographic.csv.dt.unpruned. -fold 1: acc. = 76.56 #leaves = 8 max. depth = 6 -fold 2: acc. = 84.90 #leaves = 109 max. depth = 13 -fold 3: acc. = 77.08 #leaves = 102 max. depth = 14 -fold 4: acc. = 75.52 #leaves = 113 max. depth = 15 -fold 5: acc. = 73.58 #leaves = 106 max. depth = 18 -***1***0.7656250***0.3716020*** -***2***0.8489584***0.3682270*** -***3***0.7708334***0.3763680*** -***4***0.7552084***0.4107170*** -***5***0.7357513***0.4288060*** -accuracy = 77.52 #leaves = 87.60 max depth = 13.20 - +Pruned decision tree written to data/csv/mammographic.csv.dt. +Unpruned decision tree written to data/csv/mammographic.csv.dt.unpruned. +fold 1: acc. = 79.17 #leaves = 9 max. depth = 4 +fold 2: acc. = 85.42 #leaves = 127 max. depth = 15 +fold 3: acc. = 78.65 #leaves = 118 max. depth = 20 +fold 4: acc. = 72.92 #leaves = 118 max. depth = 17 +fold 5: acc. = 71.50 #leaves = 109 max. depth = 18 +accuracy = 77.52 #leaves = 96.20 max depth = 14.80 diff --git a/data/oc1output/mammographic_79.txt b/data/oc1output/mammographic_79.txt index cc27d2c..6705258 100644 --- a/data/oc1output/mammographic_79.txt +++ b/data/oc1output/mammographic_79.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/mammographic.csv.dt. -Unpruned decision tree written to csv/mammographic.csv.dt.unpruned. -fold 1: acc. = 79.69 #leaves = 2 max. depth = 1 -fold 2: acc. = 75.00 #leaves = 104 max. depth = 17 -fold 3: acc. = 71.35 #leaves = 106 max. depth = 13 -fold 4: acc. = 77.60 #leaves = 115 max. depth = 14 -fold 5: acc. = 76.17 #leaves = 112 max. depth = 16 -***1***0.7968750***0.3964410*** -***2***0.7500000***0.3909080*** -***3***0.7135416***0.3616190*** -***4***0.7760416***0.3984390*** -***5***0.7616580***0.3802330*** -accuracy = 75.96 #leaves = 87.80 max depth = 12.20 - +Pruned decision tree written to data/csv/mammographic.csv.dt. +Unpruned decision tree written to data/csv/mammographic.csv.dt.unpruned. +fold 1: acc. = 83.33 #leaves = 2 max. depth = 1 +fold 2: acc. = 72.92 #leaves = 120 max. depth = 17 +fold 3: acc. = 75.00 #leaves = 113 max. depth = 18 +fold 4: acc. = 76.04 #leaves = 115 max. depth = 16 +fold 5: acc. = 76.17 #leaves = 121 max. depth = 14 +accuracy = 76.69 #leaves = 94.20 max depth = 13.20 diff --git a/data/oc1output/mammographic_83.txt b/data/oc1output/mammographic_83.txt index e253158..3a77c37 100644 --- a/data/oc1output/mammographic_83.txt +++ b/data/oc1output/mammographic_83.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/mammographic.csv.dt. -Unpruned decision tree written to csv/mammographic.csv.dt.unpruned. -fold 1: acc. = 84.90 #leaves = 2 max. depth = 1 -fold 2: acc. = 71.88 #leaves = 103 max. depth = 14 -fold 3: acc. = 72.92 #leaves = 102 max. depth = 17 -fold 4: acc. = 76.56 #leaves = 109 max. depth = 19 -fold 5: acc. = 74.61 #leaves = 110 max. depth = 18 -***1***0.8489584***0.4208080*** -***2***0.7187500***0.4171400*** -***3***0.7291666***0.4172720*** -***4***0.7656250***0.4079970*** -***5***0.7461140***0.4695380*** -accuracy = 76.17 #leaves = 85.20 max depth = 13.80 - +Pruned decision tree written to data/csv/mammographic.csv.dt. +Unpruned decision tree written to data/csv/mammographic.csv.dt.unpruned. +fold 1: acc. = 86.46 #leaves = 2 max. depth = 1 +fold 2: acc. = 76.56 #leaves = 113 max. depth = 14 +fold 3: acc. = 77.60 #leaves = 106 max. depth = 17 +fold 4: acc. = 73.44 #leaves = 120 max. depth = 16 +fold 5: acc. = 74.61 #leaves = 117 max. depth = 17 +accuracy = 77.73 #leaves = 91.60 max depth = 13.00 diff --git a/data/oc1output/mammographic_97.txt b/data/oc1output/mammographic_97.txt index 1b2d8be..f1638f0 100644 --- a/data/oc1output/mammographic_97.txt +++ b/data/oc1output/mammographic_97.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/mammographic.csv.dt. -Unpruned decision tree written to csv/mammographic.csv.dt.unpruned. -fold 1: acc. = 87.50 #leaves = 5 max. depth = 3 -fold 2: acc. = 72.40 #leaves = 112 max. depth = 21 -fold 3: acc. = 78.65 #leaves = 107 max. depth = 17 -fold 4: acc. = 76.04 #leaves = 109 max. depth = 18 -fold 5: acc. = 73.58 #leaves = 99 max. depth = 18 -***1***0.8750000***0.3493100*** -***2***0.7239584***0.4412330*** -***3***0.7864584***0.4298380*** -***4***0.7604166***0.4010260*** -***5***0.7357513***0.3936100*** -accuracy = 77.63 #leaves = 86.40 max depth = 15.40 - +Pruned decision tree written to data/csv/mammographic.csv.dt. +Unpruned decision tree written to data/csv/mammographic.csv.dt.unpruned. +fold 1: acc. = 81.77 #leaves = 48 max. depth = 14 +fold 2: acc. = 76.04 #leaves = 111 max. depth = 16 +fold 3: acc. = 78.65 #leaves = 122 max. depth = 17 +fold 4: acc. = 72.92 #leaves = 113 max. depth = 17 +fold 5: acc. = 70.47 #leaves = 115 max. depth = 15 +accuracy = 75.96 #leaves = 101.80 max depth = 15.80 diff --git a/data/oc1output/molec-biol-promoter_1.txt b/data/oc1output/molec-biol-promoter_1.txt index 0357dc5..734e967 100644 --- a/data/oc1output/molec-biol-promoter_1.txt +++ b/data/oc1output/molec-biol-promoter_1.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/molec-biol-promoter.csv.dt. -Unpruned decision tree written to csv/molec-biol-promoter.csv.dt.unpruned. +Pruned decision tree written to data/csv/molec-biol-promoter.csv.dt. +Unpruned decision tree written to data/csv/molec-biol-promoter.csv.dt.unpruned. fold 1: acc. = 76.19 #leaves = 5 max. depth = 3 fold 2: acc. = 80.95 #leaves = 12 max. depth = 5 fold 3: acc. = 66.67 #leaves = 12 max. depth = 4 fold 4: acc. = 71.43 #leaves = 13 max. depth = 6 fold 5: acc. = 77.27 #leaves = 12 max. depth = 6 -***1***0.7619048***0.0028960*** -***2***0.8095238***0.0029680*** -***3***0.6666666***0.0029380*** -***4***0.7142857***0.0034180*** -***5***0.7727273***0.0028680*** accuracy = 74.53 #leaves = 10.80 max depth = 4.80 - diff --git a/data/oc1output/molec-biol-promoter_17.txt b/data/oc1output/molec-biol-promoter_17.txt index 2b0ac44..715ac0a 100644 --- a/data/oc1output/molec-biol-promoter_17.txt +++ b/data/oc1output/molec-biol-promoter_17.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/molec-biol-promoter.csv.dt. -Unpruned decision tree written to csv/molec-biol-promoter.csv.dt.unpruned. +Pruned decision tree written to data/csv/molec-biol-promoter.csv.dt. +Unpruned decision tree written to data/csv/molec-biol-promoter.csv.dt.unpruned. fold 1: acc. = 71.43 #leaves = 2 max. depth = 1 fold 2: acc. = 61.90 #leaves = 11 max. depth = 5 fold 3: acc. = 90.48 #leaves = 11 max. depth = 5 fold 4: acc. = 52.38 #leaves = 11 max. depth = 5 fold 5: acc. = 77.27 #leaves = 11 max. depth = 6 -***1***0.7142857***0.0030530*** -***2***0.6190476***0.0029940*** -***3***0.9047619***0.0031450*** -***4***0.5238095***0.0027000*** -***5***0.7727273***0.0033980*** accuracy = 70.75 #leaves = 9.20 max depth = 4.40 - diff --git a/data/oc1output/molec-biol-promoter_1714.txt b/data/oc1output/molec-biol-promoter_1714.txt index 326bca9..7cc98c5 100644 --- a/data/oc1output/molec-biol-promoter_1714.txt +++ b/data/oc1output/molec-biol-promoter_1714.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/molec-biol-promoter.csv.dt. -Unpruned decision tree written to csv/molec-biol-promoter.csv.dt.unpruned. +Pruned decision tree written to data/csv/molec-biol-promoter.csv.dt. +Unpruned decision tree written to data/csv/molec-biol-promoter.csv.dt.unpruned. fold 1: acc. = 71.43 #leaves = 2 max. depth = 1 fold 2: acc. = 76.19 #leaves = 12 max. depth = 6 fold 3: acc. = 71.43 #leaves = 11 max. depth = 5 fold 4: acc. = 71.43 #leaves = 10 max. depth = 5 fold 5: acc. = 81.82 #leaves = 10 max. depth = 7 -***1***0.7142857***0.0028870*** -***2***0.7619048***0.0033370*** -***3***0.7142857***0.0031010*** -***4***0.7142857***0.0030660*** -***5***0.8181818***0.0026650*** accuracy = 74.53 #leaves = 9.00 max depth = 4.80 - diff --git a/data/oc1output/molec-biol-promoter_23.txt b/data/oc1output/molec-biol-promoter_23.txt index 41b3d2b..044e7cd 100644 --- a/data/oc1output/molec-biol-promoter_23.txt +++ b/data/oc1output/molec-biol-promoter_23.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/molec-biol-promoter.csv.dt. -Unpruned decision tree written to csv/molec-biol-promoter.csv.dt.unpruned. +Pruned decision tree written to data/csv/molec-biol-promoter.csv.dt. +Unpruned decision tree written to data/csv/molec-biol-promoter.csv.dt.unpruned. fold 1: acc. = 76.19 #leaves = 5 max. depth = 3 fold 2: acc. = 71.43 #leaves = 11 max. depth = 5 fold 3: acc. = 76.19 #leaves = 9 max. depth = 4 fold 4: acc. = 61.90 #leaves = 11 max. depth = 5 fold 5: acc. = 72.73 #leaves = 10 max. depth = 5 -***1***0.7619048***0.0030640*** -***2***0.7142857***0.0031090*** -***3***0.7619048***0.0026920*** -***4***0.6190476***0.0034100*** -***5***0.7272727***0.0033990*** accuracy = 71.70 #leaves = 9.20 max depth = 4.40 - diff --git a/data/oc1output/molec-biol-promoter_31.txt b/data/oc1output/molec-biol-promoter_31.txt index e15d987..2e8da81 100644 --- a/data/oc1output/molec-biol-promoter_31.txt +++ b/data/oc1output/molec-biol-promoter_31.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/molec-biol-promoter.csv.dt. -Unpruned decision tree written to csv/molec-biol-promoter.csv.dt.unpruned. +Pruned decision tree written to data/csv/molec-biol-promoter.csv.dt. +Unpruned decision tree written to data/csv/molec-biol-promoter.csv.dt.unpruned. fold 1: acc. = 80.95 #leaves = 5 max. depth = 4 fold 2: acc. = 71.43 #leaves = 10 max. depth = 4 fold 3: acc. = 66.67 #leaves = 9 max. depth = 4 fold 4: acc. = 80.95 #leaves = 10 max. depth = 5 fold 5: acc. = 59.09 #leaves = 11 max. depth = 5 -***1***0.8095238***0.0031470*** -***2***0.7142857***0.0029310*** -***3***0.6666666***0.0025560*** -***4***0.8095238***0.0030290*** -***5***0.5909091***0.0027770*** accuracy = 71.70 #leaves = 9.00 max depth = 4.40 - diff --git a/data/oc1output/molec-biol-promoter_57.txt b/data/oc1output/molec-biol-promoter_57.txt index 2b9a41a..a014c90 100644 --- a/data/oc1output/molec-biol-promoter_57.txt +++ b/data/oc1output/molec-biol-promoter_57.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/molec-biol-promoter.csv.dt. -Unpruned decision tree written to csv/molec-biol-promoter.csv.dt.unpruned. +Pruned decision tree written to data/csv/molec-biol-promoter.csv.dt. +Unpruned decision tree written to data/csv/molec-biol-promoter.csv.dt.unpruned. fold 1: acc. = 80.95 #leaves = 2 max. depth = 1 fold 2: acc. = 80.95 #leaves = 12 max. depth = 5 fold 3: acc. = 71.43 #leaves = 11 max. depth = 6 fold 4: acc. = 80.95 #leaves = 10 max. depth = 5 fold 5: acc. = 68.18 #leaves = 10 max. depth = 4 -***1***0.8095238***0.0028500*** -***2***0.8095238***0.0032760*** -***3***0.7142857***0.0032730*** -***4***0.8095238***0.0030190*** -***5***0.6818182***0.0027520*** accuracy = 76.42 #leaves = 9.00 max depth = 4.20 - diff --git a/data/oc1output/molec-biol-promoter_7.txt b/data/oc1output/molec-biol-promoter_7.txt index 74b0c91..d6969a6 100644 --- a/data/oc1output/molec-biol-promoter_7.txt +++ b/data/oc1output/molec-biol-promoter_7.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/molec-biol-promoter.csv.dt. -Unpruned decision tree written to csv/molec-biol-promoter.csv.dt.unpruned. +Pruned decision tree written to data/csv/molec-biol-promoter.csv.dt. +Unpruned decision tree written to data/csv/molec-biol-promoter.csv.dt.unpruned. fold 1: acc. = 80.95 #leaves = 8 max. depth = 4 fold 2: acc. = 71.43 #leaves = 8 max. depth = 5 fold 3: acc. = 57.14 #leaves = 11 max. depth = 4 fold 4: acc. = 85.71 #leaves = 12 max. depth = 6 fold 5: acc. = 68.18 #leaves = 10 max. depth = 5 -***1***0.8095238***0.0029330*** -***2***0.7142857***0.0024000*** -***3***0.5714285***0.0029460*** -***4***0.8571429***0.0028750*** -***5***0.6818182***0.0029390*** accuracy = 72.64 #leaves = 9.80 max depth = 4.80 - diff --git a/data/oc1output/molec-biol-promoter_79.txt b/data/oc1output/molec-biol-promoter_79.txt index be2074e..925cb4b 100644 --- a/data/oc1output/molec-biol-promoter_79.txt +++ b/data/oc1output/molec-biol-promoter_79.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/molec-biol-promoter.csv.dt. -Unpruned decision tree written to csv/molec-biol-promoter.csv.dt.unpruned. +Pruned decision tree written to data/csv/molec-biol-promoter.csv.dt. +Unpruned decision tree written to data/csv/molec-biol-promoter.csv.dt.unpruned. fold 1: acc. = 66.67 #leaves = 4 max. depth = 3 fold 2: acc. = 71.43 #leaves = 12 max. depth = 6 fold 3: acc. = 76.19 #leaves = 11 max. depth = 5 fold 4: acc. = 71.43 #leaves = 10 max. depth = 5 fold 5: acc. = 72.73 #leaves = 10 max. depth = 4 -***1***0.6666666***0.0027170*** -***2***0.7142857***0.0031070*** -***3***0.7619048***0.0030190*** -***4***0.7142857***0.0028520*** -***5***0.7272727***0.0028510*** accuracy = 71.70 #leaves = 9.40 max depth = 4.60 - diff --git a/data/oc1output/molec-biol-promoter_83.txt b/data/oc1output/molec-biol-promoter_83.txt index 86fe0e7..02df323 100644 --- a/data/oc1output/molec-biol-promoter_83.txt +++ b/data/oc1output/molec-biol-promoter_83.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/molec-biol-promoter.csv.dt. -Unpruned decision tree written to csv/molec-biol-promoter.csv.dt.unpruned. +Pruned decision tree written to data/csv/molec-biol-promoter.csv.dt. +Unpruned decision tree written to data/csv/molec-biol-promoter.csv.dt.unpruned. fold 1: acc. = 71.43 #leaves = 2 max. depth = 1 fold 2: acc. = 76.19 #leaves = 10 max. depth = 4 fold 3: acc. = 76.19 #leaves = 10 max. depth = 4 fold 4: acc. = 71.43 #leaves = 11 max. depth = 4 fold 5: acc. = 86.36 #leaves = 13 max. depth = 5 -***1***0.7142857***0.0031830*** -***2***0.7619048***0.0027240*** -***3***0.7619048***0.0030970*** -***4***0.7142857***0.0028450*** -***5***0.8636364***0.0031720*** accuracy = 76.42 #leaves = 9.20 max depth = 3.60 - diff --git a/data/oc1output/molec-biol-promoter_97.txt b/data/oc1output/molec-biol-promoter_97.txt index 021a59a..2b1e1e6 100644 --- a/data/oc1output/molec-biol-promoter_97.txt +++ b/data/oc1output/molec-biol-promoter_97.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/molec-biol-promoter.csv.dt. -Unpruned decision tree written to csv/molec-biol-promoter.csv.dt.unpruned. +Pruned decision tree written to data/csv/molec-biol-promoter.csv.dt. +Unpruned decision tree written to data/csv/molec-biol-promoter.csv.dt.unpruned. fold 1: acc. = 85.71 #leaves = 2 max. depth = 1 fold 2: acc. = 71.43 #leaves = 12 max. depth = 4 fold 3: acc. = 76.19 #leaves = 11 max. depth = 4 fold 4: acc. = 57.14 #leaves = 9 max. depth = 4 fold 5: acc. = 81.82 #leaves = 10 max. depth = 5 -***1***0.8571429***0.0029740*** -***2***0.7142857***0.0030600*** -***3***0.7619048***0.0028950*** -***4***0.5714285***0.0028190*** -***5***0.8181818***0.0031260*** accuracy = 74.53 #leaves = 8.80 max depth = 3.60 - diff --git a/data/oc1output/musk-1_1.txt b/data/oc1output/musk-1_1.txt index 5d15ec6..be0a664 100644 --- a/data/oc1output/musk-1_1.txt +++ b/data/oc1output/musk-1_1.txt @@ -1,16 +1,3 @@ -Remapping class numbers: - 0 To 2 -Pruned decision tree written to csv/musk-1.csv.dt. -Unpruned decision tree written to csv/musk-1.csv.dt.unpruned. -fold 1: acc. = 76.84 #leaves = 12 max. depth = 8 -fold 2: acc. = 83.16 #leaves = 35 max. depth = 14 -fold 3: acc. = 72.63 #leaves = 32 max. depth = 13 -fold 4: acc. = 74.74 #leaves = 33 max. depth = 12 -fold 5: acc. = 80.21 #leaves = 37 max. depth = 11 -***1***0.7684210***0.6720120*** -***2***0.8315790***0.7483700*** -***3***0.7263157***0.7657870*** -***4***0.7473684***0.7092060*** -***5***0.8020834***0.6600280*** -accuracy = 77.52 #leaves = 29.80 max depth = 11.60 - +Runtime Error. +. +Execution Terminated. diff --git a/data/oc1output/musk-1_17.txt b/data/oc1output/musk-1_17.txt index 813a65a..be0a664 100644 --- a/data/oc1output/musk-1_17.txt +++ b/data/oc1output/musk-1_17.txt @@ -1,16 +1,3 @@ -Remapping class numbers: - 0 To 2 -Pruned decision tree written to csv/musk-1.csv.dt. -Unpruned decision tree written to csv/musk-1.csv.dt.unpruned. -fold 1: acc. = 77.89 #leaves = 17 max. depth = 7 -fold 2: acc. = 77.89 #leaves = 28 max. depth = 12 -fold 3: acc. = 80.00 #leaves = 31 max. depth = 11 -fold 4: acc. = 82.11 #leaves = 31 max. depth = 13 -fold 5: acc. = 78.12 #leaves = 25 max. depth = 15 -***1***0.7789474***0.6691340*** -***2***0.7789474***0.7607770*** -***3***0.8000000***0.6702600*** -***4***0.8210526***0.7793970*** -***5***0.7812500***0.7051780*** -accuracy = 79.20 #leaves = 26.40 max depth = 11.60 - +Runtime Error. +. +Execution Terminated. diff --git a/data/oc1output/musk-1_1714.txt b/data/oc1output/musk-1_1714.txt index f4f350c..be0a664 100644 --- a/data/oc1output/musk-1_1714.txt +++ b/data/oc1output/musk-1_1714.txt @@ -1,16 +1,3 @@ -Remapping class numbers: - 0 To 2 -Pruned decision tree written to csv/musk-1.csv.dt. -Unpruned decision tree written to csv/musk-1.csv.dt.unpruned. -fold 1: acc. = 71.58 #leaves = 8 max. depth = 6 -fold 2: acc. = 70.53 #leaves = 29 max. depth = 12 -fold 3: acc. = 72.63 #leaves = 31 max. depth = 11 -fold 4: acc. = 74.74 #leaves = 28 max. depth = 12 -fold 5: acc. = 76.04 #leaves = 31 max. depth = 12 -***1***0.7157895***0.7135530*** -***2***0.7052631***0.7106170*** -***3***0.7263157***0.7499250*** -***4***0.7473684***0.6908050*** -***5***0.7604166***0.7418240*** -accuracy = 73.11 #leaves = 25.40 max depth = 10.60 - +Runtime Error. +. +Execution Terminated. diff --git a/data/oc1output/musk-1_23.txt b/data/oc1output/musk-1_23.txt index 6e4bbf0..be0a664 100644 --- a/data/oc1output/musk-1_23.txt +++ b/data/oc1output/musk-1_23.txt @@ -1,16 +1,3 @@ -Remapping class numbers: - 0 To 2 -Pruned decision tree written to csv/musk-1.csv.dt. -Unpruned decision tree written to csv/musk-1.csv.dt.unpruned. -fold 1: acc. = 70.53 #leaves = 13 max. depth = 7 -fold 2: acc. = 71.58 #leaves = 32 max. depth = 18 -fold 3: acc. = 75.79 #leaves = 35 max. depth = 16 -fold 4: acc. = 80.00 #leaves = 34 max. depth = 13 -fold 5: acc. = 83.33 #leaves = 34 max. depth = 16 -***1***0.7052631***0.7689410*** -***2***0.7157895***0.7448930*** -***3***0.7578948***0.7862360*** -***4***0.8000000***0.8106600*** -***5***0.8333334***0.8240880*** -accuracy = 76.26 #leaves = 29.60 max depth = 14.00 - +Runtime Error. +. +Execution Terminated. diff --git a/data/oc1output/musk-1_31.txt b/data/oc1output/musk-1_31.txt index eca9eb9..be0a664 100644 --- a/data/oc1output/musk-1_31.txt +++ b/data/oc1output/musk-1_31.txt @@ -1,16 +1,3 @@ -Remapping class numbers: - 0 To 2 -Pruned decision tree written to csv/musk-1.csv.dt. -Unpruned decision tree written to csv/musk-1.csv.dt.unpruned. -fold 1: acc. = 68.42 #leaves = 2 max. depth = 1 -fold 2: acc. = 74.74 #leaves = 34 max. depth = 13 -fold 3: acc. = 77.89 #leaves = 29 max. depth = 15 -fold 4: acc. = 72.63 #leaves = 35 max. depth = 17 -fold 5: acc. = 80.21 #leaves = 34 max. depth = 14 -***1***0.6842105***0.7393320*** -***2***0.7473684***0.7498750*** -***3***0.7789474***0.7610420*** -***4***0.7263157***0.7299770*** -***5***0.8020834***0.7471840*** -accuracy = 74.79 #leaves = 26.80 max depth = 12.00 - +Runtime Error. +. +Execution Terminated. diff --git a/data/oc1output/musk-1_57.txt b/data/oc1output/musk-1_57.txt index e8c2b2c..be0a664 100644 --- a/data/oc1output/musk-1_57.txt +++ b/data/oc1output/musk-1_57.txt @@ -1,16 +1,3 @@ -Remapping class numbers: - 0 To 2 -Pruned decision tree written to csv/musk-1.csv.dt. -Unpruned decision tree written to csv/musk-1.csv.dt.unpruned. -fold 1: acc. = 73.68 #leaves = 15 max. depth = 7 -fold 2: acc. = 76.84 #leaves = 32 max. depth = 18 -fold 3: acc. = 86.32 #leaves = 29 max. depth = 8 -fold 4: acc. = 81.05 #leaves = 30 max. depth = 12 -fold 5: acc. = 82.29 #leaves = 30 max. depth = 15 -***1***0.7368421***0.8120520*** -***2***0.7684210***0.8002800*** -***3***0.8631579***0.6925900*** -***4***0.8105264***0.7631960*** -***5***0.8229166***0.7393690*** -accuracy = 80.04 #leaves = 27.20 max depth = 12.00 - +Runtime Error. +. +Execution Terminated. diff --git a/data/oc1output/musk-1_7.txt b/data/oc1output/musk-1_7.txt index afed0ce..be0a664 100644 --- a/data/oc1output/musk-1_7.txt +++ b/data/oc1output/musk-1_7.txt @@ -1,16 +1,3 @@ -Remapping class numbers: - 0 To 2 -Pruned decision tree written to csv/musk-1.csv.dt. -Unpruned decision tree written to csv/musk-1.csv.dt.unpruned. -fold 1: acc. = 84.21 #leaves = 17 max. depth = 10 -fold 2: acc. = 75.79 #leaves = 38 max. depth = 16 -fold 3: acc. = 81.05 #leaves = 31 max. depth = 14 -fold 4: acc. = 83.16 #leaves = 32 max. depth = 13 -fold 5: acc. = 83.33 #leaves = 27 max. depth = 9 -***1***0.8421053***0.7403130*** -***2***0.7578948***0.7326350*** -***3***0.8105264***0.7938890*** -***4***0.8315790***0.7488710*** -***5***0.8333334***0.7287800*** -accuracy = 81.51 #leaves = 29.00 max depth = 12.40 - +Runtime Error. +. +Execution Terminated. diff --git a/data/oc1output/musk-1_79.txt b/data/oc1output/musk-1_79.txt index ba2098a..be0a664 100644 --- a/data/oc1output/musk-1_79.txt +++ b/data/oc1output/musk-1_79.txt @@ -1,16 +1,3 @@ -Remapping class numbers: - 0 To 2 -Pruned decision tree written to csv/musk-1.csv.dt. -Unpruned decision tree written to csv/musk-1.csv.dt.unpruned. -fold 1: acc. = 75.79 #leaves = 30 max. depth = 10 -fold 2: acc. = 76.84 #leaves = 29 max. depth = 8 -fold 3: acc. = 75.79 #leaves = 32 max. depth = 9 -fold 4: acc. = 80.00 #leaves = 34 max. depth = 14 -fold 5: acc. = 83.33 #leaves = 35 max. depth = 11 -***1***0.7578948***0.7122660*** -***2***0.7684210***0.6995760*** -***3***0.7578948***0.7287780*** -***4***0.8000000***0.7567010*** -***5***0.8333334***0.6611940*** -accuracy = 78.36 #leaves = 32.00 max depth = 10.40 - +Runtime Error. +. +Execution Terminated. diff --git a/data/oc1output/musk-1_83.txt b/data/oc1output/musk-1_83.txt index ccd6f38..be0a664 100644 --- a/data/oc1output/musk-1_83.txt +++ b/data/oc1output/musk-1_83.txt @@ -1,16 +1,3 @@ -Remapping class numbers: - 0 To 2 -Pruned decision tree written to csv/musk-1.csv.dt. -Unpruned decision tree written to csv/musk-1.csv.dt.unpruned. -fold 1: acc. = 78.95 #leaves = 11 max. depth = 6 -fold 2: acc. = 76.84 #leaves = 30 max. depth = 9 -fold 3: acc. = 81.05 #leaves = 37 max. depth = 17 -fold 4: acc. = 73.68 #leaves = 31 max. depth = 10 -fold 5: acc. = 81.25 #leaves = 32 max. depth = 18 -***1***0.7894737***0.6644780*** -***2***0.7684210***0.5904340*** -***3***0.8105264***0.8151950*** -***4***0.7368421***0.7215830*** -***5***0.8125000***0.7740120*** -accuracy = 78.36 #leaves = 28.20 max depth = 12.00 - +Runtime Error. +. +Execution Terminated. diff --git a/data/oc1output/musk-1_97.txt b/data/oc1output/musk-1_97.txt index b8bc064..be0a664 100644 --- a/data/oc1output/musk-1_97.txt +++ b/data/oc1output/musk-1_97.txt @@ -1,16 +1,3 @@ -Remapping class numbers: - 0 To 2 -Pruned decision tree written to csv/musk-1.csv.dt. -Unpruned decision tree written to csv/musk-1.csv.dt.unpruned. -fold 1: acc. = 76.84 #leaves = 4 max. depth = 3 -fold 2: acc. = 73.68 #leaves = 28 max. depth = 9 -fold 3: acc. = 76.84 #leaves = 36 max. depth = 12 -fold 4: acc. = 77.89 #leaves = 35 max. depth = 14 -fold 5: acc. = 81.25 #leaves = 34 max. depth = 13 -***1***0.7684210***0.6802720*** -***2***0.7368421***0.6622160*** -***3***0.7684210***0.7496850*** -***4***0.7789474***0.8003470*** -***5***0.8125000***0.7448610*** -accuracy = 77.31 #leaves = 27.40 max depth = 10.20 - +Runtime Error. +. +Execution Terminated. diff --git a/data/oc1output/oocytes_merluccius_nucleus_4d_1.txt b/data/oc1output/oocytes_merluccius_nucleus_4d_1.txt index ad629d2..2b44dee 100644 --- a/data/oc1output/oocytes_merluccius_nucleus_4d_1.txt +++ b/data/oc1output/oocytes_merluccius_nucleus_4d_1.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/oocytes_merluccius_nucleus_4d.csv.dt. -Unpruned decision tree written to csv/oocytes_merluccius_nucleus_4d.csv.dt.unpruned. -fold 1: acc. = 75.49 #leaves = 4 max. depth = 3 -fold 2: acc. = 72.06 #leaves = 79 max. depth = 15 -fold 3: acc. = 69.61 #leaves = 96 max. depth = 14 -fold 4: acc. = 73.04 #leaves = 88 max. depth = 14 -fold 5: acc. = 68.93 #leaves = 89 max. depth = 13 -***1***0.7549019***1.6798880*** -***2***0.7205882***1.2590920*** -***3***0.6960784***1.4208890*** -***4***0.7303922***1.1614930*** -***5***0.6893204***1.6041920*** -accuracy = 71.82 #leaves = 71.20 max depth = 11.80 - +Pruned decision tree written to data/csv/oocytes_merluccius_nucleus_4d.csv.dt. +Unpruned decision tree written to data/csv/oocytes_merluccius_nucleus_4d.csv.dt.unpruned. +fold 1: acc. = 73.53 #leaves = 4 max. depth = 3 +fold 2: acc. = 72.55 #leaves = 99 max. depth = 15 +fold 3: acc. = 72.55 #leaves = 105 max. depth = 16 +fold 4: acc. = 75.98 #leaves = 106 max. depth = 13 +fold 5: acc. = 69.90 #leaves = 101 max. depth = 16 +accuracy = 72.90 #leaves = 83.00 max depth = 12.60 diff --git a/data/oc1output/oocytes_merluccius_nucleus_4d_17.txt b/data/oc1output/oocytes_merluccius_nucleus_4d_17.txt index 72f38a5..0010207 100644 --- a/data/oc1output/oocytes_merluccius_nucleus_4d_17.txt +++ b/data/oc1output/oocytes_merluccius_nucleus_4d_17.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/oocytes_merluccius_nucleus_4d.csv.dt. -Unpruned decision tree written to csv/oocytes_merluccius_nucleus_4d.csv.dt.unpruned. -fold 1: acc. = 79.41 #leaves = 10 max. depth = 6 -fold 2: acc. = 80.39 #leaves = 85 max. depth = 13 -fold 3: acc. = 73.53 #leaves = 83 max. depth = 14 -fold 4: acc. = 70.10 #leaves = 82 max. depth = 14 -fold 5: acc. = 77.67 #leaves = 85 max. depth = 13 -***1***0.7941177***1.4205520*** -***2***0.8039216***1.3922510*** -***3***0.7352941***1.6930780*** -***4***0.7009804***1.0569270*** -***5***0.7766991***1.3430260*** -accuracy = 76.22 #leaves = 69.00 max depth = 12.00 - +Pruned decision tree written to data/csv/oocytes_merluccius_nucleus_4d.csv.dt. +Unpruned decision tree written to data/csv/oocytes_merluccius_nucleus_4d.csv.dt.unpruned. +fold 1: acc. = 72.55 #leaves = 3 max. depth = 2 +fold 2: acc. = 75.98 #leaves = 94 max. depth = 14 +fold 3: acc. = 72.06 #leaves = 98 max. depth = 13 +fold 4: acc. = 71.08 #leaves = 94 max. depth = 12 +fold 5: acc. = 65.53 #leaves = 94 max. depth = 15 +accuracy = 71.43 #leaves = 76.60 max depth = 11.20 diff --git a/data/oc1output/oocytes_merluccius_nucleus_4d_1714.txt b/data/oc1output/oocytes_merluccius_nucleus_4d_1714.txt index b257346..af8ce9c 100644 --- a/data/oc1output/oocytes_merluccius_nucleus_4d_1714.txt +++ b/data/oc1output/oocytes_merluccius_nucleus_4d_1714.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/oocytes_merluccius_nucleus_4d.csv.dt. -Unpruned decision tree written to csv/oocytes_merluccius_nucleus_4d.csv.dt.unpruned. -fold 1: acc. = 81.37 #leaves = 7 max. depth = 3 -fold 2: acc. = 73.53 #leaves = 76 max. depth = 13 -fold 3: acc. = 71.08 #leaves = 88 max. depth = 15 -fold 4: acc. = 65.20 #leaves = 87 max. depth = 13 -fold 5: acc. = 70.39 #leaves = 83 max. depth = 15 -***1***0.8137255***1.5137000*** -***2***0.7352941***1.2627010*** -***3***0.7107843***1.4401440*** -***4***0.6519607***1.4725200*** -***5***0.7038835***1.8122620*** -accuracy = 72.31 #leaves = 68.20 max depth = 11.80 - +Pruned decision tree written to data/csv/oocytes_merluccius_nucleus_4d.csv.dt. +Unpruned decision tree written to data/csv/oocytes_merluccius_nucleus_4d.csv.dt.unpruned. +fold 1: acc. = 75.49 #leaves = 3 max. depth = 2 +fold 2: acc. = 66.18 #leaves = 90 max. depth = 13 +fold 3: acc. = 71.08 #leaves = 99 max. depth = 12 +fold 4: acc. = 72.06 #leaves = 93 max. depth = 13 +fold 5: acc. = 70.87 #leaves = 102 max. depth = 17 +accuracy = 71.14 #leaves = 77.40 max depth = 11.40 diff --git a/data/oc1output/oocytes_merluccius_nucleus_4d_23.txt b/data/oc1output/oocytes_merluccius_nucleus_4d_23.txt index ef91a95..efc18d0 100644 --- a/data/oc1output/oocytes_merluccius_nucleus_4d_23.txt +++ b/data/oc1output/oocytes_merluccius_nucleus_4d_23.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/oocytes_merluccius_nucleus_4d.csv.dt. -Unpruned decision tree written to csv/oocytes_merluccius_nucleus_4d.csv.dt.unpruned. -fold 1: acc. = 75.49 #leaves = 41 max. depth = 12 -fold 2: acc. = 76.47 #leaves = 85 max. depth = 16 -fold 3: acc. = 70.59 #leaves = 93 max. depth = 16 -fold 4: acc. = 75.98 #leaves = 81 max. depth = 16 -fold 5: acc. = 76.70 #leaves = 72 max. depth = 12 -***1***0.7549019***1.3829810*** -***2***0.7647059***1.2885080*** -***3***0.7058823***1.9087730*** -***4***0.7598040***1.8847520*** -***5***0.7669903***1.3415120*** -accuracy = 75.05 #leaves = 74.40 max depth = 14.40 - +Pruned decision tree written to data/csv/oocytes_merluccius_nucleus_4d.csv.dt. +Unpruned decision tree written to data/csv/oocytes_merluccius_nucleus_4d.csv.dt.unpruned. +fold 1: acc. = 75.49 #leaves = 3 max. depth = 2 +fold 2: acc. = 69.12 #leaves = 105 max. depth = 15 +fold 3: acc. = 68.63 #leaves = 91 max. depth = 12 +fold 4: acc. = 70.10 #leaves = 91 max. depth = 14 +fold 5: acc. = 71.84 #leaves = 90 max. depth = 15 +accuracy = 71.04 #leaves = 76.00 max depth = 11.60 diff --git a/data/oc1output/oocytes_merluccius_nucleus_4d_31.txt b/data/oc1output/oocytes_merluccius_nucleus_4d_31.txt index f349360..633f735 100644 --- a/data/oc1output/oocytes_merluccius_nucleus_4d_31.txt +++ b/data/oc1output/oocytes_merluccius_nucleus_4d_31.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/oocytes_merluccius_nucleus_4d.csv.dt. -Unpruned decision tree written to csv/oocytes_merluccius_nucleus_4d.csv.dt.unpruned. -fold 1: acc. = 75.98 #leaves = 9 max. depth = 6 -fold 2: acc. = 77.45 #leaves = 79 max. depth = 15 -fold 3: acc. = 77.94 #leaves = 88 max. depth = 16 -fold 4: acc. = 77.45 #leaves = 80 max. depth = 17 -fold 5: acc. = 74.76 #leaves = 83 max. depth = 13 -***1***0.7598040***1.7378560*** -***2***0.7745098***1.6036120*** -***3***0.7794118***1.8904360*** -***4***0.7745098***1.3926700*** -***5***0.7475728***1.2407300*** -accuracy = 76.71 #leaves = 67.80 max depth = 13.40 - +Pruned decision tree written to data/csv/oocytes_merluccius_nucleus_4d.csv.dt. +Unpruned decision tree written to data/csv/oocytes_merluccius_nucleus_4d.csv.dt.unpruned. +fold 1: acc. = 73.04 #leaves = 3 max. depth = 2 +fold 2: acc. = 74.02 #leaves = 97 max. depth = 14 +fold 3: acc. = 67.65 #leaves = 102 max. depth = 15 +fold 4: acc. = 75.00 #leaves = 92 max. depth = 18 +fold 5: acc. = 73.30 #leaves = 103 max. depth = 14 +accuracy = 72.60 #leaves = 79.40 max depth = 12.60 diff --git a/data/oc1output/oocytes_merluccius_nucleus_4d_57.txt b/data/oc1output/oocytes_merluccius_nucleus_4d_57.txt index 95790de..2ec7889 100644 --- a/data/oc1output/oocytes_merluccius_nucleus_4d_57.txt +++ b/data/oc1output/oocytes_merluccius_nucleus_4d_57.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/oocytes_merluccius_nucleus_4d.csv.dt. -Unpruned decision tree written to csv/oocytes_merluccius_nucleus_4d.csv.dt.unpruned. -fold 1: acc. = 75.98 #leaves = 3 max. depth = 2 -fold 2: acc. = 71.08 #leaves = 84 max. depth = 15 -fold 3: acc. = 75.00 #leaves = 78 max. depth = 13 -fold 4: acc. = 72.06 #leaves = 94 max. depth = 13 -fold 5: acc. = 71.84 #leaves = 66 max. depth = 12 -***1***0.7598040***1.7163840*** -***2***0.7107843***1.7919470*** -***3***0.7500000***1.3742590*** -***4***0.7205882***1.2196000*** -***5***0.7184466***1.1041280*** -accuracy = 73.19 #leaves = 65.00 max depth = 11.00 - +Pruned decision tree written to data/csv/oocytes_merluccius_nucleus_4d.csv.dt. +Unpruned decision tree written to data/csv/oocytes_merluccius_nucleus_4d.csv.dt.unpruned. +fold 1: acc. = 75.49 #leaves = 5 max. depth = 4 +fold 2: acc. = 69.61 #leaves = 97 max. depth = 14 +fold 3: acc. = 69.12 #leaves = 99 max. depth = 19 +fold 4: acc. = 71.57 #leaves = 98 max. depth = 15 +fold 5: acc. = 70.87 #leaves = 98 max. depth = 13 +accuracy = 71.33 #leaves = 79.40 max depth = 13.00 diff --git a/data/oc1output/oocytes_merluccius_nucleus_4d_7.txt b/data/oc1output/oocytes_merluccius_nucleus_4d_7.txt index 089902e..7199be2 100644 --- a/data/oc1output/oocytes_merluccius_nucleus_4d_7.txt +++ b/data/oc1output/oocytes_merluccius_nucleus_4d_7.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/oocytes_merluccius_nucleus_4d.csv.dt. -Unpruned decision tree written to csv/oocytes_merluccius_nucleus_4d.csv.dt.unpruned. -fold 1: acc. = 79.41 #leaves = 9 max. depth = 7 -fold 2: acc. = 71.08 #leaves = 92 max. depth = 12 -fold 3: acc. = 77.94 #leaves = 93 max. depth = 11 -fold 4: acc. = 73.53 #leaves = 96 max. depth = 13 -fold 5: acc. = 70.39 #leaves = 77 max. depth = 12 -***1***0.7941177***1.3359920*** -***2***0.7107843***1.2444060*** -***3***0.7794118***1.3968140*** -***4***0.7352941***1.2263020*** -***5***0.7038835***1.3139430*** -accuracy = 74.46 #leaves = 73.40 max depth = 11.00 - +Pruned decision tree written to data/csv/oocytes_merluccius_nucleus_4d.csv.dt. +Unpruned decision tree written to data/csv/oocytes_merluccius_nucleus_4d.csv.dt.unpruned. +fold 1: acc. = 72.55 #leaves = 9 max. depth = 7 +fold 2: acc. = 72.06 #leaves = 88 max. depth = 14 +fold 3: acc. = 75.00 #leaves = 92 max. depth = 16 +fold 4: acc. = 77.45 #leaves = 102 max. depth = 15 +fold 5: acc. = 67.96 #leaves = 91 max. depth = 13 +accuracy = 72.99 #leaves = 76.40 max depth = 13.00 diff --git a/data/oc1output/oocytes_merluccius_nucleus_4d_79.txt b/data/oc1output/oocytes_merluccius_nucleus_4d_79.txt index 67fc4ca..6da6c9c 100644 --- a/data/oc1output/oocytes_merluccius_nucleus_4d_79.txt +++ b/data/oc1output/oocytes_merluccius_nucleus_4d_79.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/oocytes_merluccius_nucleus_4d.csv.dt. -Unpruned decision tree written to csv/oocytes_merluccius_nucleus_4d.csv.dt.unpruned. -fold 1: acc. = 79.41 #leaves = 6 max. depth = 4 -fold 2: acc. = 71.57 #leaves = 77 max. depth = 14 -fold 3: acc. = 75.98 #leaves = 83 max. depth = 12 -fold 4: acc. = 75.98 #leaves = 88 max. depth = 14 -fold 5: acc. = 73.30 #leaves = 98 max. depth = 14 -***1***0.7941177***1.4734980*** -***2***0.7156863***1.4974470*** -***3***0.7598040***1.4409090*** -***4***0.7598040***1.3390260*** -***5***0.7330097***1.2295820*** -accuracy = 75.24 #leaves = 70.40 max depth = 11.60 - +Pruned decision tree written to data/csv/oocytes_merluccius_nucleus_4d.csv.dt. +Unpruned decision tree written to data/csv/oocytes_merluccius_nucleus_4d.csv.dt.unpruned. +fold 1: acc. = 76.96 #leaves = 17 max. depth = 7 +fold 2: acc. = 69.61 #leaves = 102 max. depth = 16 +fold 3: acc. = 74.02 #leaves = 85 max. depth = 11 +fold 4: acc. = 69.12 #leaves = 100 max. depth = 13 +fold 5: acc. = 71.84 #leaves = 96 max. depth = 15 +accuracy = 72.31 #leaves = 80.00 max depth = 12.40 diff --git a/data/oc1output/oocytes_merluccius_nucleus_4d_83.txt b/data/oc1output/oocytes_merluccius_nucleus_4d_83.txt index ef757a2..14d7a20 100644 --- a/data/oc1output/oocytes_merluccius_nucleus_4d_83.txt +++ b/data/oc1output/oocytes_merluccius_nucleus_4d_83.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/oocytes_merluccius_nucleus_4d.csv.dt. -Unpruned decision tree written to csv/oocytes_merluccius_nucleus_4d.csv.dt.unpruned. -fold 1: acc. = 80.88 #leaves = 16 max. depth = 9 -fold 2: acc. = 70.10 #leaves = 82 max. depth = 14 -fold 3: acc. = 75.00 #leaves = 85 max. depth = 12 -fold 4: acc. = 73.53 #leaves = 86 max. depth = 11 -fold 5: acc. = 71.36 #leaves = 81 max. depth = 16 -***1***0.8088235***1.6707350*** -***2***0.7009804***1.4141150*** -***3***0.7500000***1.4445060*** -***4***0.7352941***1.2399050*** -***5***0.7135922***1.5695030*** -accuracy = 74.17 #leaves = 70.00 max depth = 12.40 - +Pruned decision tree written to data/csv/oocytes_merluccius_nucleus_4d.csv.dt. +Unpruned decision tree written to data/csv/oocytes_merluccius_nucleus_4d.csv.dt.unpruned. +fold 1: acc. = 78.92 #leaves = 5 max. depth = 4 +fold 2: acc. = 71.57 #leaves = 96 max. depth = 13 +fold 3: acc. = 71.08 #leaves = 96 max. depth = 17 +fold 4: acc. = 72.55 #leaves = 105 max. depth = 13 +fold 5: acc. = 74.27 #leaves = 99 max. depth = 12 +accuracy = 73.68 #leaves = 80.20 max depth = 11.80 diff --git a/data/oc1output/oocytes_merluccius_nucleus_4d_97.txt b/data/oc1output/oocytes_merluccius_nucleus_4d_97.txt index fab716f..c82e0c3 100644 --- a/data/oc1output/oocytes_merluccius_nucleus_4d_97.txt +++ b/data/oc1output/oocytes_merluccius_nucleus_4d_97.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/oocytes_merluccius_nucleus_4d.csv.dt. -Unpruned decision tree written to csv/oocytes_merluccius_nucleus_4d.csv.dt.unpruned. -fold 1: acc. = 75.00 #leaves = 36 max. depth = 12 -fold 2: acc. = 76.47 #leaves = 77 max. depth = 13 -fold 3: acc. = 78.43 #leaves = 83 max. depth = 14 -fold 4: acc. = 76.96 #leaves = 80 max. depth = 14 -fold 5: acc. = 63.11 #leaves = 81 max. depth = 13 -***1***0.7500000***1.4338140*** -***2***0.7647059***1.3796530*** -***3***0.7843137***1.5682950*** -***4***0.7696078***1.2346560*** -***5***0.6310680***1.3621000*** -accuracy = 73.97 #leaves = 71.40 max depth = 13.20 - +Pruned decision tree written to data/csv/oocytes_merluccius_nucleus_4d.csv.dt. +Unpruned decision tree written to data/csv/oocytes_merluccius_nucleus_4d.csv.dt.unpruned. +fold 1: acc. = 76.96 #leaves = 6 max. depth = 4 +fold 2: acc. = 74.02 #leaves = 91 max. depth = 14 +fold 3: acc. = 75.49 #leaves = 102 max. depth = 15 +fold 4: acc. = 80.39 #leaves = 87 max. depth = 10 +fold 5: acc. = 71.84 #leaves = 92 max. depth = 12 +accuracy = 75.73 #leaves = 75.60 max depth = 11.00 diff --git a/data/oc1output/oocytes_merluccius_states_2f_1.txt b/data/oc1output/oocytes_merluccius_states_2f_1.txt index c3df2c2..e16ccff 100644 --- a/data/oc1output/oocytes_merluccius_states_2f_1.txt +++ b/data/oc1output/oocytes_merluccius_states_2f_1.txt @@ -2,17 +2,11 @@ Remapping class numbers: 2 To 1 1 To 2 0 To 3 -Pruned decision tree written to csv/oocytes_merluccius_states_2f.csv.dt. -Unpruned decision tree written to csv/oocytes_merluccius_states_2f.csv.dt.unpruned. -fold 1: acc. = 87.25 #leaves = 11 max. depth = 5 -fold 2: acc. = 87.25 #leaves = 35 max. depth = 10 -fold 3: acc. = 86.76 #leaves = 34 max. depth = 11 -fold 4: acc. = 89.71 #leaves = 43 max. depth = 10 -fold 5: acc. = 89.81 #leaves = 45 max. depth = 10 -***1***0.8725491***0.9970280*** -***2***0.8725491***1.1572130*** -***3***0.8676471***1.0610340*** -***4***0.8970588***1.2663830*** -***5***0.8980582***1.1642360*** -accuracy = 88.16 #leaves = 33.60 max depth = 9.20 - +Pruned decision tree written to data/csv/oocytes_merluccius_states_2f.csv.dt. +Unpruned decision tree written to data/csv/oocytes_merluccius_states_2f.csv.dt.unpruned. +fold 1: acc. = 87.75 #leaves = 4 max. depth = 3 +fold 2: acc. = 87.75 #leaves = 41 max. depth = 10 +fold 3: acc. = 87.75 #leaves = 37 max. depth = 9 +fold 4: acc. = 92.16 #leaves = 42 max. depth = 8 +fold 5: acc. = 90.29 #leaves = 44 max. depth = 9 +accuracy = 89.14 #leaves = 33.60 max depth = 7.80 diff --git a/data/oc1output/oocytes_merluccius_states_2f_17.txt b/data/oc1output/oocytes_merluccius_states_2f_17.txt index 75d3f76..a2a1dc8 100644 --- a/data/oc1output/oocytes_merluccius_states_2f_17.txt +++ b/data/oc1output/oocytes_merluccius_states_2f_17.txt @@ -2,17 +2,11 @@ Remapping class numbers: 2 To 1 1 To 2 0 To 3 -Pruned decision tree written to csv/oocytes_merluccius_states_2f.csv.dt. -Unpruned decision tree written to csv/oocytes_merluccius_states_2f.csv.dt.unpruned. -fold 1: acc. = 93.14 #leaves = 4 max. depth = 3 -fold 2: acc. = 89.22 #leaves = 32 max. depth = 8 -fold 3: acc. = 91.18 #leaves = 34 max. depth = 8 -fold 4: acc. = 87.25 #leaves = 35 max. depth = 9 -fold 5: acc. = 89.32 #leaves = 34 max. depth = 8 -***1***0.9313725***0.9427620*** -***2***0.8921568***0.8964470*** -***3***0.9117647***1.0640760*** -***4***0.8725491***0.9689970*** -***5***0.8932039***1.0082410*** -accuracy = 90.02 #leaves = 27.80 max depth = 7.20 - +Pruned decision tree written to data/csv/oocytes_merluccius_states_2f.csv.dt. +Unpruned decision tree written to data/csv/oocytes_merluccius_states_2f.csv.dt.unpruned. +fold 1: acc. = 91.18 #leaves = 6 max. depth = 4 +fold 2: acc. = 87.25 #leaves = 44 max. depth = 9 +fold 3: acc. = 90.69 #leaves = 40 max. depth = 9 +fold 4: acc. = 83.33 #leaves = 43 max. depth = 10 +fold 5: acc. = 88.35 #leaves = 48 max. depth = 11 +accuracy = 88.16 #leaves = 36.20 max depth = 8.60 diff --git a/data/oc1output/oocytes_merluccius_states_2f_1714.txt b/data/oc1output/oocytes_merluccius_states_2f_1714.txt index 90b69aa..759647b 100644 --- a/data/oc1output/oocytes_merluccius_states_2f_1714.txt +++ b/data/oc1output/oocytes_merluccius_states_2f_1714.txt @@ -2,17 +2,11 @@ Remapping class numbers: 2 To 1 1 To 2 0 To 3 -Pruned decision tree written to csv/oocytes_merluccius_states_2f.csv.dt. -Unpruned decision tree written to csv/oocytes_merluccius_states_2f.csv.dt.unpruned. -fold 1: acc. = 91.67 #leaves = 3 max. depth = 2 -fold 2: acc. = 90.20 #leaves = 35 max. depth = 11 -fold 3: acc. = 88.24 #leaves = 38 max. depth = 12 -fold 4: acc. = 92.65 #leaves = 30 max. depth = 11 -fold 5: acc. = 89.32 #leaves = 36 max. depth = 10 -***1***0.9166666***1.0709350*** -***2***0.9019607***1.1513800*** -***3***0.8823529***1.5170120*** -***4***0.9264706***0.7694190*** -***5***0.8932039***1.2504510*** -accuracy = 90.41 #leaves = 28.40 max depth = 9.20 - +Pruned decision tree written to data/csv/oocytes_merluccius_states_2f.csv.dt. +Unpruned decision tree written to data/csv/oocytes_merluccius_states_2f.csv.dt.unpruned. +fold 1: acc. = 89.22 #leaves = 19 max. depth = 6 +fold 2: acc. = 86.27 #leaves = 35 max. depth = 10 +fold 3: acc. = 84.80 #leaves = 46 max. depth = 10 +fold 4: acc. = 92.16 #leaves = 35 max. depth = 8 +fold 5: acc. = 88.83 #leaves = 43 max. depth = 9 +accuracy = 88.26 #leaves = 35.60 max depth = 8.60 diff --git a/data/oc1output/oocytes_merluccius_states_2f_23.txt b/data/oc1output/oocytes_merluccius_states_2f_23.txt index 35925c3..04ac03d 100644 --- a/data/oc1output/oocytes_merluccius_states_2f_23.txt +++ b/data/oc1output/oocytes_merluccius_states_2f_23.txt @@ -2,17 +2,11 @@ Remapping class numbers: 2 To 1 1 To 2 0 To 3 -Pruned decision tree written to csv/oocytes_merluccius_states_2f.csv.dt. -Unpruned decision tree written to csv/oocytes_merluccius_states_2f.csv.dt.unpruned. -fold 1: acc. = 89.22 #leaves = 9 max. depth = 4 -fold 2: acc. = 82.84 #leaves = 34 max. depth = 9 -fold 3: acc. = 92.16 #leaves = 37 max. depth = 11 -fold 4: acc. = 85.29 #leaves = 44 max. depth = 13 -fold 5: acc. = 90.78 #leaves = 35 max. depth = 9 -***1***0.8921568***0.9116490*** -***2***0.8284314***1.0173860*** -***3***0.9215686***1.0727770*** -***4***0.8529412***1.5414460*** -***5***0.9077669***0.7249100*** -accuracy = 88.06 #leaves = 31.80 max depth = 9.20 - +Pruned decision tree written to data/csv/oocytes_merluccius_states_2f.csv.dt. +Unpruned decision tree written to data/csv/oocytes_merluccius_states_2f.csv.dt.unpruned. +fold 1: acc. = 87.75 #leaves = 3 max. depth = 2 +fold 2: acc. = 89.22 #leaves = 48 max. depth = 9 +fold 3: acc. = 89.22 #leaves = 47 max. depth = 10 +fold 4: acc. = 87.75 #leaves = 46 max. depth = 11 +fold 5: acc. = 90.78 #leaves = 49 max. depth = 11 +accuracy = 88.94 #leaves = 38.60 max depth = 8.60 diff --git a/data/oc1output/oocytes_merluccius_states_2f_31.txt b/data/oc1output/oocytes_merluccius_states_2f_31.txt index ba634b2..515e14c 100644 --- a/data/oc1output/oocytes_merluccius_states_2f_31.txt +++ b/data/oc1output/oocytes_merluccius_states_2f_31.txt @@ -2,17 +2,11 @@ Remapping class numbers: 2 To 1 1 To 2 0 To 3 -Pruned decision tree written to csv/oocytes_merluccius_states_2f.csv.dt. -Unpruned decision tree written to csv/oocytes_merluccius_states_2f.csv.dt.unpruned. -fold 1: acc. = 85.78 #leaves = 6 max. depth = 3 -fold 2: acc. = 87.75 #leaves = 39 max. depth = 10 -fold 3: acc. = 87.25 #leaves = 30 max. depth = 11 -fold 4: acc. = 88.73 #leaves = 40 max. depth = 10 -fold 5: acc. = 88.83 #leaves = 38 max. depth = 10 -***1***0.8578432***0.9976150*** -***2***0.8774509***1.1240100*** -***3***0.8725491***0.8648540*** -***4***0.8872549***1.0486760*** -***5***0.8883495***0.8220360*** -accuracy = 87.67 #leaves = 30.60 max depth = 8.80 - +Pruned decision tree written to data/csv/oocytes_merluccius_states_2f.csv.dt. +Unpruned decision tree written to data/csv/oocytes_merluccius_states_2f.csv.dt.unpruned. +fold 1: acc. = 87.75 #leaves = 4 max. depth = 3 +fold 2: acc. = 86.76 #leaves = 41 max. depth = 8 +fold 3: acc. = 87.75 #leaves = 39 max. depth = 9 +fold 4: acc. = 93.63 #leaves = 44 max. depth = 9 +fold 5: acc. = 87.86 #leaves = 39 max. depth = 9 +accuracy = 88.75 #leaves = 33.40 max depth = 7.60 diff --git a/data/oc1output/oocytes_merluccius_states_2f_57.txt b/data/oc1output/oocytes_merluccius_states_2f_57.txt index adf84c6..e8f891f 100644 --- a/data/oc1output/oocytes_merluccius_states_2f_57.txt +++ b/data/oc1output/oocytes_merluccius_states_2f_57.txt @@ -2,17 +2,11 @@ Remapping class numbers: 2 To 1 1 To 2 0 To 3 -Pruned decision tree written to csv/oocytes_merluccius_states_2f.csv.dt. -Unpruned decision tree written to csv/oocytes_merluccius_states_2f.csv.dt.unpruned. -fold 1: acc. = 90.20 #leaves = 5 max. depth = 3 -fold 2: acc. = 89.22 #leaves = 39 max. depth = 10 -fold 3: acc. = 89.71 #leaves = 38 max. depth = 10 -fold 4: acc. = 88.24 #leaves = 39 max. depth = 12 -fold 5: acc. = 88.35 #leaves = 39 max. depth = 9 -***1***0.9019607***1.3139270*** -***2***0.8921568***0.9700550*** -***3***0.8970588***0.8880420*** -***4***0.8823529***1.4054610*** -***5***0.8834952***0.9402920*** -accuracy = 89.14 #leaves = 32.00 max depth = 8.80 - +Pruned decision tree written to data/csv/oocytes_merluccius_states_2f.csv.dt. +Unpruned decision tree written to data/csv/oocytes_merluccius_states_2f.csv.dt.unpruned. +fold 1: acc. = 87.25 #leaves = 6 max. depth = 3 +fold 2: acc. = 87.25 #leaves = 44 max. depth = 9 +fold 3: acc. = 90.20 #leaves = 42 max. depth = 11 +fold 4: acc. = 90.69 #leaves = 44 max. depth = 11 +fold 5: acc. = 87.38 #leaves = 37 max. depth = 9 +accuracy = 88.55 #leaves = 34.60 max depth = 8.60 diff --git a/data/oc1output/oocytes_merluccius_states_2f_7.txt b/data/oc1output/oocytes_merluccius_states_2f_7.txt index 4f803ff..ef379b1 100644 --- a/data/oc1output/oocytes_merluccius_states_2f_7.txt +++ b/data/oc1output/oocytes_merluccius_states_2f_7.txt @@ -2,17 +2,11 @@ Remapping class numbers: 2 To 1 1 To 2 0 To 3 -Pruned decision tree written to csv/oocytes_merluccius_states_2f.csv.dt. -Unpruned decision tree written to csv/oocytes_merluccius_states_2f.csv.dt.unpruned. -fold 1: acc. = 88.73 #leaves = 4 max. depth = 3 -fold 2: acc. = 90.20 #leaves = 34 max. depth = 10 -fold 3: acc. = 88.73 #leaves = 38 max. depth = 12 -fold 4: acc. = 91.18 #leaves = 35 max. depth = 9 -fold 5: acc. = 90.29 #leaves = 34 max. depth = 10 -***1***0.8872549***1.3010530*** -***2***0.9019607***0.8734530*** -***3***0.8872549***1.3545860*** -***4***0.9117647***1.0156130*** -***5***0.9029126***0.8524840*** -accuracy = 89.82 #leaves = 29.00 max depth = 8.80 - +Pruned decision tree written to data/csv/oocytes_merluccius_states_2f.csv.dt. +Unpruned decision tree written to data/csv/oocytes_merluccius_states_2f.csv.dt.unpruned. +fold 1: acc. = 86.76 #leaves = 8 max. depth = 4 +fold 2: acc. = 90.69 #leaves = 46 max. depth = 11 +fold 3: acc. = 89.71 #leaves = 50 max. depth = 10 +fold 4: acc. = 87.75 #leaves = 41 max. depth = 11 +fold 5: acc. = 88.83 #leaves = 46 max. depth = 11 +accuracy = 88.75 #leaves = 38.20 max depth = 9.40 diff --git a/data/oc1output/oocytes_merluccius_states_2f_79.txt b/data/oc1output/oocytes_merluccius_states_2f_79.txt index e93e07a..59997bb 100644 --- a/data/oc1output/oocytes_merluccius_states_2f_79.txt +++ b/data/oc1output/oocytes_merluccius_states_2f_79.txt @@ -2,17 +2,11 @@ Remapping class numbers: 2 To 1 1 To 2 0 To 3 -Pruned decision tree written to csv/oocytes_merluccius_states_2f.csv.dt. -Unpruned decision tree written to csv/oocytes_merluccius_states_2f.csv.dt.unpruned. -fold 1: acc. = 82.84 #leaves = 8 max. depth = 6 -fold 2: acc. = 89.22 #leaves = 35 max. depth = 12 -fold 3: acc. = 86.76 #leaves = 31 max. depth = 9 -fold 4: acc. = 90.20 #leaves = 37 max. depth = 10 -fold 5: acc. = 90.78 #leaves = 30 max. depth = 9 -***1***0.8284314***0.8369400*** -***2***0.8921568***0.9454700*** -***3***0.8676471***1.0428560*** -***4***0.9019607***0.8946030*** -***5***0.9077669***0.7787780*** -accuracy = 87.96 #leaves = 28.20 max depth = 9.20 - +Pruned decision tree written to data/csv/oocytes_merluccius_states_2f.csv.dt. +Unpruned decision tree written to data/csv/oocytes_merluccius_states_2f.csv.dt.unpruned. +fold 1: acc. = 84.31 #leaves = 3 max. depth = 2 +fold 2: acc. = 90.20 #leaves = 44 max. depth = 9 +fold 3: acc. = 86.76 #leaves = 41 max. depth = 9 +fold 4: acc. = 90.20 #leaves = 41 max. depth = 8 +fold 5: acc. = 89.81 #leaves = 43 max. depth = 9 +accuracy = 88.26 #leaves = 34.40 max depth = 7.40 diff --git a/data/oc1output/oocytes_merluccius_states_2f_83.txt b/data/oc1output/oocytes_merluccius_states_2f_83.txt index 4da51e5..7481a51 100644 --- a/data/oc1output/oocytes_merluccius_states_2f_83.txt +++ b/data/oc1output/oocytes_merluccius_states_2f_83.txt @@ -2,17 +2,11 @@ Remapping class numbers: 2 To 1 1 To 2 0 To 3 -Pruned decision tree written to csv/oocytes_merluccius_states_2f.csv.dt. -Unpruned decision tree written to csv/oocytes_merluccius_states_2f.csv.dt.unpruned. -fold 1: acc. = 91.18 #leaves = 4 max. depth = 3 -fold 2: acc. = 85.29 #leaves = 37 max. depth = 9 -fold 3: acc. = 90.69 #leaves = 34 max. depth = 10 -fold 4: acc. = 87.75 #leaves = 35 max. depth = 9 -fold 5: acc. = 90.29 #leaves = 33 max. depth = 8 -***1***0.9117647***0.8363860*** -***2***0.8529412***0.9289730*** -***3***0.9068627***1.0871900*** -***4***0.8774509***0.9898450*** -***5***0.9029126***0.9475230*** -accuracy = 89.04 #leaves = 28.60 max depth = 7.80 - +Pruned decision tree written to data/csv/oocytes_merluccius_states_2f.csv.dt. +Unpruned decision tree written to data/csv/oocytes_merluccius_states_2f.csv.dt.unpruned. +fold 1: acc. = 90.20 #leaves = 13 max. depth = 5 +fold 2: acc. = 84.80 #leaves = 40 max. depth = 9 +fold 3: acc. = 91.67 #leaves = 42 max. depth = 11 +fold 4: acc. = 86.27 #leaves = 42 max. depth = 10 +fold 5: acc. = 90.29 #leaves = 42 max. depth = 8 +accuracy = 88.65 #leaves = 35.80 max depth = 8.60 diff --git a/data/oc1output/oocytes_merluccius_states_2f_97.txt b/data/oc1output/oocytes_merluccius_states_2f_97.txt index 60246e9..e0281c5 100644 --- a/data/oc1output/oocytes_merluccius_states_2f_97.txt +++ b/data/oc1output/oocytes_merluccius_states_2f_97.txt @@ -2,17 +2,11 @@ Remapping class numbers: 2 To 1 1 To 2 0 To 3 -Pruned decision tree written to csv/oocytes_merluccius_states_2f.csv.dt. -Unpruned decision tree written to csv/oocytes_merluccius_states_2f.csv.dt.unpruned. -fold 1: acc. = 89.71 #leaves = 3 max. depth = 2 -fold 2: acc. = 87.25 #leaves = 34 max. depth = 9 -fold 3: acc. = 87.75 #leaves = 35 max. depth = 9 -fold 4: acc. = 91.67 #leaves = 34 max. depth = 8 -fold 5: acc. = 88.35 #leaves = 34 max. depth = 10 -***1***0.8970588***0.9212730*** -***2***0.8725491***1.0254960*** -***3***0.8774509***0.9476040*** -***4***0.9166666***1.0182460*** -***5***0.8834952***0.8491270*** -accuracy = 88.94 #leaves = 28.00 max depth = 7.60 - +Pruned decision tree written to data/csv/oocytes_merluccius_states_2f.csv.dt. +Unpruned decision tree written to data/csv/oocytes_merluccius_states_2f.csv.dt.unpruned. +fold 1: acc. = 92.16 #leaves = 5 max. depth = 3 +fold 2: acc. = 86.27 #leaves = 38 max. depth = 8 +fold 3: acc. = 89.71 #leaves = 46 max. depth = 10 +fold 4: acc. = 88.24 #leaves = 47 max. depth = 10 +fold 5: acc. = 83.50 #leaves = 43 max. depth = 9 +accuracy = 87.96 #leaves = 35.80 max depth = 8.00 diff --git a/data/oc1output/oocytes_trisopterus_nucleus_2f_1.txt b/data/oc1output/oocytes_trisopterus_nucleus_2f_1.txt index 98a5a93..ee73499 100644 --- a/data/oc1output/oocytes_trisopterus_nucleus_2f_1.txt +++ b/data/oc1output/oocytes_trisopterus_nucleus_2f_1.