0s autopkgtest [04:54:59]: starting date and time: 2024-03-28 04:54:59+0000 0s autopkgtest [04:54:59]: git checkout: 4a1cd702 l/adt_testbed: don't blame the testbed for unsolvable build deps 0s autopkgtest [04:54:59]: host juju-7f2275-prod-proposed-migration-environment-2; command line: /home/ubuntu/autopkgtest/runner/autopkgtest --output-dir /tmp/autopkgtest-work.ub7bcugs/out --timeout-copy=6000 --setup-commands /home/ubuntu/autopkgtest-cloud/worker-config-production/setup-canonical.sh --apt-pocket=proposed --apt-upgrade r-cran-rrcov --timeout-short=300 --timeout-copy=20000 --timeout-build=20000 --env=ADT_TEST_TRIGGERS=r-base/4.3.3-2build1 -- ssh -s /home/ubuntu/autopkgtest/ssh-setup/nova -- --flavor autopkgtest --security-groups autopkgtest-juju-7f2275-prod-proposed-migration-environment-2@bos01-ppc64el-12.secgroup --name adt-noble-ppc64el-r-cran-rrcov-20240328-045458-juju-7f2275-prod-proposed-migration-environment-2-b3a97fe5-6620-4cb1-8ba0-0cc2a34ab55b --image adt/ubuntu-noble-ppc64el-server --keyname testbed-juju-7f2275-prod-proposed-migration-environment-2 --net-id=net_prod-proposed-migration -e TERM=linux -e ''"'"'http_proxy=http://squid.internal:3128'"'"'' -e ''"'"'https_proxy=http://squid.internal:3128'"'"'' -e ''"'"'no_proxy=127.0.0.1,127.0.1.1,login.ubuntu.com,localhost,localdomain,novalocal,internal,archive.ubuntu.com,ports.ubuntu.com,security.ubuntu.com,ddebs.ubuntu.com,changelogs.ubuntu.com,launchpadlibrarian.net,launchpadcontent.net,launchpad.net,10.24.0.0/24,keystone.ps5.canonical.com,objectstorage.prodstack5.canonical.com'"'"'' --mirror=http://us.ports.ubuntu.com/ubuntu-ports/ 121s autopkgtest [04:57:00]: testbed dpkg architecture: ppc64el 121s autopkgtest [04:57:00]: testbed apt version: 2.7.12 121s autopkgtest [04:57:00]: @@@@@@@@@@@@@@@@@@@@ test bed setup 122s Get:1 http://ftpmaster.internal/ubuntu noble-proposed InRelease [117 kB] 123s Get:2 http://ftpmaster.internal/ubuntu noble-proposed/universe Sources [3946 kB] 124s Get:3 http://ftpmaster.internal/ubuntu noble-proposed/multiverse Sources [56.5 kB] 124s Get:4 http://ftpmaster.internal/ubuntu noble-proposed/main Sources [461 kB] 124s Get:5 http://ftpmaster.internal/ubuntu noble-proposed/restricted Sources [8504 B] 124s Get:6 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el Packages [647 kB] 124s Get:7 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el c-n-f Metadata [3116 B] 124s Get:8 http://ftpmaster.internal/ubuntu noble-proposed/restricted ppc64el Packages [1372 B] 124s Get:9 http://ftpmaster.internal/ubuntu noble-proposed/restricted ppc64el c-n-f Metadata [116 B] 124s Get:10 http://ftpmaster.internal/ubuntu noble-proposed/universe ppc64el Packages [4088 kB] 125s Get:11 http://ftpmaster.internal/ubuntu noble-proposed/universe ppc64el c-n-f Metadata [8652 B] 125s Get:12 http://ftpmaster.internal/ubuntu noble-proposed/multiverse ppc64el Packages [60.5 kB] 125s Get:13 http://ftpmaster.internal/ubuntu noble-proposed/multiverse ppc64el c-n-f Metadata [116 B] 128s Fetched 9399 kB in 3s (2715 kB/s) 128s Reading package lists... 130s Reading package lists... 130s Building dependency tree... 130s Reading state information... 130s Calculating upgrade... 130s The following packages were automatically installed and are no longer required: 130s python3-distutils python3-lib2to3 130s Use 'sudo apt autoremove' to remove them. 130s The following packages will be upgraded: 130s apparmor binutils binutils-common binutils-powerpc64le-linux-gnu dmsetup 130s dpkg dpkg-dev gcc-13-base gcc-14-base initramfs-tools initramfs-tools-bin 130s initramfs-tools-core jq libapparmor1 libbinutils libbrotli1 libcap-ng0 130s libctf-nobfd0 libctf0 libdevmapper1.02.1 libdpkg-perl libexpat1 libftdi1-2 130s libgcc-s1 libjq1 libpam-modules libpam-modules-bin libpam-runtime libpam0g 130s libseccomp2 libsframe1 libstdc++6 libusb-1.0-0 libxml2 python3-pkg-resources 130s python3-setuptools python3-typing-extensions python3-yaml 131s 38 upgraded, 0 newly installed, 0 to remove and 0 not upgraded. 131s Need to get 11.5 MB of archives. 131s After this operation, 430 kB disk space will be freed. 131s Get:1 http://ftpmaster.internal/ubuntu noble/main ppc64el dpkg ppc64el 1.22.6ubuntu5 [1343 kB] 131s Get:2 http://ftpmaster.internal/ubuntu noble/main ppc64el libpam0g ppc64el 1.5.3-5ubuntu3 [75.7 kB] 131s Get:3 http://ftpmaster.internal/ubuntu noble/main ppc64el libpam-modules-bin ppc64el 1.5.3-5ubuntu3 [57.9 kB] 131s Get:4 http://ftpmaster.internal/ubuntu noble/main ppc64el libpam-modules ppc64el 1.5.3-5ubuntu3 [320 kB] 131s Get:5 http://ftpmaster.internal/ubuntu noble/main ppc64el gcc-14-base ppc64el 14-20240315-1ubuntu1 [47.0 kB] 131s Get:6 http://ftpmaster.internal/ubuntu noble/main ppc64el libstdc++6 ppc64el 14-20240315-1ubuntu1 [897 kB] 131s Get:7 http://ftpmaster.internal/ubuntu noble/main ppc64el libgcc-s1 ppc64el 14-20240315-1ubuntu1 [39.2 kB] 131s Get:8 http://ftpmaster.internal/ubuntu noble/main ppc64el libcap-ng0 ppc64el 0.8.4-2build1 [16.2 kB] 131s Get:9 http://ftpmaster.internal/ubuntu noble/main ppc64el libpam-runtime all 1.5.3-5ubuntu3 [40.8 kB] 131s Get:10 http://ftpmaster.internal/ubuntu noble/main ppc64el libseccomp2 ppc64el 2.5.5-1ubuntu2 [62.5 kB] 131s Get:11 http://ftpmaster.internal/ubuntu noble/main ppc64el libdevmapper1.02.1 ppc64el 2:1.02.185-3ubuntu2 [182 kB] 131s Get:12 http://ftpmaster.internal/ubuntu noble/main ppc64el dmsetup ppc64el 2:1.02.185-3ubuntu2 [91.8 kB] 131s Get:13 http://ftpmaster.internal/ubuntu noble/main ppc64el libapparmor1 ppc64el 4.0.0-beta3-0ubuntu2 [55.0 kB] 131s Get:14 http://ftpmaster.internal/ubuntu noble/main ppc64el libexpat1 ppc64el 2.6.1-2 [101 kB] 131s Get:15 http://ftpmaster.internal/ubuntu noble/main ppc64el libxml2 ppc64el 2.9.14+dfsg-1.3ubuntu2 [840 kB] 131s Get:16 http://ftpmaster.internal/ubuntu noble/main ppc64el python3-setuptools all 68.1.2-2ubuntu1 [396 kB] 131s Get:17 http://ftpmaster.internal/ubuntu noble/main ppc64el python3-pkg-resources all 68.1.2-2ubuntu1 [168 kB] 131s Get:18 http://ftpmaster.internal/ubuntu noble/main ppc64el python3-yaml ppc64el 6.0.1-2build1 [123 kB] 131s Get:19 http://ftpmaster.internal/ubuntu noble/main ppc64el apparmor ppc64el 4.0.0-beta3-0ubuntu2 [747 kB] 131s Get:20 http://ftpmaster.internal/ubuntu noble/main ppc64el libusb-1.0-0 ppc64el 2:1.0.27-1 [64.0 kB] 131s Get:21 http://ftpmaster.internal/ubuntu noble/main ppc64el libctf0 ppc64el 2.42-4ubuntu1 [112 kB] 131s Get:22 http://ftpmaster.internal/ubuntu noble/main ppc64el libctf-nobfd0 ppc64el 2.42-4ubuntu1 [112 kB] 131s Get:23 http://ftpmaster.internal/ubuntu noble/main ppc64el binutils-powerpc64le-linux-gnu ppc64el 2.42-4ubuntu1 [2473 kB] 131s Get:24 http://ftpmaster.internal/ubuntu noble/main ppc64el libbinutils ppc64el 2.42-4ubuntu1 [699 kB] 131s Get:25 http://ftpmaster.internal/ubuntu noble/main ppc64el binutils ppc64el 2.42-4ubuntu1 [3078 B] 131s Get:26 http://ftpmaster.internal/ubuntu noble/main ppc64el binutils-common ppc64el 2.42-4ubuntu1 [217 kB] 131s Get:27 http://ftpmaster.internal/ubuntu noble/main ppc64el libsframe1 ppc64el 2.42-4ubuntu1 [16.0 kB] 131s Get:28 http://ftpmaster.internal/ubuntu noble/main ppc64el dpkg-dev all 1.22.6ubuntu5 [1074 kB] 131s Get:29 http://ftpmaster.internal/ubuntu noble/main ppc64el libdpkg-perl all 1.22.6ubuntu5 [269 kB] 131s Get:30 http://ftpmaster.internal/ubuntu noble/main ppc64el gcc-13-base ppc64el 13.2.0-21ubuntu1 [48.3 kB] 131s Get:31 http://ftpmaster.internal/ubuntu noble/main ppc64el initramfs-tools all 0.142ubuntu23 [9058 B] 131s Get:32 http://ftpmaster.internal/ubuntu noble/main ppc64el initramfs-tools-core all 0.142ubuntu23 [50.1 kB] 131s Get:33 http://ftpmaster.internal/ubuntu noble/main ppc64el initramfs-tools-bin ppc64el 0.142ubuntu23 [21.0 kB] 132s Get:34 http://ftpmaster.internal/ubuntu noble/main ppc64el jq ppc64el 1.7.1-3 [66.1 kB] 132s Get:35 http://ftpmaster.internal/ubuntu noble/main ppc64el libjq1 ppc64el 1.7.1-3 [173 kB] 132s Get:36 http://ftpmaster.internal/ubuntu noble/main ppc64el libbrotli1 ppc64el 1.1.0-2build1 [410 kB] 132s Get:37 http://ftpmaster.internal/ubuntu noble/main ppc64el libftdi1-2 ppc64el 1.5-6build4 [32.5 kB] 132s Get:38 http://ftpmaster.internal/ubuntu noble/main ppc64el python3-typing-extensions all 4.10.0-1 [60.7 kB] 132s Preconfiguring packages ... 132s Fetched 11.5 MB in 1s (9699 kB/s) 132s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 70153 files and directories currently installed.) 132s Preparing to unpack .../dpkg_1.22.6ubuntu5_ppc64el.deb ... 132s Unpacking dpkg (1.22.6ubuntu5) over (1.22.4ubuntu5) ... 132s Setting up dpkg (1.22.6ubuntu5) ... 133s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 70153 files and directories currently installed.) 133s Preparing to unpack .../libpam0g_1.5.3-5ubuntu3_ppc64el.deb ... 133s Unpacking libpam0g:ppc64el (1.5.3-5ubuntu3) over (1.5.2-9.1ubuntu3) ... 133s Setting up libpam0g:ppc64el (1.5.3-5ubuntu3) ... 133s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 70153 files and directories currently installed.) 133s Preparing to unpack .../libpam-modules-bin_1.5.3-5ubuntu3_ppc64el.deb ... 133s Unpacking libpam-modules-bin (1.5.3-5ubuntu3) over (1.5.2-9.1ubuntu3) ... 133s Setting up libpam-modules-bin (1.5.3-5ubuntu3) ... 133s pam_namespace.service is a disabled or a static unit not running, not starting it. 133s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 70153 files and directories currently installed.) 133s Preparing to unpack .../libpam-modules_1.5.3-5ubuntu3_ppc64el.deb ... 134s Unpacking libpam-modules:ppc64el (1.5.3-5ubuntu3) over (1.5.2-9.1ubuntu3) ... 134s Setting up libpam-modules:ppc64el (1.5.3-5ubuntu3) ... 134s Installing new version of config file /etc/security/namespace.init ... 134s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 70151 files and directories currently installed.) 134s Preparing to unpack .../gcc-14-base_14-20240315-1ubuntu1_ppc64el.deb ... 134s Unpacking gcc-14-base:ppc64el (14-20240315-1ubuntu1) over (14-20240303-1ubuntu1) ... 134s Setting up gcc-14-base:ppc64el (14-20240315-1ubuntu1) ... 134s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 70151 files and directories currently installed.) 134s Preparing to unpack .../libstdc++6_14-20240315-1ubuntu1_ppc64el.deb ... 134s Unpacking libstdc++6:ppc64el (14-20240315-1ubuntu1) over (14-20240303-1ubuntu1) ... 134s Setting up libstdc++6:ppc64el (14-20240315-1ubuntu1) ... 134s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 70151 files and directories currently installed.) 134s Preparing to unpack .../libgcc-s1_14-20240315-1ubuntu1_ppc64el.deb ... 134s Unpacking libgcc-s1:ppc64el (14-20240315-1ubuntu1) over (14-20240303-1ubuntu1) ... 134s Setting up libgcc-s1:ppc64el (14-20240315-1ubuntu1) ... 134s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 70151 files and directories currently installed.) 134s Preparing to unpack .../libcap-ng0_0.8.4-2build1_ppc64el.deb ... 134s Unpacking libcap-ng0:ppc64el (0.8.4-2build1) over (0.8.4-2) ... 134s Setting up libcap-ng0:ppc64el (0.8.4-2build1) ... 134s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 70151 files and directories currently installed.) 134s Preparing to unpack .../libpam-runtime_1.5.3-5ubuntu3_all.deb ... 134s Unpacking libpam-runtime (1.5.3-5ubuntu3) over (1.5.2-9.1ubuntu3) ... 134s Setting up libpam-runtime (1.5.3-5ubuntu3) ... 134s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 70151 files and directories currently installed.) 134s Preparing to unpack .../libseccomp2_2.5.5-1ubuntu2_ppc64el.deb ... 134s Unpacking libseccomp2:ppc64el (2.5.5-1ubuntu2) over (2.5.5-1ubuntu1) ... 134s Setting up libseccomp2:ppc64el (2.5.5-1ubuntu2) ... 134s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 70151 files and directories currently installed.) 134s Preparing to unpack .../00-libdevmapper1.02.1_2%3a1.02.185-3ubuntu2_ppc64el.deb ... 134s Unpacking libdevmapper1.02.1:ppc64el (2:1.02.185-3ubuntu2) over (2:1.02.185-3ubuntu1) ... 134s Preparing to unpack .../01-dmsetup_2%3a1.02.185-3ubuntu2_ppc64el.deb ... 134s Unpacking dmsetup (2:1.02.185-3ubuntu2) over (2:1.02.185-3ubuntu1) ... 134s Preparing to unpack .../02-libapparmor1_4.0.0-beta3-0ubuntu2_ppc64el.deb ... 134s Unpacking libapparmor1:ppc64el (4.0.0-beta3-0ubuntu2) over (4.0.0~alpha4-0ubuntu1) ... 134s Preparing to unpack .../03-libexpat1_2.6.1-2_ppc64el.deb ... 134s Unpacking libexpat1:ppc64el (2.6.1-2) over (2.6.0-1) ... 134s Preparing to unpack .../04-libxml2_2.9.14+dfsg-1.3ubuntu2_ppc64el.deb ... 134s Unpacking libxml2:ppc64el (2.9.14+dfsg-1.3ubuntu2) over (2.9.14+dfsg-1.3ubuntu1) ... 134s Preparing to unpack .../05-python3-setuptools_68.1.2-2ubuntu1_all.deb ... 134s Unpacking python3-setuptools (68.1.2-2ubuntu1) over (68.1.2-2) ... 135s Preparing to unpack .../06-python3-pkg-resources_68.1.2-2ubuntu1_all.deb ... 135s Unpacking python3-pkg-resources (68.1.2-2ubuntu1) over (68.1.2-2) ... 135s Preparing to unpack .../07-python3-yaml_6.0.1-2build1_ppc64el.deb ... 135s Unpacking python3-yaml (6.0.1-2build1) over (6.0.1-2) ... 135s Preparing to unpack .../08-apparmor_4.0.0-beta3-0ubuntu2_ppc64el.deb ... 135s Unpacking apparmor (4.0.0-beta3-0ubuntu2) over (4.0.0~alpha4-0ubuntu1) ... 135s Preparing to unpack .../09-libusb-1.0-0_2%3a1.0.27-1_ppc64el.deb ... 135s Unpacking libusb-1.0-0:ppc64el (2:1.0.27-1) over (2:1.0.26-1) ... 135s Preparing to unpack .../10-libctf0_2.42-4ubuntu1_ppc64el.deb ... 135s Unpacking libctf0:ppc64el (2.42-4ubuntu1) over (2.42-3ubuntu1) ... 135s Preparing to unpack .../11-libctf-nobfd0_2.42-4ubuntu1_ppc64el.deb ... 135s Unpacking libctf-nobfd0:ppc64el (2.42-4ubuntu1) over (2.42-3ubuntu1) ... 135s Preparing to unpack .../12-binutils-powerpc64le-linux-gnu_2.42-4ubuntu1_ppc64el.deb ... 135s Unpacking binutils-powerpc64le-linux-gnu (2.42-4ubuntu1) over (2.42-3ubuntu1) ... 136s Preparing to unpack .../13-libbinutils_2.42-4ubuntu1_ppc64el.deb ... 136s Unpacking libbinutils:ppc64el (2.42-4ubuntu1) over (2.42-3ubuntu1) ... 136s Preparing to unpack .../14-binutils_2.42-4ubuntu1_ppc64el.deb ... 136s Unpacking binutils (2.42-4ubuntu1) over (2.42-3ubuntu1) ... 136s Preparing to unpack .../15-binutils-common_2.42-4ubuntu1_ppc64el.deb ... 136s Unpacking binutils-common:ppc64el (2.42-4ubuntu1) over (2.42-3ubuntu1) ... 136s Preparing to unpack .../16-libsframe1_2.42-4ubuntu1_ppc64el.deb ... 136s Unpacking libsframe1:ppc64el (2.42-4ubuntu1) over (2.42-3ubuntu1) ... 136s Preparing to unpack .../17-dpkg-dev_1.22.6ubuntu5_all.deb ... 136s Unpacking dpkg-dev (1.22.6ubuntu5) over (1.22.4ubuntu5) ... 136s Preparing to unpack .../18-libdpkg-perl_1.22.6ubuntu5_all.deb ... 136s Unpacking libdpkg-perl (1.22.6ubuntu5) over (1.22.4ubuntu5) ... 136s Preparing to unpack .../19-gcc-13-base_13.2.0-21ubuntu1_ppc64el.deb ... 136s Unpacking gcc-13-base:ppc64el (13.2.0-21ubuntu1) over (13.2.0-17ubuntu2) ... 136s Preparing to unpack .../20-initramfs-tools_0.142ubuntu23_all.deb ... 136s Unpacking initramfs-tools (0.142ubuntu23) over (0.142ubuntu20) ... 136s Preparing to unpack .../21-initramfs-tools-core_0.142ubuntu23_all.deb ... 136s Unpacking initramfs-tools-core (0.142ubuntu23) over (0.142ubuntu20) ... 136s Preparing to unpack .../22-initramfs-tools-bin_0.142ubuntu23_ppc64el.deb ... 136s Unpacking initramfs-tools-bin (0.142ubuntu23) over (0.142ubuntu20) ... 136s Preparing to unpack .../23-jq_1.7.1-3_ppc64el.deb ... 136s Unpacking jq (1.7.1-3) over (1.7.1-2) ... 136s Preparing to unpack .../24-libjq1_1.7.1-3_ppc64el.deb ... 136s Unpacking libjq1:ppc64el (1.7.1-3) over (1.7.1-2) ... 136s Preparing to unpack .../25-libbrotli1_1.1.0-2build1_ppc64el.deb ... 136s Unpacking libbrotli1:ppc64el (1.1.0-2build1) over (1.1.0-2) ... 136s Preparing to unpack .../26-libftdi1-2_1.5-6build4_ppc64el.deb ... 136s Unpacking libftdi1-2:ppc64el (1.5-6build4) over (1.5-6build3) ... 136s Preparing to unpack .../27-python3-typing-extensions_4.10.0-1_all.deb ... 136s Unpacking python3-typing-extensions (4.10.0-1) over (4.9.0-1) ... 136s Setting up python3-pkg-resources (68.1.2-2ubuntu1) ... 136s Setting up libexpat1:ppc64el (2.6.1-2) ... 136s Setting up libapparmor1:ppc64el (4.0.0-beta3-0ubuntu2) ... 136s Setting up python3-setuptools (68.1.2-2ubuntu1) ... 137s Setting up libjq1:ppc64el (1.7.1-3) ... 137s Setting up libbrotli1:ppc64el (1.1.0-2build1) ... 137s Setting up binutils-common:ppc64el (2.42-4ubuntu1) ... 137s Setting up libctf-nobfd0:ppc64el (2.42-4ubuntu1) ... 137s Setting up python3-yaml (6.0.1-2build1) ... 137s Setting up libsframe1:ppc64el (2.42-4ubuntu1) ... 137s Setting up apparmor (4.0.0-beta3-0ubuntu2) ... 137s Installing new version of config file /etc/apparmor.d/abstractions/authentication ... 137s Installing new version of config file /etc/apparmor.d/abstractions/crypto ... 137s Installing new version of config file /etc/apparmor.d/abstractions/kde-open5 ... 137s Installing new version of config file /etc/apparmor.d/abstractions/openssl ... 