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/oocytes_trisopterus_nucleus_2f.csv.dt. -Unpruned decision tree written to csv/oocytes_trisopterus_nucleus_2f.csv.dt.unpruned. -fold 1: acc. = 69.78 #leaves = 3 max. depth = 2 -fold 2: acc. = 76.92 #leaves = 70 max. depth = 13 -fold 3: acc. = 74.18 #leaves = 62 max. depth = 13 -fold 4: acc. = 74.73 #leaves = 64 max. depth = 11 -fold 5: acc. = 77.17 #leaves = 70 max. depth = 20 -***1***0.6978022***0.9609870*** -***2***0.7692308***1.0397700*** -***3***0.7417583***1.0849290*** -***4***0.7472527***0.9926890*** -***5***0.7717391***1.1201830*** -accuracy = 74.56 #leaves = 53.80 max depth = 11.80 - +Pruned decision tree written to data/csv/oocytes_trisopterus_nucleus_2f.csv.dt. +Unpruned decision tree written to data/csv/oocytes_trisopterus_nucleus_2f.csv.dt.unpruned. +fold 1: acc. = 68.68 #leaves = 8 max. depth = 5 +fold 2: acc. = 67.03 #leaves = 85 max. depth = 18 +fold 3: acc. = 69.78 #leaves = 83 max. depth = 12 +fold 4: acc. = 75.82 #leaves = 83 max. depth = 11 +fold 5: acc. = 73.91 #leaves = 97 max. depth = 16 +accuracy = 71.05 #leaves = 71.20 max depth = 12.40 diff --git a/data/oc1output/oocytes_trisopterus_nucleus_2f_17.txt b/data/oc1output/oocytes_trisopterus_nucleus_2f_17.txt index f9a25ef..abc0b03 100644 --- a/data/oc1output/oocytes_trisopterus_nucleus_2f_17.txt +++ b/data/oc1output/oocytes_trisopterus_nucleus_2f_17.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/oocytes_trisopterus_nucleus_2f.csv.dt. -Unpruned decision tree written to csv/oocytes_trisopterus_nucleus_2f.csv.dt.unpruned. -fold 1: acc. = 73.08 #leaves = 8 max. depth = 4 -fold 2: acc. = 79.12 #leaves = 67 max. depth = 12 -fold 3: acc. = 76.37 #leaves = 67 max. depth = 12 -fold 4: acc. = 74.73 #leaves = 64 max. depth = 13 -fold 5: acc. = 75.00 #leaves = 65 max. depth = 16 -***1***0.7307692***0.9486130*** -***2***0.7912088***0.9429610*** -***3***0.7637362***0.9544240*** -***4***0.7472527***0.8871810*** -***5***0.7500000***1.0295770*** -accuracy = 75.66 #leaves = 54.20 max depth = 11.40 - +Pruned decision tree written to data/csv/oocytes_trisopterus_nucleus_2f.csv.dt. +Unpruned decision tree written to data/csv/oocytes_trisopterus_nucleus_2f.csv.dt.unpruned. +fold 1: acc. = 70.33 #leaves = 17 max. depth = 8 +fold 2: acc. = 65.93 #leaves = 78 max. depth = 15 +fold 3: acc. = 70.88 #leaves = 89 max. depth = 12 +fold 4: acc. = 71.43 #leaves = 86 max. depth = 12 +fold 5: acc. = 68.48 #leaves = 89 max. depth = 16 +accuracy = 69.41 #leaves = 71.80 max depth = 12.60 diff --git a/data/oc1output/oocytes_trisopterus_nucleus_2f_1714.txt b/data/oc1output/oocytes_trisopterus_nucleus_2f_1714.txt index 72599f2..a187db8 100644 --- a/data/oc1output/oocytes_trisopterus_nucleus_2f_1714.txt +++ b/data/oc1output/oocytes_trisopterus_nucleus_2f_1714.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/oocytes_trisopterus_nucleus_2f.csv.dt. -Unpruned decision tree written to csv/oocytes_trisopterus_nucleus_2f.csv.dt.unpruned. -fold 1: acc. = 71.98 #leaves = 12 max. depth = 6 -fold 2: acc. = 73.08 #leaves = 66 max. depth = 12 -fold 3: acc. = 75.27 #leaves = 65 max. depth = 11 -fold 4: acc. = 64.84 #leaves = 73 max. depth = 12 -fold 5: acc. = 76.09 #leaves = 80 max. depth = 11 -***1***0.7197802***0.9674670*** -***2***0.7307692***1.0416400*** -***3***0.7527473***0.9869920*** -***4***0.6483517***0.8928370*** -***5***0.7608696***0.8648050*** -accuracy = 72.26 #leaves = 59.20 max depth = 10.40 - +Pruned decision tree written to data/csv/oocytes_trisopterus_nucleus_2f.csv.dt. +Unpruned decision tree written to data/csv/oocytes_trisopterus_nucleus_2f.csv.dt.unpruned. +fold 1: acc. = 67.58 #leaves = 68 max. depth = 14 +fold 2: acc. = 65.93 #leaves = 78 max. depth = 14 +fold 3: acc. = 74.18 #leaves = 82 max. depth = 16 +fold 4: acc. = 70.33 #leaves = 84 max. depth = 12 +fold 5: acc. = 76.63 #leaves = 83 max. depth = 13 +accuracy = 70.94 #leaves = 79.00 max depth = 13.80 diff --git a/data/oc1output/oocytes_trisopterus_nucleus_2f_23.txt b/data/oc1output/oocytes_trisopterus_nucleus_2f_23.txt index ba5e4c3..c370b4b 100644 --- a/data/oc1output/oocytes_trisopterus_nucleus_2f_23.txt +++ b/data/oc1output/oocytes_trisopterus_nucleus_2f_23.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/oocytes_trisopterus_nucleus_2f.csv.dt. -Unpruned decision tree written to csv/oocytes_trisopterus_nucleus_2f.csv.dt.unpruned. -fold 1: acc. = 82.42 #leaves = 3 max. depth = 2 -fold 2: acc. = 71.98 #leaves = 59 max. depth = 11 -fold 3: acc. = 72.53 #leaves = 68 max. depth = 14 -fold 4: acc. = 76.92 #leaves = 60 max. depth = 12 -fold 5: acc. = 77.72 #leaves = 66 max. depth = 11 -***1***0.8241758***0.9161450*** -***2***0.7197802***0.8101640*** -***3***0.7252747***1.0893010*** -***4***0.7692308***0.8900020*** -***5***0.7771739***1.0090190*** -accuracy = 76.32 #leaves = 51.20 max depth = 10.00 - +Pruned decision tree written to data/csv/oocytes_trisopterus_nucleus_2f.csv.dt. +Unpruned decision tree written to data/csv/oocytes_trisopterus_nucleus_2f.csv.dt.unpruned. +fold 1: acc. = 76.37 #leaves = 23 max. depth = 9 +fold 2: acc. = 75.27 #leaves = 84 max. depth = 14 +fold 3: acc. = 68.68 #leaves = 83 max. depth = 13 +fold 4: acc. = 73.63 #leaves = 88 max. depth = 18 +fold 5: acc. = 75.54 #leaves = 85 max. depth = 12 +accuracy = 73.90 #leaves = 72.60 max depth = 13.20 diff --git a/data/oc1output/oocytes_trisopterus_nucleus_2f_31.txt b/data/oc1output/oocytes_trisopterus_nucleus_2f_31.txt index 0c55ffa..88bc9ad 100644 --- a/data/oc1output/oocytes_trisopterus_nucleus_2f_31.txt +++ b/data/oc1output/oocytes_trisopterus_nucleus_2f_31.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/oocytes_trisopterus_nucleus_2f.csv.dt. -Unpruned decision tree written to csv/oocytes_trisopterus_nucleus_2f.csv.dt.unpruned. -fold 1: acc. = 78.57 #leaves = 10 max. depth = 5 -fold 2: acc. = 76.92 #leaves = 59 max. depth = 15 -fold 3: acc. = 73.63 #leaves = 65 max. depth = 13 -fold 4: acc. = 81.87 #leaves = 61 max. depth = 13 -fold 5: acc. = 74.46 #leaves = 61 max. depth = 13 -***1***0.7857143***1.0217170*** -***2***0.7692308***1.3580430*** -***3***0.7362638***0.9983950*** -***4***0.8186814***0.8723190*** -***5***0.7445652***0.8066220*** -accuracy = 77.08 #leaves = 51.20 max depth = 11.80 - +Pruned decision tree written to data/csv/oocytes_trisopterus_nucleus_2f.csv.dt. +Unpruned decision tree written to data/csv/oocytes_trisopterus_nucleus_2f.csv.dt.unpruned. +fold 1: acc. = 74.73 #leaves = 29 max. depth = 9 +fold 2: acc. = 74.73 #leaves = 82 max. depth = 13 +fold 3: acc. = 70.33 #leaves = 91 max. depth = 13 +fold 4: acc. = 73.08 #leaves = 91 max. depth = 14 +fold 5: acc. = 70.65 #leaves = 82 max. depth = 15 +accuracy = 72.70 #leaves = 75.00 max depth = 12.80 diff --git a/data/oc1output/oocytes_trisopterus_nucleus_2f_57.txt b/data/oc1output/oocytes_trisopterus_nucleus_2f_57.txt index 3147b53..eb29ac7 100644 --- a/data/oc1output/oocytes_trisopterus_nucleus_2f_57.txt +++ b/data/oc1output/oocytes_trisopterus_nucleus_2f_57.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/oocytes_trisopterus_nucleus_2f.csv.dt. -Unpruned decision tree written to csv/oocytes_trisopterus_nucleus_2f.csv.dt.unpruned. -fold 1: acc. = 78.02 #leaves = 9 max. depth = 5 -fold 2: acc. = 74.73 #leaves = 71 max. depth = 14 -fold 3: acc. = 79.67 #leaves = 62 max. depth = 10 -fold 4: acc. = 74.18 #leaves = 69 max. depth = 11 -fold 5: acc. = 70.65 #leaves = 83 max. depth = 14 -***1***0.7802198***1.0654020*** -***2***0.7472527***1.0812780*** -***3***0.7967033***0.9647900*** -***4***0.7417583***0.9633880*** -***5***0.7065217***1.1556380*** -accuracy = 75.44 #leaves = 58.80 max depth = 10.80 - +Pruned decision tree written to data/csv/oocytes_trisopterus_nucleus_2f.csv.dt. +Unpruned decision tree written to data/csv/oocytes_trisopterus_nucleus_2f.csv.dt.unpruned. +fold 1: acc. = 80.22 #leaves = 12 max. depth = 6 +fold 2: acc. = 65.38 #leaves = 89 max. depth = 14 +fold 3: acc. = 75.27 #leaves = 84 max. depth = 13 +fold 4: acc. = 73.08 #leaves = 91 max. depth = 13 +fold 5: acc. = 71.74 #leaves = 96 max. depth = 13 +accuracy = 73.14 #leaves = 74.40 max depth = 11.80 diff --git a/data/oc1output/oocytes_trisopterus_nucleus_2f_7.txt b/data/oc1output/oocytes_trisopterus_nucleus_2f_7.txt index eebb76b..1a77ab5 100644 --- a/data/oc1output/oocytes_trisopterus_nucleus_2f_7.txt +++ b/data/oc1output/oocytes_trisopterus_nucleus_2f_7.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/oocytes_trisopterus_nucleus_2f.csv.dt. -Unpruned decision tree written to csv/oocytes_trisopterus_nucleus_2f.csv.dt.unpruned. -fold 1: acc. = 74.18 #leaves = 7 max. depth = 5 -fold 2: acc. = 67.58 #leaves = 62 max. depth = 12 -fold 3: acc. = 73.63 #leaves = 57 max. depth = 11 -fold 4: acc. = 71.98 #leaves = 67 max. depth = 13 -fold 5: acc. = 74.46 #leaves = 60 max. depth = 11 -***1***0.7417583***1.0514620*** -***2***0.6758242***1.0038980*** -***3***0.7362638***0.8143800*** -***4***0.7197802***0.9493050*** -***5***0.7445652***0.9675420*** -accuracy = 72.37 #leaves = 50.60 max depth = 10.40 - +Pruned decision tree written to data/csv/oocytes_trisopterus_nucleus_2f.csv.dt. +Unpruned decision tree written to data/csv/oocytes_trisopterus_nucleus_2f.csv.dt.unpruned. +fold 1: acc. = 73.08 #leaves = 8 max. depth = 6 +fold 2: acc. = 73.63 #leaves = 78 max. depth = 15 +fold 3: acc. = 76.92 #leaves = 91 max. depth = 16 +fold 4: acc. = 76.37 #leaves = 83 max. depth = 15 +fold 5: acc. = 76.09 #leaves = 81 max. depth = 14 +accuracy = 75.22 #leaves = 68.20 max depth = 13.20 diff --git a/data/oc1output/oocytes_trisopterus_nucleus_2f_79.txt b/data/oc1output/oocytes_trisopterus_nucleus_2f_79.txt index 39a7362..e5cac38 100644 --- a/data/oc1output/oocytes_trisopterus_nucleus_2f_79.txt +++ b/data/oc1output/oocytes_trisopterus_nucleus_2f_79.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/oocytes_trisopterus_nucleus_2f.csv.dt. -Unpruned decision tree written to csv/oocytes_trisopterus_nucleus_2f.csv.dt.unpruned. -fold 1: acc. = 80.77 #leaves = 52 max. depth = 11 -fold 2: acc. = 69.78 #leaves = 64 max. depth = 10 -fold 3: acc. = 76.37 #leaves = 64 max. depth = 12 -fold 4: acc. = 74.73 #leaves = 66 max. depth = 12 -fold 5: acc. = 74.46 #leaves = 65 max. depth = 14 -***1***0.8076923***0.9411520*** -***2***0.6978022***0.8622890*** -***3***0.7637362***1.1035660*** -***4***0.7472527***1.1051120*** -***5***0.7445652***1.1272750*** -accuracy = 75.22 #leaves = 62.20 max depth = 11.80 - +Pruned decision tree written to data/csv/oocytes_trisopterus_nucleus_2f.csv.dt. +Unpruned decision tree written to data/csv/oocytes_trisopterus_nucleus_2f.csv.dt.unpruned. +fold 1: acc. = 74.73 #leaves = 36 max. depth = 8 +fold 2: acc. = 71.98 #leaves = 85 max. depth = 12 +fold 3: acc. = 71.98 #leaves = 89 max. depth = 12 +fold 4: acc. = 70.33 #leaves = 85 max. depth = 10 +fold 5: acc. = 72.28 #leaves = 89 max. depth = 13 +accuracy = 72.26 #leaves = 76.80 max depth = 11.00 diff --git a/data/oc1output/oocytes_trisopterus_nucleus_2f_83.txt b/data/oc1output/oocytes_trisopterus_nucleus_2f_83.txt index e4d4920..acdafbf 100644 --- a/data/oc1output/oocytes_trisopterus_nucleus_2f_83.txt +++ b/data/oc1output/oocytes_trisopterus_nucleus_2f_83.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/oocytes_trisopterus_nucleus_2f.csv.dt. -Unpruned decision tree written to csv/oocytes_trisopterus_nucleus_2f.csv.dt.unpruned. -fold 1: acc. = 81.32 #leaves = 25 max. depth = 8 -fold 2: acc. = 74.18 #leaves = 60 max. depth = 13 -fold 3: acc. = 74.73 #leaves = 68 max. depth = 12 -fold 4: acc. = 72.53 #leaves = 72 max. depth = 13 -fold 5: acc. = 71.74 #leaves = 73 max. depth = 10 -***1***0.8131868***0.8601990*** -***2***0.7417583***0.8878330*** -***3***0.7472527***0.9384440*** -***4***0.7252747***0.9312700*** -***5***0.7173913***0.9196840*** -accuracy = 74.89 #leaves = 59.60 max depth = 11.20 - +Pruned decision tree written to data/csv/oocytes_trisopterus_nucleus_2f.csv.dt. +Unpruned decision tree written to data/csv/oocytes_trisopterus_nucleus_2f.csv.dt.unpruned. +fold 1: acc. = 67.03 #leaves = 8 max. depth = 5 +fold 2: acc. = 73.63 #leaves = 82 max. depth = 14 +fold 3: acc. = 74.73 #leaves = 86 max. depth = 17 +fold 4: acc. = 75.82 #leaves = 81 max. depth = 14 +fold 5: acc. = 71.74 #leaves = 93 max. depth = 14 +accuracy = 72.59 #leaves = 70.00 max depth = 12.80 diff --git a/data/oc1output/oocytes_trisopterus_nucleus_2f_97.txt b/data/oc1output/oocytes_trisopterus_nucleus_2f_97.txt index cfed3ea..bf8acbc 100644 --- a/data/oc1output/oocytes_trisopterus_nucleus_2f_97.txt +++ b/data/oc1output/oocytes_trisopterus_nucleus_2f_97.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/oocytes_trisopterus_nucleus_2f.csv.dt. -Unpruned decision tree written to csv/oocytes_trisopterus_nucleus_2f.csv.dt.unpruned. -fold 1: acc. = 73.63 #leaves = 3 max. depth = 2 -fold 2: acc. = 72.53 #leaves = 64 max. depth = 12 -fold 3: acc. = 75.27 #leaves = 67 max. depth = 12 -fold 4: acc. = 71.98 #leaves = 70 max. depth = 11 -fold 5: acc. = 76.09 #leaves = 61 max. depth = 10 -***1***0.7362638***1.0399960*** -***2***0.7252747***0.8331510*** -***3***0.7527473***0.9518420*** -***4***0.7197802***0.9158110*** -***5***0.7608696***0.8794000*** -accuracy = 73.90 #leaves = 53.00 max depth = 9.40 - +Pruned decision tree written to data/csv/oocytes_trisopterus_nucleus_2f.csv.dt. +Unpruned decision tree written to data/csv/oocytes_trisopterus_nucleus_2f.csv.dt.unpruned. +fold 1: acc. = 71.98 #leaves = 57 max. depth = 12 +fold 2: acc. = 76.37 #leaves = 83 max. depth = 13 +fold 3: acc. = 69.23 #leaves = 96 max. depth = 14 +fold 4: acc. = 67.58 #leaves = 90 max. depth = 13 +fold 5: acc. = 69.02 #leaves = 96 max. depth = 13 +accuracy = 70.83 #leaves = 84.40 max depth = 13.00 diff --git a/data/oc1output/oocytes_trisopterus_states_5b_1.txt b/data/oc1output/oocytes_trisopterus_states_5b_1.txt index 870b871..f2b4f25 100644 --- a/data/oc1output/oocytes_trisopterus_states_5b_1.txt +++ b/data/oc1output/oocytes_trisopterus_states_5b_1.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 2 2 To 3 -Pruned decision tree written to csv/oocytes_trisopterus_states_5b.csv.dt. -Unpruned decision tree written to csv/oocytes_trisopterus_states_5b.csv.dt.unpruned. -fold 1: acc. = 89.01 #leaves = 24 max. depth = 9 -fold 2: acc. = 87.36 #leaves = 46 max. depth = 13 -fold 3: acc. = 86.26 #leaves = 40 max. depth = 15 -fold 4: acc. = 88.46 #leaves = 45 max. depth = 14 -fold 5: acc. = 84.24 #leaves = 42 max. depth = 9 -***1***0.8901098***1.3965840*** -***2***0.8736264***1.2726300*** -***3***0.8626373***1.6577470*** -***4***0.8846154***1.4164990*** -***5***0.8423913***0.9943820*** -accuracy = 87.06 #leaves = 39.40 max depth = 12.00 - +Pruned decision tree written to data/csv/oocytes_trisopterus_states_5b.csv.dt. +Unpruned decision tree written to data/csv/oocytes_trisopterus_states_5b.csv.dt.unpruned. +fold 1: acc. = 84.07 #leaves = 22 max. depth = 8 +fold 2: acc. = 86.26 #leaves = 55 max. depth = 17 +fold 3: acc. = 84.07 #leaves = 49 max. depth = 11 +fold 4: acc. = 87.36 #leaves = 50 max. depth = 10 +fold 5: acc. = 83.15 #leaves = 49 max. depth = 15 +accuracy = 84.98 #leaves = 45.00 max depth = 12.20 diff --git a/data/oc1output/oocytes_trisopterus_states_5b_17.txt b/data/oc1output/oocytes_trisopterus_states_5b_17.txt index ac01b76..0edceb1 100644 --- a/data/oc1output/oocytes_trisopterus_states_5b_17.txt +++ b/data/oc1output/oocytes_trisopterus_states_5b_17.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 2 2 To 3 -Pruned decision tree written to csv/oocytes_trisopterus_states_5b.csv.dt. -Unpruned decision tree written to csv/oocytes_trisopterus_states_5b.csv.dt.unpruned. -fold 1: acc. = 86.26 #leaves = 7 max. depth = 4 -fold 2: acc. = 87.36 #leaves = 44 max. depth = 13 -fold 3: acc. = 87.36 #leaves = 38 max. depth = 10 -fold 4: acc. = 90.66 #leaves = 40 max. depth = 13 -fold 5: acc. = 83.70 #leaves = 39 max. depth = 15 -***1***0.8626373***1.2589250*** -***2***0.8736264***1.2868450*** -***3***0.8736264***1.1380780*** -***4***0.9065934***1.1420420*** -***5***0.8369566***1.3647410*** -accuracy = 87.06 #leaves = 33.60 max depth = 11.00 - +Pruned decision tree written to data/csv/oocytes_trisopterus_states_5b.csv.dt. +Unpruned decision tree written to data/csv/oocytes_trisopterus_states_5b.csv.dt.unpruned. +fold 1: acc. = 86.26 #leaves = 29 max. depth = 11 +fold 2: acc. = 82.97 #leaves = 59 max. depth = 14 +fold 3: acc. = 83.52 #leaves = 42 max. depth = 12 +fold 4: acc. = 92.31 #leaves = 53 max. depth = 11 +fold 5: acc. = 82.61 #leaves = 49 max. depth = 12 +accuracy = 85.53 #leaves = 46.40 max depth = 12.00 diff --git a/data/oc1output/oocytes_trisopterus_states_5b_1714.txt b/data/oc1output/oocytes_trisopterus_states_5b_1714.txt index 307256c..aa84dd6 100644 --- a/data/oc1output/oocytes_trisopterus_states_5b_1714.txt +++ b/data/oc1output/oocytes_trisopterus_states_5b_1714.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 2 2 To 3 -Pruned decision tree written to csv/oocytes_trisopterus_states_5b.csv.dt. -Unpruned decision tree written to csv/oocytes_trisopterus_states_5b.csv.dt.unpruned. -fold 1: acc. = 86.26 #leaves = 15 max. depth = 7 -fold 2: acc. = 84.62 #leaves = 39 max. depth = 12 -fold 3: acc. = 88.46 #leaves = 43 max. depth = 11 -fold 4: acc. = 87.36 #leaves = 39 max. depth = 12 -fold 5: acc. = 85.33 #leaves = 44 max. depth = 16 -***1***0.8626373***0.8641200*** -***2***0.8461539***1.3219930*** -***3***0.8846154***1.1082820*** -***4***0.8736264***1.2551020*** -***5***0.8532609***1.3566730*** -accuracy = 86.40 #leaves = 36.00 max depth = 11.60 - +Pruned decision tree written to data/csv/oocytes_trisopterus_states_5b.csv.dt. +Unpruned decision tree written to data/csv/oocytes_trisopterus_states_5b.csv.dt.unpruned. +fold 1: acc. = 90.11 #leaves = 10 max. depth = 5 +fold 2: acc. = 85.16 #leaves = 43 max. depth = 15 +fold 3: acc. = 86.26 #leaves = 45 max. depth = 11 +fold 4: acc. = 89.56 #leaves = 44 max. depth = 12 +fold 5: acc. = 89.13 #leaves = 49 max. depth = 14 +accuracy = 88.05 #leaves = 38.20 max depth = 11.40 diff --git a/data/oc1output/oocytes_trisopterus_states_5b_23.txt b/data/oc1output/oocytes_trisopterus_states_5b_23.txt index 5bd6b96..9ac4e07 100644 --- a/data/oc1output/oocytes_trisopterus_states_5b_23.txt +++ b/data/oc1output/oocytes_trisopterus_states_5b_23.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 2 2 To 3 -Pruned decision tree written to csv/oocytes_trisopterus_states_5b.csv.dt. -Unpruned decision tree written to csv/oocytes_trisopterus_states_5b.csv.dt.unpruned. -fold 1: acc. = 85.71 #leaves = 20 max. depth = 8 -fold 2: acc. = 82.42 #leaves = 36 max. depth = 13 -fold 3: acc. = 86.26 #leaves = 38 max. depth = 13 -fold 4: acc. = 87.36 #leaves = 40 max. depth = 15 -fold 5: acc. = 86.96 #leaves = 37 max. depth = 13 -***1***0.8571429***1.3309660*** -***2***0.8241758***1.1038910*** -***3***0.8626373***1.3557340*** -***4***0.8736264***1.3267610*** -***5***0.8695652***1.3508960*** -accuracy = 85.75 #leaves = 34.20 max depth = 12.40 - +Pruned decision tree written to data/csv/oocytes_trisopterus_states_5b.csv.dt. +Unpruned decision tree written to data/csv/oocytes_trisopterus_states_5b.csv.dt.unpruned. +fold 1: acc. = 86.26 #leaves = 30 max. depth = 9 +fold 2: acc. = 82.97 #leaves = 46 max. depth = 14 +fold 3: acc. = 86.26 #leaves = 52 max. depth = 15 +fold 4: acc. = 84.07 #leaves = 43 max. depth = 14 +fold 5: acc. = 91.85 #leaves = 50 max. depth = 14 +accuracy = 86.29 #leaves = 44.20 max depth = 13.20 diff --git a/data/oc1output/oocytes_trisopterus_states_5b_31.txt b/data/oc1output/oocytes_trisopterus_states_5b_31.txt index 0d9bd1e..8b5f421 100644 --- a/data/oc1output/oocytes_trisopterus_states_5b_31.txt +++ b/data/oc1output/oocytes_trisopterus_states_5b_31.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 2 2 To 3 -Pruned decision tree written to csv/oocytes_trisopterus_states_5b.csv.dt. -Unpruned decision tree written to csv/oocytes_trisopterus_states_5b.csv.dt.unpruned. -fold 1: acc. = 85.71 #leaves = 29 max. depth = 10 -fold 2: acc. = 86.81 #leaves = 45 max. depth = 16 -fold 3: acc. = 87.36 #leaves = 41 max. depth = 15 -fold 4: acc. = 83.52 #leaves = 46 max. depth = 15 -fold 5: acc. = 89.13 #leaves = 42 max. depth = 15 -***1***0.8571429***1.0578190*** -***2***0.8681319***1.7853490*** -***3***0.8736264***1.1738810*** -***4***0.8351648***1.5922200*** -***5***0.8913043***1.3906240*** -accuracy = 86.51 #leaves = 40.60 max depth = 14.20 - +Pruned decision tree written to data/csv/oocytes_trisopterus_states_5b.csv.dt. +Unpruned decision tree written to data/csv/oocytes_trisopterus_states_5b.csv.dt.unpruned. +fold 1: acc. = 91.21 #leaves = 6 max. depth = 4 +fold 2: acc. = 87.36 #leaves = 52 max. depth = 11 +fold 3: acc. = 85.71 #leaves = 43 max. depth = 12 +fold 4: acc. = 89.56 #leaves = 51 max. depth = 14 +fold 5: acc. = 85.33 #leaves = 52 max. depth = 11 +accuracy = 87.83 #leaves = 40.80 max depth = 10.40 diff --git a/data/oc1output/oocytes_trisopterus_states_5b_57.txt b/data/oc1output/oocytes_trisopterus_states_5b_57.txt index 579ef6a..b41befa 100644 --- a/data/oc1output/oocytes_trisopterus_states_5b_57.txt +++ b/data/oc1output/oocytes_trisopterus_states_5b_57.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 2 2 To 3 -Pruned decision tree written to csv/oocytes_trisopterus_states_5b.csv.dt. -Unpruned decision tree written to csv/oocytes_trisopterus_states_5b.csv.dt.unpruned. -fold 1: acc. = 84.07 #leaves = 9 max. depth = 4 -fold 2: acc. = 90.11 #leaves = 45 max. depth = 14 -fold 3: acc. = 89.56 #leaves = 38 max. depth = 13 -fold 4: acc. = 87.36 #leaves = 42 max. depth = 11 -fold 5: acc. = 86.96 #leaves = 44 max. depth = 11 -***1***0.8406593***0.9587810*** -***2***0.9010990***1.3573220*** -***3***0.8956044***1.3652700*** -***4***0.8736264***1.2487910*** -***5***0.8695652***1.1171910*** -accuracy = 87.61 #leaves = 35.60 max depth = 10.60 - +Pruned decision tree written to data/csv/oocytes_trisopterus_states_5b.csv.dt. +Unpruned decision tree written to data/csv/oocytes_trisopterus_states_5b.csv.dt.unpruned. +fold 1: acc. = 87.91 #leaves = 6 max. depth = 4 +fold 2: acc. = 84.07 #leaves = 55 max. depth = 11 +fold 3: acc. = 86.26 #leaves = 53 max. depth = 14 +fold 4: acc. = 86.81 #leaves = 43 max. depth = 14 +fold 5: acc. = 86.41 #leaves = 55 max. depth = 11 +accuracy = 86.29 #leaves = 42.40 max depth = 10.80 diff --git a/data/oc1output/oocytes_trisopterus_states_5b_7.txt b/data/oc1output/oocytes_trisopterus_states_5b_7.txt index 02766e3..4e1d8ed 100644 --- a/data/oc1output/oocytes_trisopterus_states_5b_7.txt +++ b/data/oc1output/oocytes_trisopterus_states_5b_7.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 2 2 To 3 -Pruned decision tree written to csv/oocytes_trisopterus_states_5b.csv.dt. -Unpruned decision tree written to csv/oocytes_trisopterus_states_5b.csv.dt.unpruned. -fold 1: acc. = 86.26 #leaves = 29 max. depth = 8 -fold 2: acc. = 84.07 #leaves = 39 max. depth = 11 -fold 3: acc. = 87.36 #leaves = 43 max. depth = 13 -fold 4: acc. = 84.62 #leaves = 44 max. depth = 11 -fold 5: acc. = 86.41 #leaves = 44 max. depth = 16 -***1***0.8626373***1.4048980*** -***2***0.8406593***1.0134370*** -***3***0.8736264***1.5735360*** -***4***0.8461539***1.0957770*** -***5***0.8641304***1.6803510*** -accuracy = 85.75 #leaves = 39.80 max depth = 11.80 - +Pruned decision tree written to data/csv/oocytes_trisopterus_states_5b.csv.dt. +Unpruned decision tree written to data/csv/oocytes_trisopterus_states_5b.csv.dt.unpruned. +fold 1: acc. = 90.66 #leaves = 41 max. depth = 12 +fold 2: acc. = 85.71 #leaves = 47 max. depth = 12 +fold 3: acc. = 85.16 #leaves = 52 max. depth = 13 +fold 4: acc. = 83.52 #leaves = 51 max. depth = 14 +fold 5: acc. = 86.41 #leaves = 52 max. depth = 12 +accuracy = 86.29 #leaves = 48.60 max depth = 12.60 diff --git a/data/oc1output/oocytes_trisopterus_states_5b_79.txt b/data/oc1output/oocytes_trisopterus_states_5b_79.txt index 912678b..3f5dd93 100644 --- a/data/oc1output/oocytes_trisopterus_states_5b_79.txt +++ b/data/oc1output/oocytes_trisopterus_states_5b_79.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 2 2 To 3 -Pruned decision tree written to csv/oocytes_trisopterus_states_5b.csv.dt. -Unpruned decision tree written to csv/oocytes_trisopterus_states_5b.csv.dt.unpruned. -fold 1: acc. = 86.26 #leaves = 6 max. depth = 4 -fold 2: acc. = 86.26 #leaves = 39 max. depth = 12 -fold 3: acc. = 86.26 #leaves = 41 max. depth = 14 -fold 4: acc. = 85.16 #leaves = 47 max. depth = 15 -fold 5: acc. = 85.33 #leaves = 37 max. depth = 16 -***1***0.8626373***1.5587340*** -***2***0.8626373***1.2402400*** -***3***0.8626373***1.3714710*** -***4***0.8516483***1.6418470*** -***5***0.8532609***1.6782060*** -accuracy = 85.86 #leaves = 34.00 max depth = 12.20 - +Pruned decision tree written to data/csv/oocytes_trisopterus_states_5b.csv.dt. +Unpruned decision tree written to data/csv/oocytes_trisopterus_states_5b.csv.dt.unpruned. +fold 1: acc. = 86.81 #leaves = 14 max. depth = 7 +fold 2: acc. = 84.62 #leaves = 50 max. depth = 11 +fold 3: acc. = 87.91 #leaves = 50 max. depth = 13 +fold 4: acc. = 89.56 #leaves = 47 max. depth = 14 +fold 5: acc. = 86.41 #leaves = 51 max. depth = 17 +accuracy = 87.06 #leaves = 42.40 max depth = 12.40 diff --git a/data/oc1output/oocytes_trisopterus_states_5b_83.txt b/data/oc1output/oocytes_trisopterus_states_5b_83.txt index a392f95..f0524e3 100644 --- a/data/oc1output/oocytes_trisopterus_states_5b_83.txt +++ b/data/oc1output/oocytes_trisopterus_states_5b_83.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 2 2 To 3 -Pruned decision tree written to csv/oocytes_trisopterus_states_5b.csv.dt. -Unpruned decision tree written to csv/oocytes_trisopterus_states_5b.csv.dt.unpruned. -fold 1: acc. = 81.87 #leaves = 6 max. depth = 3 -fold 2: acc. = 84.07 #leaves = 49 max. depth = 12 -fold 3: acc. = 91.76 #leaves = 40 max. depth = 11 -fold 4: acc. = 84.62 #leaves = 43 max. depth = 17 -fold 5: acc. = 84.78 #leaves = 44 max. depth = 11 -***1***0.8186814***1.1355290*** -***2***0.8406593***1.2759970*** -***3***0.9175824***1.1807300*** -***4***0.8461539***1.5264140*** -***5***0.8478261***1.2461040*** -accuracy = 85.42 #leaves = 36.40 max depth = 10.80 - +Pruned decision tree written to data/csv/oocytes_trisopterus_states_5b.csv.dt. +Unpruned decision tree written to data/csv/oocytes_trisopterus_states_5b.csv.dt.unpruned. +fold 1: acc. = 84.07 #leaves = 10 max. depth = 4 +fold 2: acc. = 86.26 #leaves = 50 max. depth = 15 +fold 3: acc. = 85.71 #leaves = 46 max. depth = 14 +fold 4: acc. = 91.76 #leaves = 47 max. depth = 17 +fold 5: acc. = 91.30 #leaves = 46 max. depth = 16 +accuracy = 87.83 #leaves = 39.80 max depth = 13.20 diff --git a/data/oc1output/oocytes_trisopterus_states_5b_97.txt b/data/oc1output/oocytes_trisopterus_states_5b_97.txt index 480c0e8..de5703b 100644 --- a/data/oc1output/oocytes_trisopterus_states_5b_97.txt +++ b/data/oc1output/oocytes_trisopterus_states_5b_97.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 2 2 To 3 -Pruned decision tree written to csv/oocytes_trisopterus_states_5b.csv.dt. -Unpruned decision tree written to csv/oocytes_trisopterus_states_5b.csv.dt.unpruned. -fold 1: acc. = 83.52 #leaves = 2 max. depth = 1 -fold 2: acc. = 86.26 #leaves = 40 max. depth = 12 -fold 3: acc. = 86.26 #leaves = 38 max. depth = 15 -fold 4: acc. = 87.36 #leaves = 31 max. depth = 11 -fold 5: acc. = 89.13 #leaves = 40 max. depth = 13 -***1***0.8351648***1.1513480*** -***2***0.8626373***1.2729590*** -***3***0.8626373***1.4108300*** -***4***0.8736264***1.2912090*** -***5***0.8913043***1.3044740*** -accuracy = 86.51 #leaves = 30.20 max depth = 10.40 - +Pruned decision tree written to data/csv/oocytes_trisopterus_states_5b.csv.dt. +Unpruned decision tree written to data/csv/oocytes_trisopterus_states_5b.csv.dt.unpruned. +fold 1: acc. = 90.11 #leaves = 9 max. depth = 7 +fold 2: acc. = 83.52 #leaves = 48 max. depth = 10 +fold 3: acc. = 87.91 #leaves = 47 max. depth = 15 +fold 4: acc. = 82.97 #leaves = 48 max. depth = 15 +fold 5: acc. = 88.59 #leaves = 42 max. depth = 14 +accuracy = 86.62 #leaves = 38.80 max depth = 12.20 diff --git a/data/oc1output/parkinsons_1.txt b/data/oc1output/parkinsons_1.txt index 1ca7f8a..655e343 100644 --- a/data/oc1output/parkinsons_1.txt +++ b/data/oc1output/parkinsons_1.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/parkinsons.csv.dt. -Unpruned decision tree written to csv/parkinsons.csv.dt.unpruned. -fold 1: acc. = 84.62 #leaves = 2 max. depth = 1 -fold 2: acc. = 89.74 #leaves = 7 max. depth = 5 -fold 3: acc. = 84.62 #leaves = 9 max. depth = 4 -fold 4: acc. = 87.18 #leaves = 11 max. depth = 5 -fold 5: acc. = 87.18 #leaves = 7 max. depth = 5 -***1***0.8461539***0.0734460*** -***2***0.8974359***0.1032850*** -***3***0.8461539***0.0811380*** -***4***0.8717949***0.0969850*** -***5***0.8717949***0.0788370*** -accuracy = 86.67 #leaves = 7.20 max depth = 4.00 - +Pruned decision tree written to data/csv/parkinsons.csv.dt. +Unpruned decision tree written to data/csv/parkinsons.csv.dt.unpruned. +fold 1: acc. = 74.36 #leaves = 2 max. depth = 1 +fold 2: acc. = 89.74 #leaves = 13 max. depth = 9 +fold 3: acc. = 84.62 #leaves = 12 max. depth = 5 +fold 4: acc. = 94.87 #leaves = 12 max. depth = 6 +fold 5: acc. = 87.18 #leaves = 10 max. depth = 7 +accuracy = 86.15 #leaves = 9.80 max depth = 5.60 diff --git a/data/oc1output/parkinsons_17.txt b/data/oc1output/parkinsons_17.txt index 265067f..6d9f449 100644 --- a/data/oc1output/parkinsons_17.txt +++ b/data/oc1output/parkinsons_17.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/parkinsons.csv.dt. -Unpruned decision tree written to csv/parkinsons.csv.dt.unpruned. -fold 1: acc. = 92.31 #leaves = 4 max. depth = 3 -fold 2: acc. = 79.49 #leaves = 7 max. depth = 4 -fold 3: acc. = 74.36 #leaves = 7 max. depth = 5 -fold 4: acc. = 84.62 #leaves = 7 max. depth = 5 -fold 5: acc. = 84.62 #leaves = 8 max. depth = 7 -***1***0.9230769***0.0753440*** -***2***0.7948718***0.0580680*** -***3***0.7435897***0.0843530*** -***4***0.8461539***0.0872470*** -***5***0.8461539***0.0564440*** -accuracy = 83.08 #leaves = 6.60 max depth = 4.80 - +Pruned decision tree written to data/csv/parkinsons.csv.dt. +Unpruned decision tree written to data/csv/parkinsons.csv.dt.unpruned. +fold 1: acc. = 87.18 #leaves = 12 max. depth = 5 +fold 2: acc. = 82.05 #leaves = 10 max. depth = 5 +fold 3: acc. = 79.49 #leaves = 12 max. depth = 6 +fold 4: acc. = 87.18 #leaves = 10 max. depth = 7 +fold 5: acc. = 82.05 #leaves = 13 max. depth = 7 +accuracy = 83.59 #leaves = 11.40 max depth = 6.00 diff --git a/data/oc1output/parkinsons_1714.txt b/data/oc1output/parkinsons_1714.txt index 220ea85..f9f3895 100644 --- a/data/oc1output/parkinsons_1714.txt +++ b/data/oc1output/parkinsons_1714.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/parkinsons.csv.dt. -Unpruned decision tree written to csv/parkinsons.csv.dt.unpruned. -fold 1: acc. = 82.05 #leaves = 2 max. depth = 1 -fold 2: acc. = 89.74 #leaves = 7 max. depth = 6 -fold 3: acc. = 76.92 #leaves = 9 max. depth = 6 -fold 4: acc. = 89.74 #leaves = 8 max. depth = 7 -fold 5: acc. = 87.18 #leaves = 7 max. depth = 5 -***1***0.8205128***0.0980570*** -***2***0.8974359***0.1085060*** -***3***0.7692308***0.1004240*** -***4***0.8974359***0.1232070*** -***5***0.8717949***0.0855730*** -accuracy = 85.13 #leaves = 6.60 max depth = 5.00 - +Pruned decision tree written to data/csv/parkinsons.csv.dt. +Unpruned decision tree written to data/csv/parkinsons.csv.dt.unpruned. +fold 1: acc. = 79.49 #leaves = 2 max. depth = 1 +fold 2: acc. = 84.62 #leaves = 10 max. depth = 6 +fold 3: acc. = 79.49 #leaves = 13 max. depth = 6 +fold 4: acc. = 92.31 #leaves = 11 max. depth = 5 +fold 5: acc. = 84.62 #leaves = 10 max. depth = 5 +accuracy = 84.10 #leaves = 9.20 max depth = 4.60 diff --git a/data/oc1output/parkinsons_23.txt b/data/oc1output/parkinsons_23.txt index e2b9515..0801352 100644 --- a/data/oc1output/parkinsons_23.txt +++ b/data/oc1output/parkinsons_23.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/parkinsons.csv.dt. -Unpruned decision tree written to csv/parkinsons.csv.dt.unpruned. -fold 1: acc. = 82.05 #leaves = 3 max. depth = 2 -fold 2: acc. = 92.31 #leaves = 9 max. depth = 5 -fold 3: acc. = 76.92 #leaves = 8 max. depth = 5 -fold 4: acc. = 74.36 #leaves = 7 max. depth = 5 -fold 5: acc. = 84.62 #leaves = 9 max. depth = 5 -***1***0.8205128***0.1040810*** -***2***0.9230769***0.0863530*** -***3***0.7692308***0.0841270*** -***4***0.7435897***0.0616820*** -***5***0.8461539***0.0945880*** -accuracy = 82.05 #leaves = 7.20 max depth = 4.40 - +Pruned decision tree written to data/csv/parkinsons.csv.dt. +Unpruned decision tree written to data/csv/parkinsons.csv.dt.unpruned. +fold 1: acc. = 92.31 #leaves = 7 max. depth = 3 +fold 2: acc. = 89.74 #leaves = 11 max. depth = 6 +fold 3: acc. = 76.92 #leaves = 7 max. depth = 4 +fold 4: acc. = 79.49 #leaves = 9 max. depth = 7 +fold 5: acc. = 82.05 #leaves = 11 max. depth = 7 +accuracy = 84.10 #leaves = 9.00 max depth = 5.40 diff --git a/data/oc1output/parkinsons_31.txt b/data/oc1output/parkinsons_31.txt index d867d65..98935db 100644 --- a/data/oc1output/parkinsons_31.txt +++ b/data/oc1output/parkinsons_31.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/parkinsons.csv.dt. -Unpruned decision tree written to csv/parkinsons.csv.dt.unpruned. -fold 1: acc. = 92.31 #leaves = 2 max. depth = 1 -fold 2: acc. = 92.31 #leaves = 7 max. depth = 4 -fold 3: acc. = 87.18 #leaves = 8 max. depth = 6 -fold 4: acc. = 92.31 #leaves = 10 max. depth = 6 -fold 5: acc. = 79.49 #leaves = 5 max. depth = 3 -***1***0.9230769***0.1072610*** -***2***0.9230769***0.0744910*** -***3***0.8717949***0.1051390*** -***4***0.9230769***0.0959370*** -***5***0.7948718***0.0593270*** -accuracy = 88.72 #leaves = 6.40 max depth = 4.00 - +Pruned decision tree written to data/csv/parkinsons.csv.dt. +Unpruned decision tree written to data/csv/parkinsons.csv.dt.unpruned. +fold 1: acc. = 92.31 #leaves = 10 max. depth = 5 +fold 2: acc. = 84.62 #leaves = 12 max. depth = 5 +fold 3: acc. = 92.31 #leaves = 12 max. depth = 5 +fold 4: acc. = 84.62 #leaves = 8 max. depth = 6 +fold 5: acc. = 71.79 #leaves = 10 max. depth = 6 +accuracy = 85.13 #leaves = 10.40 max depth = 5.40 diff --git a/data/oc1output/parkinsons_57.txt b/data/oc1output/parkinsons_57.txt index 8d00797..ba5e093 100644 --- a/data/oc1output/parkinsons_57.txt +++ b/data/oc1output/parkinsons_57.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/parkinsons.csv.dt. -Unpruned decision tree written to csv/parkinsons.csv.dt.unpruned. -fold 1: acc. = 89.74 #leaves = 4 max. depth = 3 -fold 2: acc. = 94.87 #leaves = 8 max. depth = 5 -fold 3: acc. = 84.62 #leaves = 7 max. depth = 6 -fold 4: acc. = 87.18 #leaves = 10 max. depth = 6 -fold 5: acc. = 82.05 #leaves = 7 max. depth = 6 -***1***0.8974359***0.0782910*** -***2***0.9487180***0.0824240*** -***3***0.8461539***0.1042280*** -***4***0.8717949***0.0993090*** -***5***0.8205128***0.1069600*** -accuracy = 87.69 #leaves = 7.20 max depth = 5.20 - +Pruned decision tree written to data/csv/parkinsons.csv.dt. +Unpruned decision tree written to data/csv/parkinsons.csv.dt.unpruned. +fold 1: acc. = 94.87 #leaves = 4 max. depth = 3 +fold 2: acc. = 84.62 #leaves = 12 max. depth = 6 +fold 3: acc. = 89.74 #leaves = 12 max. depth = 6 +fold 4: acc. = 82.05 #leaves = 11 max. depth = 6 +fold 5: acc. = 87.18 #leaves = 10 max. depth = 6 +accuracy = 87.69 #leaves = 9.80 max depth = 5.40 diff --git a/data/oc1output/parkinsons_7.txt b/data/oc1output/parkinsons_7.txt index 4039300..48a913d 100644 --- a/data/oc1output/parkinsons_7.txt +++ b/data/oc1output/parkinsons_7.txt @@ -1,16 +1,9 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/parkinsons.csv.dt. -Unpruned decision tree written to csv/parkinsons.csv.dt.unpruned. -fold 1: acc. = 89.74 #leaves = 2 max. depth = 1 -fold 2: acc. = 87.18 #leaves = 8 max. depth = 6 -fold 3: acc. = 94.87 #leaves = 6 max. depth = 4 -fold 4: acc. = 94.87 #leaves = 7 max. depth = 4 -fold 5: acc. = 82.05 #leaves = 8 max. depth = 5 -***1***0.8974359***0.0925730*** -***2***0.8717949***0.1094870*** -***3***0.9487180***0.0700060*** -***4***0.9487180***0.0722600*** -***5***0.8205128***0.0817210*** -accuracy = 89.74 #leaves = 6.20 max depth = 4.00 - +Unpruned decision tree written to data/csv/parkinsons.csv.dt. +fold 1: acc. = 89.74 #leaves = 12 max. depth = 5 +fold 2: acc. = 79.49 #leaves = 9 max. depth = 5 +fold 3: acc. = 87.18 #leaves = 13 max. depth = 7 +fold 4: acc. = 87.18 #leaves = 12 max. depth = 6 +fold 5: acc. = 87.18 #leaves = 9 max. depth = 5 +accuracy = 86.15 #leaves = 11.00 max depth = 5.60 diff --git a/data/oc1output/parkinsons_79.txt b/data/oc1output/parkinsons_79.txt index 5f651ec..e8139c0 100644 --- a/data/oc1output/parkinsons_79.txt +++ b/data/oc1output/parkinsons_79.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/parkinsons.csv.dt. -Unpruned decision tree written to csv/parkinsons.csv.dt.unpruned. -fold 1: acc. = 92.31 #leaves = 2 max. depth = 1 -fold 2: acc. = 87.18 #leaves = 6 max. depth = 4 -fold 3: acc. = 92.31 #leaves = 7 max. depth = 4 -fold 4: acc. = 87.18 #leaves = 7 max. depth = 5 -fold 5: acc. = 84.62 #leaves = 7 max. depth = 5 -***1***0.9230769***0.0838190*** -***2***0.8717949***0.0729830*** -***3***0.9230769***0.0655940*** -***4***0.8717949***0.0778850*** -***5***0.8461539***0.0816470*** -accuracy = 88.72 #leaves = 5.80 max depth = 3.80 - +Pruned decision tree written to data/csv/parkinsons.csv.dt. +Unpruned decision tree written to data/csv/parkinsons.csv.dt.unpruned. +fold 1: acc. = 89.74 #leaves = 2 max. depth = 1 +fold 2: acc. = 84.62 #leaves = 8 max. depth = 4 +fold 3: acc. = 89.74 #leaves = 12 max. depth = 5 +fold 4: acc. = 74.36 #leaves = 10 max. depth = 5 +fold 5: acc. = 89.74 #leaves = 9 max. depth = 6 +accuracy = 85.64 #leaves = 8.20 max depth = 4.20 diff --git a/data/oc1output/parkinsons_83.txt b/data/oc1output/parkinsons_83.txt index a328c32..c1ab43b 100644 --- a/data/oc1output/parkinsons_83.txt +++ b/data/oc1output/parkinsons_83.