137s Installing new version of config file /etc/apparmor.d/code ... 137s Installing new version of config file /etc/apparmor.d/firefox ... 138s Reloading AppArmor profiles 138s Setting up gcc-13-base:ppc64el (13.2.0-21ubuntu1) ... 138s Setting up python3-typing-extensions (4.10.0-1) ... 139s Setting up libdpkg-perl (1.22.6ubuntu5) ... 139s Setting up libdevmapper1.02.1:ppc64el (2:1.02.185-3ubuntu2) ... 139s Setting up dmsetup (2:1.02.185-3ubuntu2) ... 139s Setting up jq (1.7.1-3) ... 139s Setting up libusb-1.0-0:ppc64el (2:1.0.27-1) ... 139s Setting up libbinutils:ppc64el (2.42-4ubuntu1) ... 139s Setting up libxml2:ppc64el (2.9.14+dfsg-1.3ubuntu2) ... 139s Setting up initramfs-tools-bin (0.142ubuntu23) ... 139s Setting up libctf0:ppc64el (2.42-4ubuntu1) ... 139s Setting up libftdi1-2:ppc64el (1.5-6build4) ... 139s Setting up binutils-powerpc64le-linux-gnu (2.42-4ubuntu1) ... 139s Setting up initramfs-tools-core (0.142ubuntu23) ... 139s Setting up initramfs-tools (0.142ubuntu23) ... 139s update-initramfs: deferring update (trigger activated) 139s Setting up binutils (2.42-4ubuntu1) ... 139s Setting up dpkg-dev (1.22.6ubuntu5) ... 139s Processing triggers for man-db (2.12.0-3) ... 140s Processing triggers for libc-bin (2.39-0ubuntu6) ... 140s Processing triggers for initramfs-tools (0.142ubuntu23) ... 140s update-initramfs: Generating /boot/initrd.img-6.8.0-11-generic 140s W: No lz4 in /usr/bin:/sbin:/bin, using gzip 146s Reading package lists... 146s Building dependency tree... 146s Reading state information... 146s The following packages will be REMOVED: 146s python3-distutils* python3-lib2to3* 146s 0 upgraded, 0 newly installed, 2 to remove and 212 not upgraded. 146s After this operation, 1034 kB disk space will be freed. 147s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 70167 files and directories currently installed.) 147s Removing python3-distutils (3.11.5-1) ... 147s Removing python3-lib2to3 (3.11.5-1) ... 147s Hit:1 http://ftpmaster.internal/ubuntu noble-proposed InRelease 147s Hit:2 http://ftpmaster.internal/ubuntu noble InRelease 147s Hit:3 http://ftpmaster.internal/ubuntu noble-updates InRelease 147s Hit:4 http://ftpmaster.internal/ubuntu noble-security InRelease 149s Reading package lists... 149s Reading package lists... 149s Building dependency tree... 149s Reading state information... 149s Calculating upgrade... 149s The following packages were automatically installed and are no longer required: 149s libaio1 libnetplan0 149s Use 'sudo apt autoremove' to remove them. 149s The following packages will be REMOVED: 149s libapt-pkg6.0 libarchive13 libatm1 libcurl3-gnutls libcurl4 libdb5.3 libelf1 149s libext2fs2 libgdbm-compat4 libgdbm6 libglib2.0-0 libgnutls30 libgpgme11 149s libhogweed6 libmagic1 libnettle8 libnpth0 libnvme1 libparted2 libperl5.38 149s libpng16-16 libpsl5 libreadline8 libreiserfscore0 libssl3 libtirpc3 liburcu8 149s libuv1 149s The following NEW packages will be installed: 149s bpfcc-tools bpftrace fontconfig-config fonts-dejavu-core fonts-dejavu-mono 149s ieee-data libaio1t64 libapt-pkg6.0t64 libarchive13t64 libatm1t64 libbpfcc 149s libc-dev-bin libc-devtools libc6-dev libclang-cpp18 libclang1-18 149s libcrypt-dev libcurl3t64-gnutls libcurl4t64 libdb5.3t64 libdeflate0 149s libdw1t64 libelf1t64 libext2fs2t64 libfontconfig1 libgd3 libgdbm-compat4t64 149s libgdbm6t64 libglib2.0-0t64 libgnutls30t64 libgpgme11t64 libhogweed6t64 149s libjbig0 libjpeg-turbo8 libjpeg8 liblerc4 libllvm18 libmagic1t64 libnetplan1 149s libnettle8t64 libnpth0t64 libnvme1t64 libparted2t64 libperl5.38t64 149s libpng16-16t64 libpsl5t64 libreadline8t64 libreiserfscore0t64 libsharpyuv0 149s libssl3t64 libtiff6 libtirpc3t64 libunwind8 liburcu8t64 libuv1t64 libwebp7 149s libxpm4 linux-headers-6.8.0-20 linux-headers-6.8.0-20-generic 149s linux-image-6.8.0-20-generic linux-libc-dev linux-modules-6.8.0-20-generic 149s linux-modules-extra-6.8.0-20-generic linux-tools-6.8.0-20 149s linux-tools-6.8.0-20-generic linux-tools-common manpages manpages-dev 149s python3-bpfcc python3-netaddr rpcsvc-proto ubuntu-kernel-accessories 149s xdg-user-dirs 149s The following packages will be upgraded: 149s apt apt-utils base-files bash bc bind9-dnsutils bind9-host bind9-libs bolt 149s bsdextrautils bsdutils btrfs-progs cloud-init coreutils cryptsetup-bin curl 149s dbus dbus-bin dbus-daemon dbus-session-bus-common dbus-system-bus-common 149s dbus-user-session dhcpcd-base dirmngr e2fsprogs e2fsprogs-l10n eject fdisk 149s file ftp fwupd gawk gir1.2-girepository-2.0 gir1.2-glib-2.0 gnupg gnupg-l10n 149s gnupg-utils gpg gpg-agent gpg-wks-client gpgconf gpgsm gpgv groff-base 149s grub-common grub-ieee1275 grub-ieee1275-bin grub2-common ibverbs-providers 149s inetutils-telnet info install-info iproute2 keyboxd kmod kpartx krb5-locales 149s libaudit-common libaudit1 libblkid1 libblockdev-crypto3 libblockdev-fs3 149s libblockdev-loop3 libblockdev-mdraid3 libblockdev-nvme3 libblockdev-part3 149s libblockdev-swap3 libblockdev-utils3 libblockdev3 libbpf1 libcom-err2 149s libcryptsetup12 libdbus-1-3 libdebconfclient0 libevent-core-2.1-7 libfdisk1 149s libfido2-1 libfreetype6 libfwupd2 libgirepository-1.0-1 libglib2.0-data 149s libgssapi-krb5-2 libgudev-1.0-0 libgusb2 libibverbs1 libjcat1 149s libjson-glib-1.0-0 libjson-glib-1.0-common libk5crypto3 libkmod2 libkrb5-3 149s libkrb5support0 libldap-common libldap2 liblocale-gettext-perl liblzma5 149s libmagic-mgc libmbim-glib4 libmbim-proxy libmm-glib0 libmount1 libnghttp2-14 149s libnsl2 libnss-systemd libpam-systemd libplymouth5 libpolkit-agent-1-0 149s libpolkit-gobject-1-0 libproc2-0 libprotobuf-c1 libpython3-stdlib 149s libpython3.11-minimal libpython3.11-stdlib libpython3.12-minimal 149s libpython3.12-stdlib libqmi-glib5 libqmi-proxy libqrtr-glib0 librtmp1 149s libsasl2-2 libsasl2-modules libsasl2-modules-db libselinux1 149s libsemanage-common libsemanage2 libslang2 libsmartcols1 libsqlite3-0 libss2 149s libssh-4 libsystemd-shared libsystemd0 libtext-charwidth-perl 149s libtext-iconv-perl libtirpc-common libudev1 libudisks2-0 libuuid1 149s libvolume-key1 libxmlb2 libxmuu1 linux-generic linux-headers-generic 149s linux-headers-virtual linux-image-generic linux-image-virtual linux-virtual 149s logsave lshw lsof lxd-agent-loader man-db motd-news-config mount mtr-tiny 149s multipath-tools netplan-generator netplan.io openssh-client openssh-server 149s openssh-sftp-server openssl parted perl perl-base perl-modules-5.38 149s pinentry-curses plymouth plymouth-theme-ubuntu-text procps python-apt-common 149s python3 python3-apt python3-cryptography python3-dbus python3-gdbm 149s python3-gi python3-minimal python3-netplan python3-pyrsistent python3.11 149s python3.11-minimal python3.12 python3.12-minimal readline-common rsync 149s rsyslog shared-mime-info sudo systemd systemd-dev systemd-resolved 149s systemd-sysv systemd-timesyncd tcpdump telnet tnftp ubuntu-minimal 149s ubuntu-pro-client ubuntu-pro-client-l10n ubuntu-standard udev udisks2 149s usb.ids util-linux uuid-runtime vim-common vim-tiny wget xxd xz-utils zlib1g 150s 212 upgraded, 73 newly installed, 28 to remove and 0 not upgraded. 150s Need to get 379 MB of archives. 150s After this operation, 640 MB of additional disk space will be used. 150s Get:1 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el motd-news-config all 13ubuntu8 [5098 B] 150s Get:2 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el base-files ppc64el 13ubuntu8 [74.5 kB] 150s Get:3 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el bash ppc64el 5.2.21-2ubuntu3 [977 kB] 150s Get:4 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el bsdutils ppc64el 1:2.39.3-9ubuntu2 [98.3 kB] 150s Get:5 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el coreutils ppc64el 9.4-3ubuntu3 [1523 kB] 150s Get:6 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libsasl2-modules-db ppc64el 2.1.28+dfsg1-5ubuntu1 [23.4 kB] 150s Get:7 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libcurl4t64 ppc64el 8.5.0-2ubuntu8 [428 kB] 150s Get:8 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el curl ppc64el 8.5.0-2ubuntu8 [234 kB] 150s Get:9 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libpsl5t64 ppc64el 0.21.2-1.1 [59.0 kB] 150s Get:10 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el wget ppc64el 1.21.4-1ubuntu2 [382 kB] 150s Get:11 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el tnftp ppc64el 20230507-2build1 [116 kB] 150s Get:12 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el tcpdump ppc64el 4.99.4-3ubuntu2 [543 kB] 150s Get:13 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libsystemd0 ppc64el 255.4-1ubuntu5 [526 kB] 150s Get:14 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el systemd-dev all 255.4-1ubuntu5 [103 kB] 150s Get:15 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libnss-systemd ppc64el 255.4-1ubuntu5 [208 kB] 150s Get:16 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libudev1 ppc64el 255.4-1ubuntu5 [200 kB] 150s Get:17 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libssl3t64 ppc64el 3.0.13-0ubuntu2 [2125 kB] 150s Get:18 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el systemd ppc64el 255.4-1ubuntu5 [3771 kB] 150s Get:19 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el udev ppc64el 255.4-1ubuntu5 [2038 kB] 150s Get:20 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el systemd-sysv ppc64el 255.4-1ubuntu5 [11.9 kB] 150s Get:21 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libpam-systemd ppc64el 255.4-1ubuntu5 [304 kB] 150s Get:22 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el systemd-timesyncd ppc64el 255.4-1ubuntu5 [37.9 kB] 150s Get:23 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libsystemd-shared ppc64el 255.4-1ubuntu5 [2351 kB] 151s Get:24 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el systemd-resolved ppc64el 255.4-1ubuntu5 [346 kB] 151s Get:25 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el sudo ppc64el 1.9.15p5-3ubuntu3 [1005 kB] 151s Get:26 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el rsync ppc64el 3.2.7-1build1 [487 kB] 151s Get:27 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el python3-cryptography ppc64el 41.0.7-4build2 [860 kB] 151s Get:28 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el openssl ppc64el 3.0.13-0ubuntu2 [1026 kB] 151s Get:29 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el openssh-sftp-server ppc64el 1:9.6p1-3ubuntu11 [43.7 kB] 151s Get:30 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el openssh-client ppc64el 1:9.6p1-3ubuntu11 [1112 kB] 151s Get:31 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el openssh-server ppc64el 1:9.6p1-3ubuntu11 [627 kB] 151s Get:32 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libssh-4 ppc64el 0.10.6-2build1 [234 kB] 151s Get:33 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libsasl2-modules ppc64el 2.1.28+dfsg1-5ubuntu1 [83.1 kB] 151s Get:34 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libsasl2-2 ppc64el 2.1.28+dfsg1-5ubuntu1 [68.0 kB] 151s Get:35 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el grub-ieee1275 ppc64el 2.12-1ubuntu5 [63.1 kB] 151s Get:36 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el grub2-common ppc64el 2.12-1ubuntu5 [752 kB] 151s Get:37 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el grub-common ppc64el 2.12-1ubuntu5 [2356 kB] 151s Get:38 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el grub-ieee1275-bin ppc64el 2.12-1ubuntu5 [687 kB] 151s Get:39 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libparted2t64 ppc64el 3.6-3.1build2 [184 kB] 151s Get:40 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el parted ppc64el 3.6-3.1build2 [58.9 kB] 151s Get:41 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el librtmp1 ppc64el 2.4+20151223.gitfa8646d.1-2build6 [64.4 kB] 151s Get:42 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libudisks2-0 ppc64el 2.10.1-6 [182 kB] 151s Get:43 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el udisks2 ppc64el 2.10.1-6 [344 kB] 151s Get:44 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el shared-mime-info ppc64el 2.4-1build1 [481 kB] 151s Get:45 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el gir1.2-girepository-2.0 ppc64el 1.79.1-1ubuntu6 [24.8 kB] 151s Get:46 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el gir1.2-glib-2.0 ppc64el 2.79.3-3ubuntu5 [182 kB] 151s Get:47 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libgirepository-1.0-1 ppc64el 1.79.1-1ubuntu6 [93.8 kB] 151s Get:48 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el python3-gi ppc64el 3.47.0-3build1 [261 kB] 151s Get:49 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el python3-dbus ppc64el 1.3.2-5build2 [107 kB] 151s Get:50 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libnetplan1 ppc64el 1.0-1 [136 kB] 151s Get:51 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el python3-netplan ppc64el 1.0-1 [21.8 kB] 151s Get:52 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el netplan-generator ppc64el 1.0-1 [59.2 kB] 151s Get:53 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el netplan.io ppc64el 1.0-1 [66.2 kB] 151s Get:54 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libxmlb2 ppc64el 0.3.15-1build1 [82.6 kB] 151s Get:55 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libgpgme11t64 ppc64el 1.18.0-4.1ubuntu3 [173 kB] 151s Get:56 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libvolume-key1 ppc64el 0.3.12-7build1 [47.9 kB] 151s Get:57 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libqrtr-glib0 ppc64el 1.2.2-1ubuntu3 [18.3 kB] 151s Get:58 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libqmi-glib5 ppc64el 1.35.2-0ubuntu1 [966 kB] 151s Get:59 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libqmi-proxy ppc64el 1.35.2-0ubuntu1 [6208 B] 151s Get:60 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libpolkit-agent-1-0 ppc64el 124-1ubuntu1 [18.8 kB] 151s Get:61 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libpolkit-gobject-1-0 ppc64el 124-1ubuntu1 [52.7 kB] 151s Get:62 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libmm-glib0 ppc64el 1.23.4-0ubuntu1 [282 kB] 151s Get:63 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libmbim-glib4 ppc64el 1.31.2-0ubuntu2 [253 kB] 151s Get:64 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libmbim-proxy ppc64el 1.31.2-0ubuntu2 [6274 B] 151s Get:65 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libjson-glib-1.0-common all 1.8.0-2build1 [4210 B] 151s Get:66 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libjson-glib-1.0-0 ppc64el 1.8.0-2build1 [73.6 kB] 151s Get:67 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libgusb2 ppc64el 0.4.8-1build1 [43.0 kB] 151s Get:68 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libgudev-1.0-0 ppc64el 1:238-3ubuntu2 [15.8 kB] 151s Get:69 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libarchive13t64 ppc64el 3.7.2-1.1ubuntu2 [518 kB] 151s Get:70 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el fwupd ppc64el 1.9.15-2 [4634 kB] 151s Get:71 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libcurl3t64-gnutls ppc64el 8.5.0-2ubuntu8 [419 kB] 151s Get:72 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libfwupd2 ppc64el 1.9.15-2 [136 kB] 151s Get:73 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libblockdev3 ppc64el 3.1.0-1build1 [55.2 kB] 151s Get:74 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libblockdev-utils3 ppc64el 3.1.0-1build1 [20.3 kB] 151s Get:75 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libblockdev-swap3 ppc64el 3.1.0-1build1 [8616 B] 151s Get:76 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libblockdev-part3 ppc64el 3.1.0-1build1 [17.5 kB] 151s Get:77 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libnvme1t64 ppc64el 1.8-3 [98.2 kB] 151s Get:78 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libblockdev-nvme3 ppc64el 3.1.0-1build1 [20.1 kB] 151s Get:79 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libblockdev-mdraid3 ppc64el 3.1.0-1build1 [14.3 kB] 151s Get:80 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libblockdev-loop3 ppc64el 3.1.0-1build1 [7742 B] 151s Get:81 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el logsave ppc64el 1.47.0-2.4~exp1ubuntu2 [22.9 kB] 151s Get:82 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el e2fsprogs-l10n all 1.47.0-2.4~exp1ubuntu2 [5996 B] 151s Get:83 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libext2fs2t64 ppc64el 1.47.0-2.4~exp1ubuntu2 [270 kB] 151s Get:84 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el e2fsprogs ppc64el 1.47.0-2.4~exp1ubuntu2 [663 kB] 151s Get:85 http://ftpmaster.internal/ubuntu noble/main ppc64el libreiserfscore0t64 ppc64el 1:3.6.27-7.1 [92.7 kB] 151s Get:86 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el btrfs-progs ppc64el 6.6.3-1.1build1 [1352 kB] 151s Get:87 