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/parkinsons.csv.dt. -Unpruned decision tree written to csv/parkinsons.csv.dt.unpruned. -fold 1: acc. = 84.62 #leaves = 3 max. depth = 2 -fold 2: acc. = 89.74 #leaves = 9 max. depth = 6 -fold 3: acc. = 89.74 #leaves = 9 max. depth = 6 -fold 4: acc. = 76.92 #leaves = 10 max. depth = 7 -fold 5: acc. = 97.44 #leaves = 8 max. depth = 7 -***1***0.8461539***0.0742420*** -***2***0.8974359***0.0691170*** -***3***0.8974359***0.1115290*** -***4***0.7692308***0.1218830*** -***5***0.9743590***0.1296280*** -accuracy = 87.69 #leaves = 7.80 max depth = 5.60 - +Pruned decision tree written to data/csv/parkinsons.csv.dt. +Unpruned decision tree written to data/csv/parkinsons.csv.dt.unpruned. +fold 1: acc. = 82.05 #leaves = 3 max. depth = 2 +fold 2: acc. = 84.62 #leaves = 11 max. depth = 7 +fold 3: acc. = 92.31 #leaves = 11 max. depth = 7 +fold 4: acc. = 74.36 #leaves = 9 max. depth = 4 +fold 5: acc. = 79.49 #leaves = 9 max. depth = 4 +accuracy = 82.56 #leaves = 8.60 max depth = 4.80 diff --git a/data/oc1output/parkinsons_97.txt b/data/oc1output/parkinsons_97.txt index b73b6ea..4bf304e 100644 --- a/data/oc1output/parkinsons_97.txt +++ b/data/oc1output/parkinsons_97.txt @@ -1,15 +1,10 @@ Remapping class numbers: 0 To 2 -Unpruned decision tree written to csv/parkinsons.csv.dt. -fold 1: acc. = 84.62 #leaves = 8 max. depth = 5 -fold 2: acc. = 87.18 #leaves = 7 max. depth = 5 -fold 3: acc. = 84.62 #leaves = 8 max. depth = 5 -fold 4: acc. = 92.31 #leaves = 6 max. depth = 5 -fold 5: acc. = 82.05 #leaves = 10 max. depth = 5 -***1***0.8461539***0.0908470*** -***2***0.8717949***0.0910190*** -***3***0.8461539***0.0823950*** -***4***0.9230769***0.0880620*** -***5***0.8205128***0.0711770*** -accuracy = 86.15 #leaves = 7.80 max depth = 5.00 - +Pruned decision tree written to data/csv/parkinsons.csv.dt. +Unpruned decision tree written to data/csv/parkinsons.csv.dt.unpruned. +fold 1: acc. = 87.18 #leaves = 5 max. depth = 4 +fold 2: acc. = 87.18 #leaves = 10 max. depth = 5 +fold 3: acc. = 74.36 #leaves = 9 max. depth = 7 +fold 4: acc. = 82.05 #leaves = 8 max. depth = 4 +fold 5: acc. = 76.92 #leaves = 9 max. depth = 4 +accuracy = 81.54 #leaves = 8.20 max depth = 4.80 diff --git a/data/oc1output/pima_1.txt b/data/oc1output/pima_1.txt index 50fbb7c..29616d6 100644 --- a/data/oc1output/pima_1.txt +++ b/data/oc1output/pima_1.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/pima.csv.dt. -Unpruned decision tree written to csv/pima.csv.dt.unpruned. -fold 1: acc. = 69.28 #leaves = 2 max. depth = 1 -fold 2: acc. = 69.93 #leaves = 56 max. depth = 15 -fold 3: acc. = 66.01 #leaves = 67 max. depth = 11 -fold 4: acc. = 67.32 #leaves = 63 max. depth = 10 -fold 5: acc. = 68.59 #leaves = 70 max. depth = 12 -***1***0.6928104***0.3512110*** -***2***0.6993464***0.4135670*** -***3***0.6601307***0.2982150*** -***4***0.6732026***0.4094970*** -***5***0.6858975***0.4422430*** -accuracy = 68.23 #leaves = 51.60 max depth = 9.80 - +Pruned decision tree written to data/csv/pima.csv.dt. +Unpruned decision tree written to data/csv/pima.csv.dt.unpruned. +fold 1: acc. = 74.51 #leaves = 2 max. depth = 1 +fold 2: acc. = 70.59 #leaves = 79 max. depth = 12 +fold 3: acc. = 70.59 #leaves = 76 max. depth = 11 +fold 4: acc. = 67.32 #leaves = 78 max. depth = 11 +fold 5: acc. = 65.38 #leaves = 73 max. depth = 11 +accuracy = 69.66 #leaves = 61.60 max depth = 9.20 diff --git a/data/oc1output/pima_17.txt b/data/oc1output/pima_17.txt index 78e6a16..fe2c7e7 100644 --- a/data/oc1output/pima_17.txt +++ b/data/oc1output/pima_17.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/pima.csv.dt. -Unpruned decision tree written to csv/pima.csv.dt.unpruned. -fold 1: acc. = 72.55 #leaves = 9 max. depth = 5 -fold 2: acc. = 62.09 #leaves = 65 max. depth = 10 -fold 3: acc. = 64.05 #leaves = 67 max. depth = 10 -fold 4: acc. = 66.01 #leaves = 64 max. depth = 11 -fold 5: acc. = 73.72 #leaves = 62 max. depth = 13 -***1***0.7254902***0.3371170*** -***2***0.6209151***0.4002120*** -***3***0.6405228***0.4016420*** -***4***0.6601307***0.3709580*** -***5***0.7371795***0.3393800*** -accuracy = 67.71 #leaves = 53.40 max depth = 9.80 - +Pruned decision tree written to data/csv/pima.csv.dt. +Unpruned decision tree written to data/csv/pima.csv.dt.unpruned. +fold 1: acc. = 71.90 #leaves = 2 max. depth = 1 +fold 2: acc. = 68.63 #leaves = 69 max. depth = 11 +fold 3: acc. = 69.28 #leaves = 86 max. depth = 12 +fold 4: acc. = 67.32 #leaves = 67 max. depth = 10 +fold 5: acc. = 73.72 #leaves = 86 max. depth = 13 +accuracy = 70.18 #leaves = 62.00 max depth = 9.40 diff --git a/data/oc1output/pima_1714.txt b/data/oc1output/pima_1714.txt index e4d3d89..9ea1f40 100644 --- a/data/oc1output/pima_1714.txt +++ b/data/oc1output/pima_1714.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/pima.csv.dt. -Unpruned decision tree written to csv/pima.csv.dt.unpruned. -fold 1: acc. = 73.20 #leaves = 3 max. depth = 2 -fold 2: acc. = 71.24 #leaves = 74 max. depth = 12 -fold 3: acc. = 71.24 #leaves = 62 max. depth = 12 -fold 4: acc. = 69.93 #leaves = 72 max. depth = 12 -fold 5: acc. = 65.38 #leaves = 68 max. depth = 11 -***1***0.7320262***0.3427300*** -***2***0.7124183***0.4360850*** -***3***0.7124183***0.3569180*** -***4***0.6993464***0.3615700*** -***5***0.6538461***0.3633420*** -accuracy = 70.18 #leaves = 55.80 max depth = 9.80 - +Pruned decision tree written to data/csv/pima.csv.dt. +Unpruned decision tree written to data/csv/pima.csv.dt.unpruned. +fold 1: acc. = 71.24 #leaves = 16 max. depth = 6 +fold 2: acc. = 73.86 #leaves = 78 max. depth = 11 +fold 3: acc. = 69.28 #leaves = 71 max. depth = 15 +fold 4: acc. = 75.82 #leaves = 79 max. depth = 14 +fold 5: acc. = 68.59 #leaves = 79 max. depth = 12 +accuracy = 71.74 #leaves = 64.60 max depth = 11.60 diff --git a/data/oc1output/pima_23.txt b/data/oc1output/pima_23.txt index b8e7614..76931aa 100644 --- a/data/oc1output/pima_23.txt +++ b/data/oc1output/pima_23.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/pima.csv.dt. -Unpruned decision tree written to csv/pima.csv.dt.unpruned. -fold 1: acc. = 72.55 #leaves = 8 max. depth = 6 -fold 2: acc. = 70.59 #leaves = 61 max. depth = 15 -fold 3: acc. = 70.59 #leaves = 55 max. depth = 12 -fold 4: acc. = 71.90 #leaves = 67 max. depth = 13 -fold 5: acc. = 71.15 #leaves = 67 max. depth = 12 -***1***0.7254902***0.4234740*** -***2***0.7058823***0.3900060*** -***3***0.7058823***0.3302990*** -***4***0.7189543***0.3701090*** -***5***0.7115385***0.4223240*** -accuracy = 71.35 #leaves = 51.60 max depth = 11.60 - +Pruned decision tree written to data/csv/pima.csv.dt. +Unpruned decision tree written to data/csv/pima.csv.dt.unpruned. +fold 1: acc. = 70.59 #leaves = 13 max. depth = 8 +fold 2: acc. = 69.93 #leaves = 73 max. depth = 11 +fold 3: acc. = 68.63 #leaves = 79 max. depth = 14 +fold 4: acc. = 68.63 #leaves = 78 max. depth = 18 +fold 5: acc. = 66.03 #leaves = 81 max. depth = 11 +accuracy = 68.75 #leaves = 64.80 max depth = 12.40 diff --git a/data/oc1output/pima_31.txt b/data/oc1output/pima_31.txt index 8657213..7ce8a2c 100644 --- a/data/oc1output/pima_31.txt +++ b/data/oc1output/pima_31.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/pima.csv.dt. -Unpruned decision tree written to csv/pima.csv.dt.unpruned. -fold 1: acc. = 78.43 #leaves = 4 max. depth = 3 -fold 2: acc. = 64.05 #leaves = 67 max. depth = 12 -fold 3: acc. = 71.24 #leaves = 64 max. depth = 10 -fold 4: acc. = 67.32 #leaves = 63 max. depth = 11 -fold 5: acc. = 65.38 #leaves = 67 max. depth = 11 -***1***0.7843137***0.3848240*** -***2***0.6405228***0.3573950*** -***3***0.7124183***0.3185940*** -***4***0.6732026***0.4101030*** -***5***0.6538461***0.4294590*** -accuracy = 69.27 #leaves = 53.00 max depth = 9.40 - +Pruned decision tree written to data/csv/pima.csv.dt. +Unpruned decision tree written to data/csv/pima.csv.dt.unpruned. +fold 1: acc. = 79.08 #leaves = 3 max. depth = 2 +fold 2: acc. = 67.97 #leaves = 79 max. depth = 12 +fold 3: acc. = 68.63 #leaves = 74 max. depth = 12 +fold 4: acc. = 60.13 #leaves = 80 max. depth = 14 +fold 5: acc. = 68.59 #leaves = 80 max. depth = 16 +accuracy = 68.88 #leaves = 63.20 max depth = 11.20 diff --git a/data/oc1output/pima_57.txt b/data/oc1output/pima_57.txt index 81eb3a3..0b11690 100644 --- a/data/oc1output/pima_57.txt +++ b/data/oc1output/pima_57.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/pima.csv.dt. -Unpruned decision tree written to csv/pima.csv.dt.unpruned. -fold 1: acc. = 73.86 #leaves = 2 max. depth = 1 -fold 2: acc. = 67.97 #leaves = 57 max. depth = 11 -fold 3: acc. = 71.90 #leaves = 64 max. depth = 12 -fold 4: acc. = 69.93 #leaves = 70 max. depth = 12 -fold 5: acc. = 70.51 #leaves = 66 max. depth = 14 -***1***0.7385621***0.4173060*** -***2***0.6797385***0.3958090*** -***3***0.7189543***0.3843100*** -***4***0.6993464***0.3979360*** -***5***0.7051282***0.3325170*** -accuracy = 70.83 #leaves = 51.80 max depth = 10.00 - +Pruned decision tree written to data/csv/pima.csv.dt. +Unpruned decision tree written to data/csv/pima.csv.dt.unpruned. +fold 1: acc. = 73.86 #leaves = 3 max. depth = 2 +fold 2: acc. = 67.32 #leaves = 83 max. depth = 12 +fold 3: acc. = 65.36 #leaves = 80 max. depth = 14 +fold 4: acc. = 74.51 #leaves = 79 max. depth = 13 +fold 5: acc. = 69.87 #leaves = 73 max. depth = 13 +accuracy = 70.18 #leaves = 63.60 max depth = 10.80 diff --git a/data/oc1output/pima_7.txt b/data/oc1output/pima_7.txt index 573b9f1..9bb844e 100644 --- a/data/oc1output/pima_7.txt +++ b/data/oc1output/pima_7.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/pima.csv.dt. -Unpruned decision tree written to csv/pima.csv.dt.unpruned. -fold 1: acc. = 71.24 #leaves = 3 max. depth = 2 -fold 2: acc. = 69.93 #leaves = 71 max. depth = 15 -fold 3: acc. = 65.36 #leaves = 64 max. depth = 11 -fold 4: acc. = 65.36 #leaves = 64 max. depth = 10 -fold 5: acc. = 68.59 #leaves = 71 max. depth = 11 -***1***0.7124183***0.3361280*** -***2***0.6993464***0.4066310*** -***3***0.6535947***0.4020770*** -***4***0.6535947***0.3801840*** -***5***0.6858975***0.3883060*** -accuracy = 68.10 #leaves = 54.60 max depth = 9.80 - +Pruned decision tree written to data/csv/pima.csv.dt. +Unpruned decision tree written to data/csv/pima.csv.dt.unpruned. +fold 1: acc. = 71.90 #leaves = 2 max. depth = 1 +fold 2: acc. = 71.24 #leaves = 75 max. depth = 17 +fold 3: acc. = 68.63 #leaves = 84 max. depth = 13 +fold 4: acc. = 63.40 #leaves = 75 max. depth = 12 +fold 5: acc. = 71.79 #leaves = 76 max. depth = 13 +accuracy = 69.40 #leaves = 62.40 max depth = 11.20 diff --git a/data/oc1output/pima_79.txt b/data/oc1output/pima_79.txt index 08c02aa..179f759 100644 --- a/data/oc1output/pima_79.txt +++ b/data/oc1output/pima_79.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/pima.csv.dt. -Unpruned decision tree written to csv/pima.csv.dt.unpruned. -fold 1: acc. = 72.55 #leaves = 2 max. depth = 1 -fold 2: acc. = 65.36 #leaves = 57 max. depth = 10 -fold 3: acc. = 67.97 #leaves = 66 max. depth = 13 -fold 4: acc. = 72.55 #leaves = 64 max. depth = 16 -fold 5: acc. = 67.95 #leaves = 65 max. depth = 11 -***1***0.7254902***0.3944220*** -***2***0.6535947***0.3546720*** -***3***0.6797385***0.4508840*** -***4***0.7254902***0.3647160*** -***5***0.6794872***0.3714400*** -accuracy = 69.27 #leaves = 50.80 max depth = 10.20 - +Pruned decision tree written to data/csv/pima.csv.dt. +Unpruned decision tree written to data/csv/pima.csv.dt.unpruned. +fold 1: acc. = 73.20 #leaves = 77 max. depth = 14 +fold 2: acc. = 67.32 #leaves = 75 max. depth = 13 +fold 3: acc. = 67.32 #leaves = 73 max. depth = 15 +fold 4: acc. = 64.71 #leaves = 85 max. depth = 13 +fold 5: acc. = 69.87 #leaves = 76 max. depth = 13 +accuracy = 68.49 #leaves = 77.20 max depth = 13.60 diff --git a/data/oc1output/pima_83.txt b/data/oc1output/pima_83.txt index 9e49237..55ca8d8 100644 --- a/data/oc1output/pima_83.txt +++ b/data/oc1output/pima_83.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/pima.csv.dt. -Unpruned decision tree written to csv/pima.csv.dt.unpruned. -fold 1: acc. = 70.59 #leaves = 14 max. depth = 8 -fold 2: acc. = 72.55 #leaves = 64 max. depth = 10 -fold 3: acc. = 70.59 #leaves = 66 max. depth = 11 -fold 4: acc. = 69.28 #leaves = 67 max. depth = 9 -fold 5: acc. = 61.54 #leaves = 64 max. depth = 10 -***1***0.7058823***0.4138430*** -***2***0.7254902***0.3785490*** -***3***0.7058823***0.3601380*** -***4***0.6928104***0.3473580*** -***5***0.6153846***0.3900610*** -accuracy = 68.88 #leaves = 55.00 max depth = 9.60 - +Pruned decision tree written to data/csv/pima.csv.dt. +Unpruned decision tree written to data/csv/pima.csv.dt.unpruned. +fold 1: acc. = 69.28 #leaves = 5 max. depth = 3 +fold 2: acc. = 68.63 #leaves = 73 max. depth = 12 +fold 3: acc. = 67.32 #leaves = 68 max. depth = 11 +fold 4: acc. = 62.75 #leaves = 83 max. depth = 12 +fold 5: acc. = 66.03 #leaves = 83 max. depth = 14 +accuracy = 66.80 #leaves = 62.40 max depth = 10.40 diff --git a/data/oc1output/pima_97.txt b/data/oc1output/pima_97.txt index fcaa77a..e70e090 100644 --- a/data/oc1output/pima_97.txt +++ b/data/oc1output/pima_97.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/pima.csv.dt. -Unpruned decision tree written to csv/pima.csv.dt.unpruned. -fold 1: acc. = 75.16 #leaves = 5 max. depth = 3 -fold 2: acc. = 64.71 #leaves = 54 max. depth = 12 -fold 3: acc. = 69.28 #leaves = 61 max. depth = 12 -fold 4: acc. = 71.24 #leaves = 63 max. depth = 10 -fold 5: acc. = 65.38 #leaves = 64 max. depth = 12 -***1***0.7516340***0.3911990*** -***2***0.6470588***0.3213680*** -***3***0.6928104***0.4130660*** -***4***0.7124183***0.3412060*** -***5***0.6538461***0.3401520*** -accuracy = 69.14 #leaves = 49.40 max depth = 9.80 - +Pruned decision tree written to data/csv/pima.csv.dt. +Unpruned decision tree written to data/csv/pima.csv.dt.unpruned. +fold 1: acc. = 73.20 #leaves = 3 max. depth = 2 +fold 2: acc. = 62.75 #leaves = 77 max. depth = 15 +fold 3: acc. = 71.24 #leaves = 73 max. depth = 13 +fold 4: acc. = 70.59 #leaves = 80 max. depth = 13 +fold 5: acc. = 67.31 #leaves = 72 max. depth = 12 +accuracy = 69.01 #leaves = 61.00 max depth = 11.00 diff --git a/data/oc1output/pittsburg-bridges-MATERIAL_1.txt b/data/oc1output/pittsburg-bridges-MATERIAL_1.txt index 706edeb..7fdfd26 100644 --- a/data/oc1output/pittsburg-bridges-MATERIAL_1.txt +++ b/data/oc1output/pittsburg-bridges-MATERIAL_1.txt @@ -2,17 +2,11 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Pruned decision tree written to csv/pittsburg-bridges-MATERIAL.csv.dt. -Unpruned decision tree written to csv/pittsburg-bridges-MATERIAL.csv.dt.unpruned. -fold 1: acc. = 66.67 #leaves = 3 max. depth = 2 -fold 2: acc. = 95.24 #leaves = 12 max. depth = 5 -fold 3: acc. = 71.43 #leaves = 5 max. depth = 3 -fold 4: acc. = 80.95 #leaves = 8 max. depth = 5 -fold 5: acc. = 81.82 #leaves = 8 max. depth = 4 -***1***0.6666666***0.0175810*** -***2***0.9523810***0.0151260*** -***3***0.7142857***0.0157690*** -***4***0.8095238***0.0136640*** -***5***0.8181818***0.0175350*** -accuracy = 79.25 #leaves = 7.20 max depth = 3.80 - +Pruned decision tree written to data/csv/pittsburg-bridges-MATERIAL.csv.dt. +Unpruned decision tree written to data/csv/pittsburg-bridges-MATERIAL.csv.dt.unpruned. +fold 1: acc. = 71.43 #leaves = 3 max. depth = 2 +fold 2: acc. = 95.24 #leaves = 11 max. depth = 5 +fold 3: acc. = 71.43 #leaves = 8 max. depth = 4 +fold 4: acc. = 85.71 #leaves = 8 max. depth = 4 +fold 5: acc. = 86.36 #leaves = 8 max. depth = 4 +accuracy = 82.08 #leaves = 7.60 max depth = 3.80 diff --git a/data/oc1output/pittsburg-bridges-MATERIAL_17.txt b/data/oc1output/pittsburg-bridges-MATERIAL_17.txt index f3eb0cd..754339b 100644 --- a/data/oc1output/pittsburg-bridges-MATERIAL_17.txt +++ b/data/oc1output/pittsburg-bridges-MATERIAL_17.txt @@ -2,17 +2,11 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Pruned decision tree written to csv/pittsburg-bridges-MATERIAL.csv.dt. -Unpruned decision tree written to csv/pittsburg-bridges-MATERIAL.csv.dt.unpruned. -fold 1: acc. = 76.19 #leaves = 2 max. depth = 1 -fold 2: acc. = 85.71 #leaves = 14 max. depth = 8 -fold 3: acc. = 90.48 #leaves = 12 max. depth = 6 -fold 4: acc. = 90.48 #leaves = 12 max. depth = 5 -fold 5: acc. = 77.27 #leaves = 8 max. depth = 4 -***1***0.7619048***0.0141800*** -***2***0.8571429***0.0149970*** -***3***0.9047619***0.0174630*** -***4***0.9047619***0.0135040*** -***5***0.7727273***0.0111560*** -accuracy = 83.96 #leaves = 9.60 max depth = 4.80 - +Pruned decision tree written to data/csv/pittsburg-bridges-MATERIAL.csv.dt. +Unpruned decision tree written to data/csv/pittsburg-bridges-MATERIAL.csv.dt.unpruned. +fold 1: acc. = 66.67 #leaves = 2 max. depth = 1 +fold 2: acc. = 80.95 #leaves = 9 max. depth = 5 +fold 3: acc. = 90.48 #leaves = 9 max. depth = 6 +fold 4: acc. = 90.48 #leaves = 13 max. depth = 5 +fold 5: acc. = 72.73 #leaves = 10 max. depth = 6 +accuracy = 80.19 #leaves = 8.60 max depth = 4.60 diff --git a/data/oc1output/pittsburg-bridges-MATERIAL_1714.txt b/data/oc1output/pittsburg-bridges-MATERIAL_1714.txt index a7d1101..200455c 100644 --- a/data/oc1output/pittsburg-bridges-MATERIAL_1714.txt +++ b/data/oc1output/pittsburg-bridges-MATERIAL_1714.txt @@ -2,17 +2,11 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Pruned decision tree written to csv/pittsburg-bridges-MATERIAL.csv.dt. -Unpruned decision tree written to csv/pittsburg-bridges-MATERIAL.csv.dt.unpruned. +Pruned decision tree written to data/csv/pittsburg-bridges-MATERIAL.csv.dt. +Unpruned decision tree written to data/csv/pittsburg-bridges-MATERIAL.csv.dt.unpruned. fold 1: acc. = 85.71 #leaves = 2 max. depth = 1 -fold 2: acc. = 80.95 #leaves = 9 max. depth = 4 -fold 3: acc. = 80.95 #leaves = 11 max. depth = 6 -fold 4: acc. = 76.19 #leaves = 10 max. depth = 5 -fold 5: acc. = 90.91 #leaves = 10 max. depth = 5 -***1***0.8571429***0.0151990*** -***2***0.8095238***0.0204820*** -***3***0.8095238***0.0294210*** -***4***0.7619048***0.0162430*** -***5***0.9090909***0.0145480*** -accuracy = 83.02 #leaves = 8.40 max depth = 4.20 - +fold 2: acc. = 85.71 #leaves = 11 max. depth = 5 +fold 3: acc. = 71.43 #leaves = 11 max. depth = 5 +fold 4: acc. = 66.67 #leaves = 16 max. depth = 7 +fold 5: acc. = 86.36 #leaves = 10 max. depth = 5 +accuracy = 79.25 #leaves = 10.00 max depth = 4.60 diff --git a/data/oc1output/pittsburg-bridges-MATERIAL_23.txt b/data/oc1output/pittsburg-bridges-MATERIAL_23.txt index 47f8c71..91b7990 100644 --- a/data/oc1output/pittsburg-bridges-MATERIAL_23.txt +++ b/data/oc1output/pittsburg-bridges-MATERIAL_23.txt @@ -2,17 +2,11 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Pruned decision tree written to csv/pittsburg-bridges-MATERIAL.csv.dt. -Unpruned decision tree written to csv/pittsburg-bridges-MATERIAL.csv.dt.unpruned. -fold 1: acc. = 85.71 #leaves = 2 max. depth = 1 -fold 2: acc. = 80.95 #leaves = 9 max. depth = 5 -fold 3: acc. = 80.95 #leaves = 8 max. depth = 5 -fold 4: acc. = 85.71 #leaves = 9 max. depth = 4 -fold 5: acc. = 77.27 #leaves = 7 max. depth = 4 -***1***0.8571429***0.0134710*** -***2***0.8095238***0.0235400*** -***3***0.8095238***0.0148860*** -***4***0.8571429***0.0147400*** -***5***0.7727273***0.0137720*** -accuracy = 82.08 #leaves = 7.00 max depth = 3.80 - +Pruned decision tree written to data/csv/pittsburg-bridges-MATERIAL.csv.dt. +Unpruned decision tree written to data/csv/pittsburg-bridges-MATERIAL.csv.dt.unpruned. +fold 1: acc. = 71.43 #leaves = 3 max. depth = 2 +fold 2: acc. = 85.71 #leaves = 9 max. depth = 5 +fold 3: acc. = 90.48 #leaves = 9 max. depth = 5 +fold 4: acc. = 85.71 #leaves = 10 max. depth = 6 +fold 5: acc. = 68.18 #leaves = 9 max. depth = 5 +accuracy = 80.19 #leaves = 8.00 max depth = 4.60 diff --git a/data/oc1output/pittsburg-bridges-MATERIAL_31.txt b/data/oc1output/pittsburg-bridges-MATERIAL_31.txt index 0b9a19f..636738b 100644 --- a/data/oc1output/pittsburg-bridges-MATERIAL_31.txt +++ b/data/oc1output/pittsburg-bridges-MATERIAL_31.txt @@ -2,17 +2,11 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Pruned decision tree written to csv/pittsburg-bridges-MATERIAL.csv.dt. -Unpruned decision tree written to csv/pittsburg-bridges-MATERIAL.csv.dt.unpruned. +Pruned decision tree written to data/csv/pittsburg-bridges-MATERIAL.csv.dt. +Unpruned decision tree written to data/csv/pittsburg-bridges-MATERIAL.csv.dt.unpruned. fold 1: acc. = 66.67 #leaves = 2 max. depth = 1 -fold 2: acc. = 76.19 #leaves = 9 max. depth = 7 -fold 3: acc. = 85.71 #leaves = 9 max. depth = 5 -fold 4: acc. = 80.95 #leaves = 9 max. depth = 4 -fold 5: acc. = 63.64 #leaves = 9 max. depth = 5 -***1***0.6666666***0.0179990*** -***2***0.7619048***0.0126400*** -***3***0.8571429***0.0161290*** -***4***0.8095238***0.0149680*** -***5***0.6363636***0.0182420*** -accuracy = 74.53 #leaves = 7.60 max depth = 4.40 - +fold 2: acc. = 76.19 #leaves = 12 max. depth = 7 +fold 3: acc. = 90.48 #leaves = 11 max. depth = 6 +fold 4: acc. = 80.95 #leaves = 9 max. depth = 5 +fold 5: acc. = 68.18 #leaves = 10 max. depth = 5 +accuracy = 76.42 #leaves = 8.80 max depth = 4.80 diff --git a/data/oc1output/pittsburg-bridges-MATERIAL_57.txt b/data/oc1output/pittsburg-bridges-MATERIAL_57.txt index 6cc2e6a..28fbdc7 100644 --- a/data/oc1output/pittsburg-bridges-MATERIAL_57.txt +++ b/data/oc1output/pittsburg-bridges-MATERIAL_57.txt @@ -2,17 +2,11 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Pruned decision tree written to csv/pittsburg-bridges-MATERIAL.csv.dt. -Unpruned decision tree written to csv/pittsburg-bridges-MATERIAL.csv.dt.unpruned. -fold 1: acc. = 80.95 #leaves = 9 max. depth = 5 -fold 2: acc. = 90.48 #leaves = 9 max. depth = 4 -fold 3: acc. = 76.19 #leaves = 8 max. depth = 4 -fold 4: acc. = 80.95 #leaves = 9 max. depth = 4 -fold 5: acc. = 59.09 #leaves = 9 max. depth = 4 -***1***0.8095238***0.0208660*** -***2***0.9047619***0.0189590*** -***3***0.7619048***0.0186420*** -***4***0.8095238***0.0145600*** -***5***0.5909091***0.0176630*** -accuracy = 77.36 #leaves = 8.80 max depth = 4.20 - +Pruned decision tree written to data/csv/pittsburg-bridges-MATERIAL.csv.dt. +Unpruned decision tree written to data/csv/pittsburg-bridges-MATERIAL.csv.dt.unpruned. +fold 1: acc. = 80.95 #leaves = 2 max. depth = 1 +fold 2: acc. = 90.48 #leaves = 9 max. depth = 6 +fold 3: acc. = 76.19 #leaves = 10 max. depth = 5 +fold 4: acc. = 76.19 #leaves = 10 max. depth = 6 +fold 5: acc. = 72.73 #leaves = 9 max. depth = 5 +accuracy = 79.25 #leaves = 8.00 max depth = 4.60 diff --git a/data/oc1output/pittsburg-bridges-MATERIAL_7.txt b/data/oc1output/pittsburg-bridges-MATERIAL_7.txt index 3111156..31d34b8 100644 --- a/data/oc1output/pittsburg-bridges-MATERIAL_7.txt +++ b/data/oc1output/pittsburg-bridges-MATERIAL_7.txt @@ -2,17 +2,11 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Pruned decision tree written to csv/pittsburg-bridges-MATERIAL.csv.dt. -Unpruned decision tree written to csv/pittsburg-bridges-MATERIAL.csv.dt.unpruned. -fold 1: acc. = 90.48 #leaves = 2 max. depth = 1 -fold 2: acc. = 66.67 #leaves = 6 max. depth = 4 -fold 3: acc. = 90.48 #leaves = 10 max. depth = 5 -fold 4: acc. = 66.67 #leaves = 6 max. depth = 4 -fold 5: acc. = 90.91 #leaves = 10 max. depth = 5 -***1***0.9047619***0.0161250*** -***2***0.6666666***0.0187930*** -***3***0.9047619***0.0187230*** -***4***0.6666666***0.0090760*** -***5***0.9090909***0.0142600*** -accuracy = 81.13 #leaves = 6.80 max depth = 3.80 - +Pruned decision tree written to data/csv/pittsburg-bridges-MATERIAL.csv.dt. +Unpruned decision tree written to data/csv/pittsburg-bridges-MATERIAL.csv.dt.unpruned. +fold 1: acc. = 95.24 #leaves = 2 max. depth = 1 +fold 2: acc. = 66.67 #leaves = 9 max. depth = 5 +fold 3: acc. = 85.71 #leaves = 10 max. depth = 5 +fold 4: acc. = 57.14 #leaves = 9 max. depth = 5 +fold 5: acc. = 90.91 #leaves = 10 max. depth = 7 +accuracy = 79.25 #leaves = 8.00 max depth = 4.60 diff --git a/data/oc1output/pittsburg-bridges-MATERIAL_79.txt b/data/oc1output/pittsburg-bridges-MATERIAL_79.txt index b257422..440c555 100644 --- a/data/oc1output/pittsburg-bridges-MATERIAL_79.txt +++ b/data/oc1output/pittsburg-bridges-MATERIAL_79.txt @@ -2,17 +2,11 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Pruned decision tree written to csv/pittsburg-bridges-MATERIAL.csv.dt. -Unpruned decision tree written to csv/pittsburg-bridges-MATERIAL.csv.dt.unpruned. -fold 1: acc. = 76.19 #leaves = 2 max. depth = 1 -fold 2: acc. = 76.19 #leaves = 9 max. depth = 6 -fold 3: acc. = 90.48 #leaves = 10 max. depth = 5 -fold 4: acc. = 80.95 #leaves = 9 max. depth = 6 -fold 5: acc. = 90.91 #leaves = 11 max. depth = 6 -***1***0.7619048***0.0136300*** -***2***0.7619048***0.0149690*** -***3***0.9047619***0.0164540*** -***4***0.8095238***0.0172630*** -***5***0.9090909***0.0145630*** -accuracy = 83.02 #leaves = 8.20 max depth = 4.80 - +Pruned decision tree written to data/csv/pittsburg-bridges-MATERIAL.csv.dt. +Unpruned decision tree written to data/csv/pittsburg-bridges-MATERIAL.csv.dt.unpruned. +fold 1: acc. = 80.95 #leaves = 2 max. depth = 1 +fold 2: acc. = 80.95 #leaves = 8 max. depth = 4 +fold 3: acc. = 90.48 #leaves = 12 max. depth = 6 +fold 4: acc. = 90.48 #leaves = 13 max. depth = 9 +fold 5: acc. = 81.82 #leaves = 11 max. depth = 5 +accuracy = 84.91 #leaves = 9.20 max depth = 5.00 diff --git a/data/oc1output/pittsburg-bridges-MATERIAL_83.txt b/data/oc1output/pittsburg-bridges-MATERIAL_83.txt index 3341822..97dcd90 100644 --- a/data/oc1output/pittsburg-bridges-MATERIAL_83.txt +++ b/data/oc1output/pittsburg-bridges-MATERIAL_83.txt @@ -2,17 +2,11 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Pruned decision tree written to csv/pittsburg-bridges-MATERIAL.csv.dt. -Unpruned decision tree written to csv/pittsburg-bridges-MATERIAL.csv.dt.unpruned. -fold 1: acc. = 76.19 #leaves = 2 max. depth = 1 -fold 2: acc. = 80.95 #leaves = 7 max. depth = 5 -fold 3: acc. = 85.71 #leaves = 14 max. depth = 6 -fold 4: acc. = 71.43 #leaves = 9 max. depth = 5 -fold 5: acc. = 100.00 #leaves = 13 max. depth = 6 -***1***0.7619048***0.0174390*** -***2***0.8095238***0.0131580*** -***3***0.8571429***0.0137800*** -***4***0.7142857***0.0150660*** -***5***1.0000000***0.0168770*** -accuracy = 83.02 #leaves = 9.00 max depth = 4.60 - +Pruned decision tree written to data/csv/pittsburg-bridges-MATERIAL.csv.dt. +Unpruned decision tree written to data/csv/pittsburg-bridges-MATERIAL.csv.dt.unpruned. +fold 1: acc. = 61.90 #leaves = 2 max. depth = 1 +fold 2: acc. = 76.19 #leaves = 9 max. depth = 5 +fold 3: acc. = 85.71 #leaves = 12 max. depth = 6 +fold 4: acc. = 71.43 #leaves = 12 max. depth = 5 +fold 5: acc. = 86.36 #leaves = 12 max. depth = 5 +accuracy = 76.42 #leaves = 9.40 max depth = 4.40 diff --git a/data/oc1output/pittsburg-bridges-MATERIAL_97.txt b/data/oc1output/pittsburg-bridges-MATERIAL_97.txt index 3aa2fdf..4c87dac 100644 --- a/data/oc1output/pittsburg-bridges-MATERIAL_97.txt +++ b/data/oc1output/pittsburg-bridges-MATERIAL_97.txt @@ -2,17 +2,11 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Pruned decision tree written to csv/pittsburg-bridges-MATERIAL.csv.dt. -Unpruned decision tree written to csv/pittsburg-bridges-MATERIAL.csv.dt.unpruned. -fold 1: acc. = 80.95 #leaves = 2 max. depth = 1 -fold 2: acc. = 80.95 #leaves = 7 max. depth = 4 -fold 3: acc. = 90.48 #leaves = 5 max. depth = 3 -fold 4: acc. = 71.43 #leaves = 9 max. depth = 5 -fold 5: acc. = 90.91 #leaves = 9 max. depth = 6 -***1***0.8095238***0.0098960*** -***2***0.8095238***0.0131630*** -***3***0.9047619***0.0151050*** -***4***0.7142857***0.0153720*** -***5***0.9090909***0.0145240*** -accuracy = 83.02 #leaves = 6.40 max depth = 3.80 - +Pruned decision tree written to data/csv/pittsburg-bridges-MATERIAL.csv.dt. +Unpruned decision tree written to data/csv/pittsburg-bridges-MATERIAL.csv.dt.unpruned. +fold 1: acc. = 90.48 #leaves = 2 max. depth = 1 +fold 2: acc. = 71.43 #leaves = 7 max. depth = 4 +fold 3: acc. = 95.24 #leaves = 8 max. depth = 4 +fold 4: acc. = 80.95 #leaves = 9 max. depth = 5 +fold 5: acc. = 90.91 #leaves = 10 max. depth = 5 +accuracy = 85.85 #leaves = 7.20 max depth = 3.80 diff --git a/data/oc1output/pittsburg-bridges-REL-L_1.txt b/data/oc1output/pittsburg-bridges-REL-L_1.txt index 862e7fc..5ea9fd4 100644 --- a/data/oc1output/pittsburg-bridges-REL-L_1.txt +++ b/data/oc1output/pittsburg-bridges-REL-L_1.txt @@ -2,17 +2,11 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Pruned decision tree written to csv/pittsburg-bridges-REL-L.csv.dt. -Unpruned decision tree written to csv/pittsburg-bridges-REL-L.csv.dt.unpruned. -fold 1: acc. = 80.00 #leaves = 2 max. depth = 1 -fold 2: acc. = 70.00 #leaves = 14 max. depth = 9 -fold 3: acc. = 55.00 #leaves = 20 max. depth = 9 -fold 4: acc. = 70.00 #leaves = 15 max. depth = 8 -fold 5: acc. = 43.48 #leaves = 13 max. depth = 8 -***1***0.8000000***0.0218270*** -***2***0.7000000***0.0247860*** -***3***0.5500000***0.0294060*** -***4***0.7000000***0.0234640*** -***5***0.4347826***0.0173670*** -accuracy = 63.11 #leaves = 12.80 max depth = 7.00 - +Pruned decision tree written to data/csv/pittsburg-bridges-REL-L.csv.dt. +Unpruned decision tree written to data/csv/pittsburg-bridges-REL-L.csv.dt.unpruned. +fold 1: acc. = 70.00 #leaves = 2 max. depth = 1 +fold 2: acc. = 70.00 #leaves = 19 max. depth = 8 +fold 3: acc. = 55.00 #leaves = 18 max. depth = 9 +fold 4: acc. = 65.00 #leaves = 19 max. depth = 7 +fold 5: acc. = 43.48 #leaves = 16 max. depth = 8 +accuracy = 60.19 #leaves = 14.80 max depth = 6.60 diff --git a/data/oc1output/pittsburg-bridges-REL-L_17.txt b/data/oc1output/pittsburg-bridges-REL-L_17.txt index d42b637..69dde72 100644 --- a/data/oc1output/pittsburg-bridges-REL-L_17.txt +++ b/data/oc1output/pittsburg-bridges-REL-L_17.txt @@ -2,17 +2,11 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Pruned decision tree written to csv/pittsburg-bridges-REL-L.csv.dt. -Unpruned decision tree written to csv/pittsburg-bridges-REL-L.csv.dt.unpruned. -fold 1: acc. = 55.00 #leaves = 2 max. depth = 1 -fold 2: acc. = 65.00 #leaves = 13 max. depth = 9 -fold 3: acc. = 75.00 #leaves = 20 max. depth = 7 -fold 4: acc. = 70.00 #leaves = 17 max. depth = 11 -fold 5: acc. = 34.78 #leaves = 16 max. depth = 9 -***1***0.5500000***0.0230890*** -***2***0.6500000***0.0309110*** -***3***0.7500000***0.0255080*** -***4***0.7000000***0.0240320*** -***5***0.3478261***0.0233700*** -accuracy = 59.22 #leaves = 13.60 max depth = 7.40 - +Pruned decision tree written to data/csv/pittsburg-bridges-REL-L.csv.dt. +Unpruned decision tree written to data/csv/pittsburg-bridges-REL-L.csv.dt.unpruned. +fold 1: acc. = 50.00 #leaves = 2 max. depth = 1 +fold 2: acc. = 50.00 #leaves = 21 max. depth = 9 +fold 3: acc. = 75.00 #leaves = 21 max. depth = 9 +fold 4: acc. = 60.00 #leaves = 21 max. depth = 10 +fold 5: acc. = 69.57 #leaves = 20 max. depth = 6 +accuracy = 61.17 #leaves = 17.00 max depth = 7.00 diff --git a/data/oc1output/pittsburg-bridges-REL-L_1714.txt b/data/oc1output/pittsburg-bridges-REL-L_1714.txt index f3f3824..b7a225a 100644 --- a/data/oc1output/pittsburg-bridges-REL-L_1714.txt +++ b/data/oc1output/pittsburg-bridges-REL-L_1714.txt @@ -2,17 +2,11 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Pruned decision tree written to csv/pittsburg-bridges-REL-L.csv.dt. -Unpruned decision tree written to csv/pittsburg-bridges-REL-L.csv.dt.unpruned. -fold 1: acc. = 65.00 #leaves = 2 max. depth = 1 -fold 2: acc. = 70.00 #leaves = 16 max. depth = 7 -fold 3: acc. = 50.00 #leaves = 13 max. depth = 6 -fold 4: acc. = 60.00 #leaves = 15 max. depth = 7 -fold 5: acc. = 52.17 #leaves = 13 max. depth = 8 -***1***0.6500000***0.0239980*** -***2***0.7000000***0.0258230*** -***3***0.5000000***0.0242330*** -***4***0.6000000***0.0206070*** -***5***0.5217391***0.0213080*** -accuracy = 59.22 #leaves = 11.80 max depth = 5.80 - +Pruned decision tree written to data/csv/pittsburg-bridges-REL-L.csv.dt. +Unpruned decision tree written to data/csv/pittsburg-bridges-REL-L.csv.dt.unpruned. +fold 1: acc. = 70.00 #leaves = 2 max. depth = 1 +fold 2: acc. = 45.00 #leaves = 13 max. depth = 8 +fold 3: acc. = 50.00 #leaves = 20 max. depth = 9 +fold 4: acc. = 75.00 #leaves = 15 max. depth = 7 +fold 5: acc. = 39.13 #leaves = 19 max. depth = 8 +accuracy = 55.34 #leaves = 13.80 max depth = 6.60 diff --git a/data/oc1output/pittsburg-bridges-REL-L_23.txt b/data/oc1output/pittsburg-bridges-REL-L_23.txt index c7124dc..3476914 100644 --- a/data/oc1output/pittsburg-bridges-REL-L_23.txt +++ b/data/oc1output/pittsburg-bridges-REL-L_23.txt @@ -2,17 +2,11 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Pruned decision tree written to csv/pittsburg-bridges-REL-L.csv.dt. -Unpruned decision tree written to csv/pittsburg-bridges-REL-L.csv.dt.unpruned. -fold 1: acc. = 85.00 #leaves = 2 max. depth = 1 -fold 2: acc. = 65.00 #leaves = 14 max. depth = 8 -fold 3: acc. = 65.00 #leaves = 22 max. depth = 8 -fold 4: acc. = 50.00 #leaves = 14 max. depth = 8 -fold 5: acc. = 60.87 #leaves = 15 max. depth = 8 -***1***0.8500000***0.0279790*** -***2***0.6500000***0.0246720*** -***3***0.6500000***0.0232950*** -***4***0.5000000***0.0245970*** -***5***0.6086956***0.0189940*** -accuracy = 65.05 #leaves = 13.40 max depth = 6.60 - +Pruned decision tree written to data/csv/pittsburg-bridges-REL-L.csv.dt. +Unpruned decision tree written to data/csv/pittsburg-bridges-REL-L.csv.dt.unpruned. +fold 1: acc. = 65.00 #leaves = 2 max. depth = 1 +fold 2: acc. = 60.00 #leaves = 18 max. depth = 7 +fold 3: acc. = 65.00 #leaves = 26 max. depth = 10 +fold 4: acc. = 50.00 #leaves = 12 max. depth = 7 +fold 5: acc. = 65.22 #leaves = 18 max. depth = 8 +accuracy = 61.17 #leaves = 15.20 max depth = 6.60 diff --git a/data/oc1output/pittsburg-bridges-REL-L_31.txt b/data/oc1output/pittsburg-bridges-REL-L_31.txt index 0c14fe3..25f4c99 100644 --- a/data/oc1output/pittsburg-bridges-REL-L_31.txt +++ b/data/oc1output/pittsburg-bridges-REL-L_31.txt @@ -2,17 +2,11 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Pruned decision tree written to csv/pittsburg-bridges-REL-L.csv.dt. -Unpruned decision tree written to csv/pittsburg-bridges-REL-L.csv.dt.unpruned. -fold 1: acc. = 75.00 #leaves = 2 max. depth = 1 -fold 2: acc. = 55.00 #leaves = 17 max. depth = 8 -fold 3: acc. = 55.00 #leaves = 10 max. depth = 8 -fold 4: acc. = 65.00 #leaves = 15 max. depth = 9 -fold 5: acc. = 47.83 #leaves = 18 max. depth = 8 -***1***0.7500000***0.0225200*** -***2***0.5500000***0.0198470*** -***3***0.5500000***0.0178140*** -***4***0.6500000***0.0230180*** -***5***0.4782609***0.0224370*** -accuracy = 59.22 #leaves = 12.40 max depth = 6.80 - +Pruned decision tree written to data/csv/pittsburg-bridges-REL-L.csv.dt. +Unpruned decision tree written to data/csv/pittsburg-bridges-REL-L.csv.dt.unpruned. +fold 1: acc. = 80.00 #leaves = 2 max. depth = 1 +fold 2: acc. = 45.00 #leaves = 16 max. depth = 7 +fold 3: acc. = 65.00 #leaves = 16 max. depth = 8 +fold 4: acc. = 65.00 #leaves = 14 max. depth = 7 +fold 5: acc. = 73.91 #leaves = 19 max. depth = 9 +accuracy = 66.02 #leaves = 13.40 max depth = 6.40 diff --git a/data/oc1output/pittsburg-bridges-REL-L_57.txt b/data/oc1output/pittsburg-bridges-REL-L_57.txt index 7a502f0..54f1851 100644 --- a/data/oc1output/pittsburg-bridges-REL-L_57.txt +++ b/data/oc1output/pittsburg-bridges-REL-L_57.txt @@ -2,17 +2,11 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Pruned decision tree written to csv/pittsburg-bridges-REL-L.csv.dt. -Unpruned decision tree written to csv/pittsburg-bridges-REL-L.csv.dt.unpruned. -fold 1: acc. = 70.00 #leaves = 3 max. depth = 2 -fold 2: acc. = 70.00 #leaves = 15 max. depth = 9 -fold 3: acc. = 40.00 #leaves = 18 max. depth = 10 -fold 4: acc. = 65.00 #leaves = 12 max. depth = 8 -fold 5: acc. = 43.48 #leaves = 16 max. depth = 9 -***1***0.7000000***0.0245190*** -***2***0.7000000***0.0297310*** -***3***0.4000000***0.0235450*** -***4***0.6500000***0.0215410*** -***5***0.4347826***0.0226950*** -accuracy = 57.28 #leaves = 12.80 max depth = 7.60 - +Pruned decision tree written to data/csv/pittsburg-bridges-REL-L.csv.dt. +Unpruned decision tree written to data/csv/pittsburg-bridges-REL-L.csv.dt.unpruned. +fold 1: acc. = 75.00 #leaves = 2 max. depth = 1 +fold 2: acc. = 75.00 #leaves = 16 max. depth = 12 +fold 3: acc. = 45.00 #leaves = 14 max. depth = 8 +fold 4: acc. = 45.00 #leaves = 19 max. depth = 10 +fold 5: acc. = 65.22 #leaves = 20 max. depth = 8 +accuracy = 61.17 #leaves = 14.20 max depth = 7.80 diff --git a/data/oc1output/pittsburg-bridges-REL-L_7.txt b/data/oc1output/pittsburg-bridges-REL-L_7.txt index 55a733a..3dafdf0 100644 --- a/data/oc1output/pittsburg-bridges-REL-L_7.txt +++ b/data/oc1output/pittsburg-bridges-REL-L_7.txt @@ -2,17 +2,11 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Pruned decision tree written to csv/pittsburg-bridges-REL-L.csv.dt. -Unpruned decision tree written to csv/pittsburg-bridges-REL-L.csv.dt.unpruned. -fold 1: acc. = 60.00 #leaves = 7 max. depth = 6 -fold 2: acc. = 70.00 #leaves = 18 max. depth = 8 -fold 3: acc. = 55.00 #leaves = 21 max. depth = 8 -fold 4: acc. = 60.00 #leaves = 20 max. depth = 9 -fold 5: acc. = 60.87 #leaves = 17 max. depth = 6 -***1***0.6000000***0.0220840*** -***2***0.7000000***0.0197340*** -***3***0.5500000***0.0299460*** -***4***0.6000000***0.0199680*** -***5***0.6086956***0.0194690*** -accuracy = 61.17 #leaves = 16.60 max depth = 7.40 - +Pruned decision tree written to data/csv/pittsburg-bridges-REL-L.csv.dt. +Unpruned decision tree written to data/csv/pittsburg-bridges-REL-L.csv.dt.unpruned. +fold 1: acc. = 80.00 #leaves = 2 max. depth = 1 +fold 2: acc. = 75.00 #leaves = 19 max. depth = 8 +fold 3: acc. = 60.00 #leaves = 22 max. depth = 9 +fold 4: acc. = 55.00 #leaves = 20 max. depth = 7 +fold 5: acc. = 69.57 #leaves = 16 max. depth = 7 +accuracy = 67.96 #leaves = 15.80 max depth = 6.40 diff --git a/data/oc1output/pittsburg-bridges-REL-L_79.txt b/data/oc1output/pittsburg-bridges-REL-L_79.txt index aeb963d..a87d577 100644 --- a/data/oc1output/pittsburg-bridges-REL-L_79.txt +++ b/data/oc1output/pittsburg-bridges-REL-L_79.txt @@ -2,17 +2,11 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Pruned decision tree written to csv/pittsburg-bridges-REL-L.csv.dt. -Unpruned decision tree written to csv/pittsburg-bridges-REL-L.csv.dt.unpruned. -fold 1: acc. = 65.00 #leaves = 2 max. depth = 1 -fold 2: acc. = 45.00 #leaves = 19 max. depth = 9 -fold 3: acc. = 45.00 #leaves = 16 max. depth = 10 -fold 4: acc. = 70.00 #leaves = 18 max. depth = 7 -fold 5: acc. = 60.87 #leaves = 11 max. depth = 6 -***1***0.6500000***0.0247540*** -***2***0.4500000***0.0212370*** -***3***0.4500000***0.0324840*** -***4***0.7000000***0.0247860*** -***5***0.6086956***0.0233650*** -accuracy = 57.28 #leaves = 13.20 max depth = 6.60 - +Pruned decision tree written to data/csv/pittsburg-bridges-REL-L.csv.dt. +Unpruned decision tree written to data/csv/pittsburg-bridges-REL-L.csv.dt.unpruned. +fold 1: acc. = 75.00 #leaves = 2 max. depth = 1 +fold 2: acc. = 60.00 #leaves = 25 max. depth = 11 +fold 3: acc. = 65.00 #leaves = 20 max. depth = 9 +fold 4: acc. = 55.00 #leaves = 17 max. depth = 8 +fold 5: acc. = 52.17 #leaves = 18 max. depth = 9 +accuracy = 61.17 #leaves = 16.40 max depth = 7.60 diff --git a/data/oc1output/pittsburg-bridges-REL-L_83.txt b/data/oc1output/pittsburg-bridges-REL-L_83.txt index c1ca584..15436f8 100644 --- a/data/oc1output/pittsburg-bridges-REL-L_83.txt +++ b/data/oc1output/pittsburg-bridges-REL-L_83.txt @@ -2,17 +2,11 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Pruned decision tree written to csv/pittsburg-bridges-REL-L.csv.dt. -Unpruned decision tree written to csv/pittsburg-bridges-REL-L.csv.dt.unpruned. -fold 1: acc. = 85.00 #leaves = 2 max. depth = 1 -fold 2: acc. = 50.00 #leaves = 18 max. depth = 9 -fold 3: acc. = 50.00 #leaves = 13 max. depth = 9 -fold 4: acc. = 50.00 #leaves = 10 max. depth = 6 -fold 5: acc. = 60.87 #leaves = 18 max. depth = 8 -***1***0.8500000***0.0253670*** -***2***0.5000000***0.0211740*** -***3***0.5000000***0.0290580*** -***4***0.5000000***0.0201950*** -***5***0.6086956***0.0197900*** -accuracy = 59.22 #leaves = 12.20 max depth = 6.60 - +Pruned decision tree written to data/csv/pittsburg-bridges-REL-L.csv.dt. +Unpruned decision tree written to data/csv/pittsburg-bridges-REL-L.csv.dt.unpruned. +fold 1: acc. = 80.00 #leaves = 2 max. depth = 1 +fold 2: acc. = 50.00 #leaves = 16 max. depth = 11 +fold 3: acc. = 65.00 #leaves = 22 max. depth = 10 +fold 4: acc. = 70.00 #leaves = 17 max. depth = 6 +fold 5: acc. = 65.22 #leaves = 15 max. depth = 6 +accuracy = 66.02 #leaves = 14.40 max depth = 6.80 diff --git a/data/oc1output/pittsburg-bridges-REL-L_97.txt b/data/oc1output/pittsburg-bridges-REL-L_97.txt index e03d906..a248f81 100644 --- a/data/oc1output/pittsburg-bridges-REL-L_97.txt +++ b/data/oc1output/pittsburg-bridges-REL-L_97.txt @@ -2,17 +2,11 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Pruned decision tree written to csv/pittsburg-bridges-REL-L.csv.dt. -Unpruned decision tree written to csv/pittsburg-bridges-REL-L.csv.dt.unpruned. -fold 1: acc. = 85.00 #leaves = 2 max. depth = 1 -fold 2: acc. = 65.00 #leaves = 14 max. depth = 8 -fold 3: acc. = 50.00 #leaves = 16 max. depth = 10 -fold 4: acc. = 40.00 #leaves = 17 max. depth = 7 -fold 5: acc. = 69.57 #leaves = 14 max. depth = 7 -***1***0.8500000***0.0246950*** -***2***0.6500000***0.0235650*** -***3***0.5000000***0.0272070*** -***4***0.4000000***0.0237840*** -***5***0.6956522***0.0233360*** -accuracy = 62.14 #leaves = 12.60 max depth = 6.60 - +Pruned decision tree written to data/csv/pittsburg-bridges-REL-L.csv.dt. +Unpruned decision tree written to data/csv/pittsburg-bridges-REL-L.csv.dt.unpruned. +fold 1: acc. = 80.00 #leaves = 2 max. depth = 1 +fold 2: acc. = 70.00 #leaves = 17 max. depth = 8 +fold 3: acc. = 65.00 #leaves = 18 max. depth = 8 +fold 4: acc. = 60.00 #leaves = 17 max. depth = 7 +fold 5: acc. = 65.22 #leaves = 20 max. depth = 10 +accuracy = 67.96 #leaves = 14.80 max depth = 6.80 diff --git a/data/oc1output/pittsburg-bridges-SPAN_1.txt b/data/oc1output/pittsburg-bridges-SPAN_1.txt index df38988..0e98e7f 100644 --- a/data/oc1output/pittsburg-bridges-SPAN_1.txt +++ b/data/oc1output/pittsburg-bridges-SPAN_1.txt @@ -2,17 +2,11 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Pruned decision tree written to csv/pittsburg-bridges-SPAN.csv.dt. -Unpruned decision tree written to csv/pittsburg-bridges-SPAN.csv.dt.unpruned. -fold 1: acc. = 55.56 #leaves = 5 max. depth = 3 -fold 2: acc. = 50.00 #leaves = 13 max. depth = 6 -fold 3: acc. = 61.11 #leaves = 16 max. depth = 6 -fold 4: acc. = 66.67 #leaves = 16 max. depth = 8 -fold 5: acc. = 70.00 #leaves = 14 max. depth = 5 -***1***0.5555556***0.0193680*** -***2***0.5000000***0.0228860*** -***3***0.6111111***0.0177170*** -***4***0.6666666***0.0214570*** -***5***0.7000000***0.0180690*** -accuracy = 60.87 #leaves = 12.80 max depth = 5.60 - +Pruned decision tree written to data/csv/pittsburg-bridges-SPAN.csv.dt. +Unpruned decision tree written to data/csv/pittsburg-bridges-SPAN.csv.dt.unpruned. +fold 1: acc. = 50.00 #leaves = 2 max. depth = 1 +fold 2: acc. = 55.56 #leaves = 11 max. depth = 6 +fold 3: acc. = 66.67 #leaves = 16 max. depth = 8 +fold 4: acc. = 72.22 #leaves = 20 max. depth = 7 +fold 5: acc. = 65.00 #leaves = 16 max. depth = 7 +accuracy = 61.96 #leaves = 13.00 max depth = 5.80 diff --git a/data/oc1output/pittsburg-bridges-SPAN_17.txt b/data/oc1output/pittsburg-bridges-SPAN_17.txt index c5706b1..83725f0 100644 --- a/data/oc1output/pittsburg-bridges-SPAN_17.txt +++ b/data/oc1output/pittsburg-bridges-SPAN_17.txt @@ -2,17 +2,11 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Pruned decision tree written to csv/pittsburg-bridges-SPAN.csv.dt. -Unpruned decision tree written to csv/pittsburg-bridges-SPAN.csv.dt.unpruned. +Pruned decision tree written to data/csv/pittsburg-bridges-SPAN.csv.dt. +Unpruned decision tree written to data/csv/pittsburg-bridges-SPAN.csv.dt.unpruned. fold 1: acc. = 72.22 #leaves = 3 max. depth = 2 -fold 2: acc. = 50.00 #leaves = 13 max. depth = 7 -fold 3: acc. = 61.11 #leaves = 17 max. depth = 8 -fold 4: acc. = 50.00 #leaves = 13 max. depth = 7 -fold 5: acc. = 50.00 #leaves = 11 max. depth = 6 -***1***0.7222222***0.0181120*** -***2***0.5000000***0.0158940*** -***3***0.6111111***0.0237230*** -***4***0.5000000***0.0243320*** -***5***0.5000000***0.0196300*** -accuracy = 56.52 #leaves = 11.40 max depth = 6.00 - +fold 2: acc. = 61.11 #leaves = 16 max. depth = 7 +fold 3: acc. = 61.11 #leaves = 23 max. depth = 10 +fold 4: acc. = 38.89 #leaves = 21 max. depth = 9 +fold 5: acc. = 65.00 #leaves = 17 max. depth = 7 +accuracy = 59.78 #leaves = 16.00 max depth = 7.00 diff --git a/data/oc1output/pittsburg-bridges-SPAN_1714.txt b/data/oc1output/pittsburg-bridges-SPAN_1714.txt index 507d240..7d8a9ac 100644 --- a/data/oc1output/pittsburg-bridges-SPAN_1714.txt +++ b/data/oc1output/pittsburg-bridges-SPAN_1714.txt @@ -2,17 +2,11 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Pruned decision tree written to csv/pittsburg-bridges-SPAN.csv.dt. -Unpruned decision tree written to csv/pittsburg-bridges-SPAN.csv.dt.unpruned. -fold 1: acc. = 55.56 #leaves = 2 max. depth = 1 -fold 2: acc. = 66.67 #leaves = 13 max. depth = 5 -fold 3: acc. = 83.33 #leaves = 13 max. depth = 6 -fold 4: acc. = 61.11 #leaves = 15 max. depth = 6 -fold 5: acc. = 60.00 #leaves = 16 max. depth = 6 -***1***0.5555556***0.0177900*** -***2***0.6666666***0.0145730*** -***3***0.8333334***0.0203850*** -***4***0.6111111***0.0171470*** -***5***0.6000000***0.0143540*** -accuracy = 65.22 #leaves = 11.80 max depth = 4.80 - +Pruned decision tree written to data/csv/pittsburg-bridges-SPAN.csv.dt. +Unpruned decision tree written to data/csv/pittsburg-bridges-SPAN.csv.dt.unpruned. +fold 1: acc. = 44.44 #leaves = 3 max. depth = 2 +fold 2: acc. = 72.22 #leaves = 15 max. depth = 7 +fold 3: acc. = 72.22 #leaves = 18 max. depth = 7 +fold 4: acc. = 72.22 #leaves = 18 max. depth = 8 +fold 5: acc. = 50.00 #leaves = 15 max. depth = 5 +accuracy = 61.96 #leaves = 13.80 max depth = 5.80 diff --git a/data/oc1output/pittsburg-bridges-SPAN_23.txt b/data/oc1output/pittsburg-bridges-SPAN_23.txt index 76aa7f2..3ca918d 100644 --- a/data/oc1output/pittsburg-bridges-SPAN_23.txt +++ b/data/oc1output/pittsburg-bridges-SPAN_23.txt @@ -2,16 +2,11 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Unpruned decision tree written to csv/pittsburg-bridges-SPAN.csv.dt. -fold 1: acc. = 55.56 #leaves = 11 max. depth = 5 -fold 2: acc. = 61.11 #leaves = 17 max. depth = 7 -fold 3: acc. = 50.00 #leaves = 16 max. depth = 7 -fold 4: acc. = 50.00 #leaves = 15 max. depth = 6 -fold 5: acc. = 50.00 #leaves = 15 max. depth = 6 -***1***0.5555556***0.0159650*** -***2***0.6111111***0.0187540*** -***3***0.5000000***0.0185200*** -***4***0.5000000***0.0172740*** -***5***0.5000000***0.0213550*** -accuracy = 53.26 #leaves = 14.80 max depth = 6.20 - +Pruned decision tree written to data/csv/pittsburg-bridges-SPAN.csv.dt. +Unpruned decision tree written to data/csv/pittsburg-bridges-SPAN.csv.dt.unpruned. +fold 1: acc. = 44.44 #leaves = 9 max. depth = 4 +fold 2: acc. = 55.56 #leaves = 12 max. depth = 6 +fold 3: acc. = 38.89 #leaves = 19 max. depth = 9 +fold 4: acc. = 61.11 #leaves = 13 max. depth = 6 +fold 5: acc. = 45.00 #leaves = 15 max. depth = 7 +accuracy = 48.91 #leaves = 13.60 max depth = 6.40 diff --git a/data/oc1output/pittsburg-bridges-SPAN_31.txt b/data/oc1output/pittsburg-bridges-SPAN_31.txt index 7777267..f16df7b 100644 --- a/data/oc1output/pittsburg-bridges-SPAN_31.txt +++ b/data/oc1output/pittsburg-bridges-SPAN_31.txt @@ -2,17 +2,11 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Pruned decision tree written to csv/pittsburg-bridges-SPAN.csv.dt. -Unpruned decision tree written to csv/pittsburg-bridges-SPAN.csv.dt.unpruned. -fold 1: acc. = 66.67 #leaves = 5 max. depth = 3 -fold 2: acc. = 50.00 #leaves = 10 max. depth = 6 -fold 3: acc. = 44.44 #leaves = 14 max. depth = 7 -fold 4: acc. = 66.67 #leaves = 12 max. depth = 6 -fold 5: acc. = 65.00 #leaves = 16 max. depth = 8 -***1***0.6666666***0.0196090*** -***2***0.5000000***0.0204260*** -***3***0.4444444***0.0244480*** -***4***0.6666666***0.0185210*** -***5***0.6500000***0.0121420*** -accuracy = 58.70 #leaves = 11.40 max depth = 6.00 - +Pruned decision tree written to data/csv/pittsburg-bridges-SPAN.csv.dt. +Unpruned decision tree written to data/csv/pittsburg-bridges-SPAN.csv.dt.unpruned. +fold 1: acc. = 50.00 #leaves = 10 max. depth = 4 +fold 2: acc. = 44.44 #leaves = 16 max. depth = 8 +fold 3: acc. = 44.44 #leaves = 20 max. depth = 7 +fold 4: acc. = 55.56 #leaves = 15 max. depth = 6 +fold 5: acc. = 60.00 #leaves = 16 max. depth = 7 +accuracy = 51.09 #leaves = 15.40 max depth = 6.40 diff --git a/data/oc1output/pittsburg-bridges-SPAN_57.txt b/data/oc1output/pittsburg-bridges-SPAN_57.txt index 188f317..322d22c 100644 --- a/data/oc1output/pittsburg-bridges-SPAN_57.txt +++ b/data/oc1output/pittsburg-bridges-SPAN_57.txt @@ -2,17 +2,11 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Pruned decision tree written to csv/pittsburg-bridges-SPAN.csv.dt. -Unpruned decision tree written to csv/pittsburg-bridges-SPAN.csv.dt.unpruned. -fold 1: acc. = 55.56 #leaves = 6 max. depth = 4 -fold 2: acc. = 61.11 #leaves = 16 max. depth = 8 -fold 3: acc. = 38.89 #leaves = 11 max. depth = 6 -fold 4: acc. = 50.00 #leaves = 14 max. depth = 5 -fold 5: acc. = 50.00 #leaves = 14 max. depth = 6 -***1***0.5555556***0.0188380*** -***2***0.6111111***0.0161160*** -***3***0.3888889***0.0181530*** -***4***0.5000000***0.0154600*** -***5***0.5000000***0.0157790*** -accuracy = 51.09 #leaves = 12.20 max depth = 5.80 - +Pruned decision tree written to data/csv/pittsburg-bridges-SPAN.csv.dt. +Unpruned decision tree written to data/csv/pittsburg-bridges-SPAN.csv.dt.unpruned. +fold 1: acc. = 72.22 #leaves = 2 max. depth = 1 +fold 2: acc. = 66.67 #leaves = 16 max. depth = 8 +fold 3: acc. = 66.67 #leaves = 16 max. depth = 7 +fold 4: acc. = 55.56 #leaves = 12 max. depth = 6 +fold 5: acc. = 60.00 #leaves = 16 max. depth = 6 +accuracy = 64.13 #leaves = 12.40 max depth = 5.60 diff --git a/data/oc1output/pittsburg-bridges-SPAN_7.txt b/data/oc1output/pittsburg-bridges-SPAN_7.txt index acafa64..fb858d2 100644 --- a/data/oc1output/pittsburg-bridges-SPAN_7.txt +++ b/data/oc1output/pittsburg-bridges-SPAN_7.txt @@ -2,17 +2,11 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Pruned decision tree written to csv/pittsburg-bridges-SPAN.csv.dt. -Unpruned decision tree written to csv/pittsburg-bridges-SPAN.csv.dt.unpruned. -fold 1: acc. = 77.78 #leaves = 2 max. depth = 1 -fold 2: acc. = 55.56 #leaves = 15 max. depth = 6 -fold 3: acc. = 66.67 #leaves = 16 max. depth = 7 -fold 4: acc. = 44.44 #leaves = 16 max. depth = 6 -fold 5: acc. = 65.00 #leaves = 19 max. depth = 6 -***1***0.7777778***0.0172790*** -***2***0.5555556***0.0206620*** -***3***0.6666666***0.0192080*** -***4***0.4444444***0.0191330*** -***5***0.6500000***0.0174560*** -accuracy = 61.96 #leaves = 13.60 max depth = 5.20 - +Pruned decision tree written to data/csv/pittsburg-bridges-SPAN.csv.dt. +Unpruned decision tree written to data/csv/pittsburg-bridges-SPAN.csv.dt.unpruned. +fold 1: acc. = 72.22 #leaves = 2 max. depth = 1 +fold 2: acc. = 50.00 #leaves = 14 max. depth = 7 +fold 3: acc. = 77.78 #leaves = 17 max. depth = 8 +fold 4: acc. = 50.00 #leaves = 15 max. depth = 6 +fold 5: acc. = 75.00 #leaves = 19 max. depth = 7 +accuracy = 65.22 #leaves = 13.40 max depth = 5.80 diff --git a/data/oc1output/pittsburg-bridges-SPAN_79.txt b/data/oc1output/pittsburg-bridges-SPAN_79.txt index d4fff53..7a7a2eb 100644 --- a/data/oc1output/pittsburg-bridges-SPAN_79.txt +++ b/data/oc1output/pittsburg-bridges-SPAN_79.txt @@ -2,17 +2,11 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Pruned decision tree written to csv/pittsburg-bridges-SPAN.csv.dt. -Unpruned decision tree written to csv/pittsburg-bridges-SPAN.csv.dt.unpruned. -fold 1: acc. = 66.67 #leaves = 2 max. depth = 1 -fold 2: acc. = 50.00 #leaves = 15 max. depth = 6 -fold 3: acc. = 66.67 #leaves = 19 max. depth = 7 -fold 4: acc. = 55.56 #leaves = 20 max. depth = 7 -fold 5: acc. = 55.00 #leaves = 12 max. depth = 6 -***1***0.6666666***0.0216240*** -***2***0.5000000***0.0184680*** -***3***0.6666666***0.0211630*** -***4***0.5555556***0.0155880*** -***5***0.5500000***0.0165540*** -accuracy = 58.70 #leaves = 13.60 max depth = 5.40 - +Pruned decision tree written to data/csv/pittsburg-bridges-SPAN.csv.dt. +Unpruned decision tree written to data/csv/pittsburg-bridges-SPAN.csv.dt.unpruned. +fold 1: acc. = 83.33 #leaves = 5 max. depth = 3 +fold 2: acc. = 44.44 #leaves = 13 max. depth = 6 +fold 3: acc. = 66.67 #leaves = 15 max. depth = 7 +fold 4: acc. = 66.67 #leaves = 18 max. depth = 9 +fold 5: acc. = 45.00 #leaves = 15 max. depth = 7 +accuracy = 60.87 #leaves = 13.20 max depth = 6.40 diff --git a/data/oc1output/pittsburg-bridges-SPAN_83.txt b/data/oc1output/pittsburg-bridges-SPAN_83.txt index 2b89f79..c3d8f6b 100644 --- a/data/oc1output/pittsburg-bridges-SPAN_83.txt +++ b/data/oc1output/pittsburg-bridges-SPAN_83.txt @@ -2,17 +2,11 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Pruned decision tree written to csv/pittsburg-bridges-SPAN.csv.dt. -Unpruned decision tree written to csv/pittsburg-bridges-SPAN.csv.dt.unpruned. -fold 1: acc. = 55.56 #leaves = 2 max. depth = 1 -fold 2: acc. = 44.44 #leaves = 11 max. depth = 7 -fold 3: acc. = 66.67 #leaves = 11 max. depth = 5 -fold 4: acc. = 77.78 #leaves = 16 max. depth = 8 -fold 5: acc. = 55.00 #leaves = 14 max. depth = 6 -***1***0.5555556***0.0173930*** -***2***0.4444444***0.0161930*** -***3***0.6666666***0.0147970*** -***4***0.7777778***0.0197200*** -***5***0.5500000***0.0157580*** -accuracy = 59.78 #leaves = 10.80 max depth = 5.40 - +Pruned decision tree written to data/csv/pittsburg-bridges-SPAN.csv.dt. +Unpruned decision tree written to data/csv/pittsburg-bridges-SPAN.csv.dt.unpruned. +fold 1: acc. = 66.67 #leaves = 2 max. depth = 1 +fold 2: acc. = 55.56 #leaves = 14 max. depth = 7 +fold 3: acc. = 61.11 #leaves = 16 max. depth = 7 +fold 4: acc. = 77.78 #leaves = 11 max. depth = 7 +fold 5: acc. = 65.00 #leaves = 14 max. depth = 8 +accuracy = 65.22 #leaves = 11.40 max depth = 6.00 diff --git a/data/oc1output/pittsburg-bridges-SPAN_97.txt b/data/oc1output/pittsburg-bridges-SPAN_97.txt index a84e532..7c11024 100644 --- a/data/oc1output/pittsburg-bridges-SPAN_97.txt +++ b/data/oc1output/pittsburg-bridges-SPAN_97.txt @@ -2,17 +2,11 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Pruned decision tree written to csv/pittsburg-bridges-SPAN.csv.dt. -Unpruned decision tree written to csv/pittsburg-bridges-SPAN.csv.dt.unpruned. -fold 1: acc. = 61.11 #leaves = 5 max. depth = 3 -fold 2: acc. = 44.44 #leaves = 14 max. depth = 7 -fold 3: acc. = 55.56 #leaves = 17 max. depth = 7 -fold 4: acc. = 44.44 #leaves = 15 max. depth = 7 -fold 5: acc. = 60.00 #leaves = 14 max. depth = 7 -***1***0.6111111***0.0177570*** -***2***0.4444444***0.0198550*** -***3***0.5555556***0.0191430*** -***4***0.4444444***0.0188800*** -***5***0.6000000***0.0143190*** -accuracy = 53.26 #leaves = 13.00 max depth = 6.20 - +Pruned decision tree written to data/csv/pittsburg-bridges-SPAN.csv.dt. +Unpruned decision tree written to data/csv/pittsburg-bridges-SPAN.csv.dt.unpruned. +fold 1: acc. = 72.22 #leaves = 4 max. depth = 2 +fold 2: acc. = 55.56 #leaves = 18 max. depth = 9 +fold 3: acc. = 61.11 #leaves = 19 max. depth = 8 +fold 4: acc. = 38.89 #leaves = 15 max. depth = 7 +fold 5: acc. = 50.00 #leaves = 17 max. depth = 8 +accuracy = 55.43 #leaves = 14.60 max depth = 6.80 diff --git a/data/oc1output/pittsburg-bridges-T-OR-D_1.txt b/data/oc1output/pittsburg-bridges-T-OR-D_1.txt index 5d184cb..9cae5fb 100644 --- a/data/oc1output/pittsburg-bridges-T-OR-D_1.txt +++ b/data/oc1output/pittsburg-bridges-T-OR-D_1.txt @@ -1,16 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Unpruned decision tree written to csv/pittsburg-bridges-T-OR-D.csv.dt. -fold 1: acc. = 95.00 #leaves = 11 max. depth = 5 -fold 2: acc. = 85.00 #leaves = 10 max. depth = 6 +Pruned decision tree written to data/csv/pittsburg-bridges-T-OR-D.csv.dt. +Unpruned decision tree written to data/csv/pittsburg-bridges-T-OR-D.csv.dt.unpruned. +fold 1: acc. = 95.00 #leaves = 2 max. depth = 1 +fold 2: acc. = 75.00 #leaves = 10 max. depth = 6 fold 3: acc. = 75.00 #leaves = 8 max. depth = 5 -fold 4: acc. = 90.00 #leaves = 11 max. depth = 6 -fold 5: acc. = 86.36 #leaves = 11 max. depth = 6 -***1***0.9500000***0.0158220*** -***2***0.8500000***0.0122280*** -***3***0.7500000***0.0125230*** -***4***0.9000000***0.0139000*** -***5***0.8636364***0.0167800*** -accuracy = 86.27 #leaves = 10.20 max depth = 5.60 - +fold 4: acc. = 90.00 #leaves = 11 max. depth = 7 +fold 5: acc. = 77.27 #leaves = 12 max. depth = 8 +accuracy = 82.35 #leaves = 8.60 max depth = 5.40 diff --git a/data/oc1output/pittsburg-bridges-T-OR-D_17.txt b/data/oc1output/pittsburg-bridges-T-OR-D_17.txt index 66e9bf6..3180641 100644 --- a/data/oc1output/pittsburg-bridges-T-OR-D_17.txt +++ b/data/oc1output/pittsburg-bridges-T-OR-D_17.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/pittsburg-bridges-T-OR-D.csv.dt. -Unpruned decision tree written to csv/pittsburg-bridges-T-OR-D.csv.dt.unpruned. -fold 1: acc. = 85.00 #leaves = 2 max. depth = 1 -fold 2: acc. = 90.00 #leaves = 9 max. depth = 6 -fold 3: acc. = 95.00 #leaves = 10 max. depth = 6 -fold 4: acc. = 85.00 #leaves = 9 max. depth = 6 -fold 5: acc. = 81.82 #leaves = 7 max. depth = 5 -***1***0.8500000***0.0180530*** -***2***0.9000000***0.0221480*** -***3***0.9500000***0.0198280*** -***4***0.8500000***0.0119470*** -***5***0.8181818***0.0166070*** -accuracy = 87.25 #leaves = 7.40 max depth = 4.80 - +Pruned decision tree written to data/csv/pittsburg-bridges-T-OR-D.csv.dt. +Unpruned decision tree written to data/csv/pittsburg-bridges-T-OR-D.csv.dt.unpruned. +fold 1: acc. = 75.00 #leaves = 2 max. depth = 1 +fold 2: acc. = 85.00 #leaves = 10 max. depth = 6 +fold 3: acc. = 80.00 #leaves = 9 max. depth = 5 +fold 4: acc. = 85.00 #leaves = 6 max. depth = 3 +fold 5: acc. = 86.36 #leaves = 10 max. depth = 6 +accuracy = 82.35 #leaves = 7.40 max depth = 4.20 diff --git a/data/oc1output/pittsburg-bridges-T-OR-D_1714.txt b/data/oc1output/pittsburg-bridges-T-OR-D_1714.txt index 7e534bc..6bd0e38 100644 --- a/data/oc1output/pittsburg-bridges-T-OR-D_1714.txt +++ b/data/oc1output/pittsburg-bridges-T-OR-D_1714.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/pittsburg-bridges-T-OR-D.csv.dt. -Unpruned decision tree written to csv/pittsburg-bridges-T-OR-D.csv.dt.unpruned. -fold 1: acc. = 85.00 #leaves = 3 max. depth = 2 -fold 2: acc. = 70.00 #leaves = 9 max. depth = 5 -fold 3: acc. = 75.00 #leaves = 6 max. depth = 4 -fold 4: acc. = 80.00 #leaves = 11 max. depth = 6 -fold 5: acc. = 95.45 #leaves = 16 max. depth = 8 -***1***0.8500000***0.0147600*** -***2***0.7000000***0.0175000*** -***3***0.7500000***0.0160170*** -***4***0.8000000***0.0204250*** -***5***0.9545454***0.0136730*** -accuracy = 81.37 #leaves = 9.00 max depth = 5.00 - +Pruned decision tree written to data/csv/pittsburg-bridges-T-OR-D.csv.dt. +Unpruned decision tree written to data/csv/pittsburg-bridges-T-OR-D.csv.dt.unpruned. +fold 1: acc. = 90.00 #leaves = 7 max. depth = 4 +fold 2: acc. = 75.00 #leaves = 7 max. depth = 5 +fold 3: acc. = 75.00 #leaves = 8 max. depth = 5 +fold 4: acc. = 85.00 #leaves = 9 max. depth = 4 +fold 5: acc. = 86.36 #leaves = 10 max. depth = 5 +accuracy = 82.35 #leaves = 8.20 max depth = 4.60 diff --git a/data/oc1output/pittsburg-bridges-T-OR-D_23.txt b/data/oc1output/pittsburg-bridges-T-OR-D_23.txt index aec99a1..8590b76 100644 --- a/data/oc1output/pittsburg-bridges-T-OR-D_23.txt +++ b/data/oc1output/pittsburg-bridges-T-OR-D_23.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/pittsburg-bridges-T-OR-D.csv.dt. -Unpruned decision tree written to csv/pittsburg-bridges-T-OR-D.csv.dt.unpruned. -fold 1: acc. = 90.00 #leaves = 2 max. depth = 1 -fold 2: acc. = 85.00 #leaves = 8 max. depth = 5 -fold 3: acc. = 75.00 #leaves = 10 max. depth = 5 -fold 4: acc. = 80.00 #leaves = 6 max. depth = 3 -fold 5: acc. = 90.91 #leaves = 8 max. depth = 5 -***1***0.9000000***0.0202890*** -***2***0.8500000***0.0161840*** -***3***0.7500000***0.0153800*** -***4***0.8000000***0.0107430*** -***5***0.9090909***0.0100850*** -accuracy = 84.31 #leaves = 6.80 max depth = 3.80 - +Pruned decision tree written to data/csv/pittsburg-bridges-T-OR-D.csv.dt. +Unpruned decision tree written to data/csv/pittsburg-bridges-T-OR-D.csv.dt.unpruned. +fold 1: acc. = 100.00 #leaves = 3 max. depth = 2 +fold 2: acc. = 80.00 #leaves = 10 max. depth = 5 +fold 3: acc. = 75.00 #leaves = 10 max. depth = 6 +fold 4: acc. = 85.00 #leaves = 6 max. depth = 5 +fold 5: acc. = 86.36 #leaves = 7 max. depth = 5 +accuracy = 85.29 #leaves = 7.20 max depth = 4.60 diff --git a/data/oc1output/pittsburg-bridges-T-OR-D_31.txt b/data/oc1output/pittsburg-bridges-T-OR-D_31.txt index 4f511e2..99f90cf 100644 --- a/data/oc1output/pittsburg-bridges-T-OR-D_31.txt +++ b/data/oc1output/pittsburg-bridges-T-OR-D_31.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/pittsburg-bridges-T-OR-D.csv.dt. -Unpruned decision tree written to csv/pittsburg-bridges-T-OR-D.csv.dt.unpruned. +Pruned decision tree written to data/csv/pittsburg-bridges-T-OR-D.csv.dt. +Unpruned decision tree written to data/csv/pittsburg-bridges-T-OR-D.csv.dt.unpruned. fold 1: acc. = 70.00 #leaves = 2 max. depth = 1 -fold 2: acc. = 85.00 #leaves = 8 max. depth = 4 -fold 3: acc. = 80.00 #leaves = 7 max. depth = 4 -fold 4: acc. = 100.00 #leaves = 12 max. depth = 6 -fold 5: acc. = 77.27 #leaves = 9 max. depth = 7 -***1***0.7000000***0.0107310*** -***2***0.8500000***0.0165230*** -***3***0.8000000***0.0161740*** -***4***1.0000000***0.0204340*** -***5***0.7727273***0.0179310*** -accuracy = 82.35 #leaves = 7.60 max depth = 4.40 - +fold 2: acc. = 75.00 #leaves = 8 max. depth = 5 +fold 3: acc. = 90.00 #leaves = 9 max. depth = 6 +fold 4: acc. = 95.00 #leaves = 9 max. depth = 7 +fold 5: acc. = 59.09 #leaves = 6 max. depth = 5 +accuracy = 77.45 #leaves = 6.80 max depth = 4.80 diff --git a/data/oc1output/pittsburg-bridges-T-OR-D_57.txt b/data/oc1output/pittsburg-bridges-T-OR-D_57.txt index 8d870c7..46baf60 100644 --- a/data/oc1output/pittsburg-bridges-T-OR-D_57.txt +++ b/data/oc1output/pittsburg-bridges-T-OR-D_57.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/pittsburg-bridges-T-OR-D.csv.dt. -Unpruned decision tree written to csv/pittsburg-bridges-T-OR-D.csv.dt.unpruned. -fold 1: acc. = 95.00 #leaves = 2 max. depth = 1 -fold 2: acc. = 85.00 #leaves = 8 max. depth = 6 -fold 3: acc. = 80.00 #leaves = 8 max. depth = 5 -fold 4: acc. = 80.00 #leaves = 7 max. depth = 4 -fold 5: acc. = 86.36 #leaves = 4 max. depth = 3 -***1***0.9500000***0.0212880*** -***2***0.8500000***0.0202040*** -***3***0.8000000***0.0160470*** -***4***0.8000000***0.0117060*** -***5***0.8636364***0.0065620*** -accuracy = 85.29 #leaves = 5.80 max depth = 3.80 - +Pruned decision tree written to data/csv/pittsburg-bridges-T-OR-D.csv.dt. +Unpruned decision tree written to data/csv/pittsburg-bridges-T-OR-D.csv.dt.unpruned. +fold 1: acc. = 80.00 #leaves = 2 max. depth = 1 +fold 2: acc. = 75.00 #leaves = 10 max. depth = 6 +fold 3: acc. = 85.00 #leaves = 11 max. depth = 8 +fold 4: acc. = 75.00 #leaves = 4 max. depth = 3 +fold 5: acc. = 81.82 #leaves = 5 max. depth = 3 +accuracy = 79.41 #leaves = 6.40 max depth = 4.20 diff --git a/data/oc1output/pittsburg-bridges-T-OR-D_7.txt b/data/oc1output/pittsburg-bridges-T-OR-D_7.txt index 04d89ae..59fcb9b 100644 --- a/data/oc1output/pittsburg-bridges-T-OR-D_7.txt +++ b/data/oc1output/pittsburg-bridges-T-OR-D_7.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/pittsburg-bridges-T-OR-D.csv.dt. -Unpruned decision tree written to csv/pittsburg-bridges-T-OR-D.csv.dt.unpruned. -fold 1: acc. = 80.00 #leaves = 2 max. depth = 1 -fold 2: acc. = 80.00 #leaves = 8 max. depth = 4 -fold 3: acc. = 95.00 #leaves = 10 max. depth = 6 -fold 4: acc. = 85.00 #leaves = 10 max. depth = 5 -fold 5: acc. = 81.82 #leaves = 8 max. depth = 5 -***1***0.8000000***0.0101730*** -***2***0.8000000***0.0105920*** -***3***0.9500000***0.0167900*** -***4***0.8500000***0.0137500*** -***5***0.8181818***0.0097060*** -accuracy = 84.31 #leaves = 7.60 max depth = 4.20 - +Pruned decision tree written to data/csv/pittsburg-bridges-T-OR-D.csv.dt. +Unpruned decision tree written to data/csv/pittsburg-bridges-T-OR-D.csv.dt.unpruned. +fold 1: acc. = 75.00 #leaves = 2 max. depth = 1 +fold 2: acc. = 80.00 #leaves = 7 max. depth = 5 +fold 3: acc. = 85.00 #leaves = 9 max. depth = 5 +fold 4: acc. = 75.00 #leaves = 8 max. depth = 5 +fold 5: acc. = 90.91 #leaves = 11 max. depth = 5 +accuracy = 81.37 #leaves = 7.40 max depth = 4.20 diff --git a/data/oc1output/pittsburg-bridges-T-OR-D_79.txt b/data/oc1output/pittsburg-bridges-T-OR-D_79.txt index cd95218..0e890b0 100644 --- a/data/oc1output/pittsburg-bridges-T-OR-D_79.txt +++ b/data/oc1output/pittsburg-bridges-T-OR-D_79.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/pittsburg-bridges-T-OR-D.csv.dt. -Unpruned decision tree written to csv/pittsburg-bridges-T-OR-D.csv.dt.unpruned. +Pruned decision tree written to data/csv/pittsburg-bridges-T-OR-D.csv.dt. +Unpruned decision tree written to data/csv/pittsburg-bridges-T-OR-D.csv.dt.unpruned. fold 1: acc. = 85.00 #leaves = 2 max. depth = 1 -fold 2: acc. = 90.00 #leaves = 10 max. depth = 8 -fold 3: acc. = 70.00 #leaves = 8 max. depth = 6 -fold 4: acc. = 70.00 #leaves = 10 max. depth = 5 -fold 5: acc. = 77.27 #leaves = 8 max. depth = 5 -***1***0.8500000***0.0200610*** -***2***0.9000000***0.0252610*** -***3***0.7000000***0.0114100*** -***4***0.7000000***0.0102880*** -***5***0.7727273***0.0161630*** -accuracy = 78.43 #leaves = 7.60 max depth = 5.00 - +fold 2: acc. = 85.00 #leaves = 12 max. depth = 7 +fold 3: acc. = 80.00 #leaves = 9 max. depth = 6 +fold 4: acc. = 75.00 #leaves = 10 max. depth = 5 +fold 5: acc. = 86.36 #leaves = 10 max. depth = 6 +accuracy = 82.35 #leaves = 8.60 max depth = 5.00 diff --git a/data/oc1output/pittsburg-bridges-T-OR-D_83.txt b/data/oc1output/pittsburg-bridges-T-OR-D_83.txt index 7116e8c..3c78ec2 100644 --- a/data/oc1output/pittsburg-bridges-T-OR-D_83.txt +++ b/data/oc1output/pittsburg-bridges-T-OR-D_83.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/pittsburg-bridges-T-OR-D.csv.dt. -Unpruned decision tree written to csv/pittsburg-bridges-T-OR-D.csv.dt.unpruned. +Pruned decision tree written to data/csv/pittsburg-bridges-T-OR-D.csv.dt. +Unpruned decision tree written to data/csv/pittsburg-bridges-T-OR-D.csv.dt.unpruned. fold 1: acc. = 75.00 #leaves = 2 max. depth = 1 -fold 2: acc. = 95.00 #leaves = 7 max. depth = 5 -fold 3: acc. = 85.00 #leaves = 7 max. depth = 5 -fold 4: acc. = 95.00 #leaves = 8 max. depth = 4 -fold 5: acc. = 72.73 #leaves = 8 max. depth = 4 -***1***0.7500000***0.0074250*** -***2***0.9500000***0.0147730*** -***3***0.8500000***0.0086550*** -***4***0.9500000***0.0063790*** -***5***0.7272727***0.0141000*** -accuracy = 84.31 #leaves = 6.40 max depth = 3.80 - +fold 2: acc. = 95.00 #leaves = 8 max. depth = 5 +fold 3: acc. = 85.00 #leaves = 10 max. depth = 6 +fold 4: acc. = 85.00 #leaves = 8 max. depth = 4 +fold 5: acc. = 86.36 #leaves = 7 max. depth = 4 +accuracy = 85.29 #leaves = 7.00 max depth = 4.00 diff --git a/data/oc1output/pittsburg-bridges-T-OR-D_97.txt b/data/oc1output/pittsburg-bridges-T-OR-D_97.txt index da55a9f..45f9fac 100644 --- a/data/oc1output/pittsburg-bridges-T-OR-D_97.txt +++ b/data/oc1output/pittsburg-bridges-T-OR-D_97.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/pittsburg-bridges-T-OR-D.csv.dt. -Unpruned decision tree written to csv/pittsburg-bridges-T-OR-D.csv.dt.unpruned. -fold 1: acc. = 90.00 #leaves = 6 max. depth = 4 -fold 2: acc. = 75.00 #leaves = 11 max. depth = 6 -fold 3: acc. = 85.00 #leaves = 6 max. depth = 5 -fold 4: acc. = 65.00 #leaves = 13 max. depth = 7 -fold 5: acc. = 72.73 #leaves = 10 max. depth = 5 -***1***0.9000000***0.0177850*** -***2***0.7500000***0.0148230*** -***3***0.8500000***0.0070460*** -***4***0.6500000***0.0200190*** -***5***0.7272727***0.0163960*** -accuracy = 77.45 #leaves = 9.20 max depth = 5.40 - +Pruned decision tree written to data/csv/pittsburg-bridges-T-OR-D.csv.dt. +Unpruned decision tree written to data/csv/pittsburg-bridges-T-OR-D.csv.dt.unpruned. +fold 1: acc. = 85.00 #leaves = 2 max. depth = 1 +fold 2: acc. = 75.00 #leaves = 13 max. depth = 6 +fold 3: acc. = 85.00 #leaves = 5 max. depth = 3 +fold 4: acc. = 70.00 #leaves = 11 max. depth = 6 +fold 5: acc. = 81.82 #leaves = 10 max. depth = 7 +accuracy = 79.41 #leaves = 8.20 max depth = 4.60 diff --git a/data/oc1output/planning_1.txt b/data/oc1output/planning_1.txt index c8293d0..c353f37 100644 --- a/data/oc1output/planning_1.txt +++ b/data/oc1output/planning_1.txt @@ -1,17 +1,10 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/planning.csv.dt. -Unpruned decision tree written to csv/planning.csv.dt.unpruned. -fold 1: acc. = 75.00 #leaves = 2 max. depth = 1 -fold 2: acc. = 66.67 #leaves = 22 max. depth = 10 -fold 3: acc. = 44.44 #leaves = 19 max. depth = 10 -fold 4: acc. = 61.11 #leaves = 22 max. depth = 8 -fold 5: acc. = 36.84 #leaves = 20 max. depth = 10 -***1***0.7500000***0.0738450*** -***2***0.6666666***0.0704930*** -***3***0.4444444***0.0734360*** -***4***0.6111111***0.0666320*** -***5***0.3684210***0.0759930*** -accuracy = 56.59 #leaves = 17.00 max depth = 7.80 - +Unpruned decision tree written to data/csv/planning.csv.dt. +fold 1: acc. = 61.11 #leaves = 22 max. depth = 9 +fold 2: acc. = 66.67 #leaves = 22 max. depth = 9 +fold 3: acc. = 66.67 #leaves = 19 max. depth = 10 +fold 4: acc. = 47.22 #leaves = 23 max. depth = 8 +fold 5: acc. = 47.37 #leaves = 21 max. depth = 7 +accuracy = 57.69 #leaves = 21.40 max depth = 8.60 diff --git a/data/oc1output/planning_17.txt b/data/oc1output/planning_17.txt index f8d3023..b2e7ebb 100644 --- a/data/oc1output/planning_17.txt +++ b/data/oc1output/planning_17.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/planning.csv.dt. -Unpruned decision tree written to csv/planning.csv.dt.unpruned. -fold 1: acc. = 52.78 #leaves = 4 max. depth = 2 -fold 2: acc. = 58.33 #leaves = 23 max. depth = 11 -fold 3: acc. = 52.78 #leaves = 19 max. depth = 7 -fold 4: acc. = 72.22 #leaves = 19 max. depth = 9 -fold 5: acc. = 57.89 #leaves = 20 max. depth = 8 -***1***0.5277778***0.0598800*** -***2***0.5833333***0.0967480*** -***3***0.5277778***0.0585200*** -***4***0.7222222***0.0695780*** -***5***0.5789474***0.0653730*** -accuracy = 58.79 #leaves = 17.00 max depth = 7.40 - +Pruned decision tree written to data/csv/planning.csv.dt. +Unpruned decision tree written to data/csv/planning.csv.dt.unpruned. +fold 1: acc. = 66.67 #leaves = 2 max. depth = 1 +fold 2: acc. = 72.22 #leaves = 24 max. depth = 13 +fold 3: acc. = 61.11 #leaves = 20 max. depth = 10 +fold 4: acc. = 41.67 #leaves = 23 max. depth = 9 +fold 5: acc. = 57.89 #leaves = 25 max. depth = 10 +accuracy = 59.89 #leaves = 18.80 max depth = 8.60 diff --git a/data/oc1output/planning_1714.txt b/data/oc1output/planning_1714.txt index cda5bc9..48212f6 100644 --- a/data/oc1output/planning_1714.txt +++ b/data/oc1output/planning_1714.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/planning.csv.dt. -Unpruned decision tree written to csv/planning.csv.dt.unpruned. -fold 1: acc. = 63.89 #leaves = 3 max. depth = 2 -fold 2: acc. = 47.22 #leaves = 15 max. depth = 6 -fold 3: acc. = 61.11 #leaves = 26 max. depth = 7 -fold 4: acc. = 47.22 #leaves = 22 max. depth = 8 -fold 5: acc. = 57.89 #leaves = 20 max. depth = 8 -***1***0.6388889***0.0699580*** -***2***0.4722222***0.0671370*** -***3***0.6111111***0.0607570*** -***4***0.4722222***0.0667930*** -***5***0.5789474***0.0672850*** -accuracy = 55.49 #leaves = 17.20 max depth = 6.20 - +Pruned decision tree written to data/csv/planning.csv.dt. +Unpruned decision tree written to data/csv/planning.csv.dt.unpruned. +fold 1: acc. = 55.56 #leaves = 13 max. depth = 5 +fold 2: acc. = 50.00 #leaves = 19 max. depth = 8 +fold 3: acc. = 52.78 #leaves = 28 max. depth = 10 +fold 4: acc. = 55.56 #leaves = 29 max. depth = 12 +fold 5: acc. = 44.74 #leaves = 27 max. depth = 12 +accuracy = 51.65 #leaves = 23.20 max depth = 9.40 diff --git a/data/oc1output/planning_23.txt b/data/oc1output/planning_23.txt index ec3c235..84abb54 100644 --- a/data/oc1output/planning_23.txt +++ b/data/oc1output/planning_23.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/planning.csv.dt. -Unpruned decision tree written to csv/planning.csv.dt.unpruned. -fold 1: acc. = 80.56 #leaves = 2 max. depth = 1 -fold 2: acc. = 50.00 #leaves = 24 max. depth = 11 -fold 3: acc. = 52.78 #leaves = 27 max. depth = 10 -fold 4: acc. = 44.44 #leaves = 23 max. depth = 7 -fold 5: acc. = 47.37 #leaves = 19 max. depth = 10 -***1***0.8055556***0.0672100*** -***2***0.5000000***0.0804990*** -***3***0.5277778***0.0773100*** -***4***0.4444444***0.0660980*** -***5***0.4736842***0.0606940*** -accuracy = 54.95 #leaves = 19.00 max depth = 7.80 - +Pruned decision tree written to data/csv/planning.csv.dt. +Unpruned decision tree written to data/csv/planning.csv.dt.unpruned. +fold 1: acc. = 75.00 #leaves = 2 max. depth = 1 +fold 2: acc. = 44.44 #leaves = 24 max. depth = 9 +fold 3: acc. = 61.11 #leaves = 24 max. depth = 10 +fold 4: acc. = 52.78 #leaves = 23 max. depth = 8 +fold 5: acc. = 60.53 #leaves = 20 max. depth = 9 +accuracy = 58.79 #leaves = 18.60 max depth = 7.40 diff --git a/data/oc1output/planning_31.txt b/data/oc1output/planning_31.txt index 8d84f42..551594f 100644 --- a/data/oc1output/planning_31.txt +++ b/data/oc1output/planning_31.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/planning.csv.dt. -Unpruned decision tree written to csv/planning.csv.dt.unpruned. -fold 1: acc. = 52.78 #leaves = 2 max. depth = 1 -fold 2: acc. = 47.22 #leaves = 21 max. depth = 7 -fold 3: acc. = 50.00 #leaves = 22 max. depth = 11 -fold 4: acc. = 58.33 #leaves = 26 max. depth = 8 -fold 5: acc. = 52.63 #leaves = 24 max. depth = 9 -***1***0.5277778***0.0769720*** -***2***0.4722222***0.0556540*** -***3***0.5000000***0.0792670*** -***4***0.5833333***0.0669720*** -***5***0.5263158***0.0729880*** -accuracy = 52.20 #leaves = 19.00 max depth = 7.20 - +Pruned decision tree written to data/csv/planning.csv.dt. +Unpruned decision tree written to data/csv/planning.csv.dt.unpruned. +fold 1: acc. = 47.22 #leaves = 7 max. depth = 5 +fold 2: acc. = 52.78 #leaves = 23 max. depth = 11 +fold 3: acc. = 47.22 #leaves = 22 max. depth = 8 +fold 4: acc. = 63.89 #leaves = 21 max. depth = 11 +fold 5: acc. = 63.16 #leaves = 24 max. depth = 9 +accuracy = 54.95 #leaves = 19.40 max depth = 8.80 diff --git a/data/oc1output/planning_57.txt b/data/oc1output/planning_57.txt index 45d1121..e593916 100644 --- a/data/oc1output/planning_57.txt +++ b/data/oc1output/planning_57.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/planning.csv.dt. -Unpruned decision tree written to csv/planning.csv.dt.unpruned. -fold 1: acc. = 50.00 #leaves = 2 max. depth = 1 -fold 2: acc. = 77.78 #leaves = 22 max. depth = 8 -fold 3: acc. = 61.11 #leaves = 22 max. depth = 9 -fold 4: acc. = 44.44 #leaves = 21 max. depth = 8 -fold 5: acc. = 63.16 #leaves = 22 max. depth = 9 -***1***0.5000000***0.0912130*** -***2***0.7777778***0.0590020*** -***3***0.6111111***0.0629980*** -***4***0.4444444***0.0503890*** -***5***0.6315789***0.0550820*** -accuracy = 59.34 #leaves = 17.80 max depth = 7.00 - +Pruned decision tree written to data/csv/planning.csv.dt. +Unpruned decision tree written to data/csv/planning.csv.dt.unpruned. +fold 1: acc. = 61.11 #leaves = 2 max. depth = 1 +fold 2: acc. = 41.67 #leaves = 25 max. depth = 11 +fold 3: acc. = 61.11 #leaves = 26 max. depth = 10 +fold 4: acc. = 55.56 #leaves = 21 max. depth = 12 +fold 5: acc. = 57.89 #leaves = 20 max. depth = 8 +accuracy = 55.49 #leaves = 18.80 max depth = 8.40 diff --git a/data/oc1output/planning_7.txt b/data/oc1output/planning_7.txt index a7a0125..55f5e36 100644 --- a/data/oc1output/planning_7.txt +++ b/data/oc1output/planning_7.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/planning.csv.dt. -Unpruned decision tree written to csv/planning.csv.dt.unpruned. -fold 1: acc. = 63.89 #leaves = 2 max. depth = 1 -fold 2: acc. = 55.56 #leaves = 24 max. depth = 9 -fold 3: acc. = 61.11 #leaves = 26 max. depth = 11 -fold 4: acc. = 52.78 #leaves = 24 max. depth = 9 -fold 5: acc. = 63.16 #leaves = 22 max. depth = 7 -***1***0.6388889***0.0702480*** -***2***0.5555556***0.0674520*** -***3***0.6111111***0.0880260*** -***4***0.5277778***0.0731090*** -***5***0.6315789***0.0557220*** -accuracy = 59.34 #leaves = 19.60 max depth = 7.40 - +Pruned decision tree written to data/csv/planning.csv.dt. +Unpruned decision tree written to data/csv/planning.csv.dt.unpruned. +fold 1: acc. = 63.89 #leaves = 3 max. depth = 2 +fold 2: acc. = 44.44 #leaves = 22 max. depth = 9 +fold 3: acc. = 61.11 #leaves = 29 max. depth = 11 +fold 4: acc. = 58.33 #leaves = 23 max. depth = 7 +fold 5: acc. = 73.68 #leaves = 24 max. depth = 10 +accuracy = 60.44 #leaves = 20.20 max depth = 7.80 diff --git a/data/oc1output/planning_79.txt b/data/oc1output/planning_79.txt index 681e350..e88bc8e 100644 --- a/data/oc1output/planning_79.txt +++ b/data/oc1output/planning_79.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/planning.csv.dt. -Unpruned decision tree written to csv/planning.csv.dt.unpruned. -fold 1: acc. = 63.89 #leaves = 3 max. depth = 2 -fold 2: acc. = 61.11 #leaves = 25 max. depth = 9 -fold 3: acc. = 61.11 #leaves = 23 max. depth = 8 -fold 4: acc. = 41.67 #leaves = 18 max. depth = 8 -fold 5: acc. = 52.63 #leaves = 19 max. depth = 7 -***1***0.6388889***0.0720660*** -***2***0.6111111***0.0638360*** -***3***0.6111111***0.0769500*** -***4***0.4166667***0.0673130*** -***5***0.5263158***0.0528040*** -accuracy = 56.04 #leaves = 17.60 max depth = 6.80 - +Pruned decision tree written to data/csv/planning.csv.dt. +Unpruned decision tree written to data/csv/planning.csv.dt.unpruned. +fold 1: acc. = 69.44 #leaves = 2 max. depth = 1 +fold 2: acc. = 58.33 #leaves = 23 max. depth = 9 +fold 3: acc. = 52.78 #leaves = 24 max. depth = 14 +fold 4: acc. = 52.78 #leaves = 20 max. depth = 7 +fold 5: acc. = 52.63 #leaves = 21 max. depth = 8 +accuracy = 57.14 #leaves = 18.00 max depth = 7.80 diff --git a/data/oc1output/planning_83.txt b/data/oc1output/planning_83.txt index fdcdf3f..3fbd0b0 100644 --- a/data/oc1output/planning_83.txt +++ b/data/oc1output/planning_83.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/planning.csv.dt. -Unpruned decision tree written to csv/planning.csv.dt.unpruned. -fold 1: acc. = 75.00 #leaves = 2 max. depth = 1 -fold 2: acc. = 47.22 #leaves = 22 max. depth = 7 -fold 3: acc. = 58.33 #leaves = 23 max. depth = 9 -fold 4: acc. = 61.11 #leaves = 23 max. depth = 8 -fold 5: acc. = 55.26 #leaves = 18 max. depth = 12 -***1***0.7500000***0.0673790*** -***2***0.4722222***0.0529570*** -***3***0.5833333***0.0867950*** -***4***0.6111111***0.0669040*** -***5***0.5526316***0.0933640*** -accuracy = 59.34 #leaves = 17.60 max depth = 7.40 - +Pruned decision tree written to data/csv/planning.csv.dt. +Unpruned decision tree written to data/csv/planning.csv.dt.unpruned. +fold 1: acc. = 63.89 #leaves = 9 max. depth = 8 +fold 2: acc. = 41.67 #leaves = 21 max. depth = 14 +fold 3: acc. = 58.33 #leaves = 23 max. depth = 10 +fold 4: acc. = 63.89 #leaves = 20 max. depth = 11 +fold 5: acc. = 39.47 #leaves = 18 max. depth = 13 +accuracy = 53.30 #leaves = 18.20 max depth = 11.20 diff --git a/data/oc1output/planning_97.txt b/data/oc1output/planning_97.txt index d52765d..14e3571 100644 --- a/data/oc1output/planning_97.txt +++ b/data/oc1output/planning_97.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/planning.csv.dt. -Unpruned decision tree written to csv/planning.csv.dt.unpruned. -fold 1: acc. = 58.33 #leaves = 2 max. depth = 1 -fold 2: acc. = 58.33 #leaves = 27 max. depth = 9 -fold 3: acc. = 61.11 #leaves = 23 max. depth = 13 -fold 4: acc. = 61.11 #leaves = 21 max. depth = 8 -fold 5: acc. = 34.21 #leaves = 20 max. depth = 7 -***1***0.5833333***0.0717520*** -***2***0.5833333***0.0609360*** -***3***0.6111111***0.1046480*** -***4***0.6111111***0.0632290*** -***5***0.3421053***0.0594900*** -accuracy = 54.40 #leaves = 18.60 max depth = 7.60 - +Pruned decision tree written to data/csv/planning.csv.dt. +Unpruned decision tree written to data/csv/planning.csv.dt.unpruned. +fold 1: acc. = 66.67 #leaves = 3 max. depth = 2 +fold 2: acc. = 52.78 #leaves = 23 max. depth = 9 +fold 3: acc. = 69.44 #leaves = 22 max. depth = 10 +fold 4: acc. = 69.44 #leaves = 24 max. depth = 11 +fold 5: acc. = 39.47 #leaves = 22 max. depth = 7 +accuracy = 59.34 #leaves = 18.80 max depth = 7.80 diff --git a/data/oc1output/post-operative_1.txt b/data/oc1output/post-operative_1.txt index 8026c84..756f497 100644 --- a/data/oc1output/post-operative_1.txt +++ b/data/oc1output/post-operative_1.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 3 -Pruned decision tree written to csv/post-operative.csv.dt. -Unpruned decision tree written to csv/post-operative.csv.dt.unpruned. -fold 1: acc. = 77.78 #leaves = 3 max. depth = 2 -fold 2: acc. = 55.56 #leaves = 15 max. depth = 7 -fold 3: acc. = 44.44 #leaves = 16 max. depth = 6 -fold 4: acc. = 55.56 #leaves = 17 max. depth = 6 -fold 5: acc. = 50.00 #leaves = 23 max. depth = 9 -***1***0.7777778***0.0148590*** -***2***0.5555556***0.0128710*** -***3***0.4444444***0.0171880*** -***4***0.5555556***0.0155420*** -***5***0.5000000***0.0155000*** -accuracy = 56.67 #leaves = 14.80 max depth = 6.00 - +Pruned decision tree written to data/csv/post-operative.csv.dt. +Unpruned decision tree written to data/csv/post-operative.csv.dt.unpruned. +fold 1: acc. = 66.67 #leaves = 3 max. depth = 2 +fold 2: acc. = 44.44 #leaves = 17 max. depth = 10 +fold 3: acc. = 55.56 #leaves = 20 max. depth = 9 +fold 4: acc. = 61.11 #leaves = 21 max. depth = 8 +fold 5: acc. = 61.11 #leaves = 22 max. depth = 7 +accuracy = 57.78 #leaves = 16.60 max depth = 7.20 diff --git a/data/oc1output/post-operative_17.txt b/data/oc1output/post-operative_17.txt index a1e1c7a..bb75b8d 100644 --- a/data/oc1output/post-operative_17.txt +++ b/data/oc1output/post-operative_17.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 3 -Pruned decision tree written to csv/post-operative.csv.dt. -Unpruned decision tree written to csv/post-operative.csv.dt.unpruned. -fold 1: acc. = 66.67 #leaves = 2 max. depth = 1 -fold 2: acc. = 66.67 #leaves = 20 max. depth = 7 -fold 3: acc. = 33.33 #leaves = 10 max. depth = 5 -fold 4: acc. = 61.11 #leaves = 20 max. depth = 9 -fold 5: acc. = 27.78 #leaves = 17 max. depth = 8 -***1***0.6666666***0.0203440*** -***2***0.6666666***0.0173670*** -***3***0.3333333***0.0116950*** -***4***0.6111111***0.0207430*** -***5***0.2777778***0.0187150*** -accuracy = 51.11 #leaves = 13.80 max depth = 6.00 - +Pruned decision tree written to data/csv/post-operative.csv.dt. +Unpruned decision tree written to data/csv/post-operative.csv.dt.unpruned. +fold 1: acc. = 72.22 #leaves = 2 max. depth = 1 +fold 2: acc. = 66.67 #leaves = 21 max. depth = 10 +fold 3: acc. = 44.44 #leaves = 19 max. depth = 7 +fold 4: acc. = 55.56 #leaves = 19 max. depth = 8 +fold 5: acc. = 55.56 #leaves = 16 max. depth = 10 +accuracy = 58.89 #leaves = 15.40 max depth = 7.20 diff --git a/data/oc1output/post-operative_1714.txt b/data/oc1output/post-operative_1714.txt index 52eb3c2..fbe6e59 100644 --- a/data/oc1output/post-operative_1714.txt +++ b/data/oc1output/post-operative_1714.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 3 -Pruned decision tree written to csv/post-operative.csv.dt. -Unpruned decision tree written to csv/post-operative.csv.dt.unpruned. -fold 1: acc. = 66.67 #leaves = 2 max. depth = 1 -fold 2: acc. = 50.00 #leaves = 14 max. depth = 8 -fold 3: acc. = 50.00 #leaves = 15 max. depth = 7 -fold 4: acc. = 50.00 #leaves = 10 max. depth = 6 -fold 5: acc. = 27.78 #leaves = 14 max. depth = 7 -***1***0.6666666***0.0185550*** -***2***0.5000000***0.0124930*** -***3***0.5000000***0.0167740*** -***4***0.5000000***0.0250650*** -***5***0.2777778***0.0165260*** -accuracy = 48.89 #leaves = 11.00 max depth = 5.80 - +Pruned decision tree written to data/csv/post-operative.csv.dt. +Unpruned decision tree written to data/csv/post-operative.csv.dt.unpruned. +fold 1: acc. = 77.78 #leaves = 2 max. depth = 1 +fold 2: acc. = 61.11 #leaves = 19 max. depth = 9 +fold 3: acc. = 50.00 #leaves = 16 max. depth = 8 +fold 4: acc. = 50.00 #leaves = 19 max. depth = 9 +fold 5: acc. = 33.33 #leaves = 20 max. depth = 10 +accuracy = 54.44 #leaves = 15.20 max depth = 7.40 diff --git a/data/oc1output/post-operative_23.txt b/data/oc1output/post-operative_23.txt index 44adb31..6135659 100644 --- a/data/oc1output/post-operative_23.txt +++ b/data/oc1output/post-operative_23.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 3 -Pruned decision tree written to csv/post-operative.csv.dt. -Unpruned decision tree written to csv/post-operative.csv.dt.unpruned. -fold 1: acc. = 72.22 #leaves = 2 max. depth = 1 -fold 2: acc. = 44.44 #leaves = 16 max. depth = 8 -fold 3: acc. = 50.00 #leaves = 12 max. depth = 7 -fold 4: acc. = 44.44 #leaves = 16 max. depth = 8 -fold 5: acc. = 66.67 #leaves = 20 max. depth = 9 -***1***0.7222222***0.0183170*** -***2***0.4444444***0.0116250*** -***3***0.5000000***0.0136030*** -***4***0.4444444***0.0193890*** -***5***0.6666666***0.0154800*** -accuracy = 55.56 #leaves = 13.20 max depth = 6.60 - +Pruned decision tree written to data/csv/post-operative.csv.dt. +Unpruned decision tree written to data/csv/post-operative.csv.dt.unpruned. +fold 1: acc. = 61.11 #leaves = 2 max. depth = 1 +fold 2: acc. = 44.44 #leaves = 15 max. depth = 6 +fold 3: acc. = 55.56 #leaves = 17 max. depth = 8 +fold 4: acc. = 61.11 #leaves = 18 max. depth = 9 +fold 5: acc. = 55.56 #leaves = 19 max. depth = 8 +accuracy = 55.56 #leaves = 14.20 max depth = 6.40 diff --git a/data/oc1output/post-operative_31.txt b/data/oc1output/post-operative_31.txt index dc65a3a..931452e 100644 --- a/data/oc1output/post-operative_31.txt +++ b/data/oc1output/post-operative_31.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 3 -Pruned decision tree written to csv/post-operative.csv.dt. -Unpruned decision tree written to csv/post-operative.csv.dt.unpruned. -fold 1: acc. = 55.56 #leaves = 3 max. depth = 2 -fold 2: acc. = 66.67 #leaves = 23 max. depth = 7 -fold 3: acc. = 50.00 #leaves = 23 max. depth = 8 -fold 4: acc. = 44.44 #leaves = 21 max. depth = 8 -fold 5: acc. = 38.89 #leaves = 19 max. depth = 9 -***1***0.5555556***0.0141900*** -***2***0.6666666***0.0131680*** -***3***0.5000000***0.0248260*** -***4***0.4444444***0.0181370*** -***5***0.3888889***0.0215780*** -accuracy = 51.11 #leaves = 17.80 max depth = 6.80 - +Pruned decision tree written to data/csv/post-operative.csv.dt. +Unpruned decision tree written to data/csv/post-operative.csv.dt.unpruned. +fold 1: acc. = 66.67 #leaves = 2 max. depth = 1 +fold 2: acc. = 66.67 #leaves = 21 max. depth = 8 +fold 3: acc. = 61.11 #leaves = 19 max. depth = 9 +fold 4: acc. = 50.00 #leaves = 16 max. depth = 8 +fold 5: acc. = 33.33 #leaves = 21 max. depth = 9 +accuracy = 55.56 #leaves = 15.80 max depth = 7.00 diff --git a/data/oc1output/post-operative_57.txt b/data/oc1output/post-operative_57.txt index 12a1aba..e0a2010 100644 --- a/data/oc1output/post-operative_57.txt +++ b/data/oc1output/post-operative_57.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 3 -Pruned decision tree written to csv/post-operative.csv.dt. -Unpruned decision tree written to csv/post-operative.csv.dt.unpruned. -fold 1: acc. = 61.11 #leaves = 2 max. depth = 1 -fold 2: acc. = 72.22 #leaves = 18 max. depth = 7 -fold 3: acc. = 33.33 #leaves = 20 max. depth = 9 -fold 4: acc. = 66.67 #leaves = 15 max. depth = 8 -fold 5: acc. = 66.67 #leaves = 18 max. depth = 11 -***1***0.6111111***0.0167380*** -***2***0.7222222***0.0120430*** -***3***0.3333333***0.0132280*** -***4***0.6666666***0.0112170*** -***5***0.6666666***0.0150740*** -accuracy = 60.00 #leaves = 14.60 max depth = 7.20 - +Pruned decision tree written to data/csv/post-operative.csv.dt. +Unpruned decision tree written to data/csv/post-operative.csv.dt.unpruned. +fold 1: acc. = 66.67 #leaves = 2 max. depth = 1 +fold 2: acc. = 61.11 #leaves = 16 max. depth = 7 +fold 3: acc. = 66.67 #leaves = 17 max. depth = 9 +fold 4: acc. = 61.11 #leaves = 23 max. depth = 10 +fold 5: acc. = 72.22 #leaves = 18 max. depth = 9 +accuracy = 65.56 #leaves = 15.20 max depth = 7.20 diff --git a/data/oc1output/post-operative_7.txt b/data/oc1output/post-operative_7.txt index 8853db5..715bb1a 100644 --- a/data/oc1output/post-operative_7.txt +++ b/data/oc1output/post-operative_7.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 3 -Pruned decision tree written to csv/post-operative.csv.dt. -Unpruned decision tree written to csv/post-operative.csv.dt.unpruned. -fold 1: acc. = 44.44 #leaves = 3 max. depth = 2 -fold 2: acc. = 50.00 #leaves = 20 max. depth = 7 -fold 3: acc. = 44.44 #leaves = 18 max. depth = 10 -fold 4: acc. = 61.11 #leaves = 19 max. depth = 8 -fold 5: acc. = 50.00 #leaves = 18 max. depth = 10 -***1***0.4444444***0.0115780*** -***2***0.5000000***0.0165560*** -***3***0.4444444***0.0271950*** -***4***0.6111111***0.0236390*** -***5***0.5000000***0.0210250*** -accuracy = 50.00 #leaves = 15.60 max depth = 7.40 - +Pruned decision tree written to data/csv/post-operative.csv.dt. +Unpruned decision tree written to data/csv/post-operative.csv.dt.unpruned. +fold 1: acc. = 33.33 #leaves = 9 max. depth = 5 +fold 2: acc. = 44.44 #leaves = 16 max. depth = 9 +fold 3: acc. = 27.78 #leaves = 11 max. depth = 7 +fold 4: acc. = 55.56 #leaves = 19 max. depth = 6 +fold 5: acc. = 66.67 #leaves = 23 max. depth = 10 +accuracy = 45.56 #leaves = 15.60 max depth = 7.40 diff --git a/data/oc1output/post-operative_79.txt b/data/oc1output/post-operative_79.txt index c7918a7..6a80f4b 100644 --- a/data/oc1output/post-operative_79.txt +++ b/data/oc1output/post-operative_79.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 3 -Pruned decision tree written to csv/post-operative.csv.dt. -Unpruned decision tree written to csv/post-operative.csv.dt.unpruned. -fold 1: acc. = 66.67 #leaves = 2 max. depth = 1 -fold 2: acc. = 44.44 #leaves = 15 max. depth = 6 -fold 3: acc. = 33.33 #leaves = 21 max. depth = 8 -fold 4: acc. = 77.78 #leaves = 21 max. depth = 7 -fold 5: acc. = 50.00 #leaves = 20 max. depth = 8 -***1***0.6666666***0.0144290*** -***2***0.4444444***0.0094190*** -***3***0.3333333***0.0186500*** -***4***0.7777778***0.0148560*** -***5***0.5000000***0.0152590*** -accuracy = 54.44 #leaves = 15.80 max depth = 6.00 - +Pruned decision tree written to data/csv/post-operative.csv.dt. +Unpruned decision tree written to data/csv/post-operative.csv.dt.unpruned. +fold 1: acc. = 55.56 #leaves = 2 max. depth = 1 +fold 2: acc. = 61.11 #leaves = 20 max. depth = 12 +fold 3: acc. = 38.89 #leaves = 20 max. depth = 9 +fold 4: acc. = 77.78 #leaves = 18 max. depth = 8 +fold 5: acc. = 44.44 #leaves = 23 max. depth = 6 +accuracy = 55.56 #leaves = 16.60 max depth = 7.20 diff --git a/data/oc1output/post-operative_83.txt b/data/oc1output/post-operative_83.txt index f1baa45..465269b 100644 --- a/data/oc1output/post-operative_83.txt +++ b/data/oc1output/post-operative_83.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 3 -Pruned decision tree written to csv/post-operative.csv.dt. -Unpruned decision tree written to csv/post-operative.csv.dt.unpruned. -fold 1: acc. = 66.67 #leaves = 2 max. depth = 1 -fold 2: acc. = 61.11 #leaves = 18 max. depth = 7 -fold 3: acc. = 55.56 #leaves = 20 max. depth = 7 -fold 4: acc. = 33.33 #leaves = 14 max. depth = 6 -fold 5: acc. = 61.11 #leaves = 18 max. depth = 8 -***1***0.6666666***0.0165980*** -***2***0.6111111***0.0139790*** -***3***0.5555556***0.0176820*** -***4***0.3333333***0.0110170*** -***5***0.6111111***0.0166090*** -accuracy = 55.56 #leaves = 14.40 max depth = 5.80 - +Pruned decision tree written to data/csv/post-operative.csv.dt. +Unpruned decision tree written to data/csv/post-operative.csv.dt.unpruned. +fold 1: acc. = 55.56 #leaves = 2 max. depth = 1 +fold 2: acc. = 55.56 #leaves = 19 max. depth = 8 +fold 3: acc. = 55.56 #leaves = 24 max. depth = 9 +fold 4: acc. = 50.00 #leaves = 18 max. depth = 9 +fold 5: acc. = 55.56 #leaves = 19 max. depth = 8 +accuracy = 54.44 #leaves = 16.40 max depth = 7.00 diff --git a/data/oc1output/post-operative_97.txt b/data/oc1output/post-operative_97.txt index c03047a..5392367 100644 --- a/data/oc1output/post-operative_97.txt +++ b/data/oc1output/post-operative_97.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 3 -Pruned decision tree written to csv/post-operative.csv.dt. -Unpruned decision tree written to csv/post-operative.csv.dt.unpruned. -fold 1: acc. = 61.11 #leaves = 2 max. depth = 1 -fold 2: acc. = 44.44 #leaves = 20 max. depth = 9 -fold 3: acc. = 61.11 #leaves = 21 max. depth = 7 +Pruned decision tree written to data/csv/post-operative.csv.dt. +Unpruned decision tree written to data/csv/post-operative.csv.dt.unpruned. +fold 1: acc. = 66.67 #leaves = 2 max. depth = 1 +fold 2: acc. = 44.44 #leaves = 18 max. depth = 10 +fold 3: acc. = 61.11 #leaves = 19 max. depth = 7 fold 4: acc. = 66.67 #leaves = 18 max. depth = 9 -fold 5: acc. = 61.11 #leaves = 16 max. depth = 6 -***1***0.6111111***0.0120140*** -***2***0.4444444***0.0155480*** -***3***0.6111111***0.0135200*** -***4***0.6666666***0.0141680*** -***5***0.6111111***0.0174940*** -accuracy = 58.89 #leaves = 15.40 max depth = 6.40 - +fold 5: acc. = 77.78 #leaves = 24 max. depth = 8 +accuracy = 63.33 #leaves = 16.20 max depth = 7.00 diff --git a/data/oc1output/seeds_1.txt b/data/oc1output/seeds_1.txt index de70ae7..512bbc9 100644 --- a/data/oc1output/seeds_1.txt +++ b/data/oc1output/seeds_1.txt @@ -2,17 +2,11 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Pruned decision tree written to csv/seeds.csv.dt. -Unpruned decision tree written to csv/seeds.csv.dt.unpruned. -fold 1: acc. = 88.10 #leaves = 3 max. depth = 2 -fold 2: acc. = 97.62 #leaves = 6 max. depth = 4 -fold 3: acc. = 95.24 #leaves = 8 max. depth = 5 -fold 4: acc. = 92.86 #leaves = 6 max. depth = 3 -fold 5: acc. = 85.71 #leaves = 6 max. depth = 4 -***1***0.8809524***0.0325670*** -***2***0.9761905***0.0351180*** -***3***0.9523810***0.0381920*** -***4***0.9285714***0.0351150*** -***5***0.8571429***0.0345110*** -accuracy = 91.90 #leaves = 5.80 max depth = 3.60 - +Pruned decision tree written to data/csv/seeds.csv.dt. +Unpruned decision tree written to data/csv/seeds.csv.dt.unpruned. +fold 1: acc. = 90.48 #leaves = 3 max. depth = 2 +fold 2: acc. = 97.62 #leaves = 6 max. depth = 3 +fold 3: acc. = 95.24 #leaves = 9 max. depth = 6 +fold 4: acc. = 92.86 #leaves = 7 max. depth = 5 +fold 5: acc. = 83.33 #leaves = 7 max. depth = 4 +accuracy = 91.90 #leaves = 6.40 max depth = 4.00 diff --git a/data/oc1output/seeds_17.txt b/data/oc1output/seeds_17.txt index bb7246f..1667a03 100644 --- a/data/oc1output/seeds_17.txt +++ b/data/oc1output/seeds_17.txt @@ -2,17 +2,10 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Pruned decision tree written to csv/seeds.csv.dt. -Unpruned decision tree written to csv/seeds.csv.dt.unpruned. -fold 1: acc. = 95.24 #leaves = 3 max. depth = 2 -fold 2: acc. = 92.86 #leaves = 6 max. depth = 4 -fold 3: acc. = 92.86 #leaves = 6 max. depth = 4 -fold 4: acc. = 97.62 #leaves = 4 max. depth = 3 -fold 5: acc. = 80.95 #leaves = 6 max. depth = 3 -***1***0.9523810***0.0299890*** -***2***0.9285714***0.0301290*** -***3***0.9285714***0.0360750*** -***4***0.9761905***0.0303210*** -***5***0.8095238***0.0295870*** -accuracy = 91.90 #leaves = 5.00 max depth = 3.20 - +Unpruned decision tree written to data/csv/seeds.csv.dt. +fold 1: acc. = 92.86 #leaves = 5 max. depth = 3 +fold 2: acc. = 90.48 #leaves = 5 max. depth = 3 +fold 3: acc. = 90.48 #leaves = 8 max. depth = 5 +fold 4: acc. = 95.24 #leaves = 6 max. depth = 4 +fold 5: acc. = 92.86 #leaves = 6 max. depth = 4 +accuracy = 92.38 #leaves = 6.00 max depth = 3.80 diff --git a/data/oc1output/seeds_1714.txt b/data/oc1output/seeds_1714.txt index 2c9bc4d..84ec34d 100644 --- a/data/oc1output/seeds_1714.txt +++ b/data/oc1output/seeds_1714.txt @@ -2,17 +2,11 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Pruned decision tree written to csv/seeds.csv.dt. -Unpruned decision tree written to csv/seeds.csv.dt.unpruned. -fold 1: acc. = 95.24 #leaves = 3 max. depth = 2 -fold 2: acc. = 95.24 #leaves = 5 max. depth = 3 -fold 3: acc. = 97.62 #leaves = 5 max. depth = 3 -fold 4: acc. = 90.48 #leaves = 4 max. depth = 3 -fold 5: acc. = 85.71 #leaves = 6 max. depth = 5 -***1***0.9523810***0.0359630*** -***2***0.9523810***0.0323970*** -***3***0.9761905***0.0314330*** -***4***0.9047619***0.0274880*** -***5***0.8571429***0.0358130*** -accuracy = 92.86 #leaves = 4.60 max depth = 3.20 - +Pruned decision tree written to data/csv/seeds.csv.dt. +Unpruned decision tree written to data/csv/seeds.csv.dt.unpruned. +fold 1: acc. = 90.48 #leaves = 3 max. depth = 2 +fold 2: acc. = 95.24 #leaves = 7 max. depth = 4 +fold 3: acc. = 95.24 #leaves = 8 max. depth = 4 +fold 4: acc. = 88.10 #leaves = 6 max. depth = 4 +fold 5: acc. = 95.24 #leaves = 6 max. depth = 5 +accuracy = 92.86 #leaves = 6.00 max depth = 3.80 diff --git a/data/oc1output/seeds_23.txt b/data/oc1output/seeds_23.txt index 56177e6..8bb1cf1 100644 --- a/data/oc1output/seeds_23.txt +++ b/data/oc1output/seeds_23.txt @@ -2,17 +2,11 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Pruned decision tree written to csv/seeds.csv.dt. -Unpruned decision tree written to csv/seeds.csv.dt.unpruned. -fold 1: acc. = 97.62 #leaves = 3 max. depth = 2 +Pruned decision tree written to data/csv/seeds.csv.dt. +Unpruned decision tree written to data/csv/seeds.csv.dt.unpruned. +fold 1: acc. = 92.86 #leaves = 3 max. depth = 2 fold 2: acc. = 90.48 #leaves = 5 max. depth = 3 -fold 3: acc. = 92.86 #leaves = 8 max. depth = 5 -fold 4: acc. = 95.24 #leaves = 6 max. depth = 4 -fold 5: acc. = 97.62 #leaves = 7 max. depth = 5 -***1***0.9761905***0.0319540*** -***2***0.9047619***0.0335280*** -***3***0.9285714***0.0343520*** -***4***0.9523810***0.0340030*** -***5***0.9761905***0.0380100*** -accuracy = 94.76 #leaves = 5.80 max depth = 3.80 - +fold 3: acc. = 92.86 #leaves = 7 max. depth = 5 +fold 4: acc. = 90.48 #leaves = 8 max. depth = 4 +fold 5: acc. = 97.62 #leaves = 7 max. depth = 4 +accuracy = 92.86 #leaves = 6.00 max depth = 3.60 diff --git a/data/oc1output/seeds_31.txt b/data/oc1output/seeds_31.txt index cd9fe22..eb4a8a1 100644 --- a/data/oc1output/seeds_31.txt +++ b/data/oc1output/seeds_31.txt @@ -2,17 +2,11 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Pruned decision tree written to csv/seeds.csv.dt. -Unpruned decision tree written to csv/seeds.csv.dt.unpruned. -fold 1: acc. = 92.86 #leaves = 3 max. depth = 2 -fold 2: acc. = 97.62 #leaves = 6 max. depth = 3 -fold 3: acc. = 92.86 #leaves = 5 max. depth = 3 -fold 4: acc. = 95.24 #leaves = 6 max. depth = 4 -fold 5: acc. = 92.86 #leaves = 8 max. depth = 5 -***1***0.9285714***0.0359120*** -***2***0.9761905***0.0333550*** -***3***0.9285714***0.0286010*** -***4***0.9523810***0.0371380*** -***5***0.9285714***0.0326790*** -accuracy = 94.29 #leaves = 5.60 max depth = 3.40 - +Pruned decision tree written to data/csv/seeds.csv.dt. +Unpruned decision tree written to data/csv/seeds.csv.dt.unpruned. +fold 1: acc. = 97.62 #leaves = 6 max. depth = 3 +fold 2: acc. = 95.24 #leaves = 7 max. depth = 4 +fold 3: acc. = 95.24 #leaves = 8 max. depth = 4 +fold 4: acc. = 92.86 #leaves = 7 max. depth = 4 +fold 5: acc. = 90.48 #leaves = 7 max. depth = 4 +accuracy = 94.29 #leaves = 7.00 max depth = 3.80 diff --git a/data/oc1output/seeds_57.txt b/data/oc1output/seeds_57.txt index 08b4b07..eb24a80 100644 --- a/data/oc1output/seeds_57.txt +++ b/data/oc1output/seeds_57.txt @@ -2,17 +2,11 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Pruned decision tree written to csv/seeds.csv.dt. -Unpruned decision tree written to csv/seeds.csv.dt.unpruned. -fold 1: acc. = 95.24 #leaves = 3 max. depth = 2 -fold 2: acc. = 92.86 #leaves = 5 max. depth = 3 -fold 3: acc. = 95.24 #leaves = 5 max. depth = 3 -fold 4: acc. = 95.24 #leaves = 5 max. depth = 3 -fold 5: acc. = 90.48 #leaves = 4 max. depth = 3 -***1***0.9523810***0.0370590*** -***2***0.9285714***0.0336990*** -***3***0.9523810***0.0266750*** -***4***0.9523810***0.0279650*** -***5***0.9047619***0.0287690*** -accuracy = 93.81 #leaves = 4.40 max depth = 2.80 - +Pruned decision tree written to data/csv/seeds.csv.dt. +Unpruned decision tree written to data/csv/seeds.csv.dt.unpruned. +fold 1: acc. = 92.86 #leaves = 3 max. depth = 2 +fold 2: acc. = 88.10 #leaves = 10 max. depth = 5 +fold 3: acc. = 97.62 #leaves = 7 max. depth = 4 +fold 4: acc. = 97.62 #leaves = 8 max. depth = 4 +fold 5: acc. = 88.10 #leaves = 7 max. depth = 5 +accuracy = 92.86 #leaves = 7.00 max depth = 4.00 diff --git a/data/oc1output/seeds_7.txt b/data/oc1output/seeds_7.txt index 4844c3d..efe76b4 100644 --- a/data/oc1output/seeds_7.txt +++ b/data/oc1output/seeds_7.txt @@ -2,17 +2,11 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Pruned decision tree written to csv/seeds.csv.dt. -Unpruned decision tree written to csv/seeds.csv.dt.unpruned. -fold 1: acc. = 90.48 #leaves = 5 max. depth = 4 -fold 2: acc. = 97.62 #leaves = 8 max. depth = 4 -fold 3: acc. = 92.86 #leaves = 7 max. depth = 4 -fold 4: acc. = 88.10 #leaves = 8 max. depth = 5 -fold 5: acc. = 92.86 #leaves = 6 max. depth = 4 -***1***0.9047619***0.0319900*** -***2***0.9761905***0.0373100*** -***3***0.9285714***0.0401700*** -***4***0.8809524***0.0329500*** -***5***0.9285714***0.0330100*** -accuracy = 92.38 #leaves = 6.80 max depth = 4.20 - +Pruned decision tree written to data/csv/seeds.csv.dt. +Unpruned decision tree written to data/csv/seeds.csv.dt.unpruned. +fold 1: acc. = 92.86 #leaves = 3 max. depth = 2 +fold 2: acc. = 92.86 #leaves = 8 max. depth = 4 +fold 3: acc. = 90.48 #leaves = 6 max. depth = 4 +fold 4: acc. = 92.86 #leaves = 7 max. depth = 5 +fold 5: acc. = 92.86 #leaves = 6 max. depth = 3 +accuracy = 92.38 #leaves = 6.00 max depth = 3.60 diff --git a/data/oc1output/seeds_79.txt b/data/oc1output/seeds_79.txt index a56b98c..ec83e23 100644 --- a/data/oc1output/seeds_79.txt +++ b/data/oc1output/seeds_79.txt @@ -2,17 +2,11 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Pruned decision tree written to csv/seeds.csv.dt. -Unpruned decision tree written to csv/seeds.csv.dt.unpruned. +Pruned decision tree written to data/csv/seeds.csv.dt. +Unpruned decision tree written to data/csv/seeds.csv.dt.unpruned. fold 1: acc. = 92.86 #leaves = 3 max. depth = 2 -fold 2: acc. = 92.86 #leaves = 6 max. depth = 3 -fold 3: acc. = 88.10 #leaves = 5 max. depth = 3 -fold 4: acc. = 95.24 #leaves = 8 max. depth = 5 -fold 5: acc. = 97.62 #leaves = 10 max. depth = 6 -***1***0.9285714***0.0329110*** -***2***0.9285714***0.0258030*** -***3***0.8809524***0.0309900*** -***4***0.9523810***0.0433660*** -***5***0.9761905***0.0417730*** -accuracy = 93.33 #leaves = 6.40 max depth = 3.80 - +fold 2: acc. = 95.24 #leaves = 6 max. depth = 5 +fold 3: acc. = 85.71 #leaves = 5 max. depth = 3 +fold 4: acc. = 90.48 #leaves = 9 max. depth = 5 +fold 5: acc. = 92.86 #leaves = 8 max. depth = 6 +accuracy = 91.43 #leaves = 6.20 max depth = 4.20 diff --git a/data/oc1output/seeds_83.txt b/data/oc1output/seeds_83.txt index 9a3f413..7c9eb79 100644 --- a/data/oc1output/seeds_83.txt +++ b/data/oc1output/seeds_83.txt @@ -2,17 +2,11 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Pruned decision tree written to csv/seeds.csv.dt. -Unpruned decision tree written to csv/seeds.csv.dt.unpruned. -fold 1: acc. = 95.24 #leaves = 4 max. depth = 3 -fold 2: acc. = 95.24 #leaves = 6 max. depth = 5 -fold 3: acc. = 95.24 #leaves = 6 max. depth = 3 -fold 4: acc. = 92.86 #leaves = 6 max. depth = 4 -fold 5: acc. = 92.86 #leaves = 6 max. depth = 3 -***1***0.9523810***0.0386660*** -***2***0.9523810***0.0365850*** -***3***0.9523810***0.0336100*** -***4***0.9285714***0.0303320*** -***5***0.9285714***0.0325620*** -accuracy = 94.29 #leaves = 5.60 max depth = 3.60 - +Pruned decision tree written to data/csv/seeds.csv.dt. +Unpruned decision tree written to data/csv/seeds.csv.dt.unpruned. +fold 1: acc. = 95.24 #leaves = 3 max. depth = 2 +fold 2: acc. = 95.24 #leaves = 8 max. depth = 5 +fold 3: acc. = 97.62 #leaves = 9 max. depth = 5 +fold 4: acc. = 88.10 #leaves = 5 max. depth = 3 +fold 5: acc. = 85.71 #leaves = 5 max. depth = 3 +accuracy = 92.38 #leaves = 6.00 max depth = 3.60 diff --git a/data/oc1output/seeds_97.txt b/data/oc1output/seeds_97.txt index 51b3408..0c4e7f3 100644 --- a/data/oc1output/seeds_97.txt +++ b/data/oc1output/seeds_97.txt @@ -2,17 +2,11 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Pruned decision tree written to csv/seeds.csv.dt. -Unpruned decision tree written to csv/seeds.csv.dt.unpruned. -fold 1: acc. = 92.86 #leaves = 3 max. depth = 2 -fold 2: acc. = 90.48 #leaves = 7 max. depth = 4 -fold 3: acc. = 100.00 #leaves = 5 max. depth = 3 -fold 4: acc. = 88.10 #leaves = 5 max. depth = 3 -fold 5: acc. = 92.86 #leaves = 8 max. depth = 5 -***1***0.9285714***0.0421870*** -***2***0.9047619***0.0352540*** -***3***1.0000000***0.0341650*** -***4***0.8809524***0.0313860*** -***5***0.9285714***0.0370950*** -accuracy = 92.86 #leaves = 5.60 max depth = 3.40 - +Pruned decision tree written to data/csv/seeds.csv.dt. +Unpruned decision tree written to data/csv/seeds.csv.dt.unpruned. +fold 1: acc. = 97.62 #leaves = 3 max. depth = 2 +fold 2: acc. = 85.71 #leaves = 8 max. depth = 5 +fold 3: acc. = 97.62 #leaves = 7 max. depth = 5 +fold 4: acc. = 88.10 #leaves = 8 max. depth = 4 +fold 5: acc. = 97.62 #leaves = 9 max. depth = 5 +accuracy = 93.33 #leaves = 7.00 max depth = 4.20 diff --git a/data/oc1output/statlog-australian-credit_1.txt b/data/oc1output/statlog-australian-credit_1.txt index 7575e61..cd30ef2 100644 --- a/data/oc1output/statlog-australian-credit_1.txt +++ b/data/oc1output/statlog-australian-credit_1.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/statlog-australian-credit.csv.dt. -Unpruned decision tree written to csv/statlog-australian-credit.csv.dt.unpruned. -fold 1: acc. = 65.22 #leaves = 2 max. depth = 1 -fold 2: acc. = 54.35 #leaves = 70 max. depth = 12 -fold 3: acc. = 60.14 #leaves = 64 max. depth = 11 -fold 4: acc. = 55.80 #leaves = 66 max. depth = 10 -fold 5: acc. = 55.80 #leaves = 55 max. depth = 10 -***1***0.6521739***0.4598260*** -***2***0.5434783***0.3203320*** -***3***0.6014493***0.3238930*** -***4***0.5579710***0.3633080*** -***5***0.5579710***0.4165890*** -accuracy = 58.26 #leaves = 51.40 max depth = 8.80 - +Pruned decision tree written to data/csv/statlog-australian-credit.csv.dt. +Unpruned decision tree written to data/csv/statlog-australian-credit.csv.dt.unpruned. +fold 1: acc. = 63.77 #leaves = 2 max. depth = 1 +fold 2: acc. = 60.14 #leaves = 88 max. depth = 18 +fold 3: acc. = 57.97 #leaves = 92 max. depth = 15 +fold 4: acc. = 65.94 #leaves = 86 max. depth = 15 +fold 5: acc. = 60.14 #leaves = 98 max. depth = 18 +accuracy = 61.59 #leaves = 73.20 max depth = 13.40 diff --git a/data/oc1output/statlog-australian-credit_17.txt b/data/oc1output/statlog-australian-credit_17.txt index c7c82de..c59d7e1 100644 --- a/data/oc1output/statlog-australian-credit_17.txt +++ b/data/oc1output/statlog-australian-credit_17.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/statlog-australian-credit.csv.dt. -Unpruned decision tree written to csv/statlog-australian-credit.csv.dt.unpruned. +Pruned decision tree written to data/csv/statlog-australian-credit.csv.dt. +Unpruned decision tree written to data/csv/statlog-australian-credit.csv.dt.unpruned. fold 1: acc. = 71.74 #leaves = 2 max. depth = 1 -fold 2: acc. = 53.62 #leaves = 62 max. depth = 11 -fold 3: acc. = 52.17 #leaves = 72 max. depth = 14 -fold 4: acc. = 50.72 #leaves = 64 max. depth = 13 -fold 5: acc. = 55.80 #leaves = 65 max. depth = 13 -***1***0.7173913***0.3509970*** -***2***0.5362319***0.4051690*** -***3***0.5217391***0.5448680*** -***4***0.5072464***0.4057740*** -***5***0.5579710***0.4429920*** -accuracy = 56.81 #leaves = 53.00 max depth = 10.40 - +fold 2: acc. = 62.32 #leaves = 89 max. depth = 19 +fold 3: acc. = 56.52 #leaves = 82 max. depth = 18 +fold 4: acc. = 53.62 #leaves = 94 max. depth = 18 +fold 5: acc. = 52.90 #leaves = 90 max. depth = 17 +accuracy = 59.42 #leaves = 71.40 max depth = 14.60 diff --git a/data/oc1output/statlog-australian-credit_1714.txt b/data/oc1output/statlog-australian-credit_1714.txt index b1416c0..02c616a 100644 --- a/data/oc1output/statlog-australian-credit_1714.txt +++ b/data/oc1output/statlog-australian-credit_1714.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/statlog-australian-credit.csv.dt. -Unpruned decision tree written to csv/statlog-australian-credit.csv.dt.unpruned. -fold 1: acc. = 65.94 #leaves = 2 max. depth = 1 -fold 2: acc. = 55.80 #leaves = 62 max. depth = 12 -fold 3: acc. = 55.07 #leaves = 71 max. depth = 11 -fold 4: acc. = 52.90 #leaves = 61 max. depth = 12 -fold 5: acc. = 55.80 #leaves = 67 max. depth = 11 -***1***0.6594203***0.4284080*** -***2***0.5579710***0.4059290*** -***3***0.5507246***0.3967030*** -***4***0.5289855***0.3950980*** -***5***0.5579710***0.3878240*** -accuracy = 57.10 #leaves = 52.60 max depth = 9.40 - +Pruned decision tree written to data/csv/statlog-australian-credit.csv.dt. +Unpruned decision tree written to data/csv/statlog-australian-credit.csv.dt.unpruned. +fold 1: acc. = 67.39 #leaves = 2 max. depth = 1 +fold 2: acc. = 51.45 #leaves = 83 max. depth = 14 +fold 3: acc. = 66.67 #leaves = 90 max. depth = 21 +fold 4: acc. = 59.42 #leaves = 97 max. depth = 18 +fold 5: acc. = 50.72 #leaves = 89 max. depth = 18 +accuracy = 59.13 #leaves = 72.20 max depth = 14.40 diff --git a/data/oc1output/statlog-australian-credit_23.txt b/data/oc1output/statlog-australian-credit_23.txt index 66d8f81..a10fdff 100644 --- a/data/oc1output/statlog-australian-credit_23.txt +++ b/data/oc1output/statlog-australian-credit_23.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/statlog-australian-credit.csv.dt. -Unpruned decision tree written to csv/statlog-australian-credit.csv.dt.unpruned. -fold 1: acc. = 68.84 #leaves = 2 max. depth = 1 -fold 2: acc. = 59.42 #leaves = 62 max. depth = 9 -fold 3: acc. = 56.52 #leaves = 69 max. depth = 12 -fold 4: acc. = 57.25 #leaves = 61 max. depth = 12 -fold 5: acc. = 52.90 #leaves = 63 max. depth = 11 -***1***0.6884058***0.3908910*** -***2***0.5942029***0.3679520*** -***3***0.5652174***0.4056980*** -***4***0.5724638***0.4705460*** -***5***0.5289855***0.3662200*** -accuracy = 58.99 #leaves = 51.40 max depth = 9.00 - +Pruned decision tree written to data/csv/statlog-australian-credit.csv.dt. +Unpruned decision tree written to data/csv/statlog-australian-credit.csv.dt.unpruned. +fold 1: acc. = 61.59 #leaves = 2 max. depth = 1 +fold 2: acc. = 61.59 #leaves = 91 max. depth = 16 +fold 3: acc. = 57.25 #leaves = 93 max. depth = 17 +fold 4: acc. = 62.32 #leaves = 89 max. depth = 23 +fold 5: acc. = 57.25 #leaves = 94 max. depth = 20 +accuracy = 60.00 #leaves = 73.80 max depth = 15.40 diff --git a/data/oc1output/statlog-australian-credit_31.txt b/data/oc1output/statlog-australian-credit_31.txt index f27a1fc..6d3fb28 100644 --- a/data/oc1output/statlog-australian-credit_31.txt +++ b/data/oc1output/statlog-australian-credit_31.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/statlog-australian-credit.csv.dt. -Unpruned decision tree written to csv/statlog-australian-credit.csv.dt.unpruned. -fold 1: acc. = 71.74 #leaves = 2 max. depth = 1 -fold 2: acc. = 54.35 #leaves = 54 max. depth = 12 -fold 3: acc. = 50.00 #leaves = 73 max. depth = 13 -fold 4: acc. = 60.14 #leaves = 57 max. depth = 14 -fold 5: acc. = 54.35 #leaves = 67 max. depth = 12 -***1***0.7173913***0.3952860*** -***2***0.5434783***0.4307900*** -***3***0.5000000***0.4303110*** -***4***0.6014493***0.4184110*** -***5***0.5434783***0.4033550*** -accuracy = 58.12 #leaves = 50.60 max depth = 10.40 - +Pruned decision tree written to data/csv/statlog-australian-credit.csv.dt. +Unpruned decision tree written to data/csv/statlog-australian-credit.csv.dt.unpruned. +fold 1: acc. = 68.12 #leaves = 2 max. depth = 1 +fold 2: acc. = 54.35 #leaves = 92 max. depth = 14 +fold 3: acc. = 58.70 #leaves = 94 max. depth = 17 +fold 4: acc. = 52.17 #leaves = 99 max. depth = 18 +fold 5: acc. = 51.45 #leaves = 79 max. depth = 16 +accuracy = 56.96 #leaves = 73.20 max depth = 13.20 diff --git a/data/oc1output/statlog-australian-credit_57.txt b/data/oc1output/statlog-australian-credit_57.txt index e27334c..27671cf 100644 --- a/data/oc1output/statlog-australian-credit_57.txt +++ b/data/oc1output/statlog-australian-credit_57.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/statlog-australian-credit.csv.dt. -Unpruned decision tree written to csv/statlog-australian-credit.csv.dt.unpruned. -fold 1: acc. = 54.35 #leaves = 16 max. depth = 9 -fold 2: acc. = 48.55 #leaves = 58 max. depth = 14 -fold 3: acc. = 55.80 #leaves = 66 max. depth = 16 -fold 4: acc. = 63.04 #leaves = 60 max. depth = 12 -fold 5: acc. = 56.52 #leaves = 72 max. depth = 12 -***1***0.5434783***0.3804470*** -***2***0.4855072***0.4898470*** -***3***0.5579710***0.3854120*** -***4***0.6304348***0.3951740*** -***5***0.5652174***0.3612460*** -accuracy = 55.65 #leaves = 54.40 max depth = 12.60 - +Pruned decision tree written to data/csv/statlog-australian-credit.csv.dt. +Unpruned decision tree written to data/csv/statlog-australian-credit.csv.dt.unpruned. +fold 1: acc. = 63.04 #leaves = 2 max. depth = 1 +fold 2: acc. = 50.72 #leaves = 94 max. depth = 20 +fold 3: acc. = 45.65 #leaves = 94 max. depth = 21 +fold 4: acc. = 60.87 #leaves = 85 max. depth = 20 +fold 5: acc. = 59.42 #leaves = 77 max. depth = 18 +accuracy = 55.94 #leaves = 70.40 max depth = 16.00 diff --git a/data/oc1output/statlog-australian-credit_7.txt b/data/oc1output/statlog-australian-credit_7.txt index c618669..f27c858 100644 --- a/data/oc1output/statlog-australian-credit_7.txt +++ b/data/oc1output/statlog-australian-credit_7.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/statlog-australian-credit.csv.dt. -Unpruned decision tree written to csv/statlog-australian-credit.csv.dt.unpruned. -fold 1: acc. = 64.49 #leaves = 2 max. depth = 1 -fold 2: acc. = 51.45 #leaves = 67 max. depth = 12 -fold 3: acc. = 67.39 #leaves = 60 max. depth = 10 -fold 4: acc. = 50.00 #leaves = 61 max. depth = 13 -fold 5: acc. = 50.00 #leaves = 57 max. depth = 15 -***1***0.6449275***0.3691910*** -***2***0.5144928***0.4450530*** -***3***0.6739131***0.4230910*** -***4***0.5000000***0.4202880*** -***5***0.5000000***0.4732720*** -accuracy = 56.67 #leaves = 49.40 max depth = 10.20 - +Pruned decision tree written to data/csv/statlog-australian-credit.csv.dt. +Unpruned decision tree written to data/csv/statlog-australian-credit.csv.dt.unpruned. +fold 1: acc. = 66.67 #leaves = 2 max. depth = 1 +fold 2: acc. = 56.52 #leaves = 96 max. depth = 22 +fold 3: acc. = 58.70 #leaves = 78 max. depth = 18 +fold 4: acc. = 60.14 #leaves = 86 max. depth = 17 +fold 5: acc. = 57.97 #leaves = 88 max. depth = 16 +accuracy = 60.00 #leaves = 70.00 max depth = 14.80 diff --git a/data/oc1output/statlog-australian-credit_79.txt b/data/oc1output/statlog-australian-credit_79.txt index b282fd0..6513a77 100644 --- a/data/oc1output/statlog-australian-credit_79.txt +++ b/data/oc1output/statlog-australian-credit_79.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/statlog-australian-credit.csv.dt. -Unpruned decision tree written to csv/statlog-australian-credit.csv.dt.unpruned. -fold 1: acc. = 52.17 #leaves = 8 max. depth = 4 -fold 2: acc. = 60.14 #leaves = 59 max. depth = 12 -fold 3: acc. = 53.62 #leaves = 57 max. depth = 10 -fold 4: acc. = 52.90 #leaves = 62 max. depth = 13 -fold 5: acc. = 57.25 #leaves = 52 max. depth = 15 -***1***0.5217391***0.4004400*** -***2***0.6014493***0.3822870*** -***3***0.5362319***0.3426970*** -***4***0.5289855***0.4427380*** -***5***0.5724638***0.4495900*** -accuracy = 55.22 #leaves = 47.60 max depth = 10.80 - +Pruned decision tree written to data/csv/statlog-australian-credit.csv.dt. +Unpruned decision tree written to data/csv/statlog-australian-credit.csv.dt.unpruned. +fold 1: acc. = 61.59 #leaves = 30 max. depth = 11 +fold 2: acc. = 59.42 #leaves = 87 max. depth = 13 +fold 3: acc. = 54.35 #leaves = 90 max. depth = 19 +fold 4: acc. = 60.87 #leaves = 88 max. depth = 24 +fold 5: acc. = 52.90 #leaves = 93 max. depth = 17 +accuracy = 57.83 #leaves = 77.60 max depth = 16.80 diff --git a/data/oc1output/statlog-australian-credit_83.txt b/data/oc1output/statlog-australian-credit_83.txt index 1c2452c..d844220 100644 --- a/data/oc1output/statlog-australian-credit_83.txt +++ b/data/oc1output/statlog-australian-credit_83.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/statlog-australian-credit.csv.dt. -Unpruned decision tree written to csv/statlog-australian-credit.csv.dt.unpruned. +Pruned decision tree written to data/csv/statlog-australian-credit.csv.dt. +Unpruned decision tree written to data/csv/statlog-australian-credit.csv.dt.unpruned. fold 1: acc. = 64.49 #leaves = 2 max. depth = 1 -fold 2: acc. = 66.67 #leaves = 68 max. depth = 11 -fold 3: acc. = 57.97 #leaves = 61 max. depth = 14 -fold 4: acc. = 56.52 #leaves = 65 max. depth = 15 -fold 5: acc. = 53.62 #leaves = 64 max. depth = 13 -***1***0.6449275***0.4624070*** -***2***0.6666666***0.3174000*** -***3***0.5797102***0.3787630*** -***4***0.5652174***0.4312000*** -***5***0.5362319***0.4412750*** -accuracy = 59.86 #leaves = 52.00 max depth = 10.80 - +fold 2: acc. = 52.17 #leaves = 91 max. depth = 15 +fold 3: acc. = 54.35 #leaves = 98 max. depth = 15 +fold 4: acc. = 53.62 #leaves = 99 max. depth = 28 +fold 5: acc. = 67.39 #leaves = 104 max. depth = 21 +accuracy = 58.41 #leaves = 78.80 max depth = 16.00 diff --git a/data/oc1output/statlog-australian-credit_97.txt b/data/oc1output/statlog-australian-credit_97.txt index deee33a..8c45e35 100644 --- a/data/oc1output/statlog-australian-credit_97.txt +++ b/data/oc1output/statlog-australian-credit_97.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/statlog-australian-credit.csv.dt. -Unpruned decision tree written to csv/statlog-australian-credit.csv.dt.unpruned. -fold 1: acc. = 60.14 #leaves = 2 max. depth = 1 -fold 2: acc. = 57.25 #leaves = 64 max. depth = 12 -fold 3: acc. = 49.28 #leaves = 58 max. depth = 14 -fold 4: acc. = 58.70 #leaves = 62 max. depth = 10 -fold 5: acc. = 60.87 #leaves = 61 max. depth = 13 -***1***0.6014493***0.4152000*** -***2***0.5724638***0.3818010*** -***3***0.4927536***0.4646190*** -***4***0.5869565***0.3365600*** -***5***0.6086956***0.4410860*** -accuracy = 57.25 #leaves = 49.40 max depth = 10.00 - +Pruned decision tree written to data/csv/statlog-australian-credit.csv.dt. +Unpruned decision tree written to data/csv/statlog-australian-credit.csv.dt.unpruned. +fold 1: acc. = 57.25 #leaves = 4 max. depth = 2 +fold 2: acc. = 60.14 #leaves = 86 max. depth = 12 +fold 3: acc. = 55.80 #leaves = 86 max. depth = 20 +fold 4: acc. = 59.42 #leaves = 98 max. depth = 19 +fold 5: acc. = 58.70 #leaves = 96 max. depth = 16 +accuracy = 58.26 #leaves = 74.00 max depth = 13.80 diff --git a/data/oc1output/statlog-german-credit_1.txt b/data/oc1output/statlog-german-credit_1.txt index cbee658..18ea18f 100644 --- a/data/oc1output/statlog-german-credit_1.txt +++ b/data/oc1output/statlog-german-credit_1.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/statlog-german-credit.csv.dt. -Unpruned decision tree written to csv/statlog-german-credit.csv.dt.unpruned. -fold 1: acc. = 64.00 #leaves = 15 max. depth = 6 -fold 2: acc. = 66.50 #leaves = 71 max. depth = 16 -fold 3: acc. = 66.50 #leaves = 74 max. depth = 15 -fold 4: acc. = 79.00 #leaves = 79 max. depth = 13 -fold 5: acc. = 66.00 #leaves = 78 max. depth = 17 -***1***0.6400000***0.7543520*** -***2***0.6650000***0.9251190*** -***3***0.6650000***0.8701240*** -***4***0.7900000***0.9041680*** -***5***0.6600000***0.8933220*** -accuracy = 68.40 #leaves = 63.40 max depth = 13.40 - +Pruned decision tree written to data/csv/statlog-german-credit.csv.dt. +Unpruned decision tree written to data/csv/statlog-german-credit.csv.dt.unpruned. +fold 1: acc. = 62.50 #leaves = 57 max. depth = 15 +fold 2: acc. = 66.00 #leaves = 101 max. depth = 19 +fold 3: acc. = 67.00 #leaves = 100 max. depth = 18 +fold 4: acc. = 71.50 #leaves = 112 max. depth = 21 +fold 5: acc. = 69.00 #leaves = 108 max. depth = 22 +accuracy = 67.20 #leaves = 95.60 max depth = 19.00 diff --git a/data/oc1output/statlog-german-credit_17.txt b/data/oc1output/statlog-german-credit_17.txt index d857f82..b143a9a 100644 --- a/data/oc1output/statlog-german-credit_17.txt +++ b/data/oc1output/statlog-german-credit_17.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/statlog-german-credit.csv.dt. -Unpruned decision tree written to csv/statlog-german-credit.csv.dt.unpruned. -fold 1: acc. = 70.00 #leaves = 3 max. depth = 2 -fold 2: acc. = 72.50 #leaves = 75 max. depth = 13 -fold 3: acc. = 64.50 #leaves = 86 max. depth = 14 -fold 4: acc. = 68.50 #leaves = 76 max. depth = 12 -fold 5: acc. = 71.00 #leaves = 77 max. depth = 14 -***1***0.7000000***1.1092710*** -***2***0.7250000***0.9267130*** -***3***0.6450000***0.9586790*** -***4***0.6850000***0.7149500*** -***5***0.7100000***0.9092080*** -accuracy = 69.30 #leaves = 63.40 max depth = 11.00 - +Pruned decision tree written to data/csv/statlog-german-credit.csv.dt. +Unpruned decision tree written to data/csv/statlog-german-credit.csv.dt.unpruned. +fold 1: acc. = 70.50 #leaves = 38 max. depth = 11 +fold 2: acc. = 63.00 #leaves = 97 max. depth = 14 +fold 3: acc. = 68.50 #leaves = 94 max. depth = 16 +fold 4: acc. = 71.00 #leaves = 105 max. depth = 18 +fold 5: acc. = 69.50 #leaves = 101 max. depth = 15 +accuracy = 68.50 #leaves = 87.00 max depth = 14.80 diff --git a/data/oc1output/statlog-german-credit_1714.txt b/data/oc1output/statlog-german-credit_1714.txt index 74783e6..0944135 100644 --- a/data/oc1output/statlog-german-credit_1714.txt +++ b/data/oc1output/statlog-german-credit_1714.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/statlog-german-credit.csv.dt. -Unpruned decision tree written to csv/statlog-german-credit.csv.dt.unpruned. -fold 1: acc. = 72.50 #leaves = 2 max. depth = 1 -fold 2: acc. = 68.00 #leaves = 85 max. depth = 14 -fold 3: acc. = 65.00 #leaves = 77 max. depth = 13 -fold 4: acc. = 68.50 #leaves = 76 max. depth = 13 -fold 5: acc. = 67.00 #leaves = 90 max. depth = 13 -***1***0.7250000***0.9254200*** -***2***0.6800000***0.9765900*** -***3***0.6500000***0.7760520*** -***4***0.6850000***0.9152170*** -***5***0.6700000***0.9063660*** -accuracy = 68.20 #leaves = 66.00 max depth = 10.80 - +Pruned decision tree written to data/csv/statlog-german-credit.csv.dt. +Unpruned decision tree written to data/csv/statlog-german-credit.csv.dt.unpruned. +fold 1: acc. = 66.50 #leaves = 9 max. depth = 5 +fold 2: acc. = 70.50 #leaves = 102 max. depth = 25 +fold 3: acc. = 68.50 #leaves = 102 max. depth = 17 +fold 4: acc. = 70.50 #leaves = 112 max. depth = 19 +fold 5: acc. = 69.00 #leaves = 101 max. depth = 29 +accuracy = 69.00 #leaves = 85.20 max depth = 19.00 diff --git a/data/oc1output/statlog-german-credit_23.txt b/data/oc1output/statlog-german-credit_23.txt index 5970730..a3a8441 100644 --- a/data/oc1output/statlog-german-credit_23.txt +++ b/data/oc1output/statlog-german-credit_23.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/statlog-german-credit.csv.dt. -Unpruned decision tree written to csv/statlog-german-credit.csv.dt.unpruned. -fold 1: acc. = 72.00 #leaves = 4 max. depth = 3 -fold 2: acc. = 64.50 #leaves = 77 max. depth = 15 -fold 3: acc. = 73.50 #leaves = 68 max. depth = 17 -fold 4: acc. = 64.50 #leaves = 75 max. depth = 12 -fold 5: acc. = 67.50 #leaves = 61 max. depth = 10 -***1***0.7200000***0.7184300*** -***2***0.6450000***1.1904720*** -***3***0.7350000***1.0801540*** -***4***0.6450000***0.8750470*** -***5***0.6750000***0.7379650*** -accuracy = 68.40 #leaves = 57.00 max depth = 11.40 - +Pruned decision tree written to data/csv/statlog-german-credit.csv.dt. +Unpruned decision tree written to data/csv/statlog-german-credit.csv.dt.unpruned. +fold 1: acc. = 72.00 #leaves = 73 max. depth = 13 +fold 2: acc. = 70.50 #leaves = 104 max. depth = 14 +fold 3: acc. = 68.00 #leaves = 103 max. depth = 17 +fold 4: acc. = 68.50 #leaves = 98 max. depth = 19 +fold 5: acc. = 67.00 #leaves = 96 max. depth = 14 +accuracy = 69.20 #leaves = 94.80 max depth = 15.40 diff --git a/data/oc1output/statlog-german-credit_31.txt b/data/oc1output/statlog-german-credit_31.txt index 88e8492..06aa713 100644 --- a/data/oc1output/statlog-german-credit_31.txt +++ b/data/oc1output/statlog-german-credit_31.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/statlog-german-credit.csv.dt. -Unpruned decision tree written to csv/statlog-german-credit.csv.dt.unpruned. -fold 1: acc. = 69.00 #leaves = 2 max. depth = 1 -fold 2: acc. = 73.00 #leaves = 70 max. depth = 16 -fold 3: acc. = 71.50 #leaves = 68 max. depth = 11 -fold 4: acc. = 66.00 #leaves = 72 max. depth = 13 -fold 5: acc. = 71.50 #leaves = 73 max. depth = 13 -***1***0.6900000***0.8762490*** -***2***0.7300000***1.2032430*** -***3***0.7150000***0.6427040*** -***4***0.6600000***0.7636610*** -***5***0.7150000***1.0168610*** -accuracy = 70.20 #leaves = 57.00 max depth = 10.80 - +Pruned decision tree written to data/csv/statlog-german-credit.csv.dt. +Unpruned decision tree written to data/csv/statlog-german-credit.csv.dt.unpruned. +fold 1: acc. = 68.00 #leaves = 2 max. depth = 1 +fold 2: acc. = 71.50 #leaves = 96 max. depth = 23 +fold 3: acc. = 71.00 #leaves = 103 max. depth = 27 +fold 4: acc. = 74.50 #leaves = 91 max. depth = 13 +fold 5: acc. = 69.00 #leaves = 104 max. depth = 13 +accuracy = 70.80 #leaves = 79.20 max depth = 15.40 diff --git a/data/oc1output/statlog-german-credit_57.txt b/data/oc1output/statlog-german-credit_57.txt index 7cab2ce..58bdef3 100644 --- a/data/oc1output/statlog-german-credit_57.txt +++ b/data/oc1output/statlog-german-credit_57.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/statlog-german-credit.csv.dt. -Unpruned decision tree written to csv/statlog-german-credit.csv.dt.unpruned. -fold 1: acc. = 74.50 #leaves = 10 max. depth = 5 -fold 2: acc. = 71.50 #leaves = 68 max. depth = 12 -fold 3: acc. = 67.50 #leaves = 61 max. depth = 16 -fold 4: acc. = 64.50 #leaves = 74 max. depth = 12 -fold 5: acc. = 69.00 #leaves = 74 max. depth = 12 -***1***0.7450000***1.0095200*** -***2***0.7150000***0.8203280*** -***3***0.6750000***1.1312710*** -***4***0.6450000***0.8715330*** -***5***0.6900000***0.6800230*** -accuracy = 69.40 #leaves = 57.40 max depth = 11.40 - +Pruned decision tree written to data/csv/statlog-german-credit.csv.dt. +Unpruned decision tree written to data/csv/statlog-german-credit.csv.dt.unpruned. +fold 1: acc. = 73.00 #leaves = 14 max. depth = 7 +fold 2: acc. = 67.00 #leaves = 92 max. depth = 20 +fold 3: acc. = 66.50 #leaves = 103 max. depth = 18 +fold 4: acc. = 69.00 #leaves = 94 max. depth = 15 +fold 5: acc. = 66.00 #leaves = 98 max. depth = 16 +accuracy = 68.30 #leaves = 80.20 max depth = 15.20 diff --git a/data/oc1output/statlog-german-credit_7.txt b/data/oc1output/statlog-german-credit_7.txt index 6d3e91f..b1b5eb0 100644 --- a/data/oc1output/statlog-german-credit_7.txt +++ b/data/oc1output/statlog-german-credit_7.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/statlog-german-credit.csv.dt. -Unpruned decision tree written to csv/statlog-german-credit.csv.dt.unpruned. -fold 1: acc. = 70.00 #leaves = 5 max. depth = 4 -fold 2: acc. = 65.50 #leaves = 70 max. depth = 16 -fold 3: acc. = 63.00 #leaves = 72 max. depth = 12 -fold 4: acc. = 70.50 #leaves = 80 max. depth = 14 -fold 5: acc. = 74.00 #leaves = 76 max. depth = 12 -***1***0.7000000***0.7858710*** -***2***0.6550000***1.2059470*** -***3***0.6300000***0.9240900*** -***4***0.7050000***0.8360790*** -***5***0.7400000***1.0128540*** -accuracy = 68.60 #leaves = 60.60 max depth = 11.60 - +Pruned decision tree written to data/csv/statlog-german-credit.csv.dt. +Unpruned decision tree written to data/csv/statlog-german-credit.csv.dt.unpruned. +fold 1: acc. = 73.00 #leaves = 8 max. depth = 4 +fold 2: acc. = 67.00 #leaves = 112 max. depth = 23 +fold 3: acc. = 62.50 #leaves = 105 max. depth = 23 +fold 4: acc. = 70.00 #leaves = 94 max. depth = 17 +fold 5: acc. = 67.50 #leaves = 103 max. depth = 21 +accuracy = 68.00 #leaves = 84.40 max depth = 17.60 diff --git a/data/oc1output/statlog-german-credit_79.txt b/data/oc1output/statlog-german-credit_79.txt index bc9141c..e0322b9 100644 --- a/data/oc1output/statlog-german-credit_79.txt +++ b/data/oc1output/statlog-german-credit_79.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/statlog-german-credit.csv.dt. -Unpruned decision tree written to csv/statlog-german-credit.csv.dt.unpruned. -fold 1: acc. = 76.50 #leaves = 9 max. depth = 5 -fold 2: acc. = 66.50 #leaves = 82 max. depth = 12 -fold 3: acc. = 69.50 #leaves = 75 max. depth = 14 -fold 4: acc. = 68.50 #leaves = 68 max. depth = 15 -fold 5: acc. = 66.00 #leaves = 67 max. depth = 17 -***1***0.7650000***0.8206360*** -***2***0.6650000***0.8215310*** -***3***0.6950000***0.9664500*** -***4***0.6850000***1.0062050*** -***5***0.6600000***1.1066780*** -accuracy = 69.40 #leaves = 60.20 max depth = 12.60 - +Pruned decision tree written to data/csv/statlog-german-credit.csv.dt. +Unpruned decision tree written to data/csv/statlog-german-credit.csv.dt.unpruned. +fold 1: acc. = 72.50 #leaves = 14 max. depth = 8 +fold 2: acc. = 67.50 #leaves = 87 max. depth = 18 +fold 3: acc. = 67.50 #leaves = 92 max. depth = 16 +fold 4: acc. = 63.50 #leaves = 110 max. depth = 14 +fold 5: acc. = 69.00 #leaves = 94 max. depth = 12 +accuracy = 68.00 #leaves = 79.40 max depth = 13.60 diff --git a/data/oc1output/statlog-german-credit_83.txt b/data/oc1output/statlog-german-credit_83.txt index d87f49f..6fd03e0 100644 --- a/data/oc1output/statlog-german-credit_83.txt +++ b/data/oc1output/statlog-german-credit_83.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/statlog-german-credit.csv.dt. -Unpruned decision tree written to csv/statlog-german-credit.csv.dt.unpruned. -fold 1: acc. = 69.50 #leaves = 3 max. depth = 2 -fold 2: acc. = 69.00 #leaves = 71 max. depth = 13 -fold 3: acc. = 62.50 #leaves = 80 max. depth = 12 -fold 4: acc. = 70.00 #leaves = 75 max. depth = 15 -fold 5: acc. = 62.00 #leaves = 71 max. depth = 15 -***1***0.6950000***0.6951970*** -***2***0.6900000***0.8668540*** -***3***0.6250000***0.9476420*** -***4***0.7000000***0.9282690*** -***5***0.6200000***0.9885830*** -accuracy = 66.60 #leaves = 60.00 max depth = 11.40 - +Pruned decision tree written to data/csv/statlog-german-credit.csv.dt. +Unpruned decision tree written to data/csv/statlog-german-credit.csv.dt.unpruned. +fold 1: acc. = 70.00 #leaves = 3 max. depth = 2 +fold 2: acc. = 71.50 #leaves = 106 max. depth = 24 +fold 3: acc. = 70.00 #leaves = 93 max. depth = 19 +fold 4: acc. = 75.00 #leaves = 98 max. depth = 21 +fold 5: acc. = 70.50 #leaves = 89 max. depth = 21 +accuracy = 71.40 #leaves = 77.80 max depth = 17.40 diff --git a/data/oc1output/statlog-german-credit_97.txt b/data/oc1output/statlog-german-credit_97.txt index d09cfc9..a3f9fb8 100644 --- a/data/oc1output/statlog-german-credit_97.txt +++ b/data/oc1output/statlog-german-credit_97.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/statlog-german-credit.csv.dt. -Unpruned decision tree written to csv/statlog-german-credit.csv.dt.unpruned. -fold 1: acc. = 76.50 #leaves = 3 max. depth = 2 -fold 2: acc. = 68.00 #leaves = 73 max. depth = 14 -fold 3: acc. = 67.50 #leaves = 80 max. depth = 18 -fold 4: acc. = 64.00 #leaves = 70 max. depth = 12 -fold 5: acc. = 68.50 #leaves = 61 max. depth = 10 -***1***0.7650000***0.9982050*** -***2***0.6800000***0.8710000*** -***3***0.6750000***1.1241450*** -***4***0.6400000***0.7526700*** -***5***0.6850000***0.9076940*** -accuracy = 68.90 #leaves = 57.40 max depth = 11.20 - +Pruned decision tree written to data/csv/statlog-german-credit.csv.dt. +Unpruned decision tree written to data/csv/statlog-german-credit.csv.dt.unpruned. +fold 1: acc. = 74.00 #leaves = 4 max. depth = 3 +fold 2: acc. = 61.00 #leaves = 115 max. depth = 23 +fold 3: acc. = 69.50 #leaves = 103 max. depth = 14 +fold 4: acc. = 63.00 #leaves = 98 max. depth = 12 +fold 5: acc. = 68.50 #leaves = 104 max. depth = 24 +accuracy = 67.20 #leaves = 84.80 max depth = 15.20 diff --git a/data/oc1output/statlog-heart_1.txt b/data/oc1output/statlog-heart_1.txt index 22d4c45..a54eac1 100644 --- a/data/oc1output/statlog-heart_1.txt +++ b/data/oc1output/statlog-heart_1.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/statlog-heart.csv.dt. -Unpruned decision tree written to csv/statlog-heart.csv.dt.unpruned. -fold 1: acc. = 81.48 #leaves = 2 max. depth = 1 -fold 2: acc. = 75.93 #leaves = 16 max. depth = 7 -fold 3: acc. = 79.63 #leaves = 16 max. depth = 6 -fold 4: acc. = 74.07 #leaves = 14 max. depth = 5 -fold 5: acc. = 79.63 #leaves = 17 max. depth = 9 -***1***0.8148148***0.0955000*** -***2***0.7592593***0.0736450*** -***3***0.7962963***0.0893450*** -***4***0.7407407***0.0970590*** -***5***0.7962963***0.1030440*** -accuracy = 78.15 #leaves = 13.00 max depth = 5.60 - +Pruned decision tree written to data/csv/statlog-heart.csv.dt. +Unpruned decision tree written to data/csv/statlog-heart.csv.dt.unpruned. +fold 1: acc. = 75.93 #leaves = 2 max. depth = 1 +fold 2: acc. = 70.37 #leaves = 22 max. depth = 9 +fold 3: acc. = 75.93 #leaves = 23 max. depth = 9 +fold 4: acc. = 68.52 #leaves = 20 max. depth = 8 +fold 5: acc. = 68.52 #leaves = 20 max. depth = 8 +accuracy = 71.85 #leaves = 17.40 max depth = 7.00 diff --git a/data/oc1output/statlog-heart_17.txt b/data/oc1output/statlog-heart_17.txt index 3e23cfa..dd10671 100644 --- a/data/oc1output/statlog-heart_17.txt +++ b/data/oc1output/statlog-heart_17.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/statlog-heart.csv.dt. -Unpruned decision tree written to csv/statlog-heart.csv.dt.unpruned. -fold 1: acc. = 72.22 #leaves = 2 max. depth = 1 -fold 2: acc. = 72.22 #leaves = 13 max. depth = 5 -fold 3: acc. = 64.81 #leaves = 13 max. depth = 5 -fold 4: acc. = 77.78 #leaves = 18 max. depth = 6 -fold 5: acc. = 79.63 #leaves = 16 max. depth = 6 -***1***0.7222222***0.0731000*** -***2***0.7222222***0.0668010*** -***3***0.6481481***0.0728580*** -***4***0.7777778***0.0961770*** -***5***0.7962963***0.0948620*** -accuracy = 73.33 #leaves = 12.40 max depth = 4.60 - +Pruned decision tree written to data/csv/statlog-heart.csv.dt. +Unpruned decision tree written to data/csv/statlog-heart.csv.dt.unpruned. +fold 1: acc. = 74.07 #leaves = 15 max. depth = 5 +fold 2: acc. = 79.63 #leaves = 26 max. depth = 10 +fold 3: acc. = 75.93 #leaves = 20 max. depth = 7 +fold 4: acc. = 79.63 #leaves = 23 max. depth = 7 +fold 5: acc. = 79.63 #leaves = 23 max. depth = 8 +accuracy = 77.78 #leaves = 21.40 max depth = 7.40 diff --git a/data/oc1output/statlog-heart_1714.txt b/data/oc1output/statlog-heart_1714.txt index 9b42a61..8f924c5 100644 --- a/data/oc1output/statlog-heart_1714.txt +++ b/data/oc1output/statlog-heart_1714.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/statlog-heart.csv.dt. -Unpruned decision tree written to csv/statlog-heart.csv.dt.unpruned. -fold 1: acc. = 85.19 #leaves = 2 max. depth = 1 -fold 2: acc. = 75.93 #leaves = 15 max. depth = 6 -fold 3: acc. = 62.96 #leaves = 20 max. depth = 8 -fold 4: acc. = 70.37 #leaves = 17 max. depth = 8 -fold 5: acc. = 72.22 #leaves = 16 max. depth = 7 -***1***0.8518519***0.0910270*** -***2***0.7592593***0.0735670*** -***3***0.6296296***0.0838990*** -***4***0.7037037***0.0770730*** -***5***0.7222222***0.0838860*** -accuracy = 73.33 #leaves = 14.00 max depth = 6.00 - +Pruned decision tree written to data/csv/statlog-heart.csv.dt. +Unpruned decision tree written to data/csv/statlog-heart.csv.dt.unpruned. +fold 1: acc. = 75.93 #leaves = 2 max. depth = 1 +fold 2: acc. = 72.22 #leaves = 24 max. depth = 8 +fold 3: acc. = 64.81 #leaves = 20 max. depth = 7 +fold 4: acc. = 83.33 #leaves = 21 max. depth = 8 +fold 5: acc. = 59.26 #leaves = 22 max. depth = 9 +accuracy = 71.11 #leaves = 17.80 max depth = 6.60 diff --git a/data/oc1output/statlog-heart_23.txt b/data/oc1output/statlog-heart_23.txt index 1370d0e..93eba79 100644 --- a/data/oc1output/statlog-heart_23.txt +++ b/data/oc1output/statlog-heart_23.