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libblockdev-fs3 ppc64el 3.1.0-1build1 [41.2 kB] 151s Get:88 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libblockdev-crypto3 ppc64el 3.1.0-1build1 [22.5 kB] 151s Get:89 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el bolt ppc64el 0.9.6-2build1 [171 kB] 151s Get:90 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libglib2.0-0t64 ppc64el 2.79.3-3ubuntu5 [1773 kB] 152s Get:91 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libjcat1 ppc64el 0.2.0-2build2 [40.0 kB] 152s Get:92 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libldap2 ppc64el 2.6.7+dfsg-1~exp1ubuntu6 [233 kB] 152s Get:93 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el ubuntu-pro-client-l10n ppc64el 31.2.2 [19.4 kB] 152s Get:94 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el ubuntu-pro-client ppc64el 31.2.2 [215 kB] 152s Get:95 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el gnupg-utils ppc64el 2.4.4-2ubuntu15 [123 kB] 152s Get:96 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el keyboxd ppc64el 2.4.4-2ubuntu15 [94.3 kB] 152s Get:97 http://ftpmaster.internal/ubuntu noble/main ppc64el libnpth0t64 ppc64el 1.6-3.1 [8864 B] 152s Get:98 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el gpgv ppc64el 2.4.4-2ubuntu15 [198 kB] 152s Get:99 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el gpg-wks-client ppc64el 2.4.4-2ubuntu15 [85.0 kB] 152s Get:100 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el gpg-agent ppc64el 2.4.4-2ubuntu15 [275 kB] 152s Get:101 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el gpg ppc64el 2.4.4-2ubuntu15 [706 kB] 152s Get:102 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el dirmngr ppc64el 2.4.4-2ubuntu15 [391 kB] 152s Get:103 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el gnupg all 2.4.4-2ubuntu15 [359 kB] 152s Get:104 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el python3-apt ppc64el 2.7.7 [181 kB] 152s Get:105 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el apt-utils ppc64el 2.7.14 [226 kB] 152s Get:106 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libapt-pkg6.0t64 ppc64el 2.7.14 [1063 kB] 152s Get:107 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libnettle8t64 ppc64el 3.9.1-2.2 [226 kB] 152s Get:108 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libhogweed6t64 ppc64el 3.9.1-2.2 [208 kB] 152s Get:109 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libgnutls30t64 ppc64el 3.8.3-1.1ubuntu2 [1154 kB] 152s Get:110 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el apt ppc64el 2.7.14 [1401 kB] 153s Get:111 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el gpgconf ppc64el 2.4.4-2ubuntu15 [115 kB] 153s Get:112 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el gpgsm ppc64el 2.4.4-2ubuntu15 [292 kB] 153s Get:113 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libreadline8t64 ppc64el 8.2-4 [182 kB] 153s Get:114 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el gawk ppc64el 1:5.2.1-2build2 [528 kB] 153s Get:115 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el fdisk ppc64el 2.39.3-9ubuntu2 [132 kB] 153s Get:116 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el bc ppc64el 1.07.1-3ubuntu2 [93.2 kB] 153s Get:117 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el python3.11-minimal ppc64el 3.11.8-1build4 [2292 kB] 153s Get:118 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el python3.11 ppc64el 3.11.8-1build4 [589 kB] 153s Get:119 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libpython3.11-stdlib ppc64el 3.11.8-1build4 [1977 kB] 153s Get:120 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libpython3.11-minimal ppc64el 3.11.8-1build4 [846 kB] 153s Get:121 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libk5crypto3 ppc64el 1.20.1-6ubuntu1 [108 kB] 153s Get:122 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libgssapi-krb5-2 ppc64el 1.20.1-6ubuntu1 [185 kB] 153s Get:123 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libkrb5support0 ppc64el 1.20.1-6ubuntu1 [38.5 kB] 153s Get:124 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libkrb5-3 ppc64el 1.20.1-6ubuntu1 [432 kB] 153s Get:125 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el kmod ppc64el 31+20240202-2ubuntu4 [122 kB] 153s Get:126 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libkmod2 ppc64el 31+20240202-2ubuntu4 [64.4 kB] 153s Get:127 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libfido2-1 ppc64el 1.14.0-1build1 [111 kB] 153s Get:128 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libcryptsetup12 ppc64el 2:2.7.0-1ubuntu2 [376 kB] 153s Get:129 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el dhcpcd-base ppc64el 1:10.0.6-1ubuntu2 [276 kB] 153s Get:130 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libuv1t64 ppc64el 1.48.0-1.1 [117 kB] 153s Get:131 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el bind9-host ppc64el 1:9.18.24-0ubuntu3 [54.5 kB] 153s Get:132 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el bind9-dnsutils ppc64el 1:9.18.24-0ubuntu3 [167 kB] 153s Get:133 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el bind9-libs ppc64el 1:9.18.24-0ubuntu3 [1436 kB] 153s Get:134 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el python3.12 ppc64el 3.12.2-4build3 [645 kB] 153s Get:135 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el python3.12-minimal ppc64el 3.12.2-4build3 [2447 kB] 153s Get:136 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libpython3.12-minimal ppc64el 3.12.2-4build3 [836 kB] 153s Get:137 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libpython3.12-stdlib ppc64el 3.12.2-4build3 [2082 kB] 153s Get:138 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libdb5.3t64 ppc64el 5.3.28+dfsg2-6 [875 kB] 154s Get:139 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el python3-gdbm ppc64el 3.12.2-3ubuntu1.1 [19.8 kB] 154s Get:140 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el man-db ppc64el 2.12.0-3build4 [1274 kB] 154s Get:141 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libgdbm6t64 ppc64el 1.23-5.1 [41.9 kB] 154s Get:142 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libgdbm-compat4t64 ppc64el 1.23-5.1 [6972 B] 154s Get:143 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libperl5.38t64 ppc64el 5.38.2-3.2 [4957 kB] 154s Get:144 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el perl ppc64el 5.38.2-3.2 [231 kB] 154s Get:145 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el perl-base ppc64el 5.38.2-3.2 [1916 kB] 154s Get:146 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el perl-modules-5.38 all 5.38.2-3.2 [3110 kB] 154s Get:147 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libcom-err2 ppc64el 1.47.0-2.4~exp1ubuntu2 [22.9 kB] 154s Get:148 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el zlib1g ppc64el 1:1.3.dfsg-3.1ubuntu1 [72.8 kB] 154s Get:149 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libblkid1 ppc64el 2.39.3-9ubuntu2 [155 kB] 154s Get:150 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el liblzma5 ppc64el 5.6.0-0.2 [156 kB] 154s Get:151 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el dbus-session-bus-common all 1.14.10-4ubuntu2 [80.3 kB] 154s Get:152 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el dbus-user-session ppc64el 1.14.10-4ubuntu2 [9960 B] 154s Get:153 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libaudit-common all 1:3.1.2-2.1 [5674 B] 154s Get:154 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libaudit1 ppc64el 1:3.1.2-2.1 [52.8 kB] 154s Get:155 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libselinux1 ppc64el 3.5-2ubuntu1 [101 kB] 154s Get:156 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el dbus-system-bus-common all 1.14.10-4ubuntu2 [81.5 kB] 154s Get:157 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el dbus-bin ppc64el 1.14.10-4ubuntu2 [48.1 kB] 154s Get:158 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el dbus ppc64el 1.14.10-4ubuntu2 [26.9 kB] 154s Get:159 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el dbus-daemon ppc64el 1.14.10-4ubuntu2 [136 kB] 154s Get:160 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libdbus-1-3 ppc64el 1.14.10-4ubuntu2 [244 kB] 154s Get:161 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libmount1 ppc64el 2.39.3-9ubuntu2 [169 kB] 154s Get:162 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libuuid1 ppc64el 2.39.3-9ubuntu2 [39.3 kB] 154s Get:163 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libfdisk1 ppc64el 2.39.3-9ubuntu2 [171 kB] 154s Get:164 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el mount ppc64el 2.39.3-9ubuntu2 [125 kB] 154s Get:165 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libplymouth5 ppc64el 24.004.60-1ubuntu6 [166 kB] 154s Get:166 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libpng16-16t64 ppc64el 1.6.43-3 [242 kB] 154s Get:167 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libfreetype6 ppc64el 2.13.2+dfsg-1build2 [545 kB] 154s Get:168 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el python3-minimal ppc64el 3.12.2-0ubuntu1 [27.1 kB] 154s Get:169 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el python3 ppc64el 3.12.2-0ubuntu1 [24.1 kB] 154s Get:170 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libpython3-stdlib ppc64el 3.12.2-0ubuntu1 [9798 B] 154s Get:171 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libsqlite3-0 ppc64el 3.45.1-1ubuntu1 [804 kB] 154s Get:172 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el pinentry-curses ppc64el 1.2.1-3ubuntu4 [38.7 kB] 154s Get:173 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el python-apt-common all 2.7.7 [19.8 kB] 154s Get:174 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libsmartcols1 ppc64el 2.39.3-9ubuntu2 [79.0 kB] 154s Get:175 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el readline-common all 8.2-4 [56.4 kB] 154s Get:176 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libbpf1 ppc64el 1:1.3.0-2build1 [216 kB] 155s Get:177 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libelf1t64 ppc64el 0.190-1.1build2 [69.3 kB] 155s Get:178 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libtirpc-common all 1.3.4+ds-1.1 [8018 B] 155s Get:179 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el lsof ppc64el 4.95.0-1build2 [256 kB] 155s Get:180 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libnsl2 ppc64el 1.3.0-3build2 [48.9 kB] 155s Get:181 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libtirpc3t64 ppc64el 1.3.4+ds-1.1 [102 kB] 155s Get:182 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el iproute2 ppc64el 6.1.0-1ubuntu5 [1384 kB] 155s Get:183 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libprotobuf-c1 ppc64el 1.4.1-1ubuntu3 [25.9 kB] 155s Get:184 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libnghttp2-14 ppc64el 1.59.0-1build1 [89.0 kB] 155s Get:185 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libproc2-0 ppc64el 2:4.0.4-4ubuntu2 [68.8 kB] 155s Get:186 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el procps ppc64el 2:4.0.4-4ubuntu2 [736 kB] 155s Get:187 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el bsdextrautils ppc64el 2.39.3-9ubuntu2 [78.6 kB] 155s Get:188 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el groff-base ppc64el 1.23.0-3build1 [1112 kB] 155s Get:189 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el util-linux ppc64el 2.39.3-9ubuntu2 [1195 kB] 155s Get:190 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el file ppc64el 1:5.45-3 [22.7 kB] 155s Get:191 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libmagic-mgc ppc64el 1:5.45-3 [307 kB] 155s Get:192 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libmagic1t64 ppc64el 1:5.45-3 [106 kB] 155s Get:193 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el multipath-tools ppc64el 0.9.4-5ubuntu6 [341 kB] 155s Get:194 http://ftpmaster.internal/ubuntu noble/main ppc64el liburcu8t64 ppc64el 0.14.0-3.1 [73.6 kB] 155s Get:195 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el liblocale-gettext-perl ppc64el 1.07-6ubuntu4 [16.1 kB] 155s Get:196 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el uuid-runtime ppc64el 2.39.3-9ubuntu2 [33.8 kB] 155s Get:197 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libdebconfclient0 ppc64el 0.271ubuntu2 [11.2 kB] 155s Get:198 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libsemanage-common all 3.5-1build4 [10.1 kB] 155s Get:199 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libsemanage2 ppc64el 3.5-1build4 [115 kB] 155s Get:200 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el install-info ppc64el 7.1-3build1 [64.5 kB] 155s Get:201 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libss2 ppc64el 1.47.0-2.4~exp1ubuntu2 [18.0 kB] 155s Get:202 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el eject ppc64el 2.39.3-9ubuntu2 [28.2 kB] 155s Get:203 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el krb5-locales all 1.20.1-6ubuntu1 [13.8 kB] 155s Get:204 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libglib2.0-data all 2.79.3-3ubuntu5 [46.6 kB] 155s Get:205 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libslang2 ppc64el 2.3.3-3build1 [501 kB] 156s Get:206 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libtext-charwidth-perl ppc64el 0.04-11build2 [9506 B] 156s Get:207 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libtext-iconv-perl ppc64el 1.7-8build2 [13.7 kB] 156s Get:208 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el rsyslog ppc64el 8.2312.0-3ubuntu7 [629 kB] 156s Get:209 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el vim-tiny ppc64el 2:9.1.0016-1ubuntu6 [1042 kB] 156s Get:210 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el vim-common all 2:9.1.0016-1ubuntu6 [385 kB] 156s Get:211 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el ubuntu-minimal ppc64el 1.537 [10.8 kB] 156s Get:212 http://ftpmaster.internal/ubuntu noble/main ppc64el xdg-user-dirs ppc64el 0.18-1 [20.0 kB] 156s Get:213 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el xxd ppc64el 2:9.1.0016-1ubuntu6 [63.7 kB] 156s Get:214 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el ftp all 20230507-2build1 [4724 B] 156s Get:215 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el inetutils-telnet ppc64el 2:2.5-3ubuntu3 [115 kB] 156s Get:216 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el info ppc64el 7.1-3build1 [188 kB] 156s Get:217 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libxmuu1 ppc64el 2:1.1.3-3build1 [9488 B] 156s Get:218 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el lshw ppc64el 02.19.git.2021.06.19.996aaad9c7-2build2 [334 kB] 156s Get:219 http://ftpmaster.internal/ubuntu noble/main ppc64el manpages all 6.05.01-1 [1340 kB] 156s Get:220 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el mtr-tiny ppc64el 0.95-1.1build1 [62.8 kB] 156s Get:221 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el plymouth-theme-ubuntu-text ppc64el 24.004.60-1ubuntu6 [11.1 kB] 156s Get:222 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el plymouth ppc64el 24.004.60-1ubuntu6 [155 kB] 157s Get:223 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el telnet all 0.17+2.5-3ubuntu3 [3682 B] 157s Get:224 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el xz-utils ppc64el 5.6.0-0.2 [281 kB] 157s Get:225 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el ubuntu-standard ppc64el 1.537 [10.8 kB] 157s Get:226 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el usb.ids all 2024.03.18-1 [223 kB] 157s Get:227 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libllvm18 ppc64el 1:18.1.2-1ubuntu2 [28.9 MB] 159s Get:228 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libclang-cpp18 ppc64el 1:18.1.2-1ubuntu2 [14.6 MB] 159s Get:229 http://ftpmaster.internal/ubuntu noble-proposed/universe ppc64el libbpfcc ppc64el 0.29.1+ds-1ubuntu4 [707 kB] 159s Get:230 http://ftpmaster.internal/ubuntu noble-proposed/universe ppc64el python3-bpfcc all 0.29.1+ds-1ubuntu4 [40.2 kB] 159s Get:231 http://ftpmaster.internal/ubuntu noble/main ppc64el ieee-data all 20220827.1 [2113 kB] 159s Get:232 http://ftpmaster.internal/ubuntu noble/main ppc64el python3-netaddr all 0.8.0-2ubuntu1 [319 kB] 159s Get:233 http://ftpmaster.internal/ubuntu noble-proposed/universe ppc64el bpfcc-tools all 0.29.1+ds-1ubuntu4 [687 kB] 159s Get:234 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libclang1-18 ppc64el 1:18.1.2-1ubuntu2 [8725 kB] 159s Get:235 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libdw1t64 ppc64el 0.190-1.1build2 [301 kB] 159s Get:236 http://ftpmaster.internal/ubuntu noble-proposed/universe ppc64el bpftrace ppc64el 0.20.2-1ubuntu1 [1058 kB] 159s Get:237 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el cryptsetup-bin ppc64el 2:2.7.0-1ubuntu2 [227 kB] 159s Get:238 http://ftpmaster.internal/ubuntu noble/main ppc64el fonts-dejavu-mono all 2.37-8 [502 kB] 159s Get:239 http://ftpmaster.internal/ubuntu noble/main ppc64el fonts-dejavu-core all 2.37-8 [835 kB] 159s Get:240 http://ftpmaster.internal/ubuntu noble/main ppc64el fontconfig-config ppc64el 2.15.0-1.1ubuntu1 [37.4 kB] 159s Get:241 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el gnupg-l10n all 2.4.4-2ubuntu15 [65.8 kB] 159s Get:242 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libibverbs1 ppc64el 50.0-2build1 [74.4 kB] 159s Get:243 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el ibverbs-providers ppc64el 50.0-2build1 [420 kB] 159s Get:244 http://ftpmaster.internal/ubuntu noble/main ppc64el libaio1t64 ppc64el 0.3.113-6 [8188 B] 160s Get:245 http://ftpmaster.internal/ubuntu noble/main ppc64el libatm1t64 ppc64el 1:2.5.1-5.1 [26.9 kB] 160s Get:246 http://ftpmaster.internal/ubuntu noble/main ppc64el libc-dev-bin ppc64el 2.39-0ubuntu6 [21.3 kB] 160s Get:247 http://ftpmaster.internal/ubuntu noble/main ppc64el libfontconfig1 ppc64el 2.15.0-1.1ubuntu1 [190 kB] 160s Get:248 http://ftpmaster.internal/ubuntu noble/main ppc64el libjpeg-turbo8 ppc64el 2.1.5-2ubuntu1 [212 kB] 160s Get:249 http://ftpmaster.internal/ubuntu noble/main ppc64el libjpeg8 ppc64el 8c-2ubuntu11 [2148 B] 160s Get:250 http://ftpmaster.internal/ubuntu noble/main ppc64el libdeflate0 ppc64el 1.19-1 [61.9 kB] 160s Get:251 http://ftpmaster.internal/ubuntu noble/main ppc64el libjbig0 ppc64el 2.1-6.1ubuntu1 [34.7 kB] 160s Get:252 http://ftpmaster.internal/ubuntu noble/main ppc64el liblerc4 ppc64el 4.0.0+ds-4ubuntu1 [266 kB] 160s Get:253 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libsharpyuv0 ppc64el 1.3.2-0.4build2 [28.8 kB] 160s Get:254 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libwebp7 ppc64el 1.3.2-0.4build2 [312 kB] 160s Get:255 http://ftpmaster.internal/ubuntu noble/main ppc64el libtiff6 ppc64el 4.5.1+git230720-4ubuntu1 [274 kB] 160s Get:256 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libxpm4 ppc64el 1:3.5.17-1build1 [50.2 kB] 160s Get:257 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libgd3 ppc64el 2.3.3-9ubuntu3 [162 kB] 160s Get:258 http://ftpmaster.internal/ubuntu noble/main ppc64el libc-devtools ppc64el 2.39-0ubuntu6 [29.6 kB] 160s Get:259 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el linux-libc-dev ppc64el 6.8.0-20.20 [1586 kB] 160s Get:260 http://ftpmaster.internal/ubuntu noble/main ppc64el libcrypt-dev ppc64el 1:4.4.36-4 [167 kB] 160s Get:261 http://ftpmaster.internal/ubuntu noble/main ppc64el rpcsvc-proto ppc64el 1.4.2-0ubuntu6 [82.3 kB] 160s Get:262 http://ftpmaster.internal/ubuntu noble/main ppc64el libc6-dev ppc64el 2.39-0ubuntu6 [2102 kB] 160s Get:263 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libevent-core-2.1-7 ppc64el 2.1.12-stable-9build1 [110 kB] 160s Get:264 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libldap-common all 2.6.7+dfsg-1~exp1ubuntu6 [31.3 kB] 160s Get:265 http://ftpmaster.internal/ubuntu noble/main ppc64el libunwind8 ppc64el 1.6.2-3 [59.9 kB] 160s Get:266 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el linux-modules-6.8.0-20-generic ppc64el 6.8.0-20.20 [31.3 MB] 161s Get:267 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el linux-image-6.8.0-20-generic ppc64el 6.8.0-20.20 [63.9 MB] 163s Get:268 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el linux-modules-extra-6.8.0-20-generic ppc64el 6.8.0-20.20 [103 MB] 165s Get:269 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el linux-generic ppc64el 6.8.0-20.20+1 [1734 B] 165s Get:270 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el linux-image-generic ppc64el 6.8.0-20.20+1 [9698 B] 165s Get:271 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el linux-virtual ppc64el 6.8.0-20.20+1 [1686 B] 165s Get:272 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el linux-image-virtual ppc64el 6.8.0-20.20+1 [9702 B] 165s Get:273 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el linux-headers-virtual ppc64el 6.8.0-20.20+1 [1648 B] 165s Get:274 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el linux-headers-6.8.0-20 all 6.8.0-20.20 [13.6 MB] 166s Get:275 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el linux-headers-6.8.0-20-generic ppc64el 6.8.0-20.20 [3728 kB] 166s Get:276 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el linux-headers-generic ppc64el 6.8.0-20.20+1 [9612 B] 166s Get:277 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el linux-tools-common all 6.8.0-20.20 [437 kB] 166s Get:278 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el linux-tools-6.8.0-20 ppc64el 6.8.0-20.20 [2924 kB] 166s Get:279 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el linux-tools-6.8.0-20-generic ppc64el 6.8.0-20.20 [1730 B] 166s Get:280 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el lxd-agent-loader all 0.7 [4790 B] 166s Get:281 http://ftpmaster.internal/ubuntu noble/main ppc64el manpages-dev all 6.05.01-1 [2018 kB] 166s Get:282 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el python3-pyrsistent ppc64el 0.20.0-1build1 [60.4 kB] 166s Get:283 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el ubuntu-kernel-accessories ppc64el 1.537 [10.6 kB] 166s Get:284 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el cloud-init all 24.1.3-0ubuntu1 [597 kB] 166s Get:285 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el kpartx ppc64el 0.9.4-5ubuntu6 [34.4 kB] 166s Preconfiguring packages ... 167s Fetched 379 MB in 16s (23.1 MB/s) 167s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 69952 files and directories currently installed.) 167s Preparing to unpack .../motd-news-config_13ubuntu8_all.deb ... 167s Unpacking motd-news-config (13ubuntu8) over (13ubuntu7) ... 167s Preparing to unpack .../base-files_13ubuntu8_ppc64el.deb ... 167s Unpacking base-files (13ubuntu8) over (13ubuntu7) ... 167s Setting up base-files (13ubuntu8) ... 168s motd-news.service is a disabled or a static unit not running, not starting it. 168s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 69952 files and directories currently installed.) 168s Preparing to unpack .../bash_5.2.21-2ubuntu3_ppc64el.deb ... 168s Unpacking bash (5.2.21-2ubuntu3) over (5.2.21-2ubuntu2) ... 168s Setting up bash (5.2.21-2ubuntu3) ... 168s update-alternatives: using /usr/share/man/man7/bash-builtins.7.gz to provide /usr/share/man/man7/builtins.7.gz (builtins.7.gz) in auto mode 168s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 69952 files and directories currently installed.) 168s Preparing to unpack .../bsdutils_1%3a2.39.3-9ubuntu2_ppc64el.deb ... 168s Unpacking bsdutils (1:2.39.3-9ubuntu2) over (1:2.39.3-6ubuntu2) ... 168s Setting up bsdutils (1:2.39.3-9ubuntu2) ... 168s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 69952 files and directories currently installed.) 168s Preparing to unpack .../coreutils_9.4-3ubuntu3_ppc64el.deb ... 168s Unpacking coreutils (9.4-3ubuntu3) over (9.4-2ubuntu4) ... 168s Setting up coreutils (9.4-3ubuntu3) ... 168s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 69952 files and directories currently installed.) 168s Preparing to unpack .../libsasl2-modules-db_2.1.28+dfsg1-5ubuntu1_ppc64el.deb ... 168s Unpacking libsasl2-modules-db:ppc64el (2.1.28+dfsg1-5ubuntu1) over (2.1.28+dfsg1-4) ... 168s dpkg: libcurl4:ppc64el: dependency problems, but removing anyway as you requested: 168s curl depends on libcurl4 (= 8.5.0-2ubuntu2). 168s 168s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 69952 files and directories currently installed.) 168s Removing libcurl4:ppc64el (8.5.0-2ubuntu2) ... 168s Selecting previously unselected package libcurl4t64:ppc64el. 168s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 69947 files and directories currently installed.) 168s Preparing to unpack .../libcurl4t64_8.5.0-2ubuntu8_ppc64el.deb ... 168s Unpacking libcurl4t64:ppc64el (8.5.0-2ubuntu8) ... 168s Preparing to unpack .../curl_8.5.0-2ubuntu8_ppc64el.deb ... 168s Unpacking curl (8.5.0-2ubuntu8) over (8.5.0-2ubuntu2) ... 168s dpkg: libpsl5:ppc64el: dependency problems, but removing anyway as you requested: 168s wget depends on libpsl5 (>= 0.16.0). 168s libcurl3-gnutls:ppc64el depends on libpsl5 (>= 0.16.0). 168s 168s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 69953 files and directories currently installed.) 168s Removing libpsl5:ppc64el (0.21.2-1build1) ... 168s Selecting previously unselected package libpsl5t64:ppc64el. 168s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 69948 files and directories currently installed.) 168s Preparing to unpack .../libpsl5t64_0.21.2-1.1_ppc64el.deb ... 168s Unpacking libpsl5t64:ppc64el (0.21.2-1.1) ... 168s Preparing to unpack .../wget_1.21.4-1ubuntu2_ppc64el.deb ... 168s Unpacking wget (1.21.4-1ubuntu2) over (1.21.4-1ubuntu1) ... 168s Preparing to unpack .../tnftp_20230507-2build1_ppc64el.deb ... 168s Unpacking tnftp (20230507-2build1) over (20230507-2) ... 168s Preparing to unpack .../tcpdump_4.99.4-3ubuntu2_ppc64el.deb ... 168s Unpacking tcpdump (4.99.4-3ubuntu2) over (4.99.4-3ubuntu1) ... 168s Preparing to unpack .../libsystemd0_255.4-1ubuntu5_ppc64el.deb ... 168s Unpacking libsystemd0:ppc64el (255.4-1ubuntu5) over (255.2-3ubuntu2) ... 168s Setting up libsystemd0:ppc64el (255.4-1ubuntu5) ... 169s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 69954 files and directories currently installed.) 169s Preparing to unpack .../systemd-dev_255.4-1ubuntu5_all.deb ... 169s Unpacking systemd-dev (255.4-1ubuntu5) over (255.2-3ubuntu2) ... 169s Preparing to unpack .../libnss-systemd_255.4-1ubuntu5_ppc64el.deb ... 169s Unpacking libnss-systemd:ppc64el (255.4-1ubuntu5) over (255.2-3ubuntu2) ... 169s Preparing to unpack .../libudev1_255.4-1ubuntu5_ppc64el.deb ... 169s Unpacking libudev1:ppc64el (255.4-1ubuntu5) over (255.2-3ubuntu2) ... 169s Setting up libudev1:ppc64el (255.4-1ubuntu5) ... 169s dpkg: libssl3:ppc64el: dependency problems, but removing anyway as you requested: 169s systemd-resolved depends on libssl3 (>= 3.0.0). 169s systemd depends on libssl3 (>= 3.0.0). 169s sudo depends on libssl3 (>= 3.0.0). 169s rsync depends on libssl3 (>= 3.0.0). 169s python3-cryptography depends on libssl3 (>= 3.0.0). 169s openssl depends on libssl3 (>= 3.0.9). 169s openssh-server depends on libssl3 (>= 3.0.10). 169s openssh-client depends on libssl3 (>= 3.0.10). 169s linux-headers-6.8.0-11-generic depends on libssl3 (>= 3.0.0). 169s libsystemd-shared:ppc64el depends on libssl3 (>= 3.0.0). 169s libssh-4:ppc64el depends on libssl3 (>= 3.0.0). 169s libsasl2-modules:ppc64el depends on libssl3 (>= 3.0.0). 169s libsasl2-2:ppc64el depends on libssl3 (>= 3.0.0). 169s libpython3.12-minimal:ppc64el depends on libssl3 (>= 3.0.0). 169s libpython3.11-minimal:ppc64el depends on libssl3 (>= 3.0.0). 169s libnvme1 depends on libssl3 (>= 3.0.0). 169s libkrb5-3:ppc64el depends on libssl3 (>= 3.0.0). 169s libkmod2:ppc64el depends on libssl3 (>= 3.0.0). 169s libfido2-1:ppc64el depends on libssl3 (>= 3.0.0). 169s libcryptsetup12:ppc64el depends on libssl3 (>= 3.0.0). 169s kmod depends on libssl3 (>= 3.0.0). 169s dhcpcd-base depends on libssl3 (>= 3.0.0). 169s coreutils depends on libssl3 (>= 3.0.0). 169s bind9-libs:ppc64el depends on libssl3 (>= 3.0.0). 169s 169s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 69954 files and directories currently installed.) 169s Removing libssl3:ppc64el (3.0.10-1ubuntu4) ... 169s Selecting previously unselected package libssl3t64:ppc64el. 169s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 69943 files and directories currently installed.) 169s Preparing to unpack .../libssl3t64_3.0.13-0ubuntu2_ppc64el.deb ... 169s Unpacking libssl3t64:ppc64el (3.0.13-0ubuntu2) ... 169s Setting up libssl3t64:ppc64el (3.0.13-0ubuntu2) ... 169s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 69956 files and directories currently installed.) 169s Preparing to unpack .../systemd_255.4-1ubuntu5_ppc64el.deb ... 169s Unpacking systemd (255.4-1ubuntu5) over (255.2-3ubuntu2) ... 169s Preparing to unpack .../udev_255.4-1ubuntu5_ppc64el.deb ... 169s Unpacking udev (255.4-1ubuntu5) over (255.2-3ubuntu2) ... 169s Preparing to unpack .../libsystemd-shared_255.4-1ubuntu5_ppc64el.deb ... 169s Unpacking libsystemd-shared:ppc64el (255.4-1ubuntu5) over (255.2-3ubuntu2) ... 169s Setting up libsystemd-shared:ppc64el (255.4-1ubuntu5) ... 169s Setting up systemd-dev (255.4-1ubuntu5) ... 169s Setting up systemd (255.4-1ubuntu5) ... 170s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 69956 files and directories currently installed.) 170s Preparing to unpack .../00-systemd-sysv_255.4-1ubuntu5_ppc64el.deb ... 170s Unpacking systemd-sysv (255.4-1ubuntu5) over (255.2-3ubuntu2) ... 170s Preparing to unpack .../01-libpam-systemd_255.4-1ubuntu5_ppc64el.deb ... 170s Unpacking libpam-systemd:ppc64el (255.4-1ubuntu5) over (255.2-3ubuntu2) ... 170s Preparing to unpack .../02-systemd-timesyncd_255.4-1ubuntu5_ppc64el.deb ... 170s Unpacking systemd-timesyncd (255.4-1ubuntu5) over (255.2-3ubuntu2) ... 170s Preparing to unpack .../03-systemd-resolved_255.4-1ubuntu5_ppc64el.deb ... 170s Unpacking systemd-resolved (255.4-1ubuntu5) over (255.2-3ubuntu2) ... 170s Preparing to unpack .../04-sudo_1.9.15p5-3ubuntu3_ppc64el.deb ... 170s Unpacking sudo (1.9.15p5-3ubuntu3) over (1.9.15p5-3ubuntu1) ... 170s Preparing to unpack .../05-rsync_3.2.7-1build1_ppc64el.deb ... 170s Unpacking rsync (3.2.7-1build1) over (3.2.7-1) ... 170s Preparing to unpack .../06-python3-cryptography_41.0.7-4build2_ppc64el.deb ... 170s Unpacking python3-cryptography (41.0.7-4build2) over (41.0.7-3) ... 170s Preparing to unpack .../07-openssl_3.0.13-0ubuntu2_ppc64el.deb ... 170s Unpacking openssl (3.0.13-0ubuntu2) over (3.0.10-1ubuntu4) ... 170s Preparing to unpack .../08-openssh-sftp-server_1%3a9.6p1-3ubuntu11_ppc64el.deb ... 170s Unpacking openssh-sftp-server (1:9.6p1-3ubuntu11) over (1:9.6p1-3ubuntu2) ... 170s Preparing to unpack .../09-openssh-client_1%3a9.6p1-3ubuntu11_ppc64el.deb ... 170s Unpacking openssh-client (1:9.6p1-3ubuntu11) over (1:9.6p1-3ubuntu2) ... 171s Preparing to unpack .../10-openssh-server_1%3a9.6p1-3ubuntu11_ppc64el.deb ... 171s Unpacking openssh-server (1:9.6p1-3ubuntu11) over (1:9.6p1-3ubuntu2) ... 171s Preparing to unpack .../11-libssh-4_0.10.6-2build1_ppc64el.deb ... 171s Unpacking libssh-4:ppc64el (0.10.6-2build1) over (0.10.6-2) ... 171s Preparing to unpack .../12-libsasl2-modules_2.1.28+dfsg1-5ubuntu1_ppc64el.deb ... 171s Unpacking libsasl2-modules:ppc64el (2.1.28+dfsg1-5ubuntu1) over (2.1.28+dfsg1-4) ... 171s Preparing to unpack .../13-libsasl2-2_2.1.28+dfsg1-5ubuntu1_ppc64el.deb ... 171s Unpacking libsasl2-2:ppc64el (2.1.28+dfsg1-5ubuntu1) over (2.1.28+dfsg1-4) ... 171s Preparing to unpack .../14-grub-ieee1275_2.12-1ubuntu5_ppc64el.deb ... 171s Unpacking grub-ieee1275 (2.12-1ubuntu5) over (2.12-1ubuntu4) ... 171s Preparing to unpack .../15-grub2-common_2.12-1ubuntu5_ppc64el.deb ... 171s Unpacking grub2-common (2.12-1ubuntu5) over (2.12-1ubuntu4) ... 171s Preparing to unpack .../16-grub-common_2.12-1ubuntu5_ppc64el.deb ... 171s Unpacking grub-common (2.12-1ubuntu5) over (2.12-1ubuntu4) ... 171s Preparing to unpack .../17-grub-ieee1275-bin_2.12-1ubuntu5_ppc64el.deb ... 171s Unpacking grub-ieee1275-bin (2.12-1ubuntu5) over (2.12-1ubuntu4) ... 171s dpkg: libparted2:ppc64el: dependency problems, but removing anyway as you requested: 171s parted depends on libparted2 (= 3.6-3). 171s 171s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 69956 files and directories currently installed.) 171s Removing libparted2:ppc64el (3.6-3) ... 171s Selecting previously unselected package libparted2t64:ppc64el. 171s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 69950 files and directories currently installed.) 171s Preparing to unpack .../00-libparted2t64_3.6-3.1build2_ppc64el.deb ... 171s Unpacking libparted2t64:ppc64el (3.6-3.1build2) ... 171s Preparing to unpack .../01-parted_3.6-3.1build2_ppc64el.deb ... 171s Unpacking parted (3.6-3.1build2) over (3.6-3) ... 171s Preparing to unpack .../02-librtmp1_2.4+20151223.gitfa8646d.1-2build6_ppc64el.deb ... 171s Unpacking librtmp1:ppc64el (2.4+20151223.gitfa8646d.1-2build6) over (2.4+20151223.gitfa8646d.1-2build4) ... 171s Preparing to unpack .../03-libudisks2-0_2.10.1-6_ppc64el.deb ... 171s Unpacking libudisks2-0:ppc64el (2.10.1-6) over (2.10.1-1ubuntu2) ... 171s Preparing to unpack .../04-udisks2_2.10.1-6_ppc64el.deb ... 171s Unpacking udisks2 (2.10.1-6) over (2.10.1-1ubuntu2) ... 171s Preparing to unpack .../05-shared-mime-info_2.4-1build1_ppc64el.deb ... 171s Unpacking shared-mime-info (2.4-1build1) over (2.4-1) ... 171s Preparing to unpack .../06-gir1.2-girepository-2.0_1.79.1-1ubuntu6_ppc64el.deb ... 171s Unpacking gir1.2-girepository-2.0:ppc64el (1.79.1-1ubuntu6) over (1.79.1-1) ... 171s Preparing to unpack .../07-gir1.2-glib-2.0_2.79.3-3ubuntu5_ppc64el.deb ... 