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/statlog-heart.csv.dt. -Unpruned decision tree written to csv/statlog-heart.csv.dt.unpruned. -fold 1: acc. = 74.07 #leaves = 8 max. depth = 5 -fold 2: acc. = 72.22 #leaves = 16 max. depth = 6 -fold 3: acc. = 81.48 #leaves = 14 max. depth = 6 -fold 4: acc. = 66.67 #leaves = 16 max. depth = 5 -fold 5: acc. = 72.22 #leaves = 17 max. depth = 7 -***1***0.7407407***0.0835450*** -***2***0.7222222***0.0879040*** -***3***0.8148148***0.0822060*** -***4***0.6666666***0.0776050*** -***5***0.7222222***0.0999950*** -accuracy = 73.33 #leaves = 14.20 max depth = 5.80 - +Pruned decision tree written to data/csv/statlog-heart.csv.dt. +Unpruned decision tree written to data/csv/statlog-heart.csv.dt.unpruned. +fold 1: acc. = 77.78 #leaves = 4 max. depth = 2 +fold 2: acc. = 75.93 #leaves = 21 max. depth = 6 +fold 3: acc. = 68.52 #leaves = 22 max. depth = 7 +fold 4: acc. = 77.78 #leaves = 23 max. depth = 7 +fold 5: acc. = 66.67 #leaves = 25 max. depth = 8 +accuracy = 73.33 #leaves = 19.00 max depth = 6.00 diff --git a/data/oc1output/statlog-heart_31.txt b/data/oc1output/statlog-heart_31.txt index 6926873..efcd02f 100644 --- a/data/oc1output/statlog-heart_31.txt +++ b/data/oc1output/statlog-heart_31.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/statlog-heart.csv.dt. -Unpruned decision tree written to csv/statlog-heart.csv.dt.unpruned. -fold 1: acc. = 77.78 #leaves = 3 max. depth = 2 -fold 2: acc. = 77.78 #leaves = 15 max. depth = 6 -fold 3: acc. = 74.07 #leaves = 14 max. depth = 6 -fold 4: acc. = 77.78 #leaves = 17 max. depth = 10 -fold 5: acc. = 66.67 #leaves = 15 max. depth = 6 -***1***0.7777778***0.0717700*** -***2***0.7777778***0.0630080*** -***3***0.7407407***0.0853170*** -***4***0.7777778***0.0799070*** -***5***0.6666666***0.1036580*** -accuracy = 74.81 #leaves = 12.80 max depth = 6.00 - +Pruned decision tree written to data/csv/statlog-heart.csv.dt. +Unpruned decision tree written to data/csv/statlog-heart.csv.dt.unpruned. +fold 1: acc. = 79.63 #leaves = 14 max. depth = 7 +fold 2: acc. = 72.22 #leaves = 18 max. depth = 7 +fold 3: acc. = 77.78 #leaves = 22 max. depth = 10 +fold 4: acc. = 81.48 #leaves = 23 max. depth = 8 +fold 5: acc. = 81.48 #leaves = 24 max. depth = 9 +accuracy = 78.52 #leaves = 20.20 max depth = 8.20 diff --git a/data/oc1output/statlog-heart_57.txt b/data/oc1output/statlog-heart_57.txt index 6078ee7..eb72745 100644 --- a/data/oc1output/statlog-heart_57.txt +++ b/data/oc1output/statlog-heart_57.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/statlog-heart.csv.dt. -Unpruned decision tree written to csv/statlog-heart.csv.dt.unpruned. -fold 1: acc. = 83.33 #leaves = 2 max. depth = 1 -fold 2: acc. = 61.11 #leaves = 17 max. depth = 6 -fold 3: acc. = 74.07 #leaves = 16 max. depth = 6 -fold 4: acc. = 72.22 #leaves = 20 max. depth = 7 -fold 5: acc. = 72.22 #leaves = 17 max. depth = 9 -***1***0.8333334***0.0780100*** -***2***0.6111111***0.0848260*** -***3***0.7407407***0.0818650*** -***4***0.7222222***0.0903530*** -***5***0.7222222***0.0775970*** -accuracy = 72.59 #leaves = 14.40 max depth = 5.80 - +Pruned decision tree written to data/csv/statlog-heart.csv.dt. +Unpruned decision tree written to data/csv/statlog-heart.csv.dt.unpruned. +fold 1: acc. = 79.63 #leaves = 2 max. depth = 1 +fold 2: acc. = 59.26 #leaves = 24 max. depth = 9 +fold 3: acc. = 75.93 #leaves = 21 max. depth = 9 +fold 4: acc. = 70.37 #leaves = 20 max. depth = 12 +fold 5: acc. = 72.22 #leaves = 23 max. depth = 8 +accuracy = 71.48 #leaves = 18.00 max depth = 7.80 diff --git a/data/oc1output/statlog-heart_7.txt b/data/oc1output/statlog-heart_7.txt index 1b6a0eb..b7bff99 100644 --- a/data/oc1output/statlog-heart_7.txt +++ b/data/oc1output/statlog-heart_7.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/statlog-heart.csv.dt. -Unpruned decision tree written to csv/statlog-heart.csv.dt.unpruned. -fold 1: acc. = 75.93 #leaves = 9 max. depth = 5 -fold 2: acc. = 68.52 #leaves = 15 max. depth = 7 -fold 3: acc. = 77.78 #leaves = 14 max. depth = 6 -fold 4: acc. = 85.19 #leaves = 13 max. depth = 7 -fold 5: acc. = 68.52 #leaves = 13 max. depth = 8 -***1***0.7592593***0.0834980*** -***2***0.6851852***0.0982330*** -***3***0.7777778***0.0718210*** -***4***0.8518519***0.1062770*** -***5***0.6851852***0.0970420*** -accuracy = 75.19 #leaves = 12.80 max depth = 6.60 - +Pruned decision tree written to data/csv/statlog-heart.csv.dt. +Unpruned decision tree written to data/csv/statlog-heart.csv.dt.unpruned. +fold 1: acc. = 81.48 #leaves = 6 max. depth = 3 +fold 2: acc. = 77.78 #leaves = 17 max. depth = 8 +fold 3: acc. = 62.96 #leaves = 17 max. depth = 8 +fold 4: acc. = 72.22 #leaves = 26 max. depth = 8 +fold 5: acc. = 75.93 #leaves = 23 max. depth = 7 +accuracy = 74.07 #leaves = 17.80 max depth = 6.80 diff --git a/data/oc1output/statlog-heart_79.txt b/data/oc1output/statlog-heart_79.txt index 9418db5..73aaf87 100644 --- a/data/oc1output/statlog-heart_79.txt +++ b/data/oc1output/statlog-heart_79.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/statlog-heart.csv.dt. -Unpruned decision tree written to csv/statlog-heart.csv.dt.unpruned. -fold 1: acc. = 77.78 #leaves = 2 max. depth = 1 -fold 2: acc. = 74.07 #leaves = 16 max. depth = 6 -fold 3: acc. = 79.63 #leaves = 15 max. depth = 7 -fold 4: acc. = 72.22 #leaves = 16 max. depth = 6 -fold 5: acc. = 77.78 #leaves = 18 max. depth = 8 -***1***0.7777778***0.0784010*** -***2***0.7407407***0.0899980*** -***3***0.7962963***0.0854080*** -***4***0.7222222***0.0790470*** -***5***0.7777778***0.0736720*** -accuracy = 76.30 #leaves = 13.40 max depth = 5.60 - +Pruned decision tree written to data/csv/statlog-heart.csv.dt. +Unpruned decision tree written to data/csv/statlog-heart.csv.dt.unpruned. +fold 1: acc. = 77.78 #leaves = 4 max. depth = 2 +fold 2: acc. = 66.67 #leaves = 20 max. depth = 9 +fold 3: acc. = 70.37 #leaves = 23 max. depth = 7 +fold 4: acc. = 62.96 #leaves = 22 max. depth = 7 +fold 5: acc. = 74.07 #leaves = 25 max. depth = 9 +accuracy = 70.37 #leaves = 18.80 max depth = 6.80 diff --git a/data/oc1output/statlog-heart_83.txt b/data/oc1output/statlog-heart_83.txt index 67fabea..ca9cf7f 100644 --- a/data/oc1output/statlog-heart_83.txt +++ b/data/oc1output/statlog-heart_83.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/statlog-heart.csv.dt. -Unpruned decision tree written to csv/statlog-heart.csv.dt.unpruned. -fold 1: acc. = 74.07 #leaves = 4 max. depth = 2 -fold 2: acc. = 74.07 #leaves = 18 max. depth = 6 -fold 3: acc. = 64.81 #leaves = 14 max. depth = 7 -fold 4: acc. = 75.93 #leaves = 17 max. depth = 6 -fold 5: acc. = 66.67 #leaves = 20 max. depth = 8 -***1***0.7407407***0.0927290*** -***2***0.7407407***0.0921450*** -***3***0.6481481***0.0830650*** -***4***0.7592593***0.0752240*** -***5***0.6666666***0.0828720*** -accuracy = 71.11 #leaves = 14.60 max depth = 5.80 - +Pruned decision tree written to data/csv/statlog-heart.csv.dt. +Unpruned decision tree written to data/csv/statlog-heart.csv.dt.unpruned. +fold 1: acc. = 72.22 #leaves = 3 max. depth = 2 +fold 2: acc. = 70.37 #leaves = 21 max. depth = 8 +fold 3: acc. = 66.67 #leaves = 24 max. depth = 9 +fold 4: acc. = 72.22 #leaves = 21 max. depth = 7 +fold 5: acc. = 81.48 #leaves = 20 max. depth = 8 +accuracy = 72.59 #leaves = 17.80 max depth = 6.80 diff --git a/data/oc1output/statlog-heart_97.txt b/data/oc1output/statlog-heart_97.txt index 8eba02b..345a656 100644 --- a/data/oc1output/statlog-heart_97.txt +++ b/data/oc1output/statlog-heart_97.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/statlog-heart.csv.dt. -Unpruned decision tree written to csv/statlog-heart.csv.dt.unpruned. -fold 1: acc. = 77.78 #leaves = 2 max. depth = 1 -fold 2: acc. = 85.19 #leaves = 16 max. depth = 5 -fold 3: acc. = 77.78 #leaves = 15 max. depth = 6 -fold 4: acc. = 83.33 #leaves = 19 max. depth = 7 -fold 5: acc. = 81.48 #leaves = 15 max. depth = 6 -***1***0.7777778***0.0705230*** -***2***0.8518519***0.0846010*** -***3***0.7777778***0.0961620*** -***4***0.8333334***0.0786210*** -***5***0.8148148***0.0907920*** -accuracy = 81.11 #leaves = 13.40 max depth = 5.00 - +Pruned decision tree written to data/csv/statlog-heart.csv.dt. +Unpruned decision tree written to data/csv/statlog-heart.csv.dt.unpruned. +fold 1: acc. = 66.67 #leaves = 2 max. depth = 1 +fold 2: acc. = 66.67 #leaves = 17 max. depth = 6 +fold 3: acc. = 79.63 #leaves = 23 max. depth = 7 +fold 4: acc. = 72.22 #leaves = 19 max. depth = 9 +fold 5: acc. = 81.48 #leaves = 22 max. depth = 9 +accuracy = 73.33 #leaves = 16.60 max depth = 6.40 diff --git a/data/oc1output/statlog-image_1.txt b/data/oc1output/statlog-image_1.txt index f0299dd..986d3da 100644 --- a/data/oc1output/statlog-image_1.txt +++ b/data/oc1output/statlog-image_1.txt @@ -5,17 +5,11 @@ Remapping class numbers: 0 To 5 3 To 6 4 To 7 -Pruned decision tree written to csv/statlog-image.csv.dt. -Unpruned decision tree written to csv/statlog-image.csv.dt.unpruned. -fold 1: acc. = 95.02 #leaves = 40 max. depth = 10 -fold 2: acc. = 95.67 #leaves = 53 max. depth = 14 -fold 3: acc. = 96.32 #leaves = 43 max. depth = 10 -fold 4: acc. = 94.59 #leaves = 46 max. depth = 13 -fold 5: acc. = 95.45 #leaves = 42 max. depth = 11 -***1***0.9502165***2.2589320*** -***2***0.9567100***2.3956410*** -***3***0.9632034***2.1137540*** -***4***0.9458874***2.3142650*** -***5***0.9545454***2.2732110*** -accuracy = 95.41 #leaves = 44.80 max depth = 11.60 - +Pruned decision tree written to data/csv/statlog-image.csv.dt. +Unpruned decision tree written to data/csv/statlog-image.csv.dt.unpruned. +fold 1: acc. = 95.67 #leaves = 28 max. depth = 9 +fold 2: acc. = 96.54 #leaves = 56 max. depth = 14 +fold 3: acc. = 96.97 #leaves = 58 max. depth = 12 +fold 4: acc. = 95.67 #leaves = 57 max. depth = 12 +fold 5: acc. = 95.02 #leaves = 61 max. depth = 14 +accuracy = 95.97 #leaves = 52.00 max depth = 12.20 diff --git a/data/oc1output/statlog-image_17.txt b/data/oc1output/statlog-image_17.txt index dff26a5..34f1dd7 100644 --- a/data/oc1output/statlog-image_17.txt +++ b/data/oc1output/statlog-image_17.txt @@ -5,17 +5,11 @@ Remapping class numbers: 0 To 5 3 To 6 4 To 7 -Pruned decision tree written to csv/statlog-image.csv.dt. -Unpruned decision tree written to csv/statlog-image.csv.dt.unpruned. -fold 1: acc. = 93.94 #leaves = 22 max. depth = 8 -fold 2: acc. = 94.37 #leaves = 38 max. depth = 9 -fold 3: acc. = 95.24 #leaves = 39 max. depth = 9 -fold 4: acc. = 95.45 #leaves = 55 max. depth = 10 -fold 5: acc. = 93.94 #leaves = 43 max. depth = 10 -***1***0.9393939***2.2546260*** -***2***0.9437229***2.4382470*** -***3***0.9523810***2.1929630*** -***4***0.9545454***2.3484480*** -***5***0.9393939***2.2136850*** -accuracy = 94.59 #leaves = 39.40 max depth = 9.20 - +Pruned decision tree written to data/csv/statlog-image.csv.dt. +Unpruned decision tree written to data/csv/statlog-image.csv.dt.unpruned. +fold 1: acc. = 95.89 #leaves = 34 max. depth = 13 +fold 2: acc. = 93.72 #leaves = 59 max. depth = 16 +fold 3: acc. = 95.67 #leaves = 54 max. depth = 15 +fold 4: acc. = 96.54 #leaves = 57 max. depth = 15 +fold 5: acc. = 95.89 #leaves = 60 max. depth = 14 +accuracy = 95.54 #leaves = 52.80 max depth = 14.60 diff --git a/data/oc1output/statlog-image_1714.txt b/data/oc1output/statlog-image_1714.txt index 3e2a21d..3259ad3 100644 --- a/data/oc1output/statlog-image_1714.txt +++ b/data/oc1output/statlog-image_1714.txt @@ -5,17 +5,11 @@ Remapping class numbers: 0 To 5 3 To 6 4 To 7 -Pruned decision tree written to csv/statlog-image.csv.dt. -Unpruned decision tree written to csv/statlog-image.csv.dt.unpruned. -fold 1: acc. = 96.10 #leaves = 23 max. depth = 8 -fold 2: acc. = 96.10 #leaves = 47 max. depth = 11 -fold 3: acc. = 93.94 #leaves = 40 max. depth = 11 -fold 4: acc. = 95.02 #leaves = 40 max. depth = 11 -fold 5: acc. = 94.37 #leaves = 40 max. depth = 10 -***1***0.9610389***2.3676920*** -***2***0.9610389***2.2094890*** -***3***0.9393939***2.1278860*** -***4***0.9502165***2.3813320*** -***5***0.9437229***2.4191410*** -accuracy = 95.11 #leaves = 38.00 max depth = 10.20 - +Pruned decision tree written to data/csv/statlog-image.csv.dt. +Unpruned decision tree written to data/csv/statlog-image.csv.dt.unpruned. +fold 1: acc. = 95.24 #leaves = 23 max. depth = 8 +fold 2: acc. = 94.81 #leaves = 56 max. depth = 16 +fold 3: acc. = 96.32 #leaves = 53 max. depth = 14 +fold 4: acc. = 98.27 #leaves = 58 max. depth = 17 +fold 5: acc. = 95.89 #leaves = 51 max. depth = 13 +accuracy = 96.10 #leaves = 48.20 max depth = 13.60 diff --git a/data/oc1output/statlog-image_23.txt b/data/oc1output/statlog-image_23.txt index 3e85a5b..3698234 100644 --- a/data/oc1output/statlog-image_23.txt +++ b/data/oc1output/statlog-image_23.txt @@ -5,17 +5,10 @@ Remapping class numbers: 0 To 5 3 To 6 4 To 7 -Pruned decision tree written to csv/statlog-image.csv.dt. -Unpruned decision tree written to csv/statlog-image.csv.dt.unpruned. -fold 1: acc. = 93.94 #leaves = 22 max. depth = 8 -fold 2: acc. = 95.45 #leaves = 43 max. depth = 10 -fold 3: acc. = 93.72 #leaves = 42 max. depth = 9 -fold 4: acc. = 92.64 #leaves = 39 max. depth = 10 -fold 5: acc. = 96.32 #leaves = 51 max. depth = 10 -***1***0.9393939***2.4417700*** -***2***0.9545454***2.3626430*** -***3***0.9372295***2.4230030*** -***4***0.9264069***2.2411780*** -***5***0.9632034***2.3545340*** -accuracy = 94.42 #leaves = 39.40 max depth = 9.40 - +Unpruned decision tree written to data/csv/statlog-image.csv.dt. +fold 1: acc. = 95.67 #leaves = 59 max. depth = 15 +fold 2: acc. = 95.02 #leaves = 52 max. depth = 11 +fold 3: acc. = 95.67 #leaves = 56 max. depth = 12 +fold 4: acc. = 93.29 #leaves = 57 max. depth = 13 +fold 5: acc. = 96.10 #leaves = 56 max. depth = 12 +accuracy = 95.15 #leaves = 56.00 max depth = 12.60 diff --git a/data/oc1output/statlog-image_31.txt b/data/oc1output/statlog-image_31.txt index 2a16999..646ea4c 100644 --- a/data/oc1output/statlog-image_31.txt +++ b/data/oc1output/statlog-image_31.txt @@ -5,17 +5,11 @@ Remapping class numbers: 0 To 5 3 To 6 4 To 7 -Pruned decision tree written to csv/statlog-image.csv.dt. -Unpruned decision tree written to csv/statlog-image.csv.dt.unpruned. -fold 1: acc. = 93.51 #leaves = 35 max. depth = 10 -fold 2: acc. = 94.16 #leaves = 36 max. depth = 10 -fold 3: acc. = 95.45 #leaves = 51 max. depth = 13 -fold 4: acc. = 94.37 #leaves = 54 max. depth = 10 -fold 5: acc. = 94.59 #leaves = 46 max. depth = 11 -***1***0.9350649***2.4019470*** -***2***0.9415585***2.0735390*** -***3***0.9545454***2.4792930*** -***4***0.9437229***2.5221410*** -***5***0.9458874***2.3092030*** -accuracy = 94.42 #leaves = 44.40 max depth = 10.80 - +Pruned decision tree written to data/csv/statlog-image.csv.dt. +Unpruned decision tree written to data/csv/statlog-image.csv.dt.unpruned. +fold 1: acc. = 95.02 #leaves = 26 max. depth = 10 +fold 2: acc. = 95.89 #leaves = 57 max. depth = 13 +fold 3: acc. = 95.02 #leaves = 62 max. depth = 14 +fold 4: acc. = 97.19 #leaves = 59 max. depth = 13 +fold 5: acc. = 96.32 #leaves = 63 max. depth = 17 +accuracy = 95.89 #leaves = 53.40 max depth = 13.40 diff --git a/data/oc1output/statlog-image_57.txt b/data/oc1output/statlog-image_57.txt index fd1ec8a..40a709a 100644 --- a/data/oc1output/statlog-image_57.txt +++ b/data/oc1output/statlog-image_57.txt @@ -5,17 +5,11 @@ Remapping class numbers: 0 To 5 3 To 6 4 To 7 -Pruned decision tree written to csv/statlog-image.csv.dt. -Unpruned decision tree written to csv/statlog-image.csv.dt.unpruned. -fold 1: acc. = 95.45 #leaves = 35 max. depth = 9 -fold 2: acc. = 94.37 #leaves = 42 max. depth = 14 -fold 3: acc. = 96.97 #leaves = 49 max. depth = 10 -fold 4: acc. = 94.16 #leaves = 43 max. depth = 11 -fold 5: acc. = 93.51 #leaves = 50 max. depth = 11 -***1***0.9545454***2.5125070*** -***2***0.9437229***2.4309380*** -***3***0.9696969***2.4306630*** -***4***0.9415585***2.4686160*** -***5***0.9350649***2.5262180*** -accuracy = 94.89 #leaves = 43.80 max depth = 11.00 - +Pruned decision tree written to data/csv/statlog-image.csv.dt. +Unpruned decision tree written to data/csv/statlog-image.csv.dt.unpruned. +fold 1: acc. = 96.97 #leaves = 46 max. depth = 12 +fold 2: acc. = 95.45 #leaves = 56 max. depth = 15 +fold 3: acc. = 96.75 #leaves = 57 max. depth = 12 +fold 4: acc. = 93.07 #leaves = 57 max. depth = 13 +fold 5: acc. = 95.45 #leaves = 60 max. depth = 14 +accuracy = 95.54 #leaves = 55.20 max depth = 13.20 diff --git a/data/oc1output/statlog-image_7.txt b/data/oc1output/statlog-image_7.txt index 3e9fe79..0dab4ba 100644 --- a/data/oc1output/statlog-image_7.txt +++ b/data/oc1output/statlog-image_7.txt @@ -5,17 +5,11 @@ Remapping class numbers: 0 To 5 3 To 6 4 To 7 -Pruned decision tree written to csv/statlog-image.csv.dt. -Unpruned decision tree written to csv/statlog-image.csv.dt.unpruned. -fold 1: acc. = 97.19 #leaves = 42 max. depth = 9 -fold 2: acc. = 96.32 #leaves = 42 max. depth = 12 -fold 3: acc. = 95.02 #leaves = 42 max. depth = 10 -fold 4: acc. = 95.24 #leaves = 39 max. depth = 12 -fold 5: acc. = 94.81 #leaves = 44 max. depth = 10 -***1***0.9718615***2.2323850*** -***2***0.9632034***2.2349670*** -***3***0.9502165***2.4347950*** -***4***0.9523810***2.3484900*** -***5***0.9480519***2.3664730*** -accuracy = 95.71 #leaves = 41.80 max depth = 10.60 - +Pruned decision tree written to data/csv/statlog-image.csv.dt. +Unpruned decision tree written to data/csv/statlog-image.csv.dt.unpruned. +fold 1: acc. = 93.94 #leaves = 14 max. depth = 6 +fold 2: acc. = 97.19 #leaves = 66 max. depth = 15 +fold 3: acc. = 94.59 #leaves = 48 max. depth = 11 +fold 4: acc. = 94.81 #leaves = 53 max. depth = 13 +fold 5: acc. = 97.62 #leaves = 59 max. depth = 13 +accuracy = 95.63 #leaves = 48.00 max depth = 11.60 diff --git a/data/oc1output/statlog-image_79.txt b/data/oc1output/statlog-image_79.txt index 199af37..3ddc869 100644 --- a/data/oc1output/statlog-image_79.txt +++ b/data/oc1output/statlog-image_79.txt @@ -5,17 +5,11 @@ Remapping class numbers: 0 To 5 3 To 6 4 To 7 -Pruned decision tree written to csv/statlog-image.csv.dt. -Unpruned decision tree written to csv/statlog-image.csv.dt.unpruned. -fold 1: acc. = 95.45 #leaves = 24 max. depth = 8 -fold 2: acc. = 94.81 #leaves = 39 max. depth = 9 -fold 3: acc. = 94.37 #leaves = 51 max. depth = 11 -fold 4: acc. = 95.67 #leaves = 45 max. depth = 10 -fold 5: acc. = 95.89 #leaves = 39 max. depth = 10 -***1***0.9545454***2.2992750*** -***2***0.9480519***2.4127510*** -***3***0.9437229***2.7019160*** -***4***0.9567100***2.3662440*** -***5***0.9588745***2.1285360*** -accuracy = 95.24 #leaves = 39.60 max depth = 9.60 - +Pruned decision tree written to data/csv/statlog-image.csv.dt. +Unpruned decision tree written to data/csv/statlog-image.csv.dt.unpruned. +fold 1: acc. = 95.02 #leaves = 52 max. depth = 11 +fold 2: acc. = 95.67 #leaves = 50 max. depth = 11 +fold 3: acc. = 96.32 #leaves = 60 max. depth = 12 +fold 4: acc. = 95.45 #leaves = 53 max. depth = 11 +fold 5: acc. = 96.32 #leaves = 61 max. depth = 14 +accuracy = 95.76 #leaves = 55.20 max depth = 11.80 diff --git a/data/oc1output/statlog-image_83.txt b/data/oc1output/statlog-image_83.txt index 3a9be4d..b4dede2 100644 --- a/data/oc1output/statlog-image_83.txt +++ b/data/oc1output/statlog-image_83.txt @@ -5,17 +5,11 @@ Remapping class numbers: 0 To 5 3 To 6 4 To 7 -Pruned decision tree written to csv/statlog-image.csv.dt. -Unpruned decision tree written to csv/statlog-image.csv.dt.unpruned. -fold 1: acc. = 95.89 #leaves = 43 max. depth = 14 -fold 2: acc. = 94.81 #leaves = 51 max. depth = 10 -fold 3: acc. = 93.51 #leaves = 44 max. depth = 12 -fold 4: acc. = 95.45 #leaves = 43 max. depth = 11 -fold 5: acc. = 95.89 #leaves = 47 max. depth = 13 -***1***0.9588745***2.2299740*** -***2***0.9480519***2.5105120*** -***3***0.9350649***2.3735650*** -***4***0.9545454***2.4472460*** -***5***0.9588745***2.4027080*** -accuracy = 95.11 #leaves = 45.60 max depth = 12.00 - +Pruned decision tree written to data/csv/statlog-image.csv.dt. +Unpruned decision tree written to data/csv/statlog-image.csv.dt.unpruned. +fold 1: acc. = 96.54 #leaves = 50 max. depth = 12 +fold 2: acc. = 96.75 #leaves = 60 max. depth = 12 +fold 3: acc. = 94.37 #leaves = 62 max. depth = 13 +fold 4: acc. = 96.32 #leaves = 58 max. depth = 14 +fold 5: acc. = 95.24 #leaves = 59 max. depth = 12 +accuracy = 95.84 #leaves = 57.80 max depth = 12.60 diff --git a/data/oc1output/statlog-image_97.txt b/data/oc1output/statlog-image_97.txt index db00b2b..b137adb 100644 --- a/data/oc1output/statlog-image_97.txt +++ b/data/oc1output/statlog-image_97.txt @@ -5,17 +5,11 @@ Remapping class numbers: 0 To 5 3 To 6 4 To 7 -Pruned decision tree written to csv/statlog-image.csv.dt. -Unpruned decision tree written to csv/statlog-image.csv.dt.unpruned. -fold 1: acc. = 95.45 #leaves = 22 max. depth = 7 -fold 2: acc. = 95.24 #leaves = 44 max. depth = 8 -fold 3: acc. = 94.81 #leaves = 44 max. depth = 10 -fold 4: acc. = 95.24 #leaves = 43 max. depth = 10 -fold 5: acc. = 95.45 #leaves = 37 max. depth = 8 -***1***0.9545454***2.4206260*** -***2***0.9523810***2.2534900*** -***3***0.9480519***2.1659700*** -***4***0.9523810***2.4512040*** -***5***0.9545454***2.1830530*** -accuracy = 95.24 #leaves = 38.00 max depth = 8.60 - +Pruned decision tree written to data/csv/statlog-image.csv.dt. +Unpruned decision tree written to data/csv/statlog-image.csv.dt.unpruned. +fold 1: acc. = 94.59 #leaves = 15 max. depth = 6 +fold 2: acc. = 95.45 #leaves = 57 max. depth = 14 +fold 3: acc. = 95.45 #leaves = 53 max. depth = 14 +fold 4: acc. = 94.81 #leaves = 51 max. depth = 13 +fold 5: acc. = 96.10 #leaves = 63 max. depth = 12 +accuracy = 95.28 #leaves = 47.80 max depth = 11.80 diff --git a/data/oc1output/statlog-vehicle_1.txt b/data/oc1output/statlog-vehicle_1.txt index dea05cc..ac8759d 100644 --- a/data/oc1output/statlog-vehicle_1.txt +++ b/data/oc1output/statlog-vehicle_1.txt @@ -2,17 +2,11 @@ Remapping class numbers: 3 To 1 0 To 3 1 To 4 -Pruned decision tree written to csv/statlog-vehicle.csv.dt. -Unpruned decision tree written to csv/statlog-vehicle.csv.dt.unpruned. -fold 1: acc. = 70.41 #leaves = 5 max. depth = 3 -fold 2: acc. = 76.92 #leaves = 76 max. depth = 16 -fold 3: acc. = 69.23 #leaves = 73 max. depth = 14 -fold 4: acc. = 66.27 #leaves = 76 max. depth = 13 -fold 5: acc. = 68.82 #leaves = 85 max. depth = 13 -***1***0.7041420***0.8472510*** -***2***0.7692308***0.8743190*** -***3***0.6923077***0.8426180*** -***4***0.6627219***0.7855330*** -***5***0.6882353***0.9009260*** -accuracy = 70.33 #leaves = 63.00 max depth = 11.80 - +Pruned decision tree written to data/csv/statlog-vehicle.csv.dt. +Unpruned decision tree written to data/csv/statlog-vehicle.csv.dt.unpruned. +fold 1: acc. = 69.23 #leaves = 77 max. depth = 11 +fold 2: acc. = 71.01 #leaves = 98 max. depth = 14 +fold 3: acc. = 72.19 #leaves = 87 max. depth = 13 +fold 4: acc. = 66.27 #leaves = 98 max. depth = 13 +fold 5: acc. = 72.94 #leaves = 89 max. depth = 14 +accuracy = 70.33 #leaves = 89.80 max depth = 13.00 diff --git a/data/oc1output/statlog-vehicle_17.txt b/data/oc1output/statlog-vehicle_17.txt index eb18f2e..d9c2bba 100644 --- a/data/oc1output/statlog-vehicle_17.txt +++ b/data/oc1output/statlog-vehicle_17.txt @@ -2,17 +2,11 @@ Remapping class numbers: 3 To 1 0 To 3 1 To 4 -Pruned decision tree written to csv/statlog-vehicle.csv.dt. -Unpruned decision tree written to csv/statlog-vehicle.csv.dt.unpruned. -fold 1: acc. = 71.01 #leaves = 28 max. depth = 9 -fold 2: acc. = 65.68 #leaves = 73 max. depth = 12 -fold 3: acc. = 68.05 #leaves = 76 max. depth = 13 -fold 4: acc. = 66.86 #leaves = 82 max. depth = 13 -fold 5: acc. = 78.24 #leaves = 81 max. depth = 11 -***1***0.7100592***0.8246410*** -***2***0.6568047***0.8624660*** -***3***0.6804734***0.8547690*** -***4***0.6686391***0.8361360*** -***5***0.7823529***0.7486190*** -accuracy = 69.98 #leaves = 68.00 max depth = 11.60 - +Pruned decision tree written to data/csv/statlog-vehicle.csv.dt. +Unpruned decision tree written to data/csv/statlog-vehicle.csv.dt.unpruned. +fold 1: acc. = 65.09 #leaves = 12 max. depth = 5 +fold 2: acc. = 64.50 #leaves = 92 max. depth = 18 +fold 3: acc. = 65.68 #leaves = 93 max. depth = 20 +fold 4: acc. = 57.99 #leaves = 96 max. depth = 16 +fold 5: acc. = 68.24 #leaves = 90 max. depth = 13 +accuracy = 64.30 #leaves = 76.60 max depth = 14.40 diff --git a/data/oc1output/statlog-vehicle_1714.txt b/data/oc1output/statlog-vehicle_1714.txt index 709e187..0969181 100644 --- a/data/oc1output/statlog-vehicle_1714.txt +++ b/data/oc1output/statlog-vehicle_1714.txt @@ -2,17 +2,11 @@ Remapping class numbers: 3 To 1 0 To 3 1 To 4 -Pruned decision tree written to csv/statlog-vehicle.csv.dt. -Unpruned decision tree written to csv/statlog-vehicle.csv.dt.unpruned. -fold 1: acc. = 63.31 #leaves = 6 max. depth = 4 -fold 2: acc. = 69.23 #leaves = 78 max. depth = 15 -fold 3: acc. = 75.15 #leaves = 71 max. depth = 12 -fold 4: acc. = 71.01 #leaves = 73 max. depth = 12 -fold 5: acc. = 71.18 #leaves = 76 max. depth = 12 -***1***0.6331361***0.9265310*** -***2***0.6923077***0.9754100*** -***3***0.7514793***0.8415150*** -***4***0.7100592***0.7568880*** -***5***0.7117647***0.7779950*** -accuracy = 69.98 #leaves = 60.80 max depth = 11.00 - +Pruned decision tree written to data/csv/statlog-vehicle.csv.dt. +Unpruned decision tree written to data/csv/statlog-vehicle.csv.dt.unpruned. +fold 1: acc. = 63.91 #leaves = 5 max. depth = 3 +fold 2: acc. = 68.64 #leaves = 99 max. depth = 12 +fold 3: acc. = 68.05 #leaves = 97 max. depth = 12 +fold 4: acc. = 71.60 #leaves = 85 max. depth = 13 +fold 5: acc. = 74.71 #leaves = 88 max. depth = 14 +accuracy = 69.39 #leaves = 74.80 max depth = 10.80 diff --git a/data/oc1output/statlog-vehicle_23.txt b/data/oc1output/statlog-vehicle_23.txt index 33817b2..9c744a5 100644 --- a/data/oc1output/statlog-vehicle_23.txt +++ b/data/oc1output/statlog-vehicle_23.txt @@ -2,17 +2,11 @@ Remapping class numbers: 3 To 1 0 To 3 1 To 4 -Pruned decision tree written to csv/statlog-vehicle.csv.dt. -Unpruned decision tree written to csv/statlog-vehicle.csv.dt.unpruned. -fold 1: acc. = 73.96 #leaves = 12 max. depth = 6 -fold 2: acc. = 69.82 #leaves = 73 max. depth = 12 -fold 3: acc. = 72.19 #leaves = 69 max. depth = 13 -fold 4: acc. = 61.54 #leaves = 77 max. depth = 14 -fold 5: acc. = 69.41 #leaves = 72 max. depth = 11 -***1***0.7396450***0.8334630*** -***2***0.6982248***0.8684140*** -***3***0.7218935***0.9900460*** -***4***0.6153846***0.8782820*** -***5***0.6941177***0.8595980*** -accuracy = 69.39 #leaves = 60.60 max depth = 11.20 - +Pruned decision tree written to data/csv/statlog-vehicle.csv.dt. +Unpruned decision tree written to data/csv/statlog-vehicle.csv.dt.unpruned. +fold 1: acc. = 71.60 #leaves = 12 max. depth = 8 +fold 2: acc. = 65.09 #leaves = 94 max. depth = 14 +fold 3: acc. = 69.82 #leaves = 99 max. depth = 13 +fold 4: acc. = 68.05 #leaves = 86 max. depth = 12 +fold 5: acc. = 67.06 #leaves = 89 max. depth = 14 +accuracy = 68.32 #leaves = 76.00 max depth = 12.20 diff --git a/data/oc1output/statlog-vehicle_31.txt b/data/oc1output/statlog-vehicle_31.txt index 907db02..9adbdde 100644 --- a/data/oc1output/statlog-vehicle_31.txt +++ b/data/oc1output/statlog-vehicle_31.txt @@ -2,17 +2,11 @@ Remapping class numbers: 3 To 1 0 To 3 1 To 4 -Pruned decision tree written to csv/statlog-vehicle.csv.dt. -Unpruned decision tree written to csv/statlog-vehicle.csv.dt.unpruned. -fold 1: acc. = 73.37 #leaves = 23 max. depth = 8 -fold 2: acc. = 66.27 #leaves = 73 max. depth = 11 -fold 3: acc. = 73.37 #leaves = 81 max. depth = 12 -fold 4: acc. = 66.86 #leaves = 69 max. depth = 11 -fold 5: acc. = 68.82 #leaves = 68 max. depth = 11 -***1***0.7337278***0.8897010*** -***2***0.6627219***0.8195750*** -***3***0.7337278***0.8919320*** -***4***0.6686391***0.8499360*** -***5***0.6882353***0.8533410*** -accuracy = 69.74 #leaves = 62.80 max depth = 10.60 - +Pruned decision tree written to data/csv/statlog-vehicle.csv.dt. +Unpruned decision tree written to data/csv/statlog-vehicle.csv.dt.unpruned. +fold 1: acc. = 68.05 #leaves = 92 max. depth = 18 +fold 2: acc. = 66.86 #leaves = 80 max. depth = 14 +fold 3: acc. = 69.23 #leaves = 88 max. depth = 13 +fold 4: acc. = 73.37 #leaves = 80 max. depth = 13 +fold 5: acc. = 74.71 #leaves = 81 max. depth = 15 +accuracy = 70.45 #leaves = 84.20 max depth = 14.60 diff --git a/data/oc1output/statlog-vehicle_57.txt b/data/oc1output/statlog-vehicle_57.txt index 7ffca51..0ae5260 100644 --- a/data/oc1output/statlog-vehicle_57.txt +++ b/data/oc1output/statlog-vehicle_57.txt @@ -2,17 +2,11 @@ Remapping class numbers: 3 To 1 0 To 3 1 To 4 -Pruned decision tree written to csv/statlog-vehicle.csv.dt. -Unpruned decision tree written to csv/statlog-vehicle.csv.dt.unpruned. -fold 1: acc. = 72.19 #leaves = 15 max. depth = 6 -fold 2: acc. = 70.41 #leaves = 78 max. depth = 13 -fold 3: acc. = 65.09 #leaves = 79 max. depth = 12 -fold 4: acc. = 75.15 #leaves = 67 max. depth = 12 -fold 5: acc. = 74.12 #leaves = 71 max. depth = 14 -***1***0.7218935***0.8901680*** -***2***0.7041420***0.8403640*** -***3***0.6508876***0.9209530*** -***4***0.7514793***0.8055160*** -***5***0.7411764***0.8480580*** -accuracy = 71.39 #leaves = 62.00 max depth = 11.40 - +Pruned decision tree written to data/csv/statlog-vehicle.csv.dt. +Unpruned decision tree written to data/csv/statlog-vehicle.csv.dt.unpruned. +fold 1: acc. = 71.01 #leaves = 18 max. depth = 8 +fold 2: acc. = 68.64 #leaves = 90 max. depth = 15 +fold 3: acc. = 66.86 #leaves = 88 max. depth = 14 +fold 4: acc. = 65.09 #leaves = 96 max. depth = 12 +fold 5: acc. = 74.12 #leaves = 89 max. depth = 12 +accuracy = 69.15 #leaves = 76.20 max depth = 12.20 diff --git a/data/oc1output/statlog-vehicle_7.txt b/data/oc1output/statlog-vehicle_7.txt index 6daae7f..0c2c736 100644 --- a/data/oc1output/statlog-vehicle_7.txt +++ b/data/oc1output/statlog-vehicle_7.txt @@ -2,17 +2,11 @@ Remapping class numbers: 3 To 1 0 To 3 1 To 4 -Pruned decision tree written to csv/statlog-vehicle.csv.dt. -Unpruned decision tree written to csv/statlog-vehicle.csv.dt.unpruned. -fold 1: acc. = 75.74 #leaves = 21 max. depth = 8 -fold 2: acc. = 69.82 #leaves = 79 max. depth = 15 -fold 3: acc. = 72.19 #leaves = 71 max. depth = 13 -fold 4: acc. = 69.82 #leaves = 72 max. depth = 12 -fold 5: acc. = 76.47 #leaves = 82 max. depth = 12 -***1***0.7573965***0.8100030*** -***2***0.6982248***0.9204820*** -***3***0.7218935***0.8976570*** -***4***0.6982248***0.8490280*** -***5***0.7647059***0.9087910*** -accuracy = 72.81 #leaves = 65.00 max depth = 12.00 - +Pruned decision tree written to data/csv/statlog-vehicle.csv.dt. +Unpruned decision tree written to data/csv/statlog-vehicle.csv.dt.unpruned. +fold 1: acc. = 71.60 #leaves = 32 max. depth = 11 +fold 2: acc. = 72.19 #leaves = 90 max. depth = 14 +fold 3: acc. = 71.60 #leaves = 78 max. depth = 16 +fold 4: acc. = 62.72 #leaves = 95 max. depth = 12 +fold 5: acc. = 71.76 #leaves = 88 max. depth = 14 +accuracy = 69.98 #leaves = 76.60 max depth = 13.40 diff --git a/data/oc1output/statlog-vehicle_79.txt b/data/oc1output/statlog-vehicle_79.txt index 5c89bb7..727dfaa 100644 --- a/data/oc1output/statlog-vehicle_79.txt +++ b/data/oc1output/statlog-vehicle_79.txt @@ -2,16 +2,11 @@ Remapping class numbers: 3 To 1 0 To 3 1 To 4 -Unpruned decision tree written to csv/statlog-vehicle.csv.dt. -fold 1: acc. = 71.01 #leaves = 77 max. depth = 12 -fold 2: acc. = 75.74 #leaves = 66 max. depth = 15 -fold 3: acc. = 73.37 #leaves = 72 max. depth = 11 -fold 4: acc. = 75.15 #leaves = 72 max. depth = 12 -fold 5: acc. = 74.12 #leaves = 68 max. depth = 12 -***1***0.7100592***0.6819730*** -***2***0.7573965***0.9121940*** -***3***0.7337278***0.8201180*** -***4***0.7514793***0.9793830*** -***5***0.7411764***0.8873910*** -accuracy = 73.88 #leaves = 71.00 max depth = 12.40 - +Pruned decision tree written to data/csv/statlog-vehicle.csv.dt. +Unpruned decision tree written to data/csv/statlog-vehicle.csv.dt.unpruned. +fold 1: acc. = 63.31 #leaves = 26 max. depth = 9 +fold 2: acc. = 68.05 #leaves = 97 max. depth = 13 +fold 3: acc. = 62.13 #leaves = 89 max. depth = 13 +fold 4: acc. = 66.27 #leaves = 91 max. depth = 15 +fold 5: acc. = 72.94 #leaves = 92 max. depth = 12 +accuracy = 66.55 #leaves = 79.00 max depth = 12.40 diff --git a/data/oc1output/statlog-vehicle_83.txt b/data/oc1output/statlog-vehicle_83.txt index 7c484d0..2ebc304 100644 --- a/data/oc1output/statlog-vehicle_83.txt +++ b/data/oc1output/statlog-vehicle_83.txt @@ -2,17 +2,11 @@ Remapping class numbers: 3 To 1 0 To 3 1 To 4 -Pruned decision tree written to csv/statlog-vehicle.csv.dt. -Unpruned decision tree written to csv/statlog-vehicle.csv.dt.unpruned. -fold 1: acc. = 76.33 #leaves = 18 max. depth = 5 -fold 2: acc. = 72.78 #leaves = 77 max. depth = 13 -fold 3: acc. = 67.46 #leaves = 77 max. depth = 13 -fold 4: acc. = 66.27 #leaves = 71 max. depth = 12 -fold 5: acc. = 69.41 #leaves = 72 max. depth = 10 -***1***0.7633136***0.8370610*** -***2***0.7278107***0.8398100*** -***3***0.6745562***0.8903380*** -***4***0.6627219***0.8567790*** -***5***0.6941177***0.8033630*** -accuracy = 70.45 #leaves = 63.00 max depth = 10.60 - +Pruned decision tree written to data/csv/statlog-vehicle.csv.dt. +Unpruned decision tree written to data/csv/statlog-vehicle.csv.dt.unpruned. +fold 1: acc. = 60.95 #leaves = 9 max. depth = 6 +fold 2: acc. = 70.41 #leaves = 84 max. depth = 15 +fold 3: acc. = 69.23 #leaves = 88 max. depth = 14 +fold 4: acc. = 71.01 #leaves = 90 max. depth = 16 +fold 5: acc. = 65.88 #leaves = 98 max. depth = 13 +accuracy = 67.49 #leaves = 73.80 max depth = 12.80 diff --git a/data/oc1output/statlog-vehicle_97.txt b/data/oc1output/statlog-vehicle_97.txt index 4a220ab..e8a3af1 100644 --- a/data/oc1output/statlog-vehicle_97.txt +++ b/data/oc1output/statlog-vehicle_97.txt @@ -2,17 +2,11 @@ Remapping class numbers: 3 To 1 0 To 3 1 To 4 -Pruned decision tree written to csv/statlog-vehicle.csv.dt. -Unpruned decision tree written to csv/statlog-vehicle.csv.dt.unpruned. -fold 1: acc. = 71.60 #leaves = 60 max. depth = 12 -fold 2: acc. = 67.46 #leaves = 80 max. depth = 13 -fold 3: acc. = 70.41 #leaves = 78 max. depth = 13 -fold 4: acc. = 73.37 #leaves = 67 max. depth = 11 -fold 5: acc. = 70.00 #leaves = 76 max. depth = 12 -***1***0.7159764***0.8531780*** -***2***0.6745562***0.8719350*** -***3***0.7041420***0.9045010*** -***4***0.7337278***0.7763240*** -***5***0.7000000***0.9357680*** -accuracy = 70.57 #leaves = 72.20 max depth = 12.20 - +Pruned decision tree written to data/csv/statlog-vehicle.csv.dt. +Unpruned decision tree written to data/csv/statlog-vehicle.csv.dt.unpruned. +fold 1: acc. = 66.27 #leaves = 10 max. depth = 4 +fold 2: acc. = 75.15 #leaves = 95 max. depth = 14 +fold 3: acc. = 72.19 #leaves = 81 max. depth = 12 +fold 4: acc. = 71.01 #leaves = 91 max. depth = 13 +fold 5: acc. = 65.29 #leaves = 91 max. depth = 16 +accuracy = 69.98 #leaves = 73.60 max depth = 11.80 diff --git a/data/oc1output/synthetic-control_1.txt b/data/oc1output/synthetic-control_1.txt index c38144a..a6a540d 100644 --- a/data/oc1output/synthetic-control_1.txt +++ b/data/oc1output/synthetic-control_1.txt @@ -5,17 +5,11 @@ Remapping class numbers: 3 To 4 4 To 5 5 To 6 -Pruned decision tree written to csv/synthetic-control.csv.dt. -Unpruned decision tree written to csv/synthetic-control.csv.dt.unpruned. -fold 1: acc. = 83.33 #leaves = 11 max. depth = 5 -fold 2: acc. = 91.67 #leaves = 24 max. depth = 9 -fold 3: acc. = 84.17 #leaves = 22 max. depth = 6 -fold 4: acc. = 85.00 #leaves = 22 max. depth = 7 -fold 5: acc. = 93.33 #leaves = 20 max. depth = 7 -***1***0.8333334***1.5875900*** -***2***0.9166666***1.4887820*** -***3***0.8416666***1.5449180*** -***4***0.8500000***1.5015530*** -***5***0.9333333***1.5402990*** -accuracy = 87.50 #leaves = 19.80 max depth = 6.80 - +Pruned decision tree written to data/csv/synthetic-control.csv.dt. +Unpruned decision tree written to data/csv/synthetic-control.csv.dt.unpruned. +fold 1: acc. = 89.17 #leaves = 15 max. depth = 7 +fold 2: acc. = 88.33 #leaves = 26 max. depth = 6 +fold 3: acc. = 80.83 #leaves = 25 max. depth = 7 +fold 4: acc. = 89.17 #leaves = 24 max. depth = 9 +fold 5: acc. = 84.17 #leaves = 23 max. depth = 7 +accuracy = 86.33 #leaves = 22.60 max depth = 7.20 diff --git a/data/oc1output/synthetic-control_17.txt b/data/oc1output/synthetic-control_17.txt index 6a94691..4d1236c 100644 --- a/data/oc1output/synthetic-control_17.txt +++ b/data/oc1output/synthetic-control_17.txt @@ -5,17 +5,11 @@ Remapping class numbers: 3 To 4 4 To 5 5 To 6 -Pruned decision tree written to csv/synthetic-control.csv.dt. -Unpruned decision tree written to csv/synthetic-control.csv.dt.unpruned. -fold 1: acc. = 76.67 #leaves = 10 max. depth = 5 -fold 2: acc. = 88.33 #leaves = 22 max. depth = 6 -fold 3: acc. = 80.83 #leaves = 22 max. depth = 6 -fold 4: acc. = 82.50 #leaves = 19 max. depth = 7 -fold 5: acc. = 91.67 #leaves = 21 max. depth = 6 -***1***0.7666667***1.3688370*** -***2***0.8833334***1.4039510*** -***3***0.8083333***1.5357090*** -***4***0.8250000***1.3429950*** -***5***0.9166666***1.4693670*** -accuracy = 84.00 #leaves = 18.80 max depth = 6.00 - +Pruned decision tree written to data/csv/synthetic-control.csv.dt. +Unpruned decision tree written to data/csv/synthetic-control.csv.dt.unpruned. +fold 1: acc. = 85.00 #leaves = 12 max. depth = 5 +fold 2: acc. = 95.00 #leaves = 24 max. depth = 8 +fold 3: acc. = 86.67 #leaves = 21 max. depth = 8 +fold 4: acc. = 85.00 #leaves = 26 max. depth = 7 +fold 5: acc. = 90.00 #leaves = 28 max. depth = 7 +accuracy = 88.33 #leaves = 22.20 max depth = 7.00 diff --git a/data/oc1output/synthetic-control_1714.txt b/data/oc1output/synthetic-control_1714.txt index 18517a1..c25eaa8 100644 --- a/data/oc1output/synthetic-control_1714.txt +++ b/data/oc1output/synthetic-control_1714.txt @@ -5,17 +5,11 @@ Remapping class numbers: 3 To 4 4 To 5 5 To 6 -Pruned decision tree written to csv/synthetic-control.csv.dt. -Unpruned decision tree written to csv/synthetic-control.csv.dt.unpruned. -fold 1: acc. = 87.50 #leaves = 17 max. depth = 6 -fold 2: acc. = 80.00 #leaves = 26 max. depth = 8 -fold 3: acc. = 85.00 #leaves = 23 max. depth = 7 -fold 4: acc. = 85.00 #leaves = 22 max. depth = 7 -fold 5: acc. = 86.67 #leaves = 24 max. depth = 8 -***1***0.8750000***1.3577660*** -***2***0.8000000***1.3135420*** -***3***0.8500000***1.3319720*** -***4***0.8500000***1.3909030*** -***5***0.8666666***1.3851520*** -accuracy = 84.83 #leaves = 22.40 max depth = 7.20 - +Pruned decision tree written to data/csv/synthetic-control.csv.dt. +Unpruned decision tree written to data/csv/synthetic-control.csv.dt.unpruned. +fold 1: acc. = 85.83 #leaves = 10 max. depth = 5 +fold 2: acc. = 83.33 #leaves = 27 max. depth = 9 +fold 3: acc. = 84.17 #leaves = 27 max. depth = 8 +fold 4: acc. = 91.67 #leaves = 28 max. depth = 8 +fold 5: acc. = 87.50 #leaves = 21 max. depth = 6 +accuracy = 86.50 #leaves = 22.60 max depth = 7.20 diff --git a/data/oc1output/synthetic-control_23.txt b/data/oc1output/synthetic-control_23.txt index 1d96d3a..bd2f8b7 100644 --- a/data/oc1output/synthetic-control_23.txt +++ b/data/oc1output/synthetic-control_23.txt @@ -5,17 +5,11 @@ Remapping class numbers: 3 To 4 4 To 5 5 To 6 -Pruned decision tree written to csv/synthetic-control.csv.dt. -Unpruned decision tree written to csv/synthetic-control.csv.dt.unpruned. -fold 1: acc. = 83.33 #leaves = 20 max. depth = 5 -fold 2: acc. = 92.50 #leaves = 24 max. depth = 6 -fold 3: acc. = 86.67 #leaves = 22 max. depth = 6 -fold 4: acc. = 85.00 #leaves = 25 max. depth = 8 -fold 5: acc. = 91.67 #leaves = 25 max. depth = 7 -***1***0.8333334***1.3137330*** -***2***0.9250000***1.3567090*** -***3***0.8666666***1.3577760*** -***4***0.8500000***1.4424720*** -***5***0.9166666***1.5064150*** -accuracy = 87.83 #leaves = 23.20 max depth = 6.40 - +Pruned decision tree written to data/csv/synthetic-control.csv.dt. +Unpruned decision tree written to data/csv/synthetic-control.csv.dt.unpruned. +fold 1: acc. = 86.67 #leaves = 12 max. depth = 5 +fold 2: acc. = 87.50 #leaves = 24 max. depth = 7 +fold 3: acc. = 89.17 #leaves = 27 max. depth = 8 +fold 4: acc. = 85.83 #leaves = 26 max. depth = 7 +fold 5: acc. = 90.00 #leaves = 26 max. depth = 10 +accuracy = 87.83 #leaves = 23.00 max depth = 7.40 diff --git a/data/oc1output/synthetic-control_31.txt b/data/oc1output/synthetic-control_31.txt index 5a2393e..0300532 100644 --- a/data/oc1output/synthetic-control_31.txt +++ b/data/oc1output/synthetic-control_31.txt @@ -5,17 +5,11 @@ Remapping class numbers: 3 To 4 4 To 5 5 To 6 -Pruned decision tree written to csv/synthetic-control.csv.dt. -Unpruned decision tree written to csv/synthetic-control.csv.dt.unpruned. -fold 1: acc. = 87.50 #leaves = 18 max. depth = 6 -fold 2: acc. = 88.33 #leaves = 25 max. depth = 6 -fold 3: acc. = 85.00 #leaves = 23 max. depth = 8 -fold 4: acc. = 87.50 #leaves = 24 max. depth = 7 -fold 5: acc. = 84.17 #leaves = 22 max. depth = 7 -***1***0.8750000***1.3092110*** -***2***0.8833334***1.3843370*** -***3***0.8500000***1.2532510*** -***4***0.8750000***1.3918490*** -***5***0.8416666***1.2659620*** -accuracy = 86.50 #leaves = 22.40 max depth = 6.80 - +Pruned decision tree written to data/csv/synthetic-control.csv.dt. +Unpruned decision tree written to data/csv/synthetic-control.csv.dt.unpruned. +fold 1: acc. = 85.00 #leaves = 15 max. depth = 6 +fold 2: acc. = 87.50 #leaves = 22 max. depth = 6 +fold 3: acc. = 91.67 #leaves = 24 max. depth = 6 +fold 4: acc. = 85.00 #leaves = 27 max. depth = 8 +fold 5: acc. = 87.50 #leaves = 25 max. depth = 8 +accuracy = 87.33 #leaves = 22.60 max depth = 6.80 diff --git a/data/oc1output/synthetic-control_57.txt b/data/oc1output/synthetic-control_57.txt index 92328f4..0771543 100644 --- a/data/oc1output/synthetic-control_57.txt +++ b/data/oc1output/synthetic-control_57.txt @@ -5,17 +5,11 @@ Remapping class numbers: 3 To 4 4 To 5 5 To 6 -Pruned decision tree written to csv/synthetic-control.csv.dt. -Unpruned decision tree written to csv/synthetic-control.csv.dt.unpruned. -fold 1: acc. = 89.17 #leaves = 20 max. depth = 7 -fold 2: acc. = 86.67 #leaves = 21 max. depth = 7 -fold 3: acc. = 80.83 #leaves = 25 max. depth = 7 -fold 4: acc. = 87.50 #leaves = 21 max. depth = 7 -fold 5: acc. = 87.50 #leaves = 21 max. depth = 7 -***1***0.8916667***1.4412610*** -***2***0.8666666***1.4976980*** -***3***0.8083333***1.4078730*** -***4***0.8750000***1.4215740*** -***5***0.8750000***1.4686040*** -accuracy = 86.33 #leaves = 21.60 max depth = 7.00 - +Pruned decision tree written to data/csv/synthetic-control.csv.dt. +Unpruned decision tree written to data/csv/synthetic-control.csv.dt.unpruned. +fold 1: acc. = 95.83 #leaves = 23 max. depth = 7 +fold 2: acc. = 90.00 #leaves = 25 max. depth = 9 +fold 3: acc. = 80.83 #leaves = 24 max. depth = 7 +fold 4: acc. = 87.50 #leaves = 24 max. depth = 7 +fold 5: acc. = 81.67 #leaves = 26 max. depth = 8 +accuracy = 87.17 #leaves = 24.40 max depth = 7.60 diff --git a/data/oc1output/synthetic-control_7.txt b/data/oc1output/synthetic-control_7.txt index 91d06ee..d8c59ed 100644 --- a/data/oc1output/synthetic-control_7.txt +++ b/data/oc1output/synthetic-control_7.txt @@ -5,17 +5,11 @@ Remapping class numbers: 3 To 4 4 To 5 5 To 6 -Pruned decision tree written to csv/synthetic-control.csv.dt. -Unpruned decision tree written to csv/synthetic-control.csv.dt.unpruned. -fold 1: acc. = 82.50 #leaves = 11 max. depth = 5 -fold 2: acc. = 89.17 #leaves = 22 max. depth = 8 -fold 3: acc. = 89.17 #leaves = 22 max. depth = 6 -fold 4: acc. = 84.17 #leaves = 28 max. depth = 8 -fold 5: acc. = 90.83 #leaves = 26 max. depth = 8 -***1***0.8250000***1.4792350*** -***2***0.8916667***1.4454730*** -***3***0.8916667***1.5449530*** -***4***0.8416666***1.4567370*** -***5***0.9083334***1.4451890*** -accuracy = 87.17 #leaves = 21.80 max depth = 7.00 - +Pruned decision tree written to data/csv/synthetic-control.csv.dt. +Unpruned decision tree written to data/csv/synthetic-control.csv.dt.unpruned. +fold 1: acc. = 80.83 #leaves = 15 max. depth = 5 +fold 2: acc. = 86.67 #leaves = 24 max. depth = 7 +fold 3: acc. = 89.17 #leaves = 21 max. depth = 7 +fold 4: acc. = 81.67 #leaves = 27 max. depth = 6 +fold 5: acc. = 84.17 #leaves = 30 max. depth = 8 +accuracy = 84.50 #leaves = 23.40 max depth = 6.60 diff --git a/data/oc1output/synthetic-control_79.txt b/data/oc1output/synthetic-control_79.txt index 5c99333..6fbc24b 100644 --- a/data/oc1output/synthetic-control_79.txt +++ b/data/oc1output/synthetic-control_79.txt @@ -5,17 +5,11 @@ Remapping class numbers: 3 To 4 4 To 5 5 To 6 -Pruned decision tree written to csv/synthetic-control.csv.dt. -Unpruned decision tree written to csv/synthetic-control.csv.dt.unpruned. -fold 1: acc. = 89.17 #leaves = 25 max. depth = 7 -fold 2: acc. = 84.17 #leaves = 23 max. depth = 7 -fold 3: acc. = 90.83 #leaves = 21 max. depth = 7 -fold 4: acc. = 86.67 #leaves = 23 max. depth = 6 -fold 5: acc. = 84.17 #leaves = 21 max. depth = 7 -***1***0.8916667***1.4156140*** -***2***0.8416666***1.4044290*** -***3***0.9083334***1.3662990*** -***4***0.8666666***1.3563680*** -***5***0.8416666***1.3950540*** -accuracy = 87.00 #leaves = 22.60 max depth = 6.80 - +Pruned decision tree written to data/csv/synthetic-control.csv.dt. +Unpruned decision tree written to data/csv/synthetic-control.csv.dt.unpruned. +fold 1: acc. = 90.83 #leaves = 13 max. depth = 5 +fold 2: acc. = 88.33 #leaves = 23 max. depth = 7 +fold 3: acc. = 85.83 #leaves = 26 max. depth = 6 +fold 4: acc. = 90.00 #leaves = 25 max. depth = 7 +fold 5: acc. = 86.67 #leaves = 26 max. depth = 8 +accuracy = 88.33 #leaves = 22.60 max depth = 6.60 diff --git a/data/oc1output/synthetic-control_83.txt b/data/oc1output/synthetic-control_83.txt index 91dd975..bbd502d 100644 --- a/data/oc1output/synthetic-control_83.txt +++ b/data/oc1output/synthetic-control_83.txt @@ -5,17 +5,11 @@ Remapping class numbers: 3 To 4 4 To 5 5 To 6 -Pruned decision tree written to csv/synthetic-control.csv.dt. -Unpruned decision tree written to csv/synthetic-control.csv.dt.unpruned. -fold 1: acc. = 89.17 #leaves = 15 max. depth = 5 -fold 2: acc. = 86.67 #leaves = 23 max. depth = 7 -fold 3: acc. = 85.83 #leaves = 24 max. depth = 7 -fold 4: acc. = 78.33 #leaves = 23 max. depth = 7 -fold 5: acc. = 88.33 #leaves = 25 max. depth = 8 -***1***0.8916667***1.5148400*** -***2***0.8666666***1.5083660*** -***3***0.8583333***1.3504220*** -***4***0.7833334***1.3823370*** -***5***0.8833334***1.3231850*** -accuracy = 85.67 #leaves = 22.00 max depth = 6.80 - +Pruned decision tree written to data/csv/synthetic-control.csv.dt. +Unpruned decision tree written to data/csv/synthetic-control.csv.dt.unpruned. +fold 1: acc. = 88.33 #leaves = 20 max. depth = 7 +fold 2: acc. = 87.50 #leaves = 27 max. depth = 6 +fold 3: acc. = 85.00 #leaves = 24 max. depth = 8 +fold 4: acc. = 81.67 #leaves = 25 max. depth = 7 +fold 5: acc. = 88.33 #leaves = 25 max. depth = 7 +accuracy = 86.17 #leaves = 24.20 max depth = 7.00 diff --git a/data/oc1output/synthetic-control_97.txt b/data/oc1output/synthetic-control_97.txt index 8125fb2..47bdfcb 100644 --- a/data/oc1output/synthetic-control_97.txt +++ b/data/oc1output/synthetic-control_97.txt @@ -5,16 +5,11 @@ Remapping class numbers: 3 To 4 4 To 5 5 To 6 -Unpruned decision tree written to csv/synthetic-control.csv.dt. -fold 1: acc. = 90.00 #leaves = 25 max. depth = 7 -fold 2: acc. = 83.33 #leaves = 20 max. depth = 6 -fold 3: acc. = 83.33 #leaves = 19 max. depth = 5 -fold 4: acc. = 91.67 #leaves = 22 max. depth = 7 -fold 5: acc. = 83.33 #leaves = 22 max. depth = 7 -***1***0.9000000***1.4997180*** -***2***0.8333334***1.3648130*** -***3***0.8333334***1.2809310*** -***4***0.9166666***1.4710130*** -***5***0.8333334***1.3622530*** -accuracy = 86.33 #leaves = 21.60 max depth = 6.40 - +Pruned decision tree written to data/csv/synthetic-control.csv.dt. +Unpruned decision tree written to data/csv/synthetic-control.csv.dt.unpruned. +fold 1: acc. = 85.00 #leaves = 11 max. depth = 5 +fold 2: acc. = 90.00 #leaves = 25 max. depth = 6 +fold 3: acc. = 85.00 #leaves = 26 max. depth = 8 +fold 4: acc. = 90.83 #leaves = 27 max. depth = 7 +fold 5: acc. = 89.17 #leaves = 24 max. depth = 8 +accuracy = 88.00 #leaves = 22.60 max depth = 6.80 diff --git a/data/oc1output/tic-tac-toe_1.txt b/data/oc1output/tic-tac-toe_1.txt index 55c7461..2f582b1 100644 --- a/data/oc1output/tic-tac-toe_1.txt +++ b/data/oc1output/tic-tac-toe_1.