171s Unpacking gir1.2-glib-2.0:ppc64el (2.79.3-3ubuntu5) over (2.79.2-1~ubuntu1) ... 171s Preparing to unpack .../08-libgirepository-1.0-1_1.79.1-1ubuntu6_ppc64el.deb ... 171s Unpacking libgirepository-1.0-1:ppc64el (1.79.1-1ubuntu6) over (1.79.1-1) ... 171s Preparing to unpack .../09-python3-gi_3.47.0-3build1_ppc64el.deb ... 171s Unpacking python3-gi (3.47.0-3build1) over (3.47.0-3) ... 171s Preparing to unpack .../10-python3-dbus_1.3.2-5build2_ppc64el.deb ... 172s Unpacking python3-dbus (1.3.2-5build2) over (1.3.2-5build1) ... 172s Selecting previously unselected package libnetplan1:ppc64el. 172s Preparing to unpack .../11-libnetplan1_1.0-1_ppc64el.deb ... 172s Unpacking libnetplan1:ppc64el (1.0-1) ... 172s Preparing to unpack .../12-python3-netplan_1.0-1_ppc64el.deb ... 172s Unpacking python3-netplan (1.0-1) over (0.107.1-3) ... 172s Preparing to unpack .../13-netplan-generator_1.0-1_ppc64el.deb ... 172s Adding 'diversion of /lib/systemd/system-generators/netplan to /lib/systemd/system-generators/netplan.usr-is-merged by netplan-generator' 172s Unpacking netplan-generator (1.0-1) over (0.107.1-3) ... 172s Preparing to unpack .../14-netplan.io_1.0-1_ppc64el.deb ... 172s Unpacking netplan.io (1.0-1) over (0.107.1-3) ... 172s Preparing to unpack .../15-libxmlb2_0.3.15-1build1_ppc64el.deb ... 172s Unpacking libxmlb2:ppc64el (0.3.15-1build1) over (0.3.15-1) ... 172s dpkg: libgpgme11:ppc64el: dependency problems, but removing anyway as you requested: 172s libvolume-key1:ppc64el depends on libgpgme11 (>= 1.4.1). 172s libjcat1:ppc64el depends on libgpgme11 (>= 1.2.0). 172s 172s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 69960 files and directories currently installed.) 172s Removing libgpgme11:ppc64el (1.18.0-4ubuntu1) ... 172s Selecting previously unselected package libgpgme11t64:ppc64el. 172s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 69954 files and directories currently installed.) 172s Preparing to unpack .../00-libgpgme11t64_1.18.0-4.1ubuntu3_ppc64el.deb ... 172s Unpacking libgpgme11t64:ppc64el (1.18.0-4.1ubuntu3) ... 172s Preparing to unpack .../01-libvolume-key1_0.3.12-7build1_ppc64el.deb ... 172s Unpacking libvolume-key1:ppc64el (0.3.12-7build1) over (0.3.12-5build2) ... 172s Preparing to unpack .../02-libqrtr-glib0_1.2.2-1ubuntu3_ppc64el.deb ... 172s Unpacking libqrtr-glib0:ppc64el (1.2.2-1ubuntu3) over (1.2.2-1ubuntu2) ... 172s Preparing to unpack .../03-libqmi-glib5_1.35.2-0ubuntu1_ppc64el.deb ... 172s Unpacking libqmi-glib5:ppc64el (1.35.2-0ubuntu1) over (1.34.0-2) ... 172s Preparing to unpack .../04-libqmi-proxy_1.35.2-0ubuntu1_ppc64el.deb ... 172s Unpacking libqmi-proxy (1.35.2-0ubuntu1) over (1.34.0-2) ... 172s Preparing to unpack .../05-libpolkit-agent-1-0_124-1ubuntu1_ppc64el.deb ... 172s Unpacking libpolkit-agent-1-0:ppc64el (124-1ubuntu1) over (124-1) ... 172s Preparing to unpack .../06-libpolkit-gobject-1-0_124-1ubuntu1_ppc64el.deb ... 172s Unpacking libpolkit-gobject-1-0:ppc64el (124-1ubuntu1) over (124-1) ... 172s Preparing to unpack .../07-libmm-glib0_1.23.4-0ubuntu1_ppc64el.deb ... 172s Unpacking libmm-glib0:ppc64el (1.23.4-0ubuntu1) over (1.22.0-3) ... 172s Preparing to unpack .../08-libmbim-glib4_1.31.2-0ubuntu2_ppc64el.deb ... 172s Unpacking libmbim-glib4:ppc64el (1.31.2-0ubuntu2) over (1.30.0-1) ... 172s Preparing to unpack .../09-libmbim-proxy_1.31.2-0ubuntu2_ppc64el.deb ... 172s Unpacking libmbim-proxy (1.31.2-0ubuntu2) over (1.30.0-1) ... 172s Preparing to unpack .../10-libjson-glib-1.0-common_1.8.0-2build1_all.deb ... 172s Unpacking libjson-glib-1.0-common (1.8.0-2build1) over (1.8.0-2) ... 172s Preparing to unpack .../11-libjson-glib-1.0-0_1.8.0-2build1_ppc64el.deb ... 172s Unpacking libjson-glib-1.0-0:ppc64el (1.8.0-2build1) over (1.8.0-2) ... 172s Preparing to unpack .../12-libgusb2_0.4.8-1build1_ppc64el.deb ... 172s Unpacking libgusb2:ppc64el (0.4.8-1build1) over (0.4.8-1) ... 172s Preparing to unpack .../13-libgudev-1.0-0_1%3a238-3ubuntu2_ppc64el.deb ... 172s Unpacking libgudev-1.0-0:ppc64el (1:238-3ubuntu2) over (1:238-3) ... 172s dpkg: libarchive13:ppc64el: dependency problems, but removing anyway as you requested: 172s fwupd depends on libarchive13 (>= 3.2.1). 172s 172s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 69961 files and directories currently installed.) 172s Removing libarchive13:ppc64el (3.7.2-1ubuntu2) ... 172s Selecting previously unselected package libarchive13t64:ppc64el. 172s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 69955 files and directories currently installed.) 172s Preparing to unpack .../libarchive13t64_3.7.2-1.1ubuntu2_ppc64el.deb ... 172s Unpacking libarchive13t64:ppc64el (3.7.2-1.1ubuntu2) ... 172s Preparing to unpack .../fwupd_1.9.15-2_ppc64el.deb ... 172s Unpacking fwupd (1.9.15-2) over (1.9.14-1) ... 172s dpkg: libcurl3-gnutls:ppc64el: dependency problems, but removing anyway as you requested: 172s libfwupd2:ppc64el depends on libcurl3-gnutls (>= 7.63.0). 172s 172s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 69962 files and directories currently installed.) 172s Removing libcurl3-gnutls:ppc64el (8.5.0-2ubuntu2) ... 172s Selecting previously unselected package libcurl3t64-gnutls:ppc64el. 172s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 69955 files and directories currently installed.) 172s Preparing to unpack .../0-libcurl3t64-gnutls_8.5.0-2ubuntu8_ppc64el.deb ... 172s Unpacking libcurl3t64-gnutls:ppc64el (8.5.0-2ubuntu8) ... 172s Preparing to unpack .../1-libfwupd2_1.9.15-2_ppc64el.deb ... 172s Unpacking libfwupd2:ppc64el (1.9.15-2) over (1.9.14-1) ... 172s Preparing to unpack .../2-libblockdev3_3.1.0-1build1_ppc64el.deb ... 172s Unpacking libblockdev3:ppc64el (3.1.0-1build1) over (3.1.0-1) ... 172s Preparing to unpack .../3-libblockdev-utils3_3.1.0-1build1_ppc64el.deb ... 172s Unpacking libblockdev-utils3:ppc64el (3.1.0-1build1) over (3.1.0-1) ... 172s Preparing to unpack .../4-libblockdev-swap3_3.1.0-1build1_ppc64el.deb ... 172s Unpacking libblockdev-swap3:ppc64el (3.1.0-1build1) over (3.1.0-1) ... 173s Preparing to unpack .../5-libblockdev-part3_3.1.0-1build1_ppc64el.deb ... 173s Unpacking libblockdev-part3:ppc64el (3.1.0-1build1) over (3.1.0-1) ... 173s dpkg: libnvme1: dependency problems, but removing anyway as you requested: 173s libblockdev-nvme3:ppc64el depends on libnvme1 (>= 1.7.1). 173s 173s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 69962 files and directories currently installed.) 173s Removing libnvme1 (1.8-2) ... 173s Selecting previously unselected package libnvme1t64. 173s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 69955 files and directories currently installed.) 173s Preparing to unpack .../0-libnvme1t64_1.8-3_ppc64el.deb ... 173s Unpacking libnvme1t64 (1.8-3) ... 173s Preparing to unpack .../1-libblockdev-nvme3_3.1.0-1build1_ppc64el.deb ... 173s Unpacking libblockdev-nvme3:ppc64el (3.1.0-1build1) over (3.1.0-1) ... 173s Preparing to unpack .../2-libblockdev-mdraid3_3.1.0-1build1_ppc64el.deb ... 173s Unpacking libblockdev-mdraid3:ppc64el (3.1.0-1build1) over (3.1.0-1) ... 173s Preparing to unpack .../3-libblockdev-loop3_3.1.0-1build1_ppc64el.deb ... 173s Unpacking libblockdev-loop3:ppc64el (3.1.0-1build1) over (3.1.0-1) ... 173s Preparing to unpack .../4-logsave_1.47.0-2.4~exp1ubuntu2_ppc64el.deb ... 173s Unpacking logsave (1.47.0-2.4~exp1ubuntu2) over (1.47.0-2ubuntu1) ... 173s Preparing to unpack .../5-e2fsprogs-l10n_1.47.0-2.4~exp1ubuntu2_all.deb ... 173s Unpacking e2fsprogs-l10n (1.47.0-2.4~exp1ubuntu2) over (1.47.0-2ubuntu1) ... 173s dpkg: libext2fs2:ppc64el: dependency problems, but removing anyway as you requested: 173s libblockdev-fs3:ppc64el depends on libext2fs2 (>= 1.42.11). 173s e2fsprogs depends on libext2fs2 (= 1.47.0-2ubuntu1). 173s btrfs-progs depends on libext2fs2 (>= 1.42). 173s 173s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 69963 files and directories currently installed.) 173s Removing libext2fs2:ppc64el (1.47.0-2ubuntu1) ... 173s Selecting previously unselected package libext2fs2t64:ppc64el. 173s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 69956 files and directories currently installed.) 173s Preparing to unpack .../libext2fs2t64_1.47.0-2.4~exp1ubuntu2_ppc64el.deb ... 173s Adding 'diversion of /lib/powerpc64le-linux-gnu/libe2p.so.2 to /lib/powerpc64le-linux-gnu/libe2p.so.2.usr-is-merged by libext2fs2t64' 173s Adding 'diversion of /lib/powerpc64le-linux-gnu/libe2p.so.2.3 to /lib/powerpc64le-linux-gnu/libe2p.so.2.3.usr-is-merged by libext2fs2t64' 173s Adding 'diversion of /lib/powerpc64le-linux-gnu/libext2fs.so.2 to /lib/powerpc64le-linux-gnu/libext2fs.so.2.usr-is-merged by libext2fs2t64' 173s Adding 'diversion of /lib/powerpc64le-linux-gnu/libext2fs.so.2.4 to /lib/powerpc64le-linux-gnu/libext2fs.so.2.4.usr-is-merged by libext2fs2t64' 173s Unpacking libext2fs2t64:ppc64el (1.47.0-2.4~exp1ubuntu2) ... 173s Setting up libext2fs2t64:ppc64el (1.47.0-2.4~exp1ubuntu2) ... 173s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 69972 files and directories currently installed.) 173s Preparing to unpack .../e2fsprogs_1.47.0-2.4~exp1ubuntu2_ppc64el.deb ... 173s Unpacking e2fsprogs (1.47.0-2.4~exp1ubuntu2) over (1.47.0-2ubuntu1) ... 173s dpkg: libreiserfscore0: dependency problems, but removing anyway as you requested: 173s btrfs-progs depends on libreiserfscore0 (>= 1:3.6.27). 173s 173s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 69972 files and directories currently installed.) 173s Removing libreiserfscore0 (1:3.6.27-7) ... 173s Selecting previously unselected package libreiserfscore0t64. 173s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 69967 files and directories currently installed.) 173s Preparing to unpack .../libreiserfscore0t64_1%3a3.6.27-7.1_ppc64el.deb ... 173s Unpacking libreiserfscore0t64 (1:3.6.27-7.1) ... 173s Preparing to unpack .../btrfs-progs_6.6.3-1.1build1_ppc64el.deb ... 173s Unpacking btrfs-progs (6.6.3-1.1build1) over (6.6.3-1.1) ... 173s Preparing to unpack .../libblockdev-fs3_3.1.0-1build1_ppc64el.deb ... 173s Unpacking libblockdev-fs3:ppc64el (3.1.0-1build1) over (3.1.0-1) ... 173s Preparing to unpack .../libblockdev-crypto3_3.1.0-1build1_ppc64el.deb ... 173s Unpacking libblockdev-crypto3:ppc64el (3.1.0-1build1) over (3.1.0-1) ... 173s Preparing to unpack .../bolt_0.9.6-2build1_ppc64el.deb ... 173s Unpacking bolt (0.9.6-2build1) over (0.9.6-2) ... 173s dpkg: libglib2.0-0:ppc64el: dependency problems, but removing anyway as you requested: 173s libnetplan0:ppc64el depends on libglib2.0-0 (>= 2.75.3). 173s libjcat1:ppc64el depends on libglib2.0-0 (>= 2.75.3). 173s 173s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 69973 files and directories currently installed.) 173s Removing libglib2.0-0:ppc64el (2.79.2-1~ubuntu1) ... 173s Selecting previously unselected package libglib2.0-0t64:ppc64el. 173s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 69948 files and directories currently installed.) 173s Preparing to unpack .../0-libglib2.0-0t64_2.79.3-3ubuntu5_ppc64el.deb ... 173s libglib2.0-0t64.preinst: Removing /var/lib/dpkg/info/libglib2.0-0:ppc64el.postrm to avoid loss of /usr/share/glib-2.0/schemas/gschemas.compiled... 173s removed '/var/lib/dpkg/info/libglib2.0-0:ppc64el.postrm' 173s Unpacking libglib2.0-0t64:ppc64el (2.79.3-3ubuntu5) ... 173s Preparing to unpack .../1-libjcat1_0.2.0-2build2_ppc64el.deb ... 173s Unpacking libjcat1:ppc64el (0.2.0-2build2) over (0.2.0-2) ... 173s Preparing to unpack .../2-libldap2_2.6.7+dfsg-1~exp1ubuntu6_ppc64el.deb ... 173s Unpacking libldap2:ppc64el (2.6.7+dfsg-1~exp1ubuntu6) over (2.6.7+dfsg-1~exp1ubuntu1) ... 173s Preparing to unpack .../3-ubuntu-pro-client-l10n_31.2.2_ppc64el.deb ... 173s Unpacking ubuntu-pro-client-l10n (31.2.2) over (31.1) ... 173s Preparing to unpack .../4-ubuntu-pro-client_31.2.2_ppc64el.deb ... 174s Unpacking ubuntu-pro-client (31.2.2) over (31.1) ... 174s Preparing to unpack .../5-gnupg-utils_2.4.4-2ubuntu15_ppc64el.deb ... 174s Unpacking gnupg-utils (2.4.4-2ubuntu15) over (2.4.4-2ubuntu7) ... 174s Preparing to unpack .../6-keyboxd_2.4.4-2ubuntu15_ppc64el.deb ... 174s Unpacking keyboxd (2.4.4-2ubuntu15) over (2.4.4-2ubuntu7) ... 174s dpkg: libnpth0:ppc64el: dependency problems, but removing anyway as you requested: 174s gpgv depends on libnpth0 (>= 0.90). 174s gpgsm depends on libnpth0 (>= 0.90). 174s gpg-agent depends on libnpth0 (>= 0.90). 174s gpg depends on libnpth0 (>= 0.90). 174s dirmngr depends on libnpth0 (>= 0.90). 174s 174s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 69973 files and directories currently installed.) 174s Removing libnpth0:ppc64el (1.6-3build2) ... 174s Selecting previously unselected package libnpth0t64:ppc64el. 174s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 69968 files and directories currently installed.) 174s Preparing to unpack .../libnpth0t64_1.6-3.1_ppc64el.deb ... 174s Unpacking libnpth0t64:ppc64el (1.6-3.1) ... 174s Setting up libnpth0t64:ppc64el (1.6-3.1) ... 174s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 69974 files and directories currently installed.) 174s Preparing to unpack .../gpgv_2.4.4-2ubuntu15_ppc64el.deb ... 174s Unpacking gpgv (2.4.4-2ubuntu15) over (2.4.4-2ubuntu7) ... 174s Setting up gpgv (2.4.4-2ubuntu15) ... 174s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 69974 files and directories currently installed.) 174s Preparing to unpack .../0-gpg-wks-client_2.4.4-2ubuntu15_ppc64el.deb ... 174s Unpacking gpg-wks-client (2.4.4-2ubuntu15) over (2.4.4-2ubuntu7) ... 174s Preparing to unpack .../1-gpg-agent_2.4.4-2ubuntu15_ppc64el.deb ... 174s Unpacking gpg-agent (2.4.4-2ubuntu15) over (2.4.4-2ubuntu7) ... 174s Preparing to unpack .../2-gpg_2.4.4-2ubuntu15_ppc64el.deb ... 174s Unpacking gpg (2.4.4-2ubuntu15) over (2.4.4-2ubuntu7) ... 174s Preparing to unpack .../3-dirmngr_2.4.4-2ubuntu15_ppc64el.deb ... 174s Unpacking dirmngr (2.4.4-2ubuntu15) over (2.4.4-2ubuntu7) ... 174s Preparing to unpack .../4-gnupg_2.4.4-2ubuntu15_all.deb ... 174s Unpacking gnupg (2.4.4-2ubuntu15) over (2.4.4-2ubuntu7) ... 174s Preparing to unpack .../5-python3-apt_2.7.7_ppc64el.deb ... 174s Unpacking python3-apt (2.7.7) over (2.7.6) ... 174s Preparing to unpack .../6-apt-utils_2.7.14_ppc64el.deb ... 174s Unpacking apt-utils (2.7.14) over (2.7.12) ... 174s dpkg: libapt-pkg6.0:ppc64el: dependency problems, but removing anyway as you requested: 174s apt depends on libapt-pkg6.0 (>= 2.7.12). 174s 174s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 69972 files and directories currently installed.) 174s Removing libapt-pkg6.0:ppc64el (2.7.12) ... 174s dpkg: libnettle8:ppc64el: dependency problems, but removing anyway as you requested: 174s libhogweed6:ppc64el depends on libnettle8. 174s libgnutls30:ppc64el depends on libnettle8 (>= 3.9~). 174s 174s Removing libnettle8:ppc64el (3.9.1-2) ... 174s Selecting previously unselected package libapt-pkg6.0t64:ppc64el. 174s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 69916 files and directories currently installed.) 174s Preparing to unpack .../libapt-pkg6.0t64_2.7.14_ppc64el.deb ... 174s Unpacking libapt-pkg6.0t64:ppc64el (2.7.14) ... 174s Setting up libapt-pkg6.0t64:ppc64el (2.7.14) ... 174s Selecting previously unselected package libnettle8t64:ppc64el. 174s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 69966 files and directories currently installed.) 174s Preparing to unpack .../libnettle8t64_3.9.1-2.2_ppc64el.deb ... 174s Unpacking libnettle8t64:ppc64el (3.9.1-2.2) ... 174s Setting up libnettle8t64:ppc64el (3.9.1-2.2) ... 174s dpkg: libhogweed6:ppc64el: dependency problems, but removing anyway as you requested: 174s libgnutls30:ppc64el depends on libhogweed6 (>= 3.6). 174s 174s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 69974 files and directories currently installed.) 174s Removing libhogweed6:ppc64el (3.9.1-2) ... 174s Selecting previously unselected package libhogweed6t64:ppc64el. 174s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 69969 files and directories currently installed.) 174s Preparing to unpack .../libhogweed6t64_3.9.1-2.2_ppc64el.deb ... 174s Unpacking libhogweed6t64:ppc64el (3.9.1-2.2) ... 175s Setting up libhogweed6t64:ppc64el (3.9.1-2.2) ... 175s dpkg: libgnutls30:ppc64el: dependency problems, but removing anyway as you requested: 175s apt depends on libgnutls30 (>= 3.8.1). 175s 175s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 69975 files and directories currently installed.) 175s Removing libgnutls30:ppc64el (3.8.3-1ubuntu1) ... 175s Selecting previously unselected package libgnutls30t64:ppc64el. 175s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 69966 files and directories currently installed.) 175s Preparing to unpack .../libgnutls30t64_3.8.3-1.1ubuntu2_ppc64el.deb ... 175s Unpacking libgnutls30t64:ppc64el (3.8.3-1.1ubuntu2) ... 175s Setting up libgnutls30t64:ppc64el (3.8.3-1.1ubuntu2) ... 175s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 69994 files and directories currently installed.) 175s Preparing to unpack .../apt_2.7.14_ppc64el.deb ... 175s Unpacking apt (2.7.14) over (2.7.12) ... 175s Setting up apt (2.7.14) ... 176s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 69994 files and directories currently installed.) 176s Preparing to unpack .../gpgconf_2.4.4-2ubuntu15_ppc64el.deb ... 176s Unpacking gpgconf (2.4.4-2ubuntu15) over (2.4.4-2ubuntu7) ... 176s Preparing to unpack .../gpgsm_2.4.4-2ubuntu15_ppc64el.deb ... 176s Unpacking gpgsm (2.4.4-2ubuntu15) over (2.4.4-2ubuntu7) ... 176s dpkg: libreadline8:ppc64el: dependency problems, but removing anyway as you requested: 176s libpython3.12-stdlib:ppc64el depends on libreadline8 (>= 7.0~beta). 176s libpython3.11-stdlib:ppc64el depends on libreadline8 (>= 7.0~beta). 176s gawk depends on libreadline8 (>= 6.0). 176s fdisk depends on libreadline8 (>= 6.0). 176s bc depends on libreadline8 (>= 6.0). 176s 176s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 69994 files and directories currently installed.) 176s Removing libreadline8:ppc64el (8.2-3) ... 176s Selecting previously unselected package libreadline8t64:ppc64el. 176s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 69982 files and directories currently installed.) 176s Preparing to unpack .../libreadline8t64_8.2-4_ppc64el.deb ... 176s Adding 'diversion of /lib/powerpc64le-linux-gnu/libhistory.so.8 to /lib/powerpc64le-linux-gnu/libhistory.so.8.usr-is-merged by libreadline8t64' 176s Adding 'diversion of /lib/powerpc64le-linux-gnu/libhistory.so.8.2 to /lib/powerpc64le-linux-gnu/libhistory.so.8.2.usr-is-merged by libreadline8t64' 176s Adding 'diversion of /lib/powerpc64le-linux-gnu/libreadline.so.8 to /lib/powerpc64le-linux-gnu/libreadline.so.8.usr-is-merged by libreadline8t64' 176s Adding 'diversion of /lib/powerpc64le-linux-gnu/libreadline.so.8.2 to /lib/powerpc64le-linux-gnu/libreadline.so.8.2.usr-is-merged by libreadline8t64' 176s Unpacking libreadline8t64:ppc64el (8.2-4) ... 176s Setting up libreadline8t64:ppc64el (8.2-4) ... 176s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 70002 files and directories currently installed.) 176s Preparing to unpack .../00-gawk_1%3a5.2.1-2build2_ppc64el.deb ... 176s Unpacking gawk (1:5.2.1-2build2) over (1:5.2.1-2) ... 176s Preparing to unpack .../01-fdisk_2.39.3-9ubuntu2_ppc64el.deb ... 176s Unpacking fdisk (2.39.3-9ubuntu2) over (2.39.3-6ubuntu2) ... 176s Preparing to unpack .../02-bc_1.07.1-3ubuntu2_ppc64el.deb ... 176s Unpacking bc (1.07.1-3ubuntu2) over (1.07.1-3build1) ... 176s Preparing to unpack .../03-python3.11-minimal_3.11.8-1build4_ppc64el.deb ... 176s Unpacking python3.11-minimal (3.11.8-1build4) over (3.11.8-1) ... 176s Preparing to unpack .../04-python3.11_3.11.8-1build4_ppc64el.deb ... 176s Unpacking python3.11 (3.11.8-1build4) over (3.11.8-1) ... 176s Preparing to unpack .../05-libpython3.11-stdlib_3.11.8-1build4_ppc64el.deb ... 176s Unpacking libpython3.11-stdlib:ppc64el (3.11.8-1build4) over (3.11.8-1) ... 176s Preparing to unpack .../06-libpython3.11-minimal_3.11.8-1build4_ppc64el.deb ... 176s Unpacking libpython3.11-minimal:ppc64el (3.11.8-1build4) over (3.11.8-1) ... 176s Preparing to unpack .../07-libk5crypto3_1.20.1-6ubuntu1_ppc64el.deb ... 176s Unpacking libk5crypto3:ppc64el (1.20.1-6ubuntu1) over (1.20.1-5build1) ... 176s Preparing to unpack .../08-libgssapi-krb5-2_1.20.1-6ubuntu1_ppc64el.deb ... 176s Unpacking libgssapi-krb5-2:ppc64el (1.20.1-6ubuntu1) over (1.20.1-5build1) ... 176s Preparing to unpack .../09-libkrb5support0_1.20.1-6ubuntu1_ppc64el.deb ... 176s Unpacking libkrb5support0:ppc64el (1.20.1-6ubuntu1) over (1.20.1-5build1) ... 176s Preparing to unpack .../10-libkrb5-3_1.20.1-6ubuntu1_ppc64el.deb ... 176s Unpacking libkrb5-3:ppc64el (1.20.1-6ubuntu1) over (1.20.1-5build1) ... 176s Preparing to unpack .../11-kmod_31+20240202-2ubuntu4_ppc64el.deb ... 176s Unpacking kmod (31+20240202-2ubuntu4) over (30+20230601-2ubuntu1) ... 176s Preparing to unpack .../12-libkmod2_31+20240202-2ubuntu4_ppc64el.deb ... 176s Unpacking libkmod2:ppc64el (31+20240202-2ubuntu4) over (30+20230601-2ubuntu1) ... 176s Preparing to unpack .../13-libfido2-1_1.14.0-1build1_ppc64el.deb ... 176s Unpacking libfido2-1:ppc64el (1.14.0-1build1) over (1.14.0-1) ... 176s Preparing to unpack .../14-libcryptsetup12_2%3a2.7.0-1ubuntu2_ppc64el.deb ... 176s Unpacking libcryptsetup12:ppc64el (2:2.7.0-1ubuntu2) over (2:2.7.0-1ubuntu1) ... 176s Preparing to unpack .../15-dhcpcd-base_1%3a10.0.6-1ubuntu2_ppc64el.deb ... 176s Unpacking dhcpcd-base (1:10.0.6-1ubuntu2) over (1:10.0.6-1ubuntu1) ... 177s dpkg: libuv1:ppc64el: dependency problems, but removing anyway as you requested: 177s bind9-libs:ppc64el depends on libuv1 (>= 1.40.0). 177s 177s (Reading database ... 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(Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 69995 files and directories currently installed.) 177s Preparing to unpack .../0-libuv1t64_1.48.0-1.1_ppc64el.deb ... 177s Unpacking libuv1t64:ppc64el (1.48.0-1.1) ... 177s Preparing to unpack .../1-bind9-host_1%3a9.18.24-0ubuntu3_ppc64el.deb ... 177s Unpacking bind9-host (1:9.18.24-0ubuntu3) over (1:9.18.21-0ubuntu1) ... 177s Preparing to unpack .../2-bind9-dnsutils_1%3a9.18.24-0ubuntu3_ppc64el.deb ... 177s Unpacking bind9-dnsutils (1:9.18.24-0ubuntu3) over (1:9.18.21-0ubuntu1) ... 177s Preparing to unpack .../3-bind9-libs_1%3a9.18.24-0ubuntu3_ppc64el.deb ... 177s Unpacking bind9-libs:ppc64el (1:9.18.24-0ubuntu3) over (1:9.18.21-0ubuntu1) ... 177s Preparing to unpack .../4-python3.12_3.12.2-4build3_ppc64el.deb ... 177s Unpacking python3.12 (3.12.2-4build3) over (3.12.2-1) ... 177s Preparing to unpack .../5-python3.12-minimal_3.12.2-4build3_ppc64el.deb ... 177s Unpacking python3.12-minimal (3.12.2-4build3) over (3.12.2-1) ... 177s Preparing to unpack .../6-libpython3.12-minimal_3.12.2-4build3_ppc64el.deb ... 177s Unpacking libpython3.12-minimal:ppc64el (3.12.2-4build3) over (3.12.2-1) ... 177s Preparing to unpack .../7-libpython3.12-stdlib_3.12.2-4build3_ppc64el.deb ... 177s Unpacking libpython3.12-stdlib:ppc64el (3.12.2-4build3) over (3.12.2-1) ... 177s dpkg: libperl5.38:ppc64el: dependency problems, but removing anyway as you requested: 177s perl depends on libperl5.38 (= 5.38.2-3). 177s 177s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 69999 files and directories currently installed.) 177s Removing libperl5.38:ppc64el (5.38.2-3) ... 177s dpkg: libdb5.3:ppc64el: dependency problems, but removing anyway as you requested: 177s iproute2 depends on libdb5.3. 177s 177s Removing libdb5.3:ppc64el (5.3.28+dfsg2-4) ... 177s Selecting previously unselected package libdb5.3t64:ppc64el. 177s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 69470 files and directories currently installed.) 177s Preparing to unpack .../libdb5.3t64_5.3.28+dfsg2-6_ppc64el.deb ... 177s Unpacking libdb5.3t64:ppc64el (5.3.28+dfsg2-6) ... 177s Preparing to unpack .../python3-gdbm_3.12.2-3ubuntu1.1_ppc64el.deb ... 177s Unpacking python3-gdbm:ppc64el (3.12.2-3ubuntu1.1) over (3.11.5-1) ... 177s Preparing to unpack .../man-db_2.12.0-3build4_ppc64el.deb ... 177s Unpacking man-db (2.12.0-3build4) over (2.12.0-3) ... 178s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 69476 files and directories currently installed.) 178s Removing libgdbm-compat4:ppc64el (1.23-5) ... 178s Removing libgdbm6:ppc64el (1.23-5) ... 178s Selecting previously unselected package libgdbm6t64:ppc64el. 178s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 69466 files and directories currently installed.) 178s Preparing to unpack .../libgdbm6t64_1.23-5.1_ppc64el.deb ... 178s Unpacking libgdbm6t64:ppc64el (1.23-5.1) ... 178s Selecting previously unselected package libgdbm-compat4t64:ppc64el. 178s Preparing to unpack .../libgdbm-compat4t64_1.23-5.1_ppc64el.deb ... 178s Unpacking libgdbm-compat4t64:ppc64el (1.23-5.1) ... 178s Selecting previously unselected package libperl5.38t64:ppc64el. 178s Preparing to unpack .../libperl5.38t64_5.38.2-3.2_ppc64el.deb ... 178s Unpacking libperl5.38t64:ppc64el (5.38.2-3.2) ... 178s Preparing to unpack .../perl_5.38.2-3.2_ppc64el.deb ... 178s Unpacking perl (5.38.2-3.2) over (5.38.2-3) ... 178s Preparing to unpack .../perl-base_5.38.2-3.2_ppc64el.deb ... 178s Unpacking perl-base (5.38.2-3.2) over (5.38.2-3) ... 178s Setting up perl-base (5.38.2-3.2) ... 178s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 70001 files and directories currently installed.) 178s Preparing to unpack .../perl-modules-5.38_5.38.2-3.2_all.deb ... 178s Unpacking perl-modules-5.38 (5.38.2-3.2) over (5.38.2-3) ... 179s Preparing to unpack .../libcom-err2_1.47.0-2.4~exp1ubuntu2_ppc64el.deb ... 179s Unpacking libcom-err2:ppc64el (1.47.0-2.4~exp1ubuntu2) over (1.47.0-2ubuntu1) ... 179s Preparing to unpack .../zlib1g_1%3a1.3.dfsg-3.1ubuntu1_ppc64el.deb ... 179s Unpacking zlib1g:ppc64el (1:1.3.dfsg-3.1ubuntu1) over (1:1.3.dfsg-3ubuntu1) ... 179s Setting up zlib1g:ppc64el (1:1.3.dfsg-3.1ubuntu1) ... 179s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 70001 files and directories currently installed.) 179s Preparing to unpack .../libblkid1_2.39.3-9ubuntu2_ppc64el.deb ... 179s Unpacking libblkid1:ppc64el (2.39.3-9ubuntu2) over (2.39.3-6ubuntu2) ... 179s Setting up libblkid1:ppc64el (2.39.3-9ubuntu2) ... 179s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 70001 files and directories currently installed.) 179s Preparing to unpack .../liblzma5_5.6.0-0.2_ppc64el.deb ... 179s Unpacking liblzma5:ppc64el (5.6.0-0.2) over (5.4.5-0.3) ... 179s Setting up liblzma5:ppc64el (5.6.0-0.2) ... 179s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 70001 files and directories currently installed.) 179s Preparing to unpack .../dbus-session-bus-common_1.14.10-4ubuntu2_all.deb ... 179s Unpacking dbus-session-bus-common (1.14.10-4ubuntu2) over (1.14.10-4ubuntu1) ... 179s Preparing to unpack .../dbus-user-session_1.14.10-4ubuntu2_ppc64el.deb ... 179s Unpacking dbus-user-session (1.14.10-4ubuntu2) over (1.14.10-4ubuntu1) ... 179s Preparing to unpack .../libaudit-common_1%3a3.1.2-2.1_all.deb ... 179s Unpacking libaudit-common (1:3.1.2-2.1) over (1:3.1.2-2) ... 179s Setting up libaudit-common (1:3.1.2-2.1) ... 179s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 70001 files and directories currently installed.) 179s Preparing to unpack .../libaudit1_1%3a3.1.2-2.1_ppc64el.deb ... 179s Unpacking libaudit1:ppc64el (1:3.1.2-2.1) over (1:3.1.2-2) ... 179s Setting up libaudit1:ppc64el (1:3.1.2-2.1) ... 179s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 70001 files and directories currently installed.) 179s Preparing to unpack .../libselinux1_3.5-2ubuntu1_ppc64el.deb ... 179s Unpacking libselinux1:ppc64el (3.5-2ubuntu1) over (3.5-2build1) ... 179s Setting up libselinux1:ppc64el (3.5-2ubuntu1) ... 179s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 70001 files and directories currently installed.) 179s Preparing to unpack .../0-dbus-system-bus-common_1.14.10-4ubuntu2_all.deb ... 179s Unpacking dbus-system-bus-common (1.14.10-4ubuntu2) over (1.14.10-4ubuntu1) ... 179s Preparing to unpack .../1-dbus-bin_1.14.10-4ubuntu2_ppc64el.deb ... 179s Unpacking dbus-bin (1.14.10-4ubuntu2) over (1.14.10-4ubuntu1) ... 179s Preparing to unpack .../2-dbus_1.14.10-4ubuntu2_ppc64el.deb ... 179s Unpacking dbus (1.14.10-4ubuntu2) over (1.14.10-4ubuntu1) ... 179s Preparing to unpack .../3-dbus-daemon_1.14.10-4ubuntu2_ppc64el.deb ... 179s Unpacking dbus-daemon (1.14.10-4ubuntu2) over (1.14.10-4ubuntu1) ... 179s Preparing to unpack .../4-libdbus-1-3_1.14.10-4ubuntu2_ppc64el.deb ... 179s Unpacking libdbus-1-3:ppc64el (1.14.10-4ubuntu2) over (1.14.10-4ubuntu1) ... 179s Preparing to unpack .../5-libmount1_2.39.3-9ubuntu2_ppc64el.deb ... 179s Unpacking libmount1:ppc64el (2.39.3-9ubuntu2) over (2.39.3-6ubuntu2) ... 179s Setting up libmount1:ppc64el (2.39.3-9ubuntu2) ... 179s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 70001 files and directories currently installed.) 179s Preparing to unpack .../libuuid1_2.39.3-9ubuntu2_ppc64el.deb ... 179s Unpacking libuuid1:ppc64el (2.39.3-9ubuntu2) over (2.39.3-6ubuntu2) ... 179s Setting up libuuid1:ppc64el (2.39.3-9ubuntu2) ... 179s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 70001 files and directories currently installed.) 179s Preparing to unpack .../libfdisk1_2.39.3-9ubuntu2_ppc64el.deb ... 179s Unpacking libfdisk1:ppc64el (2.39.3-9ubuntu2) over (2.39.3-6ubuntu2) ... 179s Preparing to unpack .../mount_2.39.3-9ubuntu2_ppc64el.deb ... 179s Unpacking mount (2.39.3-9ubuntu2) over (2.39.3-6ubuntu2) ... 179s Preparing to unpack .../libplymouth5_24.004.60-1ubuntu6_ppc64el.deb ... 179s Unpacking libplymouth5:ppc64el (24.004.60-1ubuntu6) over (24.004.60-1ubuntu3) ... 179s dpkg: libpng16-16:ppc64el: dependency problems, but removing anyway as you requested: 179s libfreetype6:ppc64el depends on libpng16-16 (>= 1.6.2-1). 179s 179s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 70001 files and directories currently installed.) 179s Removing libpng16-16:ppc64el (1.6.43-1) ... 179s Selecting previously unselected package libpng16-16t64:ppc64el. 179s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 69991 files and directories currently installed.) 179s Preparing to unpack .../libpng16-16t64_1.6.43-3_ppc64el.deb ... 179s Unpacking libpng16-16t64:ppc64el (1.6.43-3) ... 179s Preparing to unpack .../libfreetype6_2.13.2+dfsg-1build2_ppc64el.deb ... 179s Unpacking libfreetype6:ppc64el (2.13.2+dfsg-1build2) over (2.13.2+dfsg-1) ... 180s Setting up libpython3.12-minimal:ppc64el (3.12.2-4build3) ... 180s Setting up python3.12-minimal (3.12.2-4build3) ... 181s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 70002 files and directories currently installed.) 181s Preparing to unpack .../python3-minimal_3.12.2-0ubuntu1_ppc64el.deb ... 181s Unpacking python3-minimal (3.12.2-0ubuntu1) over (3.12.1-0ubuntu2) ... 181s Setting up python3-minimal (3.12.2-0ubuntu1) ... 181s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 70002 files and directories currently installed.) 181s Preparing to unpack .../0-python3_3.12.2-0ubuntu1_ppc64el.deb ... 181s Unpacking python3 (3.12.2-0ubuntu1) over (3.12.1-0ubuntu2) ... 181s Preparing to unpack .../1-libpython3-stdlib_3.12.2-0ubuntu1_ppc64el.deb ... 181s Unpacking libpython3-stdlib:ppc64el (3.12.2-0ubuntu1) over (3.12.1-0ubuntu2) ... 181s Preparing to unpack .../2-libsqlite3-0_3.45.1-1ubuntu1_ppc64el.deb ... 181s Unpacking libsqlite3-0:ppc64el (3.45.1-1ubuntu1) over (3.45.1-1) ... 181s Preparing to unpack .../3-pinentry-curses_1.2.1-3ubuntu4_ppc64el.deb ... 181s Unpacking pinentry-curses (1.2.1-3ubuntu4) over (1.2.1-3ubuntu1) ... 181s Preparing to unpack .../4-python-apt-common_2.7.7_all.deb ... 181s Unpacking python-apt-common (2.7.7) over (2.7.6) ... 181s Preparing to unpack .../5-libsmartcols1_2.39.3-9ubuntu2_ppc64el.deb ... 181s Unpacking libsmartcols1:ppc64el (2.39.3-9ubuntu2) over (2.39.3-6ubuntu2) ... 181s Setting up libsmartcols1:ppc64el (2.39.3-9ubuntu2) ... 181s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 70002 files and directories currently installed.) 181s Preparing to unpack .../readline-common_8.2-4_all.deb ... 181s Unpacking readline-common (8.2-4) over (8.2-3) ... 181s Preparing to unpack .../libbpf1_1%3a1.3.0-2build1_ppc64el.deb ... 181s Unpacking libbpf1:ppc64el (1:1.3.0-2build1) over (1:1.3.0-2) ... 181s dpkg: libelf1:ppc64el: dependency problems, but removing anyway as you requested: 181s linux-headers-6.8.0-11-generic depends on libelf1 (>= 0.144). 181s iproute2 depends on libelf1 (>= 0.131). 181s 181s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 70002 files and directories currently installed.) 181s Removing libelf1:ppc64el (0.190-1) ... 181s Selecting previously unselected package libelf1t64:ppc64el. 181s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 69997 files and directories currently installed.) 181s Preparing to unpack .../libelf1t64_0.190-1.1build2_ppc64el.deb ... 181s Unpacking libelf1t64:ppc64el (0.190-1.1build2) ... 181s Preparing to unpack .../libtirpc-common_1.3.4+ds-1.1_all.deb ... 181s Unpacking libtirpc-common (1.3.4+ds-1.1) over (1.3.4+ds-1build1) ... 181s Preparing to unpack .../lsof_4.95.0-1build2_ppc64el.deb ... 181s Unpacking lsof (4.95.0-1build2) over (4.95.0-1build1) ... 181s Preparing to unpack .../libnsl2_1.3.0-3build2_ppc64el.deb ... 181s Unpacking libnsl2:ppc64el (1.3.0-3build2) over (1.3.0-3) ... 181s dpkg: libtirpc3:ppc64el: dependency problems, but removing anyway as you requested: 181s iproute2 depends on libtirpc3 (>= 1.0.2). 181s 181s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 70002 files and directories currently installed.) 182s Removing libtirpc3:ppc64el (1.3.4+ds-1build1) ... 