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/tic-tac-toe.csv.dt. -Unpruned decision tree written to csv/tic-tac-toe.csv.dt.unpruned. -fold 1: acc. = 95.81 #leaves = 23 max. depth = 8 -fold 2: acc. = 94.24 #leaves = 19 max. depth = 9 -fold 3: acc. = 95.29 #leaves = 29 max. depth = 9 -fold 4: acc. = 95.29 #leaves = 21 max. depth = 7 -fold 5: acc. = 94.85 #leaves = 15 max. depth = 8 -***1***0.9581152***0.4269380*** -***2***0.9424084***0.3176050*** -***3***0.9528795***0.4095800*** -***4***0.9528795***0.3243860*** -***5***0.9484536***0.2951070*** -accuracy = 95.09 #leaves = 21.40 max depth = 8.20 - +Pruned decision tree written to data/csv/tic-tac-toe.csv.dt. +Unpruned decision tree written to data/csv/tic-tac-toe.csv.dt.unpruned. +fold 1: acc. = 92.67 #leaves = 8 max. depth = 4 +fold 2: acc. = 96.86 #leaves = 17 max. depth = 11 +fold 3: acc. = 92.15 #leaves = 28 max. depth = 9 +fold 4: acc. = 93.72 #leaves = 25 max. depth = 9 +fold 5: acc. = 92.78 #leaves = 16 max. depth = 8 +accuracy = 93.63 #leaves = 18.80 max depth = 8.20 diff --git a/data/oc1output/tic-tac-toe_17.txt b/data/oc1output/tic-tac-toe_17.txt index e9bccc7..d503ab9 100644 --- a/data/oc1output/tic-tac-toe_17.txt +++ b/data/oc1output/tic-tac-toe_17.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/tic-tac-toe.csv.dt. -Unpruned decision tree written to csv/tic-tac-toe.csv.dt.unpruned. -fold 1: acc. = 96.86 #leaves = 10 max. depth = 4 -fold 2: acc. = 92.15 #leaves = 33 max. depth = 8 -fold 3: acc. = 94.24 #leaves = 18 max. depth = 8 -fold 4: acc. = 90.05 #leaves = 29 max. depth = 9 -fold 5: acc. = 91.24 #leaves = 30 max. depth = 8 -***1***0.9685863***0.4246160*** -***2***0.9214660***0.4390310*** -***3***0.9424084***0.3739790*** -***4***0.9005235***0.4511430*** -***5***0.9123712***0.3538230*** -accuracy = 92.90 #leaves = 24.00 max depth = 7.40 - +Pruned decision tree written to data/csv/tic-tac-toe.csv.dt. +Unpruned decision tree written to data/csv/tic-tac-toe.csv.dt.unpruned. +fold 1: acc. = 91.10 #leaves = 15 max. depth = 6 +fold 2: acc. = 94.24 #leaves = 25 max. depth = 11 +fold 3: acc. = 93.19 #leaves = 22 max. depth = 9 +fold 4: acc. = 93.19 #leaves = 22 max. depth = 9 +fold 5: acc. = 90.72 #leaves = 27 max. depth = 10 +accuracy = 92.48 #leaves = 22.20 max depth = 9.00 diff --git a/data/oc1output/tic-tac-toe_1714.txt b/data/oc1output/tic-tac-toe_1714.txt index 4b1ff7b..dfe3ba8 100644 --- a/data/oc1output/tic-tac-toe_1714.txt +++ b/data/oc1output/tic-tac-toe_1714.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/tic-tac-toe.csv.dt. -Unpruned decision tree written to csv/tic-tac-toe.csv.dt.unpruned. -fold 1: acc. = 86.91 #leaves = 14 max. depth = 6 -fold 2: acc. = 89.53 #leaves = 32 max. depth = 9 -fold 3: acc. = 93.72 #leaves = 26 max. depth = 11 -fold 4: acc. = 84.82 #leaves = 28 max. depth = 8 -fold 5: acc. = 89.18 #leaves = 29 max. depth = 13 -***1***0.8691099***0.3134740*** -***2***0.8952879***0.3248860*** -***3***0.9371728***0.5054900*** -***4***0.8481676***0.4043130*** -***5***0.8917525***0.4593180*** -accuracy = 88.83 #leaves = 25.80 max depth = 9.40 - +Pruned decision tree written to data/csv/tic-tac-toe.csv.dt. +Unpruned decision tree written to data/csv/tic-tac-toe.csv.dt.unpruned. +fold 1: acc. = 95.81 #leaves = 10 max. depth = 5 +fold 2: acc. = 96.86 #leaves = 15 max. depth = 8 +fold 3: acc. = 89.01 #leaves = 20 max. depth = 8 +fold 4: acc. = 89.53 #leaves = 22 max. depth = 8 +fold 5: acc. = 92.27 #leaves = 12 max. depth = 6 +accuracy = 92.69 #leaves = 15.80 max depth = 7.00 diff --git a/data/oc1output/tic-tac-toe_23.txt b/data/oc1output/tic-tac-toe_23.txt index c328474..acfa0d9 100644 --- a/data/oc1output/tic-tac-toe_23.txt +++ b/data/oc1output/tic-tac-toe_23.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/tic-tac-toe.csv.dt. -Unpruned decision tree written to csv/tic-tac-toe.csv.dt.unpruned. -fold 1: acc. = 90.58 #leaves = 9 max. depth = 4 -fold 2: acc. = 88.48 #leaves = 30 max. depth = 8 -fold 3: acc. = 95.81 #leaves = 17 max. depth = 7 -fold 4: acc. = 94.76 #leaves = 15 max. depth = 7 -fold 5: acc. = 93.30 #leaves = 26 max. depth = 11 -***1***0.9057591***0.4037160*** -***2***0.8848168***0.3805500*** -***3***0.9581152***0.3670500*** -***4***0.9476440***0.3686920*** -***5***0.9329897***0.4321350*** -accuracy = 92.59 #leaves = 19.40 max depth = 7.40 - +Pruned decision tree written to data/csv/tic-tac-toe.csv.dt. +Unpruned decision tree written to data/csv/tic-tac-toe.csv.dt.unpruned. +fold 1: acc. = 94.24 #leaves = 7 max. depth = 3 +fold 2: acc. = 95.81 #leaves = 22 max. depth = 7 +fold 3: acc. = 96.86 #leaves = 18 max. depth = 8 +fold 4: acc. = 95.29 #leaves = 18 max. depth = 7 +fold 5: acc. = 95.36 #leaves = 16 max. depth = 9 +accuracy = 95.51 #leaves = 16.20 max depth = 6.80 diff --git a/data/oc1output/tic-tac-toe_31.txt b/data/oc1output/tic-tac-toe_31.txt index 9635691..5e9b333 100644 --- a/data/oc1output/tic-tac-toe_31.txt +++ b/data/oc1output/tic-tac-toe_31.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/tic-tac-toe.csv.dt. -Unpruned decision tree written to csv/tic-tac-toe.csv.dt.unpruned. -fold 1: acc. = 96.86 #leaves = 9 max. depth = 4 -fold 2: acc. = 96.34 #leaves = 17 max. depth = 8 -fold 3: acc. = 85.86 #leaves = 21 max. depth = 9 -fold 4: acc. = 86.91 #leaves = 28 max. depth = 8 -fold 5: acc. = 94.33 #leaves = 23 max. depth = 8 -***1***0.9685863***0.3466100*** -***2***0.9633508***0.3943740*** -***3***0.8586388***0.2730390*** -***4***0.8691099***0.2931210*** -***5***0.9432989***0.4317490*** -accuracy = 92.07 #leaves = 19.60 max depth = 7.40 - +Pruned decision tree written to data/csv/tic-tac-toe.csv.dt. +Unpruned decision tree written to data/csv/tic-tac-toe.csv.dt.unpruned. +fold 1: acc. = 94.24 #leaves = 8 max. depth = 4 +fold 2: acc. = 93.19 #leaves = 26 max. depth = 10 +fold 3: acc. = 92.15 #leaves = 20 max. depth = 7 +fold 4: acc. = 94.24 #leaves = 14 max. depth = 6 +fold 5: acc. = 93.30 #leaves = 25 max. depth = 10 +accuracy = 93.42 #leaves = 18.60 max depth = 7.40 diff --git a/data/oc1output/tic-tac-toe_57.txt b/data/oc1output/tic-tac-toe_57.txt index 4efc474..6b64393 100644 --- a/data/oc1output/tic-tac-toe_57.txt +++ b/data/oc1output/tic-tac-toe_57.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/tic-tac-toe.csv.dt. -Unpruned decision tree written to csv/tic-tac-toe.csv.dt.unpruned. -fold 1: acc. = 90.58 #leaves = 17 max. depth = 6 -fold 2: acc. = 90.05 #leaves = 31 max. depth = 8 -fold 3: acc. = 96.86 #leaves = 23 max. depth = 10 -fold 4: acc. = 83.77 #leaves = 32 max. depth = 9 -fold 5: acc. = 86.60 #leaves = 26 max. depth = 6 -***1***0.9057591***0.3291490*** -***2***0.9005235***0.3976330*** -***3***0.9685863***0.4723470*** -***4***0.8376963***0.3514100*** -***5***0.8659794***0.3149900*** -accuracy = 89.56 #leaves = 25.80 max depth = 7.80 - +Pruned decision tree written to data/csv/tic-tac-toe.csv.dt. +Unpruned decision tree written to data/csv/tic-tac-toe.csv.dt.unpruned. +fold 1: acc. = 91.62 #leaves = 14 max. depth = 7 +fold 2: acc. = 91.62 #leaves = 22 max. depth = 7 +fold 3: acc. = 92.67 #leaves = 17 max. depth = 8 +fold 4: acc. = 90.58 #leaves = 21 max. depth = 8 +fold 5: acc. = 92.27 #leaves = 19 max. depth = 7 +accuracy = 91.75 #leaves = 18.60 max depth = 7.40 diff --git a/data/oc1output/tic-tac-toe_7.txt b/data/oc1output/tic-tac-toe_7.txt index 4d4421b..f28d94d 100644 --- a/data/oc1output/tic-tac-toe_7.txt +++ b/data/oc1output/tic-tac-toe_7.txt @@ -1,15 +1,10 @@ Remapping class numbers: 0 To 2 -Unpruned decision tree written to csv/tic-tac-toe.csv.dt. -fold 1: acc. = 85.86 #leaves = 40 max. depth = 12 -fold 2: acc. = 93.72 #leaves = 23 max. depth = 8 -fold 3: acc. = 88.48 #leaves = 28 max. depth = 9 -fold 4: acc. = 96.34 #leaves = 23 max. depth = 9 -fold 5: acc. = 90.72 #leaves = 23 max. depth = 8 -***1***0.8586388***0.5938630*** -***2***0.9371728***0.3368140*** -***3***0.8848168***0.3955490*** -***4***0.9633508***0.4467330*** -***5***0.9072165***0.2492180*** -accuracy = 91.02 #leaves = 27.40 max depth = 9.20 - +Pruned decision tree written to data/csv/tic-tac-toe.csv.dt. +Unpruned decision tree written to data/csv/tic-tac-toe.csv.dt.unpruned. +fold 1: acc. = 90.58 #leaves = 19 max. depth = 7 +fold 2: acc. = 90.58 #leaves = 22 max. depth = 10 +fold 3: acc. = 90.05 #leaves = 23 max. depth = 9 +fold 4: acc. = 91.62 #leaves = 21 max. depth = 9 +fold 5: acc. = 95.88 #leaves = 20 max. depth = 9 +accuracy = 91.75 #leaves = 21.00 max depth = 8.80 diff --git a/data/oc1output/tic-tac-toe_79.txt b/data/oc1output/tic-tac-toe_79.txt index a834da5..700eb64 100644 --- a/data/oc1output/tic-tac-toe_79.txt +++ b/data/oc1output/tic-tac-toe_79.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/tic-tac-toe.csv.dt. -Unpruned decision tree written to csv/tic-tac-toe.csv.dt.unpruned. -fold 1: acc. = 87.96 #leaves = 12 max. depth = 6 -fold 2: acc. = 92.67 #leaves = 28 max. depth = 9 -fold 3: acc. = 95.81 #leaves = 16 max. depth = 7 -fold 4: acc. = 97.38 #leaves = 17 max. depth = 7 -fold 5: acc. = 94.33 #leaves = 24 max. depth = 8 -***1***0.8795812***0.4131170*** -***2***0.9267016***0.4349360*** -***3***0.9581152***0.3485590*** -***4***0.9738220***0.3488310*** -***5***0.9432989***0.3685930*** -accuracy = 93.63 #leaves = 19.40 max depth = 7.40 - +Pruned decision tree written to data/csv/tic-tac-toe.csv.dt. +Unpruned decision tree written to data/csv/tic-tac-toe.csv.dt.unpruned. +fold 1: acc. = 92.15 #leaves = 7 max. depth = 6 +fold 2: acc. = 96.34 #leaves = 19 max. depth = 9 +fold 3: acc. = 98.43 #leaves = 19 max. depth = 8 +fold 4: acc. = 86.39 #leaves = 26 max. depth = 10 +fold 5: acc. = 95.88 #leaves = 13 max. depth = 5 +accuracy = 93.84 #leaves = 16.80 max depth = 7.60 diff --git a/data/oc1output/tic-tac-toe_83.txt b/data/oc1output/tic-tac-toe_83.txt index a1c7a3b..c0a90ae 100644 --- a/data/oc1output/tic-tac-toe_83.txt +++ b/data/oc1output/tic-tac-toe_83.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/tic-tac-toe.csv.dt. -Unpruned decision tree written to csv/tic-tac-toe.csv.dt.unpruned. -fold 1: acc. = 88.48 #leaves = 20 max. depth = 6 -fold 2: acc. = 91.62 #leaves = 37 max. depth = 9 -fold 3: acc. = 91.62 #leaves = 26 max. depth = 8 -fold 4: acc. = 97.91 #leaves = 12 max. depth = 7 -fold 5: acc. = 92.78 #leaves = 31 max. depth = 10 -***1***0.8848168***0.4140140*** -***2***0.9162304***0.4677190*** -***3***0.9162304***0.4391380*** -***4***0.9790576***0.3592340*** -***5***0.9278351***0.3672270*** -accuracy = 92.48 #leaves = 25.20 max depth = 8.00 - +Pruned decision tree written to data/csv/tic-tac-toe.csv.dt. +Unpruned decision tree written to data/csv/tic-tac-toe.csv.dt.unpruned. +fold 1: acc. = 98.43 #leaves = 8 max. depth = 4 +fold 2: acc. = 89.53 #leaves = 23 max. depth = 8 +fold 3: acc. = 91.10 #leaves = 26 max. depth = 7 +fold 4: acc. = 91.10 #leaves = 24 max. depth = 10 +fold 5: acc. = 90.21 #leaves = 21 max. depth = 11 +accuracy = 92.07 #leaves = 20.40 max depth = 8.00 diff --git a/data/oc1output/tic-tac-toe_97.txt b/data/oc1output/tic-tac-toe_97.txt index 927fc61..b9c89ad 100644 --- a/data/oc1output/tic-tac-toe_97.txt +++ b/data/oc1output/tic-tac-toe_97.txt @@ -1,16 +1,10 @@ Remapping class numbers: 0 To 2 -Pruned decision tree written to csv/tic-tac-toe.csv.dt. -Unpruned decision tree written to csv/tic-tac-toe.csv.dt.unpruned. -fold 1: acc. = 89.01 #leaves = 23 max. depth = 8 -fold 2: acc. = 92.67 #leaves = 20 max. depth = 8 -fold 3: acc. = 91.62 #leaves = 23 max. depth = 7 -fold 4: acc. = 91.62 #leaves = 25 max. depth = 9 -fold 5: acc. = 86.60 #leaves = 31 max. depth = 10 -***1***0.8900523***0.5320920*** -***2***0.9267016***0.2550330*** -***3***0.9162304***0.3296450*** -***4***0.9162304***0.4183120*** -***5***0.8659794***0.3314640*** -accuracy = 90.29 #leaves = 24.40 max depth = 8.40 - +Pruned decision tree written to data/csv/tic-tac-toe.csv.dt. +Unpruned decision tree written to data/csv/tic-tac-toe.csv.dt.unpruned. +fold 1: acc. = 95.81 #leaves = 10 max. depth = 5 +fold 2: acc. = 93.72 #leaves = 18 max. depth = 6 +fold 3: acc. = 93.72 #leaves = 23 max. depth = 9 +fold 4: acc. = 95.81 #leaves = 16 max. depth = 7 +fold 5: acc. = 95.88 #leaves = 15 max. depth = 6 +accuracy = 94.99 #leaves = 16.40 max depth = 6.60 diff --git a/data/oc1output/vertebral-column-2clases_1.txt b/data/oc1output/vertebral-column-2clases_1.txt index 1444a62..21bba0d 100644 --- a/data/oc1output/vertebral-column-2clases_1.txt +++ b/data/oc1output/vertebral-column-2clases_1.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/vertebral-column-2clases.csv.dt. -Unpruned decision tree written to csv/vertebral-column-2clases.csv.dt.unpruned. -fold 1: acc. = 88.71 #leaves = 2 max. depth = 1 -fold 2: acc. = 88.71 #leaves = 20 max. depth = 8 -fold 3: acc. = 83.87 #leaves = 16 max. depth = 8 -fold 4: acc. = 80.65 #leaves = 19 max. depth = 7 -fold 5: acc. = 82.26 #leaves = 18 max. depth = 6 -***1***0.8870968***0.0930700*** -***2***0.8870968***0.0802770*** -***3***0.8387097***0.0605430*** -***4***0.8064516***0.0946610*** -***5***0.8225806***0.0692850*** -accuracy = 84.84 #leaves = 15.00 max depth = 6.00 - +Pruned decision tree written to data/csv/vertebral-column-2clases.csv.dt. +Unpruned decision tree written to data/csv/vertebral-column-2clases.csv.dt.unpruned. +fold 1: acc. = 90.32 #leaves = 3 max. depth = 2 +fold 2: acc. = 85.48 #leaves = 23 max. depth = 8 +fold 3: acc. = 80.65 #leaves = 22 max. depth = 10 +fold 4: acc. = 80.65 #leaves = 25 max. depth = 9 +fold 5: acc. = 74.19 #leaves = 21 max. depth = 6 +accuracy = 82.26 #leaves = 18.80 max depth = 7.00 diff --git a/data/oc1output/vertebral-column-2clases_17.txt b/data/oc1output/vertebral-column-2clases_17.txt index 7658309..23cea44 100644 --- a/data/oc1output/vertebral-column-2clases_17.txt +++ b/data/oc1output/vertebral-column-2clases_17.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/vertebral-column-2clases.csv.dt. -Unpruned decision tree written to csv/vertebral-column-2clases.csv.dt.unpruned. -fold 1: acc. = 80.65 #leaves = 3 max. depth = 2 -fold 2: acc. = 80.65 #leaves = 25 max. depth = 8 -fold 3: acc. = 77.42 #leaves = 19 max. depth = 8 -fold 4: acc. = 80.65 #leaves = 21 max. depth = 9 -fold 5: acc. = 83.87 #leaves = 23 max. depth = 7 -***1***0.8064516***0.0716290*** -***2***0.8064516***0.0844040*** -***3***0.7741936***0.0660550*** -***4***0.8064516***0.0691820*** -***5***0.8387097***0.0699230*** -accuracy = 80.65 #leaves = 18.20 max depth = 6.80 - +Pruned decision tree written to data/csv/vertebral-column-2clases.csv.dt. +Unpruned decision tree written to data/csv/vertebral-column-2clases.csv.dt.unpruned. +fold 1: acc. = 87.10 #leaves = 3 max. depth = 2 +fold 2: acc. = 80.65 #leaves = 29 max. depth = 11 +fold 3: acc. = 80.65 #leaves = 25 max. depth = 9 +fold 4: acc. = 82.26 #leaves = 24 max. depth = 9 +fold 5: acc. = 74.19 #leaves = 19 max. depth = 8 +accuracy = 80.97 #leaves = 20.00 max depth = 7.80 diff --git a/data/oc1output/vertebral-column-2clases_1714.txt b/data/oc1output/vertebral-column-2clases_1714.txt index 41c8f97..1d19bbb 100644 --- a/data/oc1output/vertebral-column-2clases_1714.txt +++ b/data/oc1output/vertebral-column-2clases_1714.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/vertebral-column-2clases.csv.dt. -Unpruned decision tree written to csv/vertebral-column-2clases.csv.dt.unpruned. -fold 1: acc. = 80.65 #leaves = 2 max. depth = 1 -fold 2: acc. = 82.26 #leaves = 14 max. depth = 6 -fold 3: acc. = 83.87 #leaves = 22 max. depth = 8 -fold 4: acc. = 82.26 #leaves = 19 max. depth = 8 -fold 5: acc. = 77.42 #leaves = 20 max. depth = 10 -***1***0.8064516***0.0915490*** -***2***0.8225806***0.0671050*** -***3***0.8387097***0.0734450*** -***4***0.8225806***0.0635350*** -***5***0.7741936***0.0674860*** -accuracy = 81.29 #leaves = 15.40 max depth = 6.60 - +Pruned decision tree written to data/csv/vertebral-column-2clases.csv.dt. +Unpruned decision tree written to data/csv/vertebral-column-2clases.csv.dt.unpruned. +fold 1: acc. = 83.87 #leaves = 4 max. depth = 3 +fold 2: acc. = 77.42 #leaves = 23 max. depth = 9 +fold 3: acc. = 87.10 #leaves = 25 max. depth = 8 +fold 4: acc. = 85.48 #leaves = 22 max. depth = 11 +fold 5: acc. = 82.26 #leaves = 21 max. depth = 7 +accuracy = 83.23 #leaves = 19.00 max depth = 7.60 diff --git a/data/oc1output/vertebral-column-2clases_23.txt b/data/oc1output/vertebral-column-2clases_23.txt index 79db7ad..3d6312e 100644 --- a/data/oc1output/vertebral-column-2clases_23.txt +++ b/data/oc1output/vertebral-column-2clases_23.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/vertebral-column-2clases.csv.dt. -Unpruned decision tree written to csv/vertebral-column-2clases.csv.dt.unpruned. -fold 1: acc. = 82.26 #leaves = 2 max. depth = 1 -fold 2: acc. = 79.03 #leaves = 20 max. depth = 7 -fold 3: acc. = 91.94 #leaves = 20 max. depth = 6 -fold 4: acc. = 83.87 #leaves = 18 max. depth = 6 -fold 5: acc. = 80.65 #leaves = 19 max. depth = 7 -***1***0.8225806***0.0757880*** -***2***0.7903225***0.0702130*** -***3***0.9193549***0.0726350*** -***4***0.8387097***0.0652360*** -***5***0.8064516***0.0670590*** -accuracy = 83.55 #leaves = 15.80 max depth = 5.40 - +Pruned decision tree written to data/csv/vertebral-column-2clases.csv.dt. +Unpruned decision tree written to data/csv/vertebral-column-2clases.csv.dt.unpruned. +fold 1: acc. = 77.42 #leaves = 2 max. depth = 1 +fold 2: acc. = 82.26 #leaves = 20 max. depth = 7 +fold 3: acc. = 87.10 #leaves = 28 max. depth = 10 +fold 4: acc. = 70.97 #leaves = 21 max. depth = 7 +fold 5: acc. = 79.03 #leaves = 17 max. depth = 7 +accuracy = 79.35 #leaves = 17.60 max depth = 6.40 diff --git a/data/oc1output/vertebral-column-2clases_31.txt b/data/oc1output/vertebral-column-2clases_31.txt index 5dd2bb1..459f86b 100644 --- a/data/oc1output/vertebral-column-2clases_31.txt +++ b/data/oc1output/vertebral-column-2clases_31.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/vertebral-column-2clases.csv.dt. -Unpruned decision tree written to csv/vertebral-column-2clases.csv.dt.unpruned. -fold 1: acc. = 83.87 #leaves = 3 max. depth = 2 -fold 2: acc. = 80.65 #leaves = 21 max. depth = 6 -fold 3: acc. = 79.03 #leaves = 21 max. depth = 7 -fold 4: acc. = 85.48 #leaves = 18 max. depth = 6 -fold 5: acc. = 85.48 #leaves = 20 max. depth = 7 -***1***0.8387097***0.0802400*** -***2***0.8064516***0.0770070*** -***3***0.7903225***0.0760200*** -***4***0.8548387***0.0769170*** -***5***0.8548387***0.0912470*** -accuracy = 82.90 #leaves = 16.60 max depth = 5.60 - +Pruned decision tree written to data/csv/vertebral-column-2clases.csv.dt. +Unpruned decision tree written to data/csv/vertebral-column-2clases.csv.dt.unpruned. +fold 1: acc. = 70.97 #leaves = 2 max. depth = 1 +fold 2: acc. = 74.19 #leaves = 25 max. depth = 8 +fold 3: acc. = 85.48 #leaves = 28 max. depth = 8 +fold 4: acc. = 77.42 #leaves = 27 max. depth = 7 +fold 5: acc. = 83.87 #leaves = 19 max. depth = 8 +accuracy = 78.39 #leaves = 20.20 max depth = 6.40 diff --git a/data/oc1output/vertebral-column-2clases_57.txt b/data/oc1output/vertebral-column-2clases_57.txt index 353b7fa..39591b6 100644 --- a/data/oc1output/vertebral-column-2clases_57.txt +++ b/data/oc1output/vertebral-column-2clases_57.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/vertebral-column-2clases.csv.dt. -Unpruned decision tree written to csv/vertebral-column-2clases.csv.dt.unpruned. -fold 1: acc. = 88.71 #leaves = 3 max. depth = 2 -fold 2: acc. = 74.19 #leaves = 20 max. depth = 6 -fold 3: acc. = 70.97 #leaves = 21 max. depth = 7 -fold 4: acc. = 77.42 #leaves = 21 max. depth = 7 -fold 5: acc. = 80.65 #leaves = 21 max. depth = 8 -***1***0.8870968***0.0835690*** -***2***0.7419355***0.0758640*** -***3***0.7096775***0.0751230*** -***4***0.7741936***0.0794410*** -***5***0.8064516***0.0709030*** -accuracy = 78.39 #leaves = 17.20 max depth = 6.00 - +Pruned decision tree written to data/csv/vertebral-column-2clases.csv.dt. +Unpruned decision tree written to data/csv/vertebral-column-2clases.csv.dt.unpruned. +fold 1: acc. = 83.87 #leaves = 3 max. depth = 2 +fold 2: acc. = 72.58 #leaves = 23 max. depth = 6 +fold 3: acc. = 69.35 #leaves = 22 max. depth = 9 +fold 4: acc. = 83.87 #leaves = 24 max. depth = 9 +fold 5: acc. = 83.87 #leaves = 27 max. depth = 8 +accuracy = 78.71 #leaves = 19.80 max depth = 6.80 diff --git a/data/oc1output/vertebral-column-2clases_7.txt b/data/oc1output/vertebral-column-2clases_7.txt index c50e536..2d6251c 100644 --- a/data/oc1output/vertebral-column-2clases_7.txt +++ b/data/oc1output/vertebral-column-2clases_7.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/vertebral-column-2clases.csv.dt. -Unpruned decision tree written to csv/vertebral-column-2clases.csv.dt.unpruned. -fold 1: acc. = 82.26 #leaves = 12 max. depth = 5 -fold 2: acc. = 82.26 #leaves = 21 max. depth = 8 -fold 3: acc. = 85.48 #leaves = 21 max. depth = 7 -fold 4: acc. = 79.03 #leaves = 17 max. depth = 6 -fold 5: acc. = 77.42 #leaves = 16 max. depth = 7 -***1***0.8225806***0.0751840*** -***2***0.8225806***0.0813460*** -***3***0.8548387***0.0824730*** -***4***0.7903225***0.0746440*** -***5***0.7741936***0.0779610*** -accuracy = 81.29 #leaves = 17.40 max depth = 6.60 - +Pruned decision tree written to data/csv/vertebral-column-2clases.csv.dt. +Unpruned decision tree written to data/csv/vertebral-column-2clases.csv.dt.unpruned. +fold 1: acc. = 87.10 #leaves = 3 max. depth = 2 +fold 2: acc. = 82.26 #leaves = 26 max. depth = 6 +fold 3: acc. = 83.87 #leaves = 25 max. depth = 9 +fold 4: acc. = 77.42 #leaves = 23 max. depth = 9 +fold 5: acc. = 74.19 #leaves = 21 max. depth = 6 +accuracy = 80.97 #leaves = 19.60 max depth = 6.40 diff --git a/data/oc1output/vertebral-column-2clases_79.txt b/data/oc1output/vertebral-column-2clases_79.txt index f574b3a..6e303fa 100644 --- a/data/oc1output/vertebral-column-2clases_79.txt +++ b/data/oc1output/vertebral-column-2clases_79.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/vertebral-column-2clases.csv.dt. -Unpruned decision tree written to csv/vertebral-column-2clases.csv.dt.unpruned. -fold 1: acc. = 77.42 #leaves = 2 max. depth = 1 -fold 2: acc. = 70.97 #leaves = 19 max. depth = 8 -fold 3: acc. = 85.48 #leaves = 20 max. depth = 6 -fold 4: acc. = 85.48 #leaves = 17 max. depth = 7 -fold 5: acc. = 83.87 #leaves = 20 max. depth = 7 -***1***0.7741936***0.0849240*** -***2***0.7096775***0.0862890*** -***3***0.8548387***0.0697290*** -***4***0.8548387***0.0744070*** -***5***0.8387097***0.0763150*** -accuracy = 80.65 #leaves = 15.60 max depth = 5.80 - +Pruned decision tree written to data/csv/vertebral-column-2clases.csv.dt. +Unpruned decision tree written to data/csv/vertebral-column-2clases.csv.dt.unpruned. +fold 1: acc. = 85.48 #leaves = 2 max. depth = 1 +fold 2: acc. = 74.19 #leaves = 19 max. depth = 7 +fold 3: acc. = 90.32 #leaves = 25 max. depth = 7 +fold 4: acc. = 75.81 #leaves = 23 max. depth = 8 +fold 5: acc. = 77.42 #leaves = 27 max. depth = 8 +accuracy = 80.65 #leaves = 19.20 max depth = 6.20 diff --git a/data/oc1output/vertebral-column-2clases_83.txt b/data/oc1output/vertebral-column-2clases_83.txt index a8bc42a..8d3b852 100644 --- a/data/oc1output/vertebral-column-2clases_83.txt +++ b/data/oc1output/vertebral-column-2clases_83.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/vertebral-column-2clases.csv.dt. -Unpruned decision tree written to csv/vertebral-column-2clases.csv.dt.unpruned. -fold 1: acc. = 74.19 #leaves = 3 max. depth = 2 -fold 2: acc. = 83.87 #leaves = 21 max. depth = 10 -fold 3: acc. = 87.10 #leaves = 16 max. depth = 7 -fold 4: acc. = 77.42 #leaves = 19 max. depth = 8 -fold 5: acc. = 77.42 #leaves = 18 max. depth = 6 -***1***0.7419355***0.0762360*** -***2***0.8387097***0.0888600*** -***3***0.8709677***0.0663810*** -***4***0.7741936***0.0753840*** -***5***0.7741936***0.0721700*** -accuracy = 80.00 #leaves = 15.40 max depth = 6.60 - +Pruned decision tree written to data/csv/vertebral-column-2clases.csv.dt. +Unpruned decision tree written to data/csv/vertebral-column-2clases.csv.dt.unpruned. +fold 1: acc. = 75.81 #leaves = 4 max. depth = 3 +fold 2: acc. = 75.81 #leaves = 25 max. depth = 9 +fold 3: acc. = 77.42 #leaves = 26 max. depth = 7 +fold 4: acc. = 79.03 #leaves = 24 max. depth = 8 +fold 5: acc. = 83.87 #leaves = 21 max. depth = 9 +accuracy = 78.39 #leaves = 20.00 max depth = 7.20 diff --git a/data/oc1output/vertebral-column-2clases_97.txt b/data/oc1output/vertebral-column-2clases_97.txt index 05779e8..3aad514 100644 --- a/data/oc1output/vertebral-column-2clases_97.txt +++ b/data/oc1output/vertebral-column-2clases_97.txt @@ -1,17 +1,11 @@ Remapping class numbers: 0 To 1 1 To 2 -Pruned decision tree written to csv/vertebral-column-2clases.csv.dt. -Unpruned decision tree written to csv/vertebral-column-2clases.csv.dt.unpruned. -fold 1: acc. = 83.87 #leaves = 6 max. depth = 4 -fold 2: acc. = 69.35 #leaves = 17 max. depth = 7 -fold 3: acc. = 87.10 #leaves = 20 max. depth = 7 -fold 4: acc. = 85.48 #leaves = 22 max. depth = 7 -fold 5: acc. = 82.26 #leaves = 21 max. depth = 7 -***1***0.8387097***0.0821030*** -***2***0.6935484***0.0630970*** -***3***0.8709677***0.0652720*** -***4***0.8548387***0.0750860*** -***5***0.8225806***0.0644730*** -accuracy = 81.61 #leaves = 17.20 max depth = 6.40 - +Pruned decision tree written to data/csv/vertebral-column-2clases.csv.dt. +Unpruned decision tree written to data/csv/vertebral-column-2clases.csv.dt.unpruned. +fold 1: acc. = 85.48 #leaves = 3 max. depth = 2 +fold 2: acc. = 70.97 #leaves = 18 max. depth = 7 +fold 3: acc. = 83.87 #leaves = 21 max. depth = 7 +fold 4: acc. = 85.48 #leaves = 23 max. depth = 7 +fold 5: acc. = 83.87 #leaves = 23 max. depth = 8 +accuracy = 81.94 #leaves = 17.60 max depth = 6.20 diff --git a/data/oc1output/wine_1.txt b/data/oc1output/wine_1.txt index 45247d6..a491243 100644 --- a/data/oc1output/wine_1.txt +++ b/data/oc1output/wine_1.txt @@ -2,16 +2,11 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Unpruned decision tree written to csv/wine.csv.dt. -fold 1: acc. = 91.43 #leaves = 4 max. depth = 3 -fold 2: acc. = 94.29 #leaves = 4 max. depth = 3 -fold 3: acc. = 80.00 #leaves = 7 max. depth = 4 -fold 4: acc. = 91.43 #leaves = 6 max. depth = 4 -fold 5: acc. = 94.74 #leaves = 6 max. depth = 3 -***1***0.9142857***0.0337670*** -***2***0.9428571***0.0377850*** -***3***0.8000000***0.0405150*** -***4***0.9142857***0.0391030*** -***5***0.9473684***0.0360980*** -accuracy = 90.45 #leaves = 5.40 max depth = 3.40 - +Pruned decision tree written to data/csv/wine.csv.dt. +Unpruned decision tree written to data/csv/wine.csv.dt.unpruned. +fold 1: acc. = 91.43 #leaves = 3 max. depth = 2 +fold 2: acc. = 100.00 #leaves = 5 max. depth = 3 +fold 3: acc. = 85.71 #leaves = 8 max. depth = 4 +fold 4: acc. = 91.43 #leaves = 5 max. depth = 4 +fold 5: acc. = 94.74 #leaves = 4 max. depth = 3 +accuracy = 92.70 #leaves = 5.00 max depth = 3.20 diff --git a/data/oc1output/wine_17.txt b/data/oc1output/wine_17.txt index b8f3958..22f4cd0 100644 --- a/data/oc1output/wine_17.txt +++ b/data/oc1output/wine_17.txt @@ -2,17 +2,11 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Pruned decision tree written to csv/wine.csv.dt. -Unpruned decision tree written to csv/wine.csv.dt.unpruned. -fold 1: acc. = 94.29 #leaves = 3 max. depth = 2 -fold 2: acc. = 91.43 #leaves = 4 max. depth = 3 -fold 3: acc. = 91.43 #leaves = 5 max. depth = 3 -fold 4: acc. = 82.86 #leaves = 6 max. depth = 3 -fold 5: acc. = 100.00 #leaves = 4 max. depth = 3 -***1***0.9428571***0.0358000*** -***2***0.9142857***0.0391860*** -***3***0.9142857***0.0363400*** -***4***0.8285714***0.0417340*** -***5***1.0000000***0.0339920*** -accuracy = 92.13 #leaves = 4.40 max depth = 2.80 - +Pruned decision tree written to data/csv/wine.csv.dt. +Unpruned decision tree written to data/csv/wine.csv.dt.unpruned. +fold 1: acc. = 100.00 #leaves = 3 max. depth = 2 +fold 2: acc. = 97.14 #leaves = 7 max. depth = 4 +fold 3: acc. = 94.29 #leaves = 4 max. depth = 3 +fold 4: acc. = 85.71 #leaves = 6 max. depth = 3 +fold 5: acc. = 84.21 #leaves = 8 max. depth = 5 +accuracy = 92.13 #leaves = 5.60 max depth = 3.40 diff --git a/data/oc1output/wine_1714.txt b/data/oc1output/wine_1714.txt index 654607e..dfa09c5 100644 --- a/data/oc1output/wine_1714.txt +++ b/data/oc1output/wine_1714.txt @@ -2,16 +2,11 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Unpruned decision tree written to csv/wine.csv.dt. -fold 1: acc. = 88.57 #leaves = 3 max. depth = 2 -fold 2: acc. = 91.43 #leaves = 4 max. depth = 3 -fold 3: acc. = 100.00 #leaves = 4 max. depth = 3 -fold 4: acc. = 91.43 #leaves = 6 max. depth = 3 -fold 5: acc. = 86.84 #leaves = 6 max. depth = 3 -***1***0.8857143***0.0239230*** -***2***0.9142857***0.0372710*** -***3***1.0000000***0.0311730*** -***4***0.9142857***0.0398630*** -***5***0.8684210***0.0396800*** -accuracy = 91.57 #leaves = 4.60 max depth = 2.80 - +Pruned decision tree written to data/csv/wine.csv.dt. +Unpruned decision tree written to data/csv/wine.csv.dt.unpruned. +fold 1: acc. = 82.86 #leaves = 3 max. depth = 2 +fold 2: acc. = 94.29 #leaves = 5 max. depth = 4 +fold 3: acc. = 91.43 #leaves = 7 max. depth = 4 +fold 4: acc. = 91.43 #leaves = 7 max. depth = 4 +fold 5: acc. = 84.21 #leaves = 4 max. depth = 2 +accuracy = 88.76 #leaves = 5.20 max depth = 3.20 diff --git a/data/oc1output/wine_23.txt b/data/oc1output/wine_23.txt index e957ea9..3082f38 100644 --- a/data/oc1output/wine_23.txt +++ b/data/oc1output/wine_23.txt @@ -2,17 +2,11 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Pruned decision tree written to csv/wine.csv.dt. -Unpruned decision tree written to csv/wine.csv.dt.unpruned. -fold 1: acc. = 94.29 #leaves = 3 max. depth = 2 -fold 2: acc. = 88.57 #leaves = 4 max. depth = 3 -fold 3: acc. = 94.29 #leaves = 5 max. depth = 4 -fold 4: acc. = 85.71 #leaves = 4 max. depth = 3 -fold 5: acc. = 89.47 #leaves = 5 max. depth = 4 -***1***0.9428571***0.0340520*** -***2***0.8857143***0.0318970*** -***3***0.9428571***0.0403710*** -***4***0.8571429***0.0320880*** -***5***0.8947369***0.0364360*** -accuracy = 90.45 #leaves = 4.20 max depth = 3.20 - +Pruned decision tree written to data/csv/wine.csv.dt. +Unpruned decision tree written to data/csv/wine.csv.dt.unpruned. +fold 1: acc. = 88.57 #leaves = 4 max. depth = 3 +fold 2: acc. = 80.00 #leaves = 5 max. depth = 3 +fold 3: acc. = 91.43 #leaves = 5 max. depth = 3 +fold 4: acc. = 88.57 #leaves = 4 max. depth = 3 +fold 5: acc. = 86.84 #leaves = 6 max. depth = 5 +accuracy = 87.08 #leaves = 4.80 max depth = 3.40 diff --git a/data/oc1output/wine_31.txt b/data/oc1output/wine_31.txt index eb559aa..b4673bd 100644 --- a/data/oc1output/wine_31.txt +++ b/data/oc1output/wine_31.txt @@ -2,17 +2,11 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Pruned decision tree written to csv/wine.csv.dt. -Unpruned decision tree written to csv/wine.csv.dt.unpruned. +Pruned decision tree written to data/csv/wine.csv.dt. +Unpruned decision tree written to data/csv/wine.csv.dt.unpruned. fold 1: acc. = 91.43 #leaves = 3 max. depth = 2 -fold 2: acc. = 100.00 #leaves = 4 max. depth = 3 -fold 3: acc. = 94.29 #leaves = 6 max. depth = 3 -fold 4: acc. = 88.57 #leaves = 6 max. depth = 3 -fold 5: acc. = 94.74 #leaves = 4 max. depth = 3 -***1***0.9142857***0.0322290*** -***2***1.0000000***0.0359470*** -***3***0.9428571***0.0398220*** -***4***0.8857143***0.0375700*** -***5***0.9473684***0.0339810*** -accuracy = 93.82 #leaves = 4.60 max depth = 2.80 - +fold 2: acc. = 85.71 #leaves = 8 max. depth = 5 +fold 3: acc. = 85.71 #leaves = 7 max. depth = 4 +fold 4: acc. = 97.14 #leaves = 8 max. depth = 4 +fold 5: acc. = 94.74 #leaves = 5 max. depth = 3 +accuracy = 91.01 #leaves = 6.20 max depth = 3.60 diff --git a/data/oc1output/wine_57.txt b/data/oc1output/wine_57.txt index 88e63b6..0e3b481 100644 --- a/data/oc1output/wine_57.txt +++ b/data/oc1output/wine_57.txt @@ -2,17 +2,11 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Pruned decision tree written to csv/wine.csv.dt. -Unpruned decision tree written to csv/wine.csv.dt.unpruned. -fold 1: acc. = 97.14 #leaves = 3 max. depth = 2 -fold 2: acc. = 91.43 #leaves = 5 max. depth = 3 -fold 3: acc. = 97.14 #leaves = 4 max. depth = 3 -fold 4: acc. = 88.57 #leaves = 7 max. depth = 4 -fold 5: acc. = 86.84 #leaves = 6 max. depth = 3 -***1***0.9714286***0.0360490*** -***2***0.9142857***0.0266360*** -***3***0.9714286***0.0370500*** -***4***0.8857143***0.0449540*** -***5***0.8684210***0.0351310*** -accuracy = 92.13 #leaves = 5.00 max depth = 3.00 - +Pruned decision tree written to data/csv/wine.csv.dt. +Unpruned decision tree written to data/csv/wine.csv.dt.unpruned. +fold 1: acc. = 85.71 #leaves = 3 max. depth = 2 +fold 2: acc. = 94.29 #leaves = 7 max. depth = 4 +fold 3: acc. = 94.29 #leaves = 5 max. depth = 3 +fold 4: acc. = 97.14 #leaves = 4 max. depth = 2 +fold 5: acc. = 84.21 #leaves = 7 max. depth = 4 +accuracy = 91.01 #leaves = 5.20 max depth = 3.00 diff --git a/data/oc1output/wine_7.txt b/data/oc1output/wine_7.txt index 86b485d..736a972 100644 --- a/data/oc1output/wine_7.txt +++ b/data/oc1output/wine_7.txt @@ -2,16 +2,11 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Unpruned decision tree written to csv/wine.csv.dt. -fold 1: acc. = 97.14 #leaves = 4 max. depth = 3 -fold 2: acc. = 82.86 #leaves = 3 max. depth = 2 -fold 3: acc. = 88.57 #leaves = 6 max. depth = 3 -fold 4: acc. = 97.14 #leaves = 6 max. depth = 3 -fold 5: acc. = 92.11 #leaves = 5 max. depth = 4 -***1***0.9714286***0.0351610*** -***2***0.8285714***0.0200520*** -***3***0.8857143***0.0380770*** -***4***0.9714286***0.0357010*** -***5***0.9210526***0.0489750*** -accuracy = 91.57 #leaves = 4.80 max depth = 3.00 - +Pruned decision tree written to data/csv/wine.csv.dt. +Unpruned decision tree written to data/csv/wine.csv.dt.unpruned. +fold 1: acc. = 94.29 #leaves = 3 max. depth = 2 +fold 2: acc. = 80.00 #leaves = 3 max. depth = 2 +fold 3: acc. = 88.57 #leaves = 4 max. depth = 3 +fold 4: acc. = 100.00 #leaves = 5 max. depth = 3 +fold 5: acc. = 86.84 #leaves = 5 max. depth = 3 +accuracy = 89.89 #leaves = 4.00 max depth = 2.60 diff --git a/data/oc1output/wine_79.txt b/data/oc1output/wine_79.txt index e6de814..0c89603 100644 --- a/data/oc1output/wine_79.txt +++ b/data/oc1output/wine_79.txt @@ -2,17 +2,11 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Pruned decision tree written to csv/wine.csv.dt. -Unpruned decision tree written to csv/wine.csv.dt.unpruned. -fold 1: acc. = 94.29 #leaves = 3 max. depth = 2 -fold 2: acc. = 100.00 #leaves = 4 max. depth = 3 -fold 3: acc. = 91.43 #leaves = 4 max. depth = 3 -fold 4: acc. = 91.43 #leaves = 6 max. depth = 3 -fold 5: acc. = 94.74 #leaves = 5 max. depth = 3 -***1***0.9428571***0.0362470*** -***2***1.0000000***0.0370010*** -***3***0.9142857***0.0371650*** -***4***0.9142857***0.0394260*** -***5***0.9473684***0.0366890*** -accuracy = 94.38 #leaves = 4.40 max depth = 2.80 - +Pruned decision tree written to data/csv/wine.csv.dt. +Unpruned decision tree written to data/csv/wine.csv.dt.unpruned. +fold 1: acc. = 82.86 #leaves = 3 max. depth = 2 +fold 2: acc. = 91.43 #leaves = 6 max. depth = 3 +fold 3: acc. = 94.29 #leaves = 5 max. depth = 3 +fold 4: acc. = 91.43 #leaves = 4 max. depth = 3 +fold 5: acc. = 94.74 #leaves = 7 max. depth = 3 +accuracy = 91.01 #leaves = 5.00 max depth = 2.80 diff --git a/data/oc1output/wine_83.txt b/data/oc1output/wine_83.txt index e1176a1..50ae908 100644 --- a/data/oc1output/wine_83.txt +++ b/data/oc1output/wine_83.txt @@ -2,17 +2,11 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Pruned decision tree written to csv/wine.csv.dt. -Unpruned decision tree written to csv/wine.csv.dt.unpruned. -fold 1: acc. = 85.71 #leaves = 4 max. depth = 2 -fold 2: acc. = 88.57 #leaves = 6 max. depth = 4 -fold 3: acc. = 91.43 #leaves = 4 max. depth = 3 -fold 4: acc. = 88.57 #leaves = 6 max. depth = 3 -fold 5: acc. = 94.74 #leaves = 5 max. depth = 3 -***1***0.8571429***0.0566350*** -***2***0.8857143***0.0430910*** -***3***0.9142857***0.0376860*** -***4***0.8857143***0.0418970*** -***5***0.9473684***0.0322240*** -accuracy = 89.89 #leaves = 5.00 max depth = 3.00 - +Pruned decision tree written to data/csv/wine.csv.dt. +Unpruned decision tree written to data/csv/wine.csv.dt.unpruned. +fold 1: acc. = 85.71 #leaves = 3 max. depth = 2 +fold 2: acc. = 91.43 #leaves = 6 max. depth = 3 +fold 3: acc. = 80.00 #leaves = 5 max. depth = 3 +fold 4: acc. = 97.14 #leaves = 7 max. depth = 4 +fold 5: acc. = 97.37 #leaves = 7 max. depth = 3 +accuracy = 90.45 #leaves = 5.60 max depth = 3.00 diff --git a/data/oc1output/wine_97.txt b/data/oc1output/wine_97.txt index fd079a3..9dcebf1 100644 --- a/data/oc1output/wine_97.txt +++ b/data/oc1output/wine_97.txt @@ -2,17 +2,11 @@ Remapping class numbers: 0 To 1 1 To 2 2 To 3 -Pruned decision tree written to csv/wine.csv.dt. -Unpruned decision tree written to csv/wine.csv.dt.unpruned. -fold 1: acc. = 82.86 #leaves = 3 max. depth = 2 -fold 2: acc. = 88.57 #leaves = 5 max. depth = 3 -fold 3: acc. = 94.29 #leaves = 6 max. depth = 4 -fold 4: acc. = 94.29 #leaves = 6 max. depth = 3 -fold 5: acc. = 89.47 #leaves = 6 max. depth = 3 -***1***0.8285714***0.0379770*** -***2***0.8857143***0.0310900*** -***3***0.9428571***0.0421610*** -***4***0.9428571***0.0401330*** -***5***0.8947369***0.0359080*** -accuracy = 89.89 #leaves = 5.20 max depth = 3.00 - +Pruned decision tree written to data/csv/wine.csv.dt. +Unpruned decision tree written to data/csv/wine.csv.dt.unpruned. +fold 1: acc. = 97.14 #leaves = 3 max. depth = 2 +fold 2: acc. = 85.71 #leaves = 4 max. depth = 3 +fold 3: acc. = 88.57 #leaves = 5 max. depth = 3 +fold 4: acc. = 85.71 #leaves = 9 max. depth = 4 +fold 5: acc. = 94.74 #leaves = 5 max. depth = 4 +accuracy = 90.45 #leaves = 5.20 max depth = 3.20 diff --git a/data/oc1output/zoo_1.txt b/data/oc1output/zoo_1.txt deleted file mode 100644 index 4a9e351..0000000 --- a/data/oc1output/zoo_1.txt +++ /dev/null @@ -1,20 +0,0 @@ -Remapping class numbers: - 0 To 1 - 3 To 2 - 1 To 3 - 6 To 4 - 4 To 6 - 2 To 7 -Unpruned decision tree written to csv/zoo.csv.dt. -fold 1: acc. = 95.00 #leaves = 7 max. depth = 3 -fold 2: acc. = 100.00 #leaves = 9 max. depth = 6 -fold 3: acc. = 90.00 #leaves = 7 max. depth = 3 -fold 4: acc. = 90.00 #leaves = 7 max. depth = 3 -fold 5: acc. = 80.95 #leaves = 7 max. depth = 4 -***1***0.9500000***0.0170670*** -***2***1.0000000***0.0151270*** -***3***0.9000000***0.0166470*** -***4***0.9000000***0.0151380*** -***5***0.8095238***0.0126950*** -accuracy = 91.09 #leaves = 7.40 max depth = 3.80 - diff --git a/data/oc1output/zoo_17.txt b/data/oc1output/zoo_17.txt deleted file mode 100644 index d2e8f31..0000000 --- a/data/oc1output/zoo_17.txt +++ /dev/null @@ -1,21 +0,0 @@ -Remapping class numbers: - 0 To 1 - 3 To 2 - 1 To 3 - 6 To 4 - 4 To 6 - 2 To 7 -Pruned decision tree written to csv/zoo.csv.dt. -Unpruned decision tree written to csv/zoo.csv.dt.unpruned. -fold 1: acc. = 90.00 #leaves = 4 max. depth = 3 -fold 2: acc. = 100.00 #leaves = 10 max. depth = 6 -fold 3: acc. = 85.00 #leaves = 8 max. depth = 5 -fold 4: acc. = 90.00 #leaves = 7 max. depth = 3 -fold 5: acc. = 95.24 #leaves = 10 max. depth = 6 -***1***0.9000000***0.0171030*** -***2***1.0000000***0.0159160*** -***3***0.8500000***0.0123750*** -***4***0.9000000***0.0160230*** -***5***0.9523810***0.0171060*** -accuracy = 92.08 #leaves = 7.80 max depth = 4.60 - diff --git a/data/oc1output/zoo_1714.txt b/data/oc1output/zoo_1714.txt deleted file mode 100644 index 0134404..0000000 --- a/data/oc1output/zoo_1714.txt +++ /dev/null @@ -1,21 +0,0 @@ -Remapping class numbers: - 0 To 1 - 3 To 2 - 1 To 3 - 6 To 4 - 4 To 6 - 2 To 7 -Pruned decision tree written to csv/zoo.csv.dt. -Unpruned decision tree written to csv/zoo.csv.dt.unpruned. -fold 1: acc. = 80.00 #leaves = 6 max. depth = 3 -fold 2: acc. = 90.00 #leaves = 10 max. depth = 5 -fold 3: acc. = 90.00 #leaves = 9 max. depth = 6 -fold 4: acc. = 70.00 #leaves = 6 max. depth = 3 -fold 5: acc. = 95.24 #leaves = 7 max. depth = 4 -***1***0.8000000***0.0164970*** -***2***0.9000000***0.0102020*** -***3***0.9000000***0.0178540*** -***4***0.7000000***0.0127160*** -***5***0.9523810***0.0118890*** -accuracy = 85.15 #leaves = 7.60 max depth = 4.20 - diff --git a/data/oc1output/zoo_23.txt b/data/oc1output/zoo_23.txt deleted file mode 100644 index 47f89e0..0000000 --- a/data/oc1output/zoo_23.txt +++ /dev/null @@ -1,20 +0,0 @@ -Remapping class numbers: - 0 To 1 - 3 To 2 - 1 To 3 - 6 To 4 - 4 To 6 - 2 To 7 -Unpruned decision tree written to csv/zoo.csv.dt. -fold 1: acc. = 95.00 #leaves = 10 max. depth = 5 -fold 2: acc. = 80.00 #leaves = 7 max. depth = 3 -fold 3: acc. = 90.00 #leaves = 10 max. depth = 6 -fold 4: acc. = 95.00 #leaves = 9 max. depth = 5 -fold 5: acc. = 95.24 #leaves = 9 max. depth = 6 -***1***0.9500000***0.0146440*** -***2***0.8000000***0.0174530*** -***3***0.9000000***0.0125660*** -***4***0.9500000***0.0162650*** -***5***0.9523810***0.0127900*** -accuracy = 91.09 #leaves = 9.00 max depth = 5.00 - diff --git a/data/oc1output/zoo_31.txt b/data/oc1output/zoo_31.txt deleted file mode 100644 index 5fa5f47..0000000 --- a/data/oc1output/zoo_31.txt +++ /dev/null @@ -1,20 +0,0 @@ -Remapping class numbers: - 0 To 1 - 3 To 2 - 1 To 3 - 6 To 4 - 4 To 6 - 2 To 7 -Unpruned decision tree written to csv/zoo.csv.dt. -fold 1: acc. = 95.00 #leaves = 10 max. depth = 6 -fold 2: acc. = 80.00 #leaves = 7 max. depth = 3 -fold 3: acc. = 90.00 #leaves = 9 max. depth = 6 -fold 4: acc. = 85.00 #leaves = 9 max. depth = 6 -fold 5: acc. = 95.24 #leaves = 9 max. depth = 6 -***1***0.9500000***0.0138660*** -***2***0.8000000***0.0159930*** -***3***0.9000000***0.0131200*** -***4***0.8500000***0.0121600*** -***5***0.9523810***0.0128070*** -accuracy = 89.11 #leaves = 8.80 max depth = 5.40 - diff --git a/data/oc1output/zoo_57.txt b/data/oc1output/zoo_57.txt deleted file mode 100644 index 11a610e..0000000 --- a/data/oc1output/zoo_57.txt +++ /dev/null @@ -1,21 +0,0 @@ -Remapping class numbers: - 0 To 1 - 3 To 2 - 1 To 3 - 6 To 4 - 4 To 6 - 2 To 7 -Pruned decision tree written to csv/zoo.csv.dt. -Unpruned decision tree written to csv/zoo.csv.dt.unpruned. -fold 1: acc. = 80.00 #leaves = 6 max. depth = 4 -fold 2: acc. = 80.00 #leaves = 8 max. depth = 5 -fold 3: acc. = 90.00 #leaves = 8 max. depth = 4 -fold 4: acc. = 85.00 #leaves = 8 max. depth = 4 -fold 5: acc. = 90.48 #leaves = 7 max. depth = 4 -***1***0.8000000***0.0137650*** -***2***0.8000000***0.0118010*** -***3***0.9000000***0.0168280*** -***4***0.8500000***0.0167020*** -***5***0.9047619***0.0127050*** -accuracy = 85.15 #leaves = 7.40 max depth = 4.20 - diff --git a/data/oc1output/zoo_7.txt b/data/oc1output/zoo_7.txt deleted file mode 100644 index ce380ab..0000000 --- a/data/oc1output/zoo_7.txt +++ /dev/null @@ -1,20 +0,0 @@ -Remapping class numbers: - 0 To 1 - 3 To 2 - 1 To 3 - 6 To 4 - 4 To 6 - 2 To 7 -Unpruned decision tree written to csv/zoo.csv.dt. -fold 1: acc. = 95.00 #leaves = 7 max. depth = 4 -fold 2: acc. = 95.00 #leaves = 10 max. depth = 6 -fold 3: acc. = 80.00 #leaves = 7 max. depth = 4 -fold 4: acc. = 100.00 #leaves = 9 max. depth = 6 -fold 5: acc. = 80.95 #leaves = 7 max. depth = 4 -***1***0.9500000***0.0134430*** -***2***0.9500000***0.0142150*** -***3***0.8000000***0.0128730*** -***4***1.0000000***0.0160140*** -***5***0.8095238***0.0115580*** -accuracy = 90.10 #leaves = 8.00 max depth = 4.80 - diff --git a/data/oc1output/zoo_79.txt b/data/oc1output/zoo_79.txt deleted file mode 100644 index f204fa4..0000000 --- a/data/oc1output/zoo_79.txt +++ /dev/null @@ -1,21 +0,0 @@ -Remapping class numbers: - 0 To 1 - 3 To 2 - 1 To 3 - 6 To 4 - 4 To 6 - 2 To 7 -Pruned decision tree written to csv/zoo.csv.dt. -Unpruned decision tree written to csv/zoo.csv.dt.unpruned. -fold 1: acc. = 65.00 #leaves = 4 max. depth = 2 -fold 2: acc. = 95.00 #leaves = 10 max. depth = 6 -fold 3: acc. = 90.00 #leaves = 7 max. depth = 4 -fold 4: acc. = 90.00 #leaves = 9 max. depth = 5 -fold 5: acc. = 85.71 #leaves = 7 max. depth = 3 -***1***0.6500000***0.0130870*** -***2***0.9500000***0.0170230*** -***3***0.9000000***0.0135790*** -***4***0.9000000***0.0167260*** -***5***0.8571429***0.0161420*** -accuracy = 85.15 #leaves = 7.40 max depth = 4.00 - diff --git a/data/oc1output/zoo_83.txt b/data/oc1output/zoo_83.txt deleted file mode 100644 index a71401d..0000000 --- a/data/oc1output/zoo_83.txt +++ /dev/null @@ -1,20 +0,0 @@ -Remapping class numbers: - 0 To 1 - 3 To 2 - 1 To 3 - 6 To 4 - 4 To 6 - 2 To 7 -Unpruned decision tree written to csv/zoo.csv.dt. -fold 1: acc. = 80.00 #leaves = 7 max. depth = 3 -fold 2: acc. = 95.00 #leaves = 9 max. depth = 5 -fold 3: acc. = 85.00 #leaves = 7 max. depth = 3 -fold 4: acc. = 95.00 #leaves = 10 max. depth = 6 -fold 5: acc. = 90.48 #leaves = 8 max. depth = 6 -***1***0.8000000***0.0163390*** -***2***0.9500000***0.0149760*** -***3***0.8500000***0.0169300*** -***4***0.9500000***0.0161630*** -***5***0.9047619***0.0118390*** -accuracy = 89.11 #leaves = 8.20 max depth = 4.60 - diff --git a/data/oc1output/zoo_97.txt b/data/oc1output/zoo_97.txt deleted file mode 100644 index 6fb7379..0000000 --- a/data/oc1output/zoo_97.txt +++ /dev/null @@ -1,21 +0,0 @@ -Remapping class numbers: - 0 To 1 - 3 To 2 - 1 To 3 - 6 To 4 - 4 To 6 - 2 To 7 -Pruned decision tree written to csv/zoo.csv.dt. -Unpruned decision tree written to csv/zoo.csv.dt.unpruned. -fold 1: acc. = 100.00 #leaves = 7 max. depth = 4 -fold 2: acc. = 95.00 #leaves = 7 max. depth = 4 -fold 3: acc. = 95.00 #leaves = 8 max. depth = 4 -fold 4: acc. = 80.00 #leaves = 7 max. depth = 4 -fold 5: acc. = 95.24 #leaves = 8 max. depth = 5 -***1***1.0000000***0.0129880*** -***2***0.9500000***0.0133310*** -***3***0.9500000***0.0166250*** -***4***0.8000000***0.0131280*** -***5***0.9523810***0.0126960*** -accuracy = 93.07 #leaves = 7.40 max depth = 4.20 - diff --git a/experimentation/Experiments.py b/experimentation/Experiments.py index f458bcc..5dc04d7 100644 --- a/experimentation/Experiments.py +++ b/experimentation/Experiments.py @@ -2,7 +2,7 @@ import json import os import time import warnings -import numpy as np +import statistics from sklearn.model_selection import GridSearchCV, cross_validate from . import Models from .Database import Hyperparameters, MySQL, Outcomes @@ -82,6 +82,9 @@ class Experiment: outcomes = ["fit_time", "score_time", "train_score", "test_score"] for item in outcomes: total[item] = [] + nodes_total = [] + leaves_total = [] + depths_total = [] for random_state in [57, 31, 1714, 17, 23, 79, 83, 97, 7, 1]: kfold = KFold(shuffle=True, random_state=random_state, n_splits=5) model.set_params(**{"random_state": random_state}) @@ -101,13 +104,19 @@ class Experiment: ) for item in outcomes: total[item].append(results[item]) - print("end") + if type(model).