182s Selecting previously unselected package libtirpc3t64:ppc64el. 182s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 69996 files and directories currently installed.) 182s Preparing to unpack .../0-libtirpc3t64_1.3.4+ds-1.1_ppc64el.deb ... 182s Adding 'diversion of /lib/powerpc64le-linux-gnu/libtirpc.so.3 to /lib/powerpc64le-linux-gnu/libtirpc.so.3.usr-is-merged by libtirpc3t64' 182s Adding 'diversion of /lib/powerpc64le-linux-gnu/libtirpc.so.3.0.0 to /lib/powerpc64le-linux-gnu/libtirpc.so.3.0.0.usr-is-merged by libtirpc3t64' 182s Unpacking libtirpc3t64:ppc64el (1.3.4+ds-1.1) ... 182s Preparing to unpack .../1-iproute2_6.1.0-1ubuntu5_ppc64el.deb ... 182s Unpacking iproute2 (6.1.0-1ubuntu5) over (6.1.0-1ubuntu2) ... 182s Preparing to unpack .../2-libprotobuf-c1_1.4.1-1ubuntu3_ppc64el.deb ... 182s Unpacking libprotobuf-c1:ppc64el (1.4.1-1ubuntu3) over (1.4.1-1ubuntu2) ... 182s Preparing to unpack .../3-libnghttp2-14_1.59.0-1build1_ppc64el.deb ... 182s Unpacking libnghttp2-14:ppc64el (1.59.0-1build1) over (1.59.0-1) ... 182s Preparing to unpack .../4-libproc2-0_2%3a4.0.4-4ubuntu2_ppc64el.deb ... 182s Unpacking libproc2-0:ppc64el (2:4.0.4-4ubuntu2) over (2:4.0.4-4ubuntu1) ... 182s Preparing to unpack .../5-procps_2%3a4.0.4-4ubuntu2_ppc64el.deb ... 182s Unpacking procps (2:4.0.4-4ubuntu2) over (2:4.0.4-4ubuntu1) ... 182s Preparing to unpack .../6-bsdextrautils_2.39.3-9ubuntu2_ppc64el.deb ... 182s Unpacking bsdextrautils (2.39.3-9ubuntu2) over (2.39.3-6ubuntu2) ... 182s Preparing to unpack .../7-groff-base_1.23.0-3build1_ppc64el.deb ... 182s Unpacking groff-base (1.23.0-3build1) over (1.23.0-3) ... 182s Preparing to unpack .../8-util-linux_2.39.3-9ubuntu2_ppc64el.deb ... 182s Unpacking util-linux (2.39.3-9ubuntu2) over (2.39.3-6ubuntu2) ... 182s Setting up util-linux (2.39.3-9ubuntu2) ... 183s fstrim.service is a disabled or a static unit not running, not starting it. 183s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 70008 files and directories currently installed.) 183s Removing libatm1:ppc64el (1:2.5.1-5) ... 183s (Reading database ... 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(Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 70003 files and directories currently installed.) 183s Removing libmagic1:ppc64el (1:5.45-2) ... 183s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 69993 files and directories currently installed.) 183s Preparing to unpack .../libmagic-mgc_1%3a5.45-3_ppc64el.deb ... 183s Unpacking libmagic-mgc (1:5.45-3) over (1:5.45-2) ... 183s Selecting previously unselected package libmagic1t64:ppc64el. 183s Preparing to unpack .../libmagic1t64_1%3a5.45-3_ppc64el.deb ... 183s Unpacking libmagic1t64:ppc64el (1:5.45-3) ... 183s Preparing to unpack .../multipath-tools_0.9.4-5ubuntu6_ppc64el.deb ... 183s Unpacking multipath-tools (0.9.4-5ubuntu6) over (0.9.4-5ubuntu3) ... 183s dpkg: liburcu8:ppc64el: dependency problems, but removing anyway as you requested: 183s xfsprogs depends on liburcu8 (>= 0.13.0). 183s 183s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 70003 files and directories currently installed.) 183s Removing liburcu8:ppc64el (0.14.0-3) ... 183s Selecting previously unselected package liburcu8t64:ppc64el. 183s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 69984 files and directories currently installed.) 183s Preparing to unpack .../liburcu8t64_0.14.0-3.1_ppc64el.deb ... 183s Unpacking liburcu8t64:ppc64el (0.14.0-3.1) ... 183s Preparing to unpack .../liblocale-gettext-perl_1.07-6ubuntu4_ppc64el.deb ... 183s Unpacking liblocale-gettext-perl (1.07-6ubuntu4) over (1.07-6build1) ... 183s Preparing to unpack .../uuid-runtime_2.39.3-9ubuntu2_ppc64el.deb ... 183s Unpacking uuid-runtime (2.39.3-9ubuntu2) over (2.39.3-6ubuntu2) ... 183s Preparing to unpack .../libdebconfclient0_0.271ubuntu2_ppc64el.deb ... 183s Unpacking libdebconfclient0:ppc64el (0.271ubuntu2) over (0.271ubuntu1) ... 183s Setting up libdebconfclient0:ppc64el (0.271ubuntu2) ... 183s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 70004 files and directories currently installed.) 183s Preparing to unpack .../libsemanage-common_3.5-1build4_all.deb ... 183s Unpacking libsemanage-common (3.5-1build4) over (3.5-1build2) ... 184s Setting up libsemanage-common (3.5-1build4) ... 184s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 70004 files and directories currently installed.) 184s Preparing to unpack .../libsemanage2_3.5-1build4_ppc64el.deb ... 184s Unpacking libsemanage2:ppc64el (3.5-1build4) over (3.5-1build2) ... 184s Setting up libsemanage2:ppc64el (3.5-1build4) ... 184s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 70004 files and directories currently installed.) 184s Preparing to unpack .../install-info_7.1-3build1_ppc64el.deb ... 184s Unpacking install-info (7.1-3build1) over (7.1-3) ... 184s Setting up install-info (7.1-3build1) ... 184s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 70004 files and directories currently installed.) 184s Preparing to unpack .../00-libss2_1.47.0-2.4~exp1ubuntu2_ppc64el.deb ... 184s Unpacking libss2:ppc64el (1.47.0-2.4~exp1ubuntu2) over (1.47.0-2ubuntu1) ... 184s Preparing to unpack .../01-eject_2.39.3-9ubuntu2_ppc64el.deb ... 184s Unpacking eject (2.39.3-9ubuntu2) over (2.39.3-6ubuntu2) ... 184s Preparing to unpack .../02-krb5-locales_1.20.1-6ubuntu1_all.deb ... 184s Unpacking krb5-locales (1.20.1-6ubuntu1) over (1.20.1-5build1) ... 184s Preparing to unpack .../03-libglib2.0-data_2.79.3-3ubuntu5_all.deb ... 184s Unpacking libglib2.0-data (2.79.3-3ubuntu5) over (2.79.2-1~ubuntu1) ... 184s Preparing to unpack .../04-libslang2_2.3.3-3build1_ppc64el.deb ... 184s Unpacking libslang2:ppc64el (2.3.3-3build1) over (2.3.3-3) ... 184s Preparing to unpack .../05-libtext-charwidth-perl_0.04-11build2_ppc64el.deb ... 184s Unpacking libtext-charwidth-perl:ppc64el (0.04-11build2) over (0.04-11build1) ... 184s Preparing to unpack .../06-libtext-iconv-perl_1.7-8build2_ppc64el.deb ... 184s Unpacking libtext-iconv-perl:ppc64el (1.7-8build2) over (1.7-8build1) ... 184s Preparing to unpack .../07-rsyslog_8.2312.0-3ubuntu7_ppc64el.deb ... 184s Unpacking rsyslog (8.2312.0-3ubuntu7) over (8.2312.0-3ubuntu3) ... 184s Preparing to unpack .../08-vim-tiny_2%3a9.1.0016-1ubuntu6_ppc64el.deb ... 184s Unpacking vim-tiny (2:9.1.0016-1ubuntu6) over (2:9.1.0016-1ubuntu2) ... 184s Preparing to unpack .../09-vim-common_2%3a9.1.0016-1ubuntu6_all.deb ... 184s Unpacking vim-common (2:9.1.0016-1ubuntu6) over (2:9.1.0016-1ubuntu2) ... 184s Preparing to unpack .../10-ubuntu-minimal_1.537_ppc64el.deb ... 184s Unpacking ubuntu-minimal (1.537) over (1.536build1) ... 184s Selecting previously unselected package xdg-user-dirs. 184s Preparing to unpack .../11-xdg-user-dirs_0.18-1_ppc64el.deb ... 184s Unpacking xdg-user-dirs (0.18-1) ... 184s Preparing to unpack .../12-xxd_2%3a9.1.0016-1ubuntu6_ppc64el.deb ... 184s Unpacking xxd (2:9.1.0016-1ubuntu6) over (2:9.1.0016-1ubuntu2) ... 184s Preparing to unpack .../13-ftp_20230507-2build1_all.deb ... 184s Unpacking ftp (20230507-2build1) over (20230507-2) ... 184s Preparing to unpack .../14-inetutils-telnet_2%3a2.5-3ubuntu3_ppc64el.deb ... 184s Unpacking inetutils-telnet (2:2.5-3ubuntu3) over (2:2.5-3ubuntu1) ... 184s Preparing to unpack .../15-info_7.1-3build1_ppc64el.deb ... 184s Unpacking info (7.1-3build1) over (7.1-3) ... 184s Preparing to unpack .../16-libxmuu1_2%3a1.1.3-3build1_ppc64el.deb ... 184s Unpacking libxmuu1:ppc64el (2:1.1.3-3build1) over (2:1.1.3-3) ... 184s Preparing to unpack .../17-lshw_02.19.git.2021.06.19.996aaad9c7-2build2_ppc64el.deb ... 184s Unpacking lshw (02.19.git.2021.06.19.996aaad9c7-2build2) over (02.19.git.2021.06.19.996aaad9c7-2build1) ... 184s Selecting previously unselected package manpages. 184s Preparing to unpack .../18-manpages_6.05.01-1_all.deb ... 184s Unpacking manpages (6.05.01-1) ... 184s Preparing to unpack .../19-mtr-tiny_0.95-1.1build1_ppc64el.deb ... 184s Unpacking mtr-tiny (0.95-1.1build1) over (0.95-1.1) ... 184s Preparing to unpack .../20-plymouth-theme-ubuntu-text_24.004.60-1ubuntu6_ppc64el.deb ... 184s Unpacking plymouth-theme-ubuntu-text (24.004.60-1ubuntu6) over (24.004.60-1ubuntu3) ... 184s Preparing to unpack .../21-plymouth_24.004.60-1ubuntu6_ppc64el.deb ... 184s Unpacking plymouth (24.004.60-1ubuntu6) over (24.004.60-1ubuntu3) ... 184s Preparing to unpack .../22-telnet_0.17+2.5-3ubuntu3_all.deb ... 184s Unpacking telnet (0.17+2.5-3ubuntu3) over (0.17+2.5-3ubuntu1) ... 184s Preparing to unpack .../23-xz-utils_5.6.0-0.2_ppc64el.deb ... 184s Unpacking xz-utils (5.6.0-0.2) over (5.4.5-0.3) ... 185s Preparing to unpack .../24-ubuntu-standard_1.537_ppc64el.deb ... 185s Unpacking ubuntu-standard (1.537) over (1.536build1) ... 185s Preparing to unpack .../25-usb.ids_2024.03.18-1_all.deb ... 185s Unpacking usb.ids (2024.03.18-1) over (2024.01.30-1) ... 185s Selecting previously unselected package libllvm18:ppc64el. 185s Preparing to unpack .../26-libllvm18_1%3a18.1.2-1ubuntu2_ppc64el.deb ... 185s Unpacking libllvm18:ppc64el (1:18.1.2-1ubuntu2) ... 186s Selecting previously unselected package libclang-cpp18. 186s Preparing to unpack .../27-libclang-cpp18_1%3a18.1.2-1ubuntu2_ppc64el.deb ... 186s Unpacking libclang-cpp18 (1:18.1.2-1ubuntu2) ... 186s Selecting previously unselected package libbpfcc:ppc64el. 186s Preparing to unpack .../28-libbpfcc_0.29.1+ds-1ubuntu4_ppc64el.deb ... 186s Unpacking libbpfcc:ppc64el (0.29.1+ds-1ubuntu4) ... 186s Selecting previously unselected package python3-bpfcc. 186s Preparing to unpack .../29-python3-bpfcc_0.29.1+ds-1ubuntu4_all.deb ... 186s Unpacking python3-bpfcc (0.29.1+ds-1ubuntu4) ... 186s Selecting previously unselected package ieee-data. 186s Preparing to unpack .../30-ieee-data_20220827.1_all.deb ... 186s Unpacking ieee-data (20220827.1) ... 186s Selecting previously unselected package python3-netaddr. 186s Preparing to unpack .../31-python3-netaddr_0.8.0-2ubuntu1_all.deb ... 186s Unpacking python3-netaddr (0.8.0-2ubuntu1) ... 186s Selecting previously unselected package bpfcc-tools. 186s Preparing to unpack .../32-bpfcc-tools_0.29.1+ds-1ubuntu4_all.deb ... 186s Unpacking bpfcc-tools (0.29.1+ds-1ubuntu4) ... 186s Selecting previously unselected package libclang1-18. 186s Preparing to unpack .../33-libclang1-18_1%3a18.1.2-1ubuntu2_ppc64el.deb ... 186s Unpacking libclang1-18 (1:18.1.2-1ubuntu2) ... 187s Selecting previously unselected package libdw1t64:ppc64el. 187s Preparing to unpack .../34-libdw1t64_0.190-1.1build2_ppc64el.deb ... 187s Unpacking libdw1t64:ppc64el (0.190-1.1build2) ... 187s Selecting previously unselected package bpftrace. 187s Preparing to unpack .../35-bpftrace_0.20.2-1ubuntu1_ppc64el.deb ... 187s Unpacking bpftrace (0.20.2-1ubuntu1) ... 187s Preparing to unpack .../36-cryptsetup-bin_2%3a2.7.0-1ubuntu2_ppc64el.deb ... 187s Unpacking cryptsetup-bin (2:2.7.0-1ubuntu2) over (2:2.7.0-1ubuntu1) ... 187s Selecting previously unselected package fonts-dejavu-mono. 187s Preparing to unpack .../37-fonts-dejavu-mono_2.37-8_all.deb ... 187s Unpacking fonts-dejavu-mono (2.37-8) ... 187s Selecting previously unselected package fonts-dejavu-core. 187s Preparing to unpack .../38-fonts-dejavu-core_2.37-8_all.deb ... 187s Unpacking fonts-dejavu-core (2.37-8) ... 187s Selecting previously unselected package fontconfig-config. 187s Preparing to unpack .../39-fontconfig-config_2.15.0-1.1ubuntu1_ppc64el.deb ... 187s Unpacking fontconfig-config (2.15.0-1.1ubuntu1) ... 187s Preparing to unpack .../40-gnupg-l10n_2.4.4-2ubuntu15_all.deb ... 187s Unpacking gnupg-l10n (2.4.4-2ubuntu15) over (2.4.4-2ubuntu7) ... 187s Preparing to unpack .../41-libibverbs1_50.0-2build1_ppc64el.deb ... 187s Unpacking libibverbs1:ppc64el (50.0-2build1) over (50.0-2) ... 187s Preparing to unpack .../42-ibverbs-providers_50.0-2build1_ppc64el.deb ... 187s Unpacking ibverbs-providers:ppc64el (50.0-2build1) over (50.0-2) ... 187s Selecting previously unselected package libaio1t64:ppc64el. 187s Preparing to unpack .../43-libaio1t64_0.3.113-6_ppc64el.deb ... 187s Unpacking libaio1t64:ppc64el (0.3.113-6) ... 187s Selecting previously unselected package libatm1t64:ppc64el. 187s Preparing to unpack .../44-libatm1t64_1%3a2.5.1-5.1_ppc64el.deb ... 187s Unpacking libatm1t64:ppc64el (1:2.5.1-5.1) ... 187s Selecting previously unselected package libc-dev-bin. 187s Preparing to unpack .../45-libc-dev-bin_2.39-0ubuntu6_ppc64el.deb ... 187s Unpacking libc-dev-bin (2.39-0ubuntu6) ... 187s Selecting previously unselected package libfontconfig1:ppc64el. 187s Preparing to unpack .../46-libfontconfig1_2.15.0-1.1ubuntu1_ppc64el.deb ... 187s Unpacking libfontconfig1:ppc64el (2.15.0-1.1ubuntu1) ... 187s Selecting previously unselected package libjpeg-turbo8:ppc64el. 187s Preparing to unpack .../47-libjpeg-turbo8_2.1.5-2ubuntu1_ppc64el.deb ... 187s Unpacking libjpeg-turbo8:ppc64el (2.1.5-2ubuntu1) ... 187s Selecting previously unselected package libjpeg8:ppc64el. 187s Preparing to unpack .../48-libjpeg8_8c-2ubuntu11_ppc64el.deb ... 187s Unpacking libjpeg8:ppc64el (8c-2ubuntu11) ... 187s Selecting previously unselected package libdeflate0:ppc64el. 187s Preparing to unpack .../49-libdeflate0_1.19-1_ppc64el.deb ... 187s Unpacking libdeflate0:ppc64el (1.19-1) ... 187s Selecting previously unselected package libjbig0:ppc64el. 187s Preparing to unpack .../50-libjbig0_2.1-6.1ubuntu1_ppc64el.deb ... 187s Unpacking libjbig0:ppc64el (2.1-6.1ubuntu1) ... 187s Selecting previously unselected package liblerc4:ppc64el. 187s Preparing to unpack .../51-liblerc4_4.0.0+ds-4ubuntu1_ppc64el.deb ... 187s Unpacking liblerc4:ppc64el (4.0.0+ds-4ubuntu1) ... 187s Selecting previously unselected package libsharpyuv0:ppc64el. 187s Preparing to unpack .../52-libsharpyuv0_1.3.2-0.4build2_ppc64el.deb ... 187s Unpacking libsharpyuv0:ppc64el (1.3.2-0.4build2) ... 187s Selecting previously unselected package libwebp7:ppc64el. 187s Preparing to unpack .../53-libwebp7_1.3.2-0.4build2_ppc64el.deb ... 187s Unpacking libwebp7:ppc64el (1.3.2-0.4build2) ... 187s Selecting previously unselected package libtiff6:ppc64el. 187s Preparing to unpack .../54-libtiff6_4.5.1+git230720-4ubuntu1_ppc64el.deb ... 187s Unpacking libtiff6:ppc64el (4.5.1+git230720-4ubuntu1) ... 187s Selecting previously unselected package libxpm4:ppc64el. 187s Preparing to unpack .../55-libxpm4_1%3a3.5.17-1build1_ppc64el.deb ... 187s Unpacking libxpm4:ppc64el (1:3.5.17-1build1) ... 187s Selecting previously unselected package libgd3:ppc64el. 187s Preparing to unpack .../56-libgd3_2.3.3-9ubuntu3_ppc64el.deb ... 187s Unpacking libgd3:ppc64el (2.3.3-9ubuntu3) ... 187s Selecting previously unselected package libc-devtools. 187s Preparing to unpack .../57-libc-devtools_2.39-0ubuntu6_ppc64el.deb ... 187s Unpacking libc-devtools (2.39-0ubuntu6) ... 187s Selecting previously unselected package linux-libc-dev:ppc64el. 187s Preparing to unpack .../58-linux-libc-dev_6.8.0-20.20_ppc64el.deb ... 187s Unpacking linux-libc-dev:ppc64el (6.8.0-20.20) ... 187s Selecting previously unselected package libcrypt-dev:ppc64el. 187s Preparing to unpack .../59-libcrypt-dev_1%3a4.4.36-4_ppc64el.deb ... 187s Unpacking libcrypt-dev:ppc64el (1:4.4.36-4) ... 188s Selecting previously unselected package rpcsvc-proto. 188s Preparing to unpack .../60-rpcsvc-proto_1.4.2-0ubuntu6_ppc64el.deb ... 188s Unpacking rpcsvc-proto (1.4.2-0ubuntu6) ... 188s Selecting previously unselected package libc6-dev:ppc64el. 188s Preparing to unpack .../61-libc6-dev_2.39-0ubuntu6_ppc64el.deb ... 188s Unpacking libc6-dev:ppc64el (2.39-0ubuntu6) ... 188s Preparing to unpack .../62-libevent-core-2.1-7_2.1.12-stable-9build1_ppc64el.deb ... 188s Unpacking libevent-core-2.1-7:ppc64el (2.1.12-stable-9build1) over (2.1.12-stable-9) ... 188s Preparing to unpack .../63-libldap-common_2.6.7+dfsg-1~exp1ubuntu6_all.deb ... 188s Unpacking libldap-common (2.6.7+dfsg-1~exp1ubuntu6) over (2.6.7+dfsg-1~exp1ubuntu1) ... 188s Selecting previously unselected package libunwind8:ppc64el. 188s Preparing to unpack .../64-libunwind8_1.6.2-3_ppc64el.deb ... 188s Unpacking libunwind8:ppc64el (1.6.2-3) ... 188s Selecting previously unselected package linux-modules-6.8.0-20-generic. 188s Preparing to unpack .../65-linux-modules-6.8.0-20-generic_6.8.0-20.20_ppc64el.deb ... 188s Unpacking linux-modules-6.8.0-20-generic (6.8.0-20.20) ... 188s Selecting previously unselected package linux-image-6.8.0-20-generic. 188s Preparing to unpack .../66-linux-image-6.8.0-20-generic_6.8.0-20.20_ppc64el.deb ... 188s Unpacking linux-image-6.8.0-20-generic (6.8.0-20.20) ... 188s Selecting previously unselected package linux-modules-extra-6.8.0-20-generic. 188s Preparing to unpack .../67-linux-modules-extra-6.8.0-20-generic_6.8.0-20.20_ppc64el.deb ... 188s Unpacking linux-modules-extra-6.8.0-20-generic (6.8.0-20.20) ... 190s Preparing to unpack .../68-linux-generic_6.8.0-20.20+1_ppc64el.deb ... 190s Unpacking linux-generic (6.8.0-20.20+1) over (6.8.0-11.11+1) ... 