__name__ == "Stree": + for result_item in results["estimator"]: + nodes, leaves = result_item.nodes_leaves() + nodes_total.append(nodes) + leaves_total.append(leaves) + depths_total.append(result_item.depth_) if type(model).__name__ == "Stree": - best_model = results["estimator"][np.argmax(results["test_score"])] - nodes, leaves = best_model.nodes_leaves() - depth = best_model.depth_ + nodes = statistics.mean(nodes_total) + leaves = statistics.mean(leaves_total) + depth = statistics.mean(depths_total) else: - nodes = leaves = depth = 0 + nodes = leaves = depth = 0.0 + print("end") complexity = dict(nodes=nodes, leaves=leaves, depth=depth) outcomes = Outcomes(host=self._host, model=self._model_name) parameters = json.dumps(parameters, sort_keys=True) diff --git a/experimentation/Sets.py b/experimentation/Sets.py index 9659f52..9b7d382 100644 --- a/experimentation/Sets.py +++ b/experimentation/Sets.py @@ -181,7 +181,7 @@ class Datasets_Tanveer(Dataset_Base): ) X = data.drop("clase", axis=1).to_numpy() y = data["clase"].to_numpy() - return X, y + return self.post_process(X, y) # type: ignore class Datasets_AAAI(Dataset_Base): diff --git a/oc1_process.sh b/oc1_process.sh new file mode 100755 index 0000000..add2333 --- /dev/null +++ b/oc1_process.sh @@ -0,0 +1,20 @@ +rm -f data/oc1output/* +rm -f data/csv/* +printf "Generating csv datasets\n" +printf "========================\n" +python oc1datasets.py +printf "Processing datasets\n" +printf "===================\n" +while read dataset +do + printf "*%-30s: " $dataset + for seed in 57 31 1714 17 23 79 83 97 7 1 + do + printf "$seed, " + mktree -V5 -tdata/csv/$dataset.csv -s$seed >data/oc1output/${dataset}_$seed.txt + done + echo "done" +done Tuple[str, str, str, bool, bool]: diff --git a/report_score.py b/report_score.py index 321371b..2cb8e7c 100644 --- a/report_score.py +++ b/report_score.py @@ -4,10 +4,12 @@ import time from datetime import datetime import json import numpy as np +from sklearn.tree import DecisionTreeClassifier from stree import Stree from sklearn.model_selection import KFold, cross_validate from experimentation.Sets import Datasets from experimentation.Database import MySQL +from wodt import TreeClassifier def parse_arguments(): @@ -25,8 +27,8 @@ def parse_arguments(): "--model", type=str, required=False, - default="stree", - help="model name, default stree", + default="stree_default", + help="model name, default stree_default", ) ap.add_argument( "-d", @@ -43,49 +45,28 @@ def parse_arguments(): required=False, help="generate report_score.sql", ) - ap.add_argument( - "-p", - "--param", - default=False, - type=bool, - required=False, - help="Auto generate params", - ) args = ap.parse_args() - return (args.set_of_files, args.model, args.dataset, args.sql, args.param) + return (args.set_of_files, args.model, args.dataset, args.sql) -def compute_auto_hyperparams(X, y): - """Propuesta de auto configuración de hiperparámetros - max_it = 10e4 - (1 valor) - split = impurity si clases==2 y split=max_samples si clases > 2 - (1 valor) - kernel=linear o polinómico - (2 valores) - C = 0.1, 0.5 y 1.0 - (3 valores) - Caso 1: C=1, max_iter=1e4 + condicional split_max kernel lineal - Caso 2: C=0.5, max_iter=1e4 + condicional split_max kernel lineal - Caso 3: C=0.1, max_iter=1e4 + condicional split_max kernel lineal - Caso 4: C=1, max_iter=1e4 + condicional split_max kernel poly - Caso 5: C=0.5, max_iter=1e4 + condicional split_max kernel poly - Caso 6: C=0.1, max_iter=1e4 + condicional split_max kernel poly - Caso 7: C=1, max_iter=1e4 + condicional + kernel rbf - Caso 8: kernel rbf - """ - # params = {"max_iter": 1e4, "kernel": "rbf"} - # classes = len(np.unique(y)) - # if classes > 2: - # params["split_criteria"] = "max_samples" - params = {"kernel": "rbf"} - return params +def get_classifier(model, random_state, hyperparameters): + if model == "stree" or model == "stree_default": + clf = Stree(random_state=random_state) + clf.set_params(**hyperparameters) + if model == "wodt": + clf = TreeClassifier(random_state=random_state) + if model == "cart": + clf = DecisionTreeClassifier(random_state=random_state) + return clf -def process_dataset(dataset, verbose, model, auto_params): +def process_dataset(dataset, verbose, model): X, y = dt.load(dataset) scores = [] times = [] + nodes = [] + leaves = [] + depths = [] if verbose: print( f"* Processing dataset [{dataset}] from Set: {set_of_files} with " @@ -94,21 +75,31 @@ def process_dataset(dataset, verbose, model, auto_params): print(f"X.shape: {X.shape}") print(f"{X[:4]}") print(f"Random seeds: {random_seeds}") - if auto_params: - hyperparameters = compute_auto_hyperparams(X, y) - else: - hyperparameters = {} + hyperparameters = json.loads("{}") + if model == "stree": + # Get the optimized parameters + record = dbh.find_best(dataset, model, "gridsearch") + hyperparameters = json.loads(record[8] if record[8] != "" else "{}") + hyperparameters.pop("random_state", None) for random_state in random_seeds: random.seed(random_state) np.random.seed(random_state) kfold = KFold(shuffle=True, random_state=random_state, n_splits=5) - clf = Stree(random_state=random_state) - clf.set_params(**hyperparameters) + clf = get_classifier(model, random_state, hyperparameters) res = cross_validate(clf, X, y, cv=kfold, return_estimator=True) - nodes, leaves = res["estimator"][0].nodes_leaves() - depth = res["estimator"][0].depth_ scores.append(res["test_score"]) times.append(res["fit_time"]) + for result_item in res["estimator"]: + if model == "cart": + nodes_item = result_item.tree_.node_count + depth_item = result_item.tree_.max_depth + leaves_item = result_item.get_n_leaves() + else: + nodes_item, leaves_item = result_item.nodes_leaves() + depth_item = result_item.depth_ + nodes.append(nodes_item) + leaves.append(leaves_item) + depths.append(depth_item) if verbose: print( f"Random seed: {random_state:5d} Accuracy: " @@ -116,7 +107,7 @@ def process_dataset(dataset, verbose, model, auto_params): f"{res['test_score'].std():6.4f} " f"{res['fit_time'].mean():5.3f}s" ) - return scores, times, json.dumps(hyperparameters), nodes, leaves, depth + return scores, times, json.dumps(hyperparameters), nodes, leaves, depths def store_string( @@ -174,82 +165,60 @@ def store_string( random_seeds = [57, 31, 1714, 17, 23, 79, 83, 97, 7, 1] normalize = True standardize = False -(set_of_files, model, dataset, sql, auto_params) = parse_arguments() +(set_of_files, model, dataset, sql) = parse_arguments() dbh = MySQL() if sql: - sql_output = open("report_score.sql", "w") + sql_output = open(f"{model}.sql", "w") database = dbh.get_connection() dt = Datasets(normalize, standardize, set_of_files) start = time.time() if dataset == "all": print( f"* Process all datasets set with {model}: {set_of_files} " - f"norm: {normalize} std: {standardize}" + f"norm: {normalize} std: {standardize} store in: {model}" ) print(f"5 Fold Cross Validation with 10 random seeds {random_seeds}\n") - print( - "{0:30s} {5:4s} {6:3s} {7:2s} {8:2s} {9:2s} {10:2s} {1:13s} {2:13s} " - "{3:8s} {4:90s}".format( - "Dataset", - "Acc. computed", - "Best Accuracy", - "Diff.", - "Best accuracy hyperparameters", - "Samp", - "Var", - "Cls", - "N", - "L", - "D", - ) - ) - print("=" * 30, end=" ") - print("=" * 4, end=" ") - print("=" * 3, end=" ") - print("=" * 3, end=" ") - print("=" * 2, end=" ") - print("=" * 2, end=" ") - print("=" * 2, end=" ") - print("=" * 13, end=" ") - print("=" * 13, end=" ") - print("=" * 8, end=" ") - print("=" * 90) + header_cols = [ + "Dataset", + "Samp", + "Var", + "Cls", + "Nodes", + "Leaves", + "Depth", + "Accuracy", + "Time", + "Parameters", + ] + header_lengths = [30, 5, 3, 3, 7, 7, 7, 15, 15, 10] + line_col = "" + for field, underscore in zip(header_cols, header_lengths): + print(f"{field:{underscore}s} ", end="") + line_col += "=" * underscore + " " + print(f"\n{line_col}") for dataset in dt: X, y = dt.load(dataset[0]) # type: ignore samples, features = X.shape classes = len(np.unique(y)) print( - f"{dataset[0]:30s} {samples:4d} {features:3d} {classes:3d} ", + f"{dataset[0]:30s} {samples:5d} {features:3d} {classes:3d} ", end="", ) scores, times, hyperparameters, nodes, leaves, depth = process_dataset( - dataset[0], verbose=False, model=model, auto_params=auto_params + dataset[0], verbose=False, model=model ) - complexity = dict(nodes=nodes, leaves=leaves, depth=depth) + complexity = dict( + nodes=float(np.mean(nodes)), + leaves=float(np.mean(leaves)), + depth=float(np.mean(depth)), + ) + nodes_item, leaves_item, depth_item = complexity.values() print( - f"{nodes:2d} {leaves:2d} {depth:2d} ", + f"{nodes_item:7.2f} {leaves_item:7.2f} {depth_item:7.2f} ", end="", ) - record = dbh.find_best(dataset[0], model, "crossval") - if record is not None: - parameters = json.loads(record[8] if record[8] != "" else "{}") - parameters.pop("random_state", None) - accuracy_best = record[5] - acc_best_std = record[11] - else: - parameters = json.loads("{}") - accuracy_best = 0.0 - acc_best_std = 0.0 - if auto_params: - # show parameters computed - parameters = json.loads(hyperparameters) - accuracy_computed = np.mean(scores) - diff = accuracy_best - accuracy_computed - print( - f"{accuracy_computed:6.4f}±{np.std(scores):6.4f} " - f"{accuracy_best:6.4f}±{acc_best_std:6.4f} {diff:8.5f} " - f"{json.dumps(parameters):40s}" - ) + print(f"{np.mean(scores):8.6f}±{np.std(scores):6.4f} ", end="") + print(f"{np.mean(times):8.6f}±{np.std(times):6.4f} {hyperparameters}") if sql: command = store_string( dataset[0], model, scores, times, hyperparameters, complexity @@ -257,21 +226,25 @@ if dataset == "all": print(command, file=sql_output) else: scores, times, hyperparameters, nodes, leaves, depth = process_dataset( - dataset, verbose=True, model=model, auto_params=auto_params + dataset, verbose=True, model=model ) record = dbh.find_best(dataset, model, "crossval") accuracy = np.mean(scores) accuracy_best = record[5] if record is not None else 0.0 acc_best_std = record[11] if record is not None else 0.0 + print(f"* Normalize/Standard.: {normalize} / {standardize}") print( f"* Accuracy Computed .: {accuracy:6.4f}±{np.std(scores):6.4f} " f"{np.mean(times):5.3f}s" ) print(f"* Accuracy Best .....: {accuracy_best:6.4f}±{acc_best_std:6.4f}") print(f"* Difference ........: {accuracy_best - accuracy:6.4f}") - print(f"* Nodes/Leaves/Depth : {nodes:2d} {leaves:2d} {depth:2d} ") + print( + f"* Nodes/Leaves/Depth : {np.mean(nodes):.2f} {np.mean(leaves):.2f} " + f"{np.mean(depth):.2f} " + ) + print(f"- Hyperparameters ...: {hyperparameters}") stop = time.time() -print(f"- Auto Hyperparams ..: {hyperparameters}") hours, rem = divmod(stop - start, 3600) minutes, seconds = divmod(rem, 60) print(f"Time: {int(hours):2d}h {int(minutes):2d}m {int(seconds):2d}s") diff --git a/results/adaBoost.txt b/results/adaBoost.txt deleted file mode 100755 index 6f9e9ba..0000000 --- a/results/adaBoost.txt +++ /dev/null @@ -1,62 +0,0 @@ -****************************************************************************************************** -* Best Hyperparameters found for datasets -- adaBoost classifier -- * -****************************************************************************************************** - -Date Time Type Classifier Dataset Nor Std Accuracy Reference -========== ======== ========== ========== ============================== === === ========= =========== -2020-11-16 13:22:39 gridsearch adaBoost balance-scale 1 1 0.9344000 0.9046280 + -2020-11-21 23:48:05 gridsearch adaBoost balloons 1 0 0.8833330 0.6625000 + -2020-12-10 20:44:44 gridsearch adaBoost breast-cancer-wisc-diag 1 0 0.9754390 0.9743450 + -2020-11-21 23:51:46 gridsearch adaBoost breast-cancer-wisc-prog 1 0 0.8283330 0.7993400 + -2020-11-21 23:53:27 gridsearch adaBoost breast-cancer-wisc 1 0 0.9685610 0.9702560 - -2020-11-21 23:55:47 gridsearch adaBoost breast-cancer 1 0 0.7273440 0.7382400 - -2020-11-22 2:21:32 gridsearch adaBoost cardiotocography-10clases 1 0 0.6848680 0.8277610 - -2020-12-11 9:28:08 gridsearch adaBoost cardiotocography-3clases 1 0 0.8504380 0.9201340 - -2020-12-10 20:24:21 gridsearch adaBoost conn-bench-sonar-mines-rocks 1 0 0.6876890 0.8336540 - -2020-12-10 22:08:18 gridsearch adaBoost cylinder-bands 1 0 0.6504280 0.7691410 - -2020-11-21 23:52:12 gridsearch adaBoost dermatology 1 0 0.9727140 0.9732780 - -2020-11-21 23:48:42 gridsearch adaBoost echocardiogram 1 0 0.8544160 0.8485270 + -2020-11-16 13:22:40 gridsearch adaBoost fertility 1 1 0.8800000 0.8840000 - -2020-11-22 0:07:17 gridsearch adaBoost haberman-survival 1 0 0.7581700 0.7392540 + -2020-11-21 23:54:11 gridsearch adaBoost heart-hungarian 1 0 0.8400930 0.8204750 + -2020-11-21 23:48:31 gridsearch adaBoost hepatitis 1 0 0.8774190 0.8232030 + -2020-11-21 23:57:45 gridsearch adaBoost ilpd-indian-liver 1 0 0.7376070 0.7150280 + -2020-12-10 20:25:26 gridsearch adaBoost ionosphere 1 0 0.9430180 0.9442150 - -2020-06-26 18:09:17 gridsearch adaBoost iris 1 0 0.9800000 0.9786560 + -2020-11-21 23:54:15 gridsearch adaBoost led-display 1 0 0.7150000 0.7102000 + -2020-12-10 21:21:15 gridsearch adaBoost libras 1 0 0.7277780 0.8911110 - -2020-12-10 20:28:48 gridsearch adaBoost low-res-spect 1 0 0.8832660 0.9028200 - -2020-11-21 23:49:21 gridsearch adaBoost lymphography 1 0 0.8643680 0.8554050 + -2020-11-22 1:01:46 gridsearch adaBoost mammographic 1 0 0.8283090 0.8274720 + -2020-12-10 20:10:27 gridsearch adaBoost molec-biol-promoter 1 0 0.8112550 0.8182690 - -2020-12-10 22:30:56 gridsearch adaBoost musk-1 1 0 0.8256360 0.8764710 - -2020-11-22 12:34:38 gridsearch adaBoost oocytes_merluccius_nucleus_4d 1 0 0.8346200 0.8399630 - -2020-11-22 0:11:40 gridsearch adaBoost oocytes_merluccius_states_2f 1 0 0.9236490 0.9299630 - -2020-11-22 0:49:21 gridsearch adaBoost oocytes_trisopterus_nucleus_2f 1 0 0.7401250 0.8333330 - -2020-11-22 0:22:51 gridsearch adaBoost oocytes_trisopterus_states_5b 1 0 0.8541340 0.9315790 - -2020-11-21 23:53:57 gridsearch adaBoost parkinsons 1 0 0.8564100 0.9202210 - -2020-11-22 0:24:41 gridsearch adaBoost pima 1 0 0.7747390 0.7671880 + -2020-11-21 23:55:43 gridsearch adaBoost pittsburg-bridges-MATERIAL 1 0 0.8675320 0.8642860 + -2020-11-21 23:55:40 gridsearch adaBoost pittsburg-bridges-REL-L 1 0 0.6976190 0.6959290 + -2020-11-21 23:56:48 gridsearch adaBoost pittsburg-bridges-SPAN 1 0 0.7321640 0.6891300 + -2020-11-22 0:00:29 gridsearch adaBoost pittsburg-bridges-T-OR-D 1 0 0.8919050 0.8743700 + -2020-11-21 23:58:28 gridsearch adaBoost planning 1 0 0.7256760 0.7255790 + -2020-11-21 23:57:36 gridsearch adaBoost post-operative 1 0 0.7222220 0.7117420 + -2020-11-21 23:57:45 gridsearch adaBoost seeds 1 0 0.9428570 0.9563030 - -2020-11-22 0:26:38 gridsearch adaBoost statlog-australian-credit 1 0 0.6869570 0.6782810 + -2020-11-22 0:35:42 gridsearch adaBoost statlog-german-credit 1 0 0.7690000 0.7562000 + -2020-11-22 0:03:22 gridsearch adaBoost statlog-heart 1 0 0.8407410 0.8422990 - -2020-11-22 0:29:34 gridsearch adaBoost statlog-image 1 0 0.9593070 0.9761940 - -2020-11-22 1:03:33 gridsearch adaBoost statlog-vehicle 1 0 0.7860700 0.8006730 - -2020-12-10 20:32:31 gridsearch adaBoost synthetic-control 1 0 0.9816670 0.9903330 - -2020-11-22 0:29:36 gridsearch adaBoost tic-tac-toe 1 0 0.9853400 0.9853850 - -2020-11-22 0:13:09 gridsearch adaBoost vertebral-column-2clases 1 0 0.8387100 0.8491530 - -2020-11-22 0:08:20 gridsearch adaBoost wine 1 0 0.9888890 0.9932810 - -2020-11-22 0:08:46 gridsearch adaBoost zoo 1 0 0.9600000 0.9603850 - -we have better results 22 times -we have worse results 27 times -we have equal results 0 times -stree used 0 times -bagging used 0 times -adaBoost used 49 times -odte used 0 times \ No newline at end of file diff --git a/results/analysis.txt b/results/analysis.txt deleted file mode 100755 index f1df93b..0000000 --- a/results/analysis.txt +++ /dev/null @@ -1,61 +0,0 @@ -**************************************************************************************** -* Best model results * -**************************************************************************************** - -Dataset Reference stree odte adaBoost bagging -============================== ========= =========== =========== =========== =========== -balance-scale 0.904628 0.9488 + 0.9712 + 0.9344 + 0.8352 - -balloons 0.6625 0.866667 + 0.866667 + 0.883333 + 0.683333 + -breast-cancer-wisc-diag 0.974345 0.978932 + 0.982456 + 0.975439 + 0.980702 + -breast-cancer-wisc-prog 0.79934 0.828462 + 0.848718 + 0.828333 + 0.833718 + -breast-cancer-wisc 0.970256 0.965694 - 0.974265 + 0.968561 - 0.977122 + -breast-cancer 0.73824 0.730853 - 0.744949 + 0.727344 - 0.751906 + -cardiotocography-10clases 0.827761 0.666522 - 0.751651 - 0.684868 - 0.702258 - -cardiotocography-3clases 0.920134 0.848074 - 0.861255 - 0.850438 - 0.849022 - -conn-bench-sonar-mines-rocks 0.833654 0.688269 - 0.755052 - 0.687689 - 0.73043 - -cylinder-bands 0.769141 0.632667 - 0.66996 - 0.650428 - 0.666134 - -dermatology 0.973278 0.975454 + 0.986412 + 0.972714 - 0.978156 + -echocardiogram 0.848527 0.847293 - 0.869801 + 0.854416 + 0.869801 + -fertility 0.884 0.88 - 0.89 + 0.88 - 0.89 + -haberman-survival 0.739254 0.764675 + 0.774564 + 0.75817 + 0.738604 - -heart-hungarian 0.820475 0.829924 + 0.843717 + 0.840093 + 0.847107 + -hepatitis 0.823203 0.864516 + 0.877419 + 0.877419 + 0.864516 + -ilpd-indian-liver 0.715028 0.742691 + 0.737577 + 0.737607 + 0.730769 + -ionosphere 0.944215 0.948732 + 0.957223 + 0.943018 - 0.960081 + -iris 0.978656 0.98 + 0.993333 + 0.98 + 0.98 + -led-display 0.7102 0.712 + 0.731 + 0.715 + 0.695 - -libras 0.891111 0.702778 - 0.802778 - 0.727778 - 0.819444 - -low-res-spect 0.90282 0.879492 - 0.913402 + 0.883266 - 0.913384 + -lymphography 0.855405 0.864828 + 0.891724 + 0.864368 + 0.891954 + -mammographic 0.827472 0.829372 + 0.842876 + 0.828309 + 0.837689 + -molec-biol-promoter 0.818269 0.810822 - 0.896104 + 0.811255 - 0.942857 + -musk-1 0.876471 0.789912 - 0.833903 - 0.825636 - 0.817039 - -oocytes_merluccius_nucleus_4d 0.839963 0.808221 - 0.843419 + 0.83462 - 0.792573 - -oocytes_merluccius_states_2f 0.929963 0.911903 - 0.929512 - 0.923649 - 0.729928 - -oocytes_trisopterus_nucleus_2f 0.833333 0.747691 - 0.750964 - 0.740125 - 0.727971 - -oocytes_trisopterus_states_5b 0.931579 0.845361 - 0.876136 - 0.854134 - 0.85408 - -parkinsons 0.920221 0.846154 - 0.866667 - 0.85641 - 0.861538 - -pima 0.767188 0.780002 + 0.789093 + 0.774739 + 0.777379 + -pittsburg-bridges-MATERIAL 0.864286 0.886147 + 0.867532 + 0.867532 + 0.877056 + -pittsburg-bridges-REL-L 0.695929 0.67619 - 0.705238 + 0.697619 + 0.69619 + -pittsburg-bridges-SPAN 0.68913 0.677193 - 0.709357 + 0.732164 + 0.687135 - -pittsburg-bridges-T-OR-D 0.87437 0.902381 + 0.902381 + 0.891905 + 0.882857 + -planning 0.725579 0.725525 - 0.747898 + 0.725676 + 0.736787 + -post-operative 0.711742 0.722222 + 0.722222 + 0.722222 + 0.711111 - -seeds 0.956303 0.961905 + 0.961905 + 0.942857 - 0.961905 + -statlog-australian-credit 0.678281 0.67971 + 0.7 + 0.686957 + 0.684058 + -statlog-german-credit 0.7562 0.762 + 0.777 + 0.769 + 0.762 + -statlog-heart 0.842299 0.848148 + 0.866667 + 0.840741 - 0.866667 + -statlog-image 0.976194 0.959307 - 0.962771 - 0.959307 - 0.962771 - -statlog-vehicle 0.800673 0.801413 + 0.817981 + 0.78607 - 0.79315 - -synthetic-control 0.990333 0.971667 - 0.995 + 0.981667 - 0.996667 + -tic-tac-toe 0.985385 0.987435 + 0.987435 + 0.98534 - 0.875758 - -vertebral-column-2clases 0.849153 0.829032 - 0.845161 - 0.83871 - 0.774194 - -wine 0.993281 0.977778 - 0.994444 + 0.988889 - 0.994444 + -zoo 0.960385 0.970476 + 0.98 + 0.96 - 0.97 + -we have better results 113 times -we have worse results 83 times -stree used 49 times better 25 times worse 24 times -odte used 49 times better 37 times worse 12 times -adaBoost used 49 times better 22 times worse 27 times -bagging used 49 times better 29 times worse 20 times \ No newline at end of file diff --git a/results/bagging.txt b/results/bagging.txt deleted file mode 100755 index 805d8fd..0000000 --- a/results/bagging.txt +++ /dev/null @@ -1,62 +0,0 @@ -****************************************************************************************************** -* Best Hyperparameters found for datasets -- bagging classifier -- * -****************************************************************************************************** - -Date Time Type Classifier Dataset Nor Std Accuracy Reference -========== ======== ========== ========== ============================== === === ========= =========== -2020-12-19 18:36:31 gridsearch bagging balance-scale 1 0 0.8352000 0.9046280 - -2020-11-19 13:41:55 gridsearch bagging balloons 1 1 0.6833330 0.6625000 + -2020-11-20 3:48:59 gridsearch bagging breast-cancer-wisc-diag 1 1 0.9807020 0.9743450 + -2020-11-11 23:10:52 gridsearch bagging breast-cancer-wisc-prog 1 1 0.8337180 0.7993400 + -2020-11-23 12:10:11 gridsearch bagging breast-cancer-wisc 1 0 0.9771220 0.9702560 + -2020-11-19 23:44:41 gridsearch bagging breast-cancer 1 1 0.7519060 0.7382400 + -2020-11-16 13:37:13 gridsearch bagging cardiotocography-10clases 1 1 0.7022580 0.8277610 - -2020-11-16 13:35:23 gridsearch bagging cardiotocography-3clases 1 1 0.8490220 0.9201340 - -2020-12-12 13:27:08 gridsearch bagging conn-bench-sonar-mines-rocks 1 0 0.7304300 0.8336540 - -2020-12-20 1:53:07 gridsearch bagging cylinder-bands 1 0 0.6661340 0.7691410 - -2020-12-20 4:18:35 gridsearch bagging dermatology 1 0 0.9781560 0.9732780 + -2020-11-19 19:42:13 gridsearch bagging echocardiogram 1 1 0.8698010 0.8485270 + -2020-11-19 15:22:26 gridsearch bagging fertility 1 1 0.8900000 0.8840000 + -2020-11-20 7:04:39 gridsearch bagging haberman-survival 1 1 0.7386040 0.7392540 - -2020-11-23 15:28:21 gridsearch bagging heart-hungarian 1 0 0.8471070 0.8204750 + -2020-11-19 17:44:52 gridsearch bagging hepatitis 1 1 0.8645160 0.8232030 + -2020-12-21 7:18:24 gridsearch bagging ilpd-indian-liver 1 0 0.7307690 0.7150280 + -2020-11-20 7:39:16 gridsearch bagging ionosphere 1 1 0.9600810 0.9442150 + -2020-06-26 11:03:03 gridsearch bagging iris 1 0 0.9800000 0.9786560 + -2021-01-13 13:45:23 gridsearch bagging led-display 1 0 0.6950000 0.7102000 - -2021-01-14 0:28:42 gridsearch bagging libras 1 0 0.8194440 0.8911110 - -2020-12-24 16:13:21 gridsearch bagging low-res-spect 1 0 0.9133840 0.9028200 + -2020-11-20 1:24:35 gridsearch bagging lymphography 1 1 0.8919540 0.8554050 + -2020-12-22 11:05:56 gridsearch bagging mammographic 1 0 0.8376890 0.8274720 + -2020-11-20 2:26:50 gridsearch bagging molec-biol-promoter 1 1 0.9428570 0.8182690 + -2020-12-13 10:54:42 gridsearch bagging musk-1 1 0 0.8170390 0.8764710 - -2020-11-16 13:35:59 gridsearch bagging oocytes_merluccius_nucleus_4d 1 1 0.7925730 0.8399630 - -2020-11-16 13:35:27 gridsearch bagging oocytes_merluccius_states_2f 1 1 0.7299280 0.9299630 - -2020-11-16 13:35:46 gridsearch bagging oocytes_trisopterus_nucleus_2f 1 1 0.7279710 0.8333330 - -2020-11-16 13:35:41 gridsearch bagging oocytes_trisopterus_states_5b 1 1 0.8540800 0.9315790 - -2020-11-20 7:53:07 gridsearch bagging parkinsons 1 1 0.8615380 0.9202210 - -2020-12-23 22:40:26 gridsearch bagging pima 1 0 0.7773790 0.7671880 + -2020-11-21 14:57:13 gridsearch bagging pittsburg-bridges-MATERIAL 1 1 0.8770560 0.8642860 + -2020-11-20 12:30:28 gridsearch bagging pittsburg-bridges-REL-L 1 1 0.6961900 0.6959290 + -2020-11-16 13:35:56 gridsearch bagging pittsburg-bridges-SPAN 1 1 0.6871350 0.6891300 - -2020-11-16 13:35:54 gridsearch bagging pittsburg-bridges-T-OR-D 1 1 0.8828570 0.8743700 + -2020-11-22 0:19:48 gridsearch bagging planning 1 1 0.7367870 0.7255790 + -2020-11-16 13:35:58 gridsearch bagging post-operative 1 1 0.7111110 0.7117420 - -2020-11-20 17:28:36 gridsearch bagging seeds 1 1 0.9619050 0.9563030 + -2020-12-22 19:59:23 gridsearch bagging statlog-australian-credit 1 0 0.6840580 0.6782810 + -2020-12-24 0:02:12 gridsearch bagging statlog-german-credit 1 0 0.7620000 0.7562000 + -2020-11-20 22:17:22 gridsearch bagging statlog-heart 1 1 0.8666670 0.8422990 + -2020-11-16 14:04:13 gridsearch bagging statlog-image 1 1 0.9627710 0.9761940 - -2020-11-16 13:37:33 gridsearch bagging statlog-vehicle 1 1 0.7931500 0.8006730 - -2020-12-25 19:30:56 gridsearch bagging synthetic-control 1 0 0.9966670 0.9903330 + -2020-12-22 18:42:57 gridsearch bagging tic-tac-toe 1 0 0.8757580 0.9853850 - -2020-11-16 13:37:03 gridsearch bagging vertebral-column-2clases 1 1 0.7741940 0.8491530 - -2020-11-21 2:52:23 gridsearch bagging wine 1 1 0.9944440 0.9932810 + -2020-11-20 22:21:27 gridsearch bagging zoo 1 1 0.9700000 0.9603850 + -we have better results 29 times -we have worse results 20 times -we have equal results 0 times -stree used 0 times -bagging used 49 times -adaBoost used 0 times -odte used 0 times \ No newline at end of file diff --git a/results/odte.txt b/results/odte.txt deleted file mode 100755 index e36716c..0000000 --- a/results/odte.txt +++ /dev/null @@ -1,62 +0,0 @@ -****************************************************************************************************** -* Best Hyperparameters found for datasets -- odte classifier -- * -****************************************************************************************************** - -Date Time Type Classifier Dataset Nor Std Accuracy Reference -========== ======== ========== ========== ============================== === === ========= =========== -2020-12-23 7:47:46 gridsearch odte balance-scale 1 0 0.9712000 0.9046280 + -2021-01-11 11:52:54 gridsearch odte balloons 1 0 0.8666670 0.6625000 + -2020-12-16 22:24:05 gridsearch odte breast-cancer-wisc-diag 1 0 0.9824560 0.9743450 + -2020-12-16 20:10:07 gridsearch odte breast-cancer-wisc-prog 1 0 0.8487180 0.7993400 + -2020-11-22 14:14:12 gridsearch odte breast-cancer-wisc 1 0 0.9742650 0.9702560 + -2020-11-18 23:04:30 gridsearch odte breast-cancer 1 1 0.7449490 0.7382400 + -2020-12-07 23:56:19 gridsearch odte cardiotocography-10clases 1 0 0.7516510 0.8277610 - -2020-12-07 16:13:18 gridsearch odte cardiotocography-3clases 1 0 0.8612550 0.9201340 - -2020-12-21 13:58:11 gridsearch odte conn-bench-sonar-mines-rocks 1 0 0.7550520 0.8336540 - -2020-12-18 5:26:37 gridsearch odte cylinder-bands 1 0 0.6699600 0.7691410 - -2020-12-17 18:10:44 gridsearch odte dermatology 1 0 0.9864120 0.9732780 + -2020-11-22 5:37:43 gridsearch odte echocardiogram 1 0 0.8698010 0.8485270 + -2020-11-26 0:18:42 gridsearch odte fertility 1 0 0.8900000 0.8840000 + -2020-11-22 21:36:33 gridsearch odte haberman-survival 1 0 0.7745640 0.7392540 + -2020-11-22 18:24:35 gridsearch odte heart-hungarian 1 0 0.8437170 0.8204750 + -2020-11-22 4:30:37 gridsearch odte hepatitis 1 0 0.8774190 0.8232030 + -2020-12-22 9:29:28 gridsearch odte ilpd-indian-liver 1 0 0.7375770 0.7150280 + -2020-12-17 3:02:23 gridsearch odte ionosphere 1 0 0.9572230 0.9442150 + -2020-11-03 18:52:15 gridsearch odte iris 1 0 0.9933330 0.9786560 + -2020-12-07 18:41:58 gridsearch odte led-display 1 0 0.7310000 0.7102000 + -2021-01-09 4:17:20 gridsearch odte libras 1 0 0.8027780 0.8911110 - -2020-12-23 8:03:20 gridsearch odte low-res-spect 1 0 0.9134020 0.9028200 + -2020-11-22 6:38:17 gridsearch odte lymphography 1 0 0.8917240 0.8554050 + -2020-12-19 16:13:00 gridsearch odte mammographic 1 0 0.8428760 0.8274720 + -2020-12-12 12:15:28 gridsearch odte molec-biol-promoter 1 0 0.8961040 0.8182690 + -2020-12-23 4:28:26 gridsearch odte musk-1 1 0 0.8339030 0.8764710 - -2020-12-28 21:05:55 gridsearch odte oocytes_merluccius_nucleus_4d 1 0 0.8434190 0.8399630 + -2020-12-20 2:56:17 gridsearch odte oocytes_merluccius_states_2f 1 0 0.9295120 0.9299630 - -2020-12-08 19:38:34 gridsearch odte oocytes_trisopterus_nucleus_2f 1 0 0.7509640 0.8333330 - -2020-12-20 20:31:07 gridsearch odte oocytes_trisopterus_states_5b 1 0 0.8761360 0.9315790 - -2020-11-22 11:23:41 gridsearch odte parkinsons 1 0 0.8666670 0.9202210 - -2020-12-20 23:16:56 gridsearch odte pima 1 0 0.7890930 0.7671880 + -2020-11-22 13:27:02 gridsearch odte pittsburg-bridges-MATERIAL 1 0 0.8675320 0.8642860 + -2020-11-23 10:03:06 gridsearch odte pittsburg-bridges-REL-L 1 0 0.7052380 0.6959290 + -2020-11-22 13:03:57 gridsearch odte pittsburg-bridges-SPAN 1 0 0.7093570 0.6891300 + -2020-11-23 9:07:13 gridsearch odte pittsburg-bridges-T-OR-D 1 0 0.9023810 0.8743700 + -2020-11-23 3:03:50 gridsearch odte planning 1 0 0.7478980 0.7255790 + -2020-11-22 11:05:12 gridsearch odte post-operative 1 0 0.7222220 0.7117420 + -2020-11-22 16:26:56 gridsearch odte seeds 1 0 0.9619050 0.9563030 + -2020-12-19 17:15:01 gridsearch odte statlog-australian-credit 1 0 0.7000000 0.6782810 + -2020-12-21 0:36:07 gridsearch odte statlog-german-credit 1 0 0.7770000 0.7562000 + -2020-11-23 0:04:28 gridsearch odte statlog-heart 1 0 0.8666670 0.8422990 + -2020-12-08 21:15:04 gridsearch odte statlog-image 1 0 0.9627710 0.9761940 - -2020-12-08 21:36:41 gridsearch odte statlog-vehicle 1 0 0.8179810 0.8006730 + -2020-12-25 6:11:33 gridsearch odte synthetic-control 1 0 0.9950000 0.9903330 + -2020-12-19 2:22:48 gridsearch odte tic-tac-toe 1 0 0.9874350 0.9853850 + -2020-11-23 12:30:11 gridsearch odte vertebral-column-2clases 1 0 0.8451610 0.8491530 - -2020-11-23 1:18:25 gridsearch odte wine 1 0 0.9944440 0.9932810 + -2020-11-22 19:29:44 gridsearch odte zoo 1 0 0.9800000 0.9603850 + -we have better results 37 times -we have worse results 12 times -we have equal results 0 times -stree used 0 times -bagging used 0 times -adaBoost used 0 times -odte used 49 times \ No newline at end of file diff --git a/results/report.txt b/results/report.txt deleted file mode 100755 index 89d19b4..0000000 --- a/results/report.txt +++ /dev/null @@ -1,62 +0,0 @@ -****************************************************************************************************** -* Best Hyperparameters found for datasets -- any classifier -- * -****************************************************************************************************** - -Date Time Type Classifier Dataset Nor Std Accuracy Reference -========== ======== ========== ========== ============================== === === ========= =========== -2020-12-23 7:47:46 gridsearch odte balance-scale 1 0 0.9712000 0.9046280 + -2020-11-21 23:48:05 gridsearch adaBoost balloons 1 0 0.8833330 0.6625000 + -2020-12-16 22:24:05 gridsearch odte breast-cancer-wisc-diag 1 0 0.9824560 0.9743450 + -2020-12-16 20:10:07 gridsearch odte breast-cancer-wisc-prog 1 0 0.8487180 0.7993400 + -2020-11-23 12:10:11 gridsearch bagging breast-cancer-wisc 1 0 0.9771220 0.9702560 + -2020-11-19 23:44:41 gridsearch bagging breast-cancer 1 1 0.7519060 0.7382400 + -2020-12-07 23:56:19 gridsearch odte cardiotocography-10clases 1 0 0.7516510 0.8277610 - -2020-12-07 16:13:18 gridsearch odte cardiotocography-3clases 1 0 0.8612550 0.9201340 - -2020-12-21 13:58:11 gridsearch odte conn-bench-sonar-mines-rocks 1 0 0.7550520 0.8336540 - -2020-12-18 5:26:37 gridsearch odte cylinder-bands 1 0 0.6699600 0.7691410 - -2020-12-17 18:10:44 gridsearch odte dermatology 1 0 0.9864120 0.9732780 + -2020-11-22 5:37:43 gridsearch odte echocardiogram 1 0 0.8698010 0.8485270 + -2020-11-26 0:18:42 gridsearch odte fertility 1 0 0.8900000 0.8840000 + -2020-11-22 21:36:33 gridsearch odte haberman-survival 1 0 0.7745640 0.7392540 + -2020-11-23 15:28:21 gridsearch bagging heart-hungarian 1 0 0.8471070 0.8204750 + -2020-11-22 4:30:37 gridsearch odte hepatitis 1 0 0.8774190 0.8232030 + -2020-11-13 12:04:28 crossval stree ilpd-indian-liver 1 0 0.7426910 0.7150280 + -2020-11-20 7:39:16 gridsearch bagging ionosphere 1 1 0.9600810 0.9442150 + -2020-11-03 18:52:15 gridsearch odte iris 1 0 0.9933330 0.9786560 + -2020-12-07 18:41:58 gridsearch odte led-display 1 0 0.7310000 0.7102000 + -2021-01-14 0:28:42 gridsearch bagging libras 1 0 0.8194440 0.8911110 - -2020-12-23 8:03:20 gridsearch odte low-res-spect 1 0 0.9134020 0.9028200 + -2020-11-20 1:24:35 gridsearch bagging lymphography 1 1 0.8919540 0.8554050 + -2020-12-19 16:13:00 gridsearch odte mammographic 1 0 0.8428760 0.8274720 + -2020-11-20 2:26:50 gridsearch bagging molec-biol-promoter 1 1 0.9428570 0.8182690 + -2020-12-23 4:28:26 gridsearch odte musk-1 1 0 0.8339030 0.8764710 - -2020-12-28 21:05:55 gridsearch odte oocytes_merluccius_nucleus_4d 1 0 0.8434190 0.8399630 + -2020-12-20 2:56:17 gridsearch odte oocytes_merluccius_states_2f 1 0 0.9295120 0.9299630 - -2020-12-08 19:38:34 gridsearch odte oocytes_trisopterus_nucleus_2f 1 0 0.7509640 0.8333330 - -2020-12-20 20:31:07 gridsearch odte oocytes_trisopterus_states_5b 1 0 0.8761360 0.9315790 - -2020-11-22 11:23:41 gridsearch odte parkinsons 1 0 0.8666670 0.9202210 - -2020-12-20 23:16:56 gridsearch odte pima 1 0 0.7890930 0.7671880 + -2020-11-13 12:15:41 crossval stree pittsburg-bridges-MATERIAL 1 0 0.8861470 0.8642860 + -2020-11-23 10:03:06 gridsearch odte pittsburg-bridges-REL-L 1 0 0.7052380 0.6959290 + -2020-11-21 23:56:48 gridsearch adaBoost pittsburg-bridges-SPAN 1 0 0.7321640 0.6891300 + -2020-11-13 12:15:41 crossval stree pittsburg-bridges-T-OR-D 1 0 0.9023810 0.8743700 + -2020-11-23 3:03:50 gridsearch odte planning 1 0 0.7478980 0.7255790 + -2020-11-13 12:15:41 crossval stree post-operative 1 0 0.7222220 0.7117420 + -2020-11-13 12:15:41 crossval stree seeds 1 0 0.9619050 0.9563030 + -2020-12-19 17:15:01 gridsearch odte statlog-australian-credit 1 0 0.7000000 0.6782810 + -2020-12-21 0:36:07 gridsearch odte statlog-german-credit 1 0 0.7770000 0.7562000 + -2020-11-23 0:04:28 gridsearch odte statlog-heart 1 0 0.8666670 0.8422990 + -2020-12-08 21:15:04 gridsearch odte statlog-image 1 0 0.9627710 0.9761940 - -2020-12-08 21:36:41 gridsearch odte statlog-vehicle 1 0 0.8179810 0.8006730 + -2020-12-25 19:30:56 gridsearch bagging synthetic-control 1 0 0.9966670 0.9903330 + -2020-11-13 12:21:13 crossval stree tic-tac-toe 1 0 0.9874350 0.9853850 + -2020-11-23 12:30:11 gridsearch odte vertebral-column-2clases 1 0 0.8451610 0.8491530 - -2020-11-23 1:18:25 gridsearch odte wine 1 0 0.9944440 0.9932810 + -2020-11-22 19:29:44 gridsearch odte zoo 1 0 0.9800000 0.9603850 + -we have better results 37 times -we have worse results 12 times -we have equal results 0 times -stree used 6 times -bagging used 8 times -adaBoost used 2 times -odte used 33 times \ No newline at end of file diff --git a/results/stree.txt b/results/stree.txt deleted file mode 100755 index b5e9d32..0000000 --- a/results/stree.txt +++ /dev/null @@ -1,62 +0,0 @@ -****************************************************************************************************** -* Best Hyperparameters found for datasets -- stree classifier -- * -****************************************************************************************************** - -Date Time Type Classifier Dataset Nor Std Accuracy Reference -========== ======== ========== ========== ============================== === === ========= =========== -2020-11-13 12:04:24 crossval stree balance-scale 1 0 0.9488000 0.9046280 + -2020-11-13 12:04:25 crossval stree balloons 1 0 0.8666670 0.6625000 + -2020-11-13 12:04:25 crossval stree breast-cancer-wisc-diag 1 0 0.9789320 0.9743450 + -2020-11-13 12:04:25 crossval stree breast-cancer-wisc-prog 1 0 0.8284620 0.7993400 + -2020-11-13 12:04:25 crossval stree breast-cancer-wisc 1 0 0.9656940 0.9702560 - -2020-11-13 12:04:26 crossval stree breast-cancer 1 0 0.7308530 0.7382400 - -2020-11-13 12:04:26 crossval stree cardiotocography-10clases 1 0 0.6665220 0.8277610 - -2020-11-13 12:04:27 crossval stree cardiotocography-3clases 1 0 0.8480740 0.9201340 - -2020-12-04 0:42:29 gridsearch stree conn-bench-sonar-mines-rocks 1 0 0.6882690 0.8336540 - -2020-11-13 12:04:27 crossval stree cylinder-bands 1 0 0.6326670 0.7691410 - -2020-11-13 12:04:27 crossval stree dermatology 1 0 0.9754540 0.9732780 + -2020-11-13 12:04:27 crossval stree echocardiogram 1 0 0.8472930 0.8485270 - -2020-11-13 12:04:27 crossval stree fertility 1 0 0.8800000 0.8840000 - -2020-11-13 12:04:28 crossval stree haberman-survival 1 0 0.7646750 0.7392540 + -2020-11-13 12:04:28 crossval stree heart-hungarian 1 0 0.8299240 0.8204750 + -2020-11-13 12:04:28 crossval stree hepatitis 1 0 0.8645160 0.8232030 + -2020-11-13 12:04:28 crossval stree ilpd-indian-liver 1 0 0.7426910 0.7150280 + -2020-11-13 12:04:28 crossval stree ionosphere 1 0 0.9487320 0.9442150 + -2020-11-13 12:04:28 crossval stree iris 0 0 0.9800000 0.9786560 + -2020-11-13 12:15:39 crossval stree led-display 1 0 0.7120000 0.7102000 + -2020-12-10 1:28:06 gridsearch stree libras 1 0 0.7027780 0.8911110 - -2020-12-09 23:13:34 gridsearch stree low-res-spect 1 0 0.8794920 0.9028200 - -2020-11-13 12:15:39 crossval stree lymphography 1 0 0.8648280 0.8554050 + -2020-11-13 12:15:39 crossval stree mammographic 1 0 0.8293720 0.8274720 + -2020-12-03 19:16:25 gridsearch stree molec-biol-promoter 1 0 0.8108220 0.8182690 - -2020-12-11 12:21:33 gridsearch stree musk-1 1 0 0.7899120 0.8764710 - -2020-11-13 12:15:39 crossval stree oocytes_merluccius_nucleus_4d 1 0 0.8082210 0.8399630 - -2020-11-13 12:15:39 crossval stree oocytes_merluccius_states_2f 1 0 0.9119030 0.9299630 - -2020-11-13 12:15:40 crossval stree oocytes_trisopterus_nucleus_2f 1 0 0.7476910 0.8333330 - -2020-11-13 12:15:40 crossval stree oocytes_trisopterus_states_5b 1 0 0.8453610 0.9315790 - -2020-11-13 12:15:40 crossval stree parkinsons 1 0 0.8461540 0.9202210 - -2020-11-13 12:15:41 crossval stree pima 1 0 0.7800020 0.7671880 + -2020-11-13 12:15:41 crossval stree pittsburg-bridges-MATERIAL 1 0 0.8861470 0.8642860 + -2020-11-13 12:15:41 crossval stree pittsburg-bridges-REL-L 1 0 0.6761900 0.6959290 - -2020-11-13 12:15:41 crossval stree pittsburg-bridges-SPAN 1 0 0.6771930 0.6891300 - -2020-11-13 12:15:41 crossval stree pittsburg-bridges-T-OR-D 1 0 0.9023810 0.8743700 + -2020-11-13 12:15:41 crossval stree planning 1 0 0.7255250 0.7255790 - -2020-11-13 12:15:41 crossval stree post-operative 1 0 0.7222220 0.7117420 + -2020-11-13 12:15:41 crossval stree seeds 1 0 0.9619050 0.9563030 + -2020-11-13 12:15:41 crossval stree statlog-australian-credit 1 0 0.6797100 0.6782810 + -2020-11-13 12:21:08 crossval stree statlog-german-credit 1 0 0.7620000 0.7562000 + -2020-11-13 12:21:08 crossval stree statlog-heart 1 0 0.8481480 0.8422990 + -2020-11-13 12:21:12 crossval stree statlog-image 1 0 0.9593070 0.9761940 - -2020-11-13 12:21:13 crossval stree statlog-vehicle 1 0 0.8014130 0.8006730 + -2020-12-07 10:42:19 gridsearch stree synthetic-control 1 0 0.9716670 0.9903330 - -2020-11-13 12:21:13 crossval stree tic-tac-toe 1 0 0.9874350 0.9853850 + -2020-11-13 12:21:14 crossval stree vertebral-column-2clases 1 0 0.8290320 0.8491530 - -2020-11-13 12:21:14 crossval stree wine 1 0 0.9777780 0.9932810 - -2020-11-13 12:21:14 crossval stree zoo 1 0 0.9704760 0.9603850 + -we have better results 25 times -we have worse results 24 times -we have equal results 0 times -stree used 49 times -bagging used 0 times -adaBoost used 0 times -odte used 0 times \ No newline at end of file diff --git a/wodt/WODT.py b/wodt/WODT.py index fe00a50..f20a9fa 100644 --- a/wodt/WODT.py +++ b/wodt/WODT.py @@ -215,6 +215,35 @@ class TreeClassifier(BaseEstimator, ClassifierMixin): self.leaf_num = 1 self.tree_depth = self.bulid_subtree(self.root_node) + def nodes_leaves(self): + def num_leaves(node): + leaves = 0 + nodes = 0 + nodes_left = 0 + nodes_right = 0 + leaves_left = 0 + leaves_right = 0 + if node.is_leaf: + leaves += 1 + else: + nodes_left, leaves_left = num_leaves(node.LChild) + nodes_right, leaves_right = num_leaves(node.RChild) + nodes = nodes_left + nodes_right + 1 + leaves += leaves_left + leaves_right + return nodes, leaves + + def compute_depth(node): + if node.is_leaf: + return node.depth + return max( + node.depth, + compute_depth(node.LChild), + compute_depth(node.RChild), + ) + + self.depth_ = compute_depth(self.root_node) + return num_leaves(self.root_node) + def bulid_subtree(self, node): if node.is_leaf: return node.depth