190s Preparing to unpack .../69-linux-image-generic_6.8.0-20.20+1_ppc64el.deb ... 190s Unpacking linux-image-generic (6.8.0-20.20+1) over (6.8.0-11.11+1) ... 190s Preparing to unpack .../70-linux-virtual_6.8.0-20.20+1_ppc64el.deb ... 190s Unpacking linux-virtual (6.8.0-20.20+1) over (6.8.0-11.11+1) ... 190s Preparing to unpack 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.../76-linux-tools-common_6.8.0-20.20_all.deb ... 194s Unpacking linux-tools-common (6.8.0-20.20) ... 194s Selecting previously unselected package linux-tools-6.8.0-20. 194s Preparing to unpack .../77-linux-tools-6.8.0-20_6.8.0-20.20_ppc64el.deb ... 194s Unpacking linux-tools-6.8.0-20 (6.8.0-20.20) ... 194s Selecting previously unselected package linux-tools-6.8.0-20-generic. 194s Preparing to unpack .../78-linux-tools-6.8.0-20-generic_6.8.0-20.20_ppc64el.deb ... 194s Unpacking linux-tools-6.8.0-20-generic (6.8.0-20.20) ... 194s Preparing to unpack .../79-lxd-agent-loader_0.7_all.deb ... 194s Unpacking lxd-agent-loader (0.7) over (0.6) ... 194s Selecting previously unselected package manpages-dev. 194s Preparing to unpack .../80-manpages-dev_6.05.01-1_all.deb ... 194s Unpacking manpages-dev (6.05.01-1) ... 195s Preparing to unpack .../81-python3-pyrsistent_0.20.0-1build1_ppc64el.deb ... 195s Unpacking python3-pyrsistent:ppc64el (0.20.0-1build1) over (0.20.0-1) ... 195s Selecting previously unselected package ubuntu-kernel-accessories. 195s Preparing to unpack .../82-ubuntu-kernel-accessories_1.537_ppc64el.deb ... 195s Unpacking ubuntu-kernel-accessories (1.537) ... 195s Preparing to unpack .../83-cloud-init_24.1.3-0ubuntu1_all.deb ... 195s Unpacking cloud-init (24.1.3-0ubuntu1) over (24.1.2-0ubuntu1) ... 195s Preparing to unpack .../84-kpartx_0.9.4-5ubuntu6_ppc64el.deb ... 195s Unpacking kpartx (0.9.4-5ubuntu6) over (0.9.4-5ubuntu3) ... 195s Setting up pinentry-curses (1.2.1-3ubuntu4) ... 195s Setting up motd-news-config (13ubuntu8) ... 195s Setting up libtext-iconv-perl:ppc64el (1.7-8build2) ... 195s Setting up libtext-charwidth-perl:ppc64el (0.04-11build2) ... 195s Setting up libsharpyuv0:ppc64el (1.3.2-0.4build2) ... 195s Setting up liburcu8t64:ppc64el (0.14.0-3.1) ... 195s Setting up tcpdump (4.99.4-3ubuntu2) ... 195s Setting up libibverbs1:ppc64el (50.0-2build1) ... 195s Setting up systemd-sysv (255.4-1ubuntu5) ... 195s Setting up lxd-agent-loader (0.7) ... 196s lxd-agent.service is a disabled or a static unit not running, not starting it. 196s Setting up ubuntu-kernel-accessories (1.537) ... 196s Setting up libatm1t64:ppc64el (1:2.5.1-5.1) ... 196s Setting up liblerc4:ppc64el (4.0.0+ds-4ubuntu1) ... 196s Setting up libgdbm6t64:ppc64el (1.23-5.1) ... 196s Setting up bsdextrautils (2.39.3-9ubuntu2) ... 196s Setting up libxpm4:ppc64el (1:3.5.17-1build1) ... 196s Setting up libgdbm-compat4t64:ppc64el (1.23-5.1) ... 196s Setting up xdg-user-dirs (0.18-1) ... 196s Setting up ibverbs-providers:ppc64el (50.0-2build1) ... 196s Setting up linux-headers-6.8.0-20 (6.8.0-20.20) ... 196s Setting up libmagic-mgc (1:5.45-3) ... 196s Setting up gawk (1:5.2.1-2build2) ... 196s Setting up manpages (6.05.01-1) ... 196s Setting up libtirpc-common (1.3.4+ds-1.1) ... 196s Setting up libsqlite3-0:ppc64el (3.45.1-1ubuntu1) ... 196s Setting up libsasl2-modules:ppc64el (2.1.28+dfsg1-5ubuntu1) ... 196s Setting up libuv1t64:ppc64el (1.48.0-1.1) ... 196s Setting up libmagic1t64:ppc64el (1:5.45-3) ... 196s Setting up rsyslog (8.2312.0-3ubuntu7) ... 196s info: The user `syslog' is already a member of `adm'. 197s Setting up libpsl5t64:ppc64el (0.21.2-1.1) ... 197s Setting up libnghttp2-14:ppc64el (1.59.0-1build1) ... 197s Setting up libdeflate0:ppc64el (1.19-1) ... 197s Setting up linux-libc-dev:ppc64el (6.8.0-20.20) ... 197s Setting up bc (1.07.1-3ubuntu2) ... 197s Setting up libnss-systemd:ppc64el (255.4-1ubuntu5) ... 197s Setting up libparted2t64:ppc64el (3.6-3.1build2) ... 197s Setting up krb5-locales (1.20.1-6ubuntu1) ... 197s Setting up libcom-err2:ppc64el (1.47.0-2.4~exp1ubuntu2) ... 197s Setting up file (1:5.45-3) ... 197s Setting up lshw (02.19.git.2021.06.19.996aaad9c7-2build2) ... 197s Setting up libldap-common (2.6.7+dfsg-1~exp1ubuntu6) ... 197s Setting up libunwind8:ppc64el (1.6.2-3) ... 197s Setting up libprotobuf-c1:ppc64el (1.4.1-1ubuntu3) ... 197s Setting up libjbig0:ppc64el (2.1-6.1ubuntu1) ... 197s Setting up xxd (2:9.1.0016-1ubuntu6) ... 197s Setting up libelf1t64:ppc64el (0.190-1.1build2) ... 197s Setting up libkrb5support0:ppc64el (1.20.1-6ubuntu1) ... 197s Setting up libdw1t64:ppc64el (0.190-1.1build2) ... 197s Setting up linux-headers-6.8.0-20-generic (6.8.0-20.20) ... 197s Setting up eject (2.39.3-9ubuntu2) ... 197s Setting up libglib2.0-0t64:ppc64el (2.79.3-3ubuntu5) ... 197s No schema files found: doing nothing. 197s Setting up libglib2.0-data (2.79.3-3ubuntu5) ... 197s Setting up rpcsvc-proto (1.4.2-0ubuntu6) ... 197s Setting up vim-common (2:9.1.0016-1ubuntu6) ... 197s Setting up libqrtr-glib0:ppc64el (1.2.2-1ubuntu3) ... 197s Setting up libslang2:ppc64el (2.3.3-3build1) ... 197s Setting up libnvme1t64 (1.8-3) ... 197s Setting up mtr-tiny (0.95-1.1build1) ... 197s Setting up gnupg-l10n (2.4.4-2ubuntu15) ... 197s Setting up librtmp1:ppc64el (2.4+20151223.gitfa8646d.1-2build6) ... 197s Setting up libdbus-1-3:ppc64el (1.14.10-4ubuntu2) ... 197s Setting up xz-utils (5.6.0-0.2) ... 197s Setting up perl-modules-5.38 (5.38.2-3.2) ... 197s Setting up shared-mime-info (2.4-1build1) ... 197s Setting up libproc2-0:ppc64el (2:4.0.4-4ubuntu2) ... 197s Setting up fonts-dejavu-mono (2.37-8) ... 197s Setting up libpng16-16t64:ppc64el (1.6.43-3) ... 197s Setting up systemd-timesyncd (255.4-1ubuntu5) ... 198s Setting up libevent-core-2.1-7:ppc64el (2.1.12-stable-9build1) ... 198s Setting up libss2:ppc64el (1.47.0-2.4~exp1ubuntu2) ... 198s Setting up usb.ids (2024.03.18-1) ... 198s Setting up sudo (1.9.15p5-3ubuntu3) ... 198s Setting up fonts-dejavu-core (2.37-8) ... 198s Setting up dhcpcd-base (1:10.0.6-1ubuntu2) ... 198s Setting up gir1.2-glib-2.0:ppc64el (2.79.3-3ubuntu5) ... 198s Setting up libk5crypto3:ppc64el (1.20.1-6ubuntu1) ... 198s Setting up libjpeg-turbo8:ppc64el (2.1.5-2ubuntu1) ... 198s Setting up logsave (1.47.0-2.4~exp1ubuntu2) ... 198s Setting up libwebp7:ppc64el (1.3.2-0.4build2) ... 198s Setting up libfdisk1:ppc64el (2.39.3-9ubuntu2) ... 198s Setting up libdb5.3t64:ppc64el (5.3.28+dfsg2-6) ... 198s Setting up libaio1t64:ppc64el (0.3.113-6) ... 198s Setting up python-apt-common (2.7.7) ... 198s Setting up mount (2.39.3-9ubuntu2) ... 198s Setting up uuid-runtime (2.39.3-9ubuntu2) ... 199s uuidd.service is a disabled or a static unit not running, not starting it. 199s Setting up libmm-glib0:ppc64el (1.23.4-0ubuntu1) ... 199s Setting up groff-base (1.23.0-3build1) ... 199s Setting up libcrypt-dev:ppc64el (1:4.4.36-4) ... 199s Setting up libplymouth5:ppc64el (24.004.60-1ubuntu6) ... 199s Setting up dbus-session-bus-common (1.14.10-4ubuntu2) ... 199s Setting up procps (2:4.0.4-4ubuntu2) ... 199s Setting up gpgconf (2.4.4-2ubuntu15) ... 199s Setting up libcryptsetup12:ppc64el (2:2.7.0-1ubuntu2) ... 199s Setting up libgirepository-1.0-1:ppc64el (1.79.1-1ubuntu6) ... 199s Setting up libjson-glib-1.0-common (1.8.0-2build1) ... 199s Setting up libkrb5-3:ppc64el (1.20.1-6ubuntu1) ... 199s Setting up libpython3.11-minimal:ppc64el (3.11.8-1build4) ... 199s Setting up libperl5.38t64:ppc64el (5.38.2-3.2) ... 199s Setting up tnftp (20230507-2build1) ... 199s Setting up dbus-system-bus-common (1.14.10-4ubuntu2) ... 199s Setting up libfido2-1:ppc64el (1.14.0-1build1) ... 199s Setting up libc-dev-bin (2.39-0ubuntu6) ... 199s Setting up openssl (3.0.13-0ubuntu2) ... 199s Setting up linux-modules-6.8.0-20-generic (6.8.0-20.20) ... 203s Setting up linux-tools-common (6.8.0-20.20) ... 203s Setting up libarchive13t64:ppc64el (3.7.2-1.1ubuntu2) ... 203s Setting up readline-common (8.2-4) ... 203s Setting up libxmuu1:ppc64el (2:1.1.3-3build1) ... 203s Setting up dbus-bin (1.14.10-4ubuntu2) ... 203s Setting up info (7.1-3build1) ... 203s Setting up liblocale-gettext-perl (1.07-6ubuntu4) ... 203s Setting up gpg (2.4.4-2ubuntu15) ... 203s Setting up libgudev-1.0-0:ppc64el (1:238-3ubuntu2) ... 203s Setting up libpolkit-gobject-1-0:ppc64el (124-1ubuntu1) ... 203s Setting up libbpf1:ppc64el (1:1.3.0-2build1) ... 203s Setting up libmbim-glib4:ppc64el (1.31.2-0ubuntu2) ... 203s Setting up rsync (3.2.7-1build1) ... 204s rsync.service is a disabled or a static unit not running, not starting it. 204s Setting up libudisks2-0:ppc64el (2.10.1-6) ... 204s Setting up libkmod2:ppc64el (31+20240202-2ubuntu4) ... 204s Setting up bolt (0.9.6-2build1) ... 204s bolt.service is a disabled or a static unit not running, not starting it. 204s Setting up libllvm18:ppc64el (1:18.1.2-1ubuntu2) ... 204s Setting up gnupg-utils (2.4.4-2ubuntu15) ... 204s Setting up libjpeg8:ppc64el (8c-2ubuntu11) ... 204s Setting up cryptsetup-bin (2:2.7.0-1ubuntu2) ... 204s Setting up python3.11-minimal (3.11.8-1build4) ... 205s Setting up libclang1-18 (1:18.1.2-1ubuntu2) ... 205s Setting up manpages-dev (6.05.01-1) ... 205s Setting up linux-modules-extra-6.8.0-20-generic (6.8.0-20.20) ... 207s Setting up apt-utils (2.7.14) ... 207s Setting up gpg-agent (2.4.4-2ubuntu15) ... 208s Setting up libpython3.12-stdlib:ppc64el (3.12.2-4build3) ... 208s Setting up wget (1.21.4-1ubuntu2) ... 208s Setting up fontconfig-config (2.15.0-1.1ubuntu1) ... 208s Setting up libxmlb2:ppc64el (0.3.15-1build1) ... 208s Setting up libpython3.11-stdlib:ppc64el (3.11.8-1build4) ... 208s Setting up python3.12 (3.12.2-4build3) ... 210s Setting up gpgsm (2.4.4-2ubuntu15) ... 210s Setting up inetutils-telnet (2:2.5-3ubuntu3) ... 210s Setting up libreiserfscore0t64 (1:3.6.27-7.1) ... 210s Setting up parted (3.6-3.1build2) ... 210s Setting up e2fsprogs (1.47.0-2.4~exp1ubuntu2) ... 210s update-initramfs: deferring update (trigger activated) 210s e2scrub_all.service is a disabled or a static unit not running, not starting it. 210s Setting up linux-tools-6.8.0-20 (6.8.0-20.20) ... 210s Setting up linux-headers-generic (6.8.0-20.20+1) ... 210s Setting up dbus-daemon (1.14.10-4ubuntu2) ... 210s Setting up libmbim-proxy (1.31.2-0ubuntu2) ... 210s Setting up vim-tiny (2:9.1.0016-1ubuntu6) ... 210s Setting up kmod (31+20240202-2ubuntu4) ... 211s Setting up libnetplan1:ppc64el (1.0-1) ... 211s Setting up man-db (2.12.0-3build4) ... 211s Updating database of manual pages ... 213s man-db.service is a disabled or a static unit not running, not starting it. 213s Setting up fdisk (2.39.3-9ubuntu2) ... 213s Setting up libjson-glib-1.0-0:ppc64el (1.8.0-2build1) ... 213s Setting up libsasl2-modules-db:ppc64el (2.1.28+dfsg1-5ubuntu1) ... 213s Setting up perl (5.38.2-3.2) ... 213s Setting up libfreetype6:ppc64el (2.13.2+dfsg-1build2) ... 213s Setting up linux-tools-6.8.0-20-generic (6.8.0-20.20) ... 213s Setting up gir1.2-girepository-2.0:ppc64el (1.79.1-1ubuntu6) ... 213s Setting up dbus (1.14.10-4ubuntu2) ... 213s A reboot is required to replace the running dbus-daemon. 213s Please reboot the system when convenient. 214s Setting up libblockdev-utils3:ppc64el (3.1.0-1build1) ... 214s Setting up libgssapi-krb5-2:ppc64el (1.20.1-6ubuntu1) ... 214s Setting up udev (255.4-1ubuntu5) ... 215s Setting up ftp (20230507-2build1) ... 215s Setting up keyboxd (2.4.4-2ubuntu15) ... 215s Setting up libsasl2-2:ppc64el (2.1.28+dfsg1-5ubuntu1) ... 215s Setting up libssh-4:ppc64el (0.10.6-2build1) ... 215s Setting up libblockdev-nvme3:ppc64el (3.1.0-1build1) ... 215s Setting up libblockdev-fs3:ppc64el (3.1.0-1build1) ... 215s Setting up ieee-data (20220827.1) ... 215s Setting up libtiff6:ppc64el (4.5.1+git230720-4ubuntu1) ... 215s Setting up kpartx (0.9.4-5ubuntu6) ... 215s Setting up libpam-systemd:ppc64el (255.4-1ubuntu5) ... 215s Setting up libpolkit-agent-1-0:ppc64el (124-1ubuntu1) ... 215s Setting up libc6-dev:ppc64el (2.39-0ubuntu6) ... 215s Setting up libgpgme11t64:ppc64el (1.18.0-4.1ubuntu3) ... 215s Setting up libfontconfig1:ppc64el (2.15.0-1.1ubuntu1) ... 215s Setting up netplan-generator (1.0-1) ... 215s Removing 'diversion of /lib/systemd/system-generators/netplan to /lib/systemd/system-generators/netplan.usr-is-merged by netplan-generator' 215s Setting up libclang-cpp18 (1:18.1.2-1ubuntu2) ... 215s Setting up libbpfcc:ppc64el (0.29.1+ds-1ubuntu4) ... 215s Setting up libldap2:ppc64el (2.6.7+dfsg-1~exp1ubuntu6) ... 215s Setting up libpython3-stdlib:ppc64el (3.12.2-0ubuntu1) ... 215s Setting up systemd-resolved (255.4-1ubuntu5) ... 216s Setting up python3.11 (3.11.8-1build4) ... 217s Setting up telnet (0.17+2.5-3ubuntu3) ... 217s Setting up libblockdev-mdraid3:ppc64el (3.1.0-1build1) ... 217s Setting up linux-headers-virtual (6.8.0-20.20+1) ... 217s Setting up libcurl4t64:ppc64el (8.5.0-2ubuntu8) ... 217s Setting up bpftrace (0.20.2-1ubuntu1) ... 217s Setting up bind9-libs:ppc64el (1:9.18.24-0ubuntu3) ... 218s Setting up linux-image-6.8.0-20-generic (6.8.0-20.20) ... 220s I: /boot/vmlinux is now a symlink to vmlinux-6.8.0-20-generic 220s I: /boot/initrd.img is now a symlink to initrd.img-6.8.0-20-generic 220s Setting up libtirpc3t64:ppc64el (1.3.4+ds-1.1) ... 220s Setting up e2fsprogs-l10n (1.47.0-2.4~exp1ubuntu2) ... 220s Setting up libblockdev-swap3:ppc64el (3.1.0-1build1) ... 220s Setting up plymouth (24.004.60-1ubuntu6) ... 220s update-initramfs: Generating /boot/initrd.img-6.8.0-11-generic 220s W: No lz4 in /usr/bin:/sbin:/bin, using gzip 226s update-rc.d: warning: start and stop actions are no longer supported; falling back to defaults 226s update-rc.d: warning: start and stop actions are no longer supported; falling back to defaults 226s Setting up iproute2 (6.1.0-1ubuntu5) ... 227s Setting up openssh-client (1:9.6p1-3ubuntu11) ... 227s Setting up libgusb2:ppc64el (0.4.8-1build1) ... 227s Setting up btrfs-progs (6.6.3-1.1build1) ... 227s Setting up libblockdev-loop3:ppc64el (3.1.0-1build1) ... 227s Setting up libcurl3t64-gnutls:ppc64el (8.5.0-2ubuntu8) ... 227s Setting up libqmi-glib5:ppc64el (1.35.2-0ubuntu1) ... 227s Setting up python3 (3.12.2-0ubuntu1) ... 227s Setting up libblockdev3:ppc64el (3.1.0-1build1) ... 227s Setting up libjcat1:ppc64el (0.2.0-2build2) ... 227s Setting up multipath-tools (0.9.4-5ubuntu6) ... 228s Setting up libblockdev-part3:ppc64el (3.1.0-1build1) ... 228s Setting up dirmngr (2.4.4-2ubuntu15) ... 228s Setting up dbus-user-session (1.14.10-4ubuntu2) ... 228s Setting up plymouth-theme-ubuntu-text (24.004.60-1ubuntu6) ... 228s update-initramfs: deferring update (trigger activated) 228s Setting up python3-cryptography (41.0.7-4build2) ... 228s Setting up python3-gi (3.47.0-3build1) ... 229s Setting up libgd3:ppc64el (2.3.3-9ubuntu3) ... 229s Setting up lsof (4.95.0-1build2) ... 229s Setting up python3-pyrsistent:ppc64el (0.20.0-1build1) ... 229s Setting up python3-netaddr (0.8.0-2ubuntu1) ... 229s Setting up libnsl2:ppc64el (1.3.0-3build2) ... 229s Setting up gnupg (2.4.4-2ubuntu15) ... 229s Setting up python3-netplan (1.0-1) ... 229s Setting up curl (8.5.0-2ubuntu8) ... 229s Setting up libvolume-key1:ppc64el (0.3.12-7build1) ... 229s Setting up linux-image-virtual (6.8.0-20.20+1) ... 229s Setting up bind9-host (1:9.18.24-0ubuntu3) ... 229s Setting up python3-bpfcc (0.29.1+ds-1ubuntu4) ... 229s Setting up libc-devtools (2.39-0ubuntu6) ... 229s Setting up openssh-sftp-server (1:9.6p1-3ubuntu11) ... 229s Setting up linux-image-generic (6.8.0-20.20+1) ... 229s Setting up python3-dbus (1.3.2-5build2) ... 229s Setting up gpg-wks-client (2.4.4-2ubuntu15) ... 229s Setting up openssh-server (1:9.6p1-3ubuntu11) ... 230s Replacing config file /etc/ssh/sshd_config with new version 231s Created symlink /etc/systemd/system/ssh.service.requires/ssh.socket → /usr/lib/systemd/system/ssh.socket. 233s Setting up linux-generic (6.8.0-20.20+1) ... 233s Setting up libblockdev-crypto3:ppc64el (3.1.0-1build1) ... 233s Setting up python3-gdbm:ppc64el (3.12.2-3ubuntu1.1) ... 233s Setting up python3-apt (2.7.7) ... 233s Setting up libfwupd2:ppc64el (1.9.15-2) ... 233s Setting up libqmi-proxy (1.35.2-0ubuntu1) ... 233s Setting up netplan.io (1.0-1) ... 233s Setting up linux-virtual (6.8.0-20.20+1) ... 233s Setting up grub-common (2.12-1ubuntu5) ... 234s Setting up bpfcc-tools (0.29.1+ds-1ubuntu4) ... 234s Setting up bind9-dnsutils (1:9.18.24-0ubuntu3) ... 234s Setting up ubuntu-pro-client (31.2.2) ... 235s Setting up fwupd (1.9.15-2) ... 236s fwupd-offline-update.service is a disabled or a static unit not running, not starting it. 236s fwupd-refresh.service is a disabled or a static unit not running, not starting it. 236s Setting up ubuntu-pro-client-l10n (31.2.2) ... 236s Setting up udisks2 (2.10.1-6) ... 237s Setting up cloud-init (24.1.3-0ubuntu1) ... 238s Setting up ubuntu-minimal (1.537) ... 238s Setting up grub2-common (2.12-1ubuntu5) ... 238s Setting up ubuntu-standard (1.537) ... 238s Setting up grub-ieee1275-bin (2.12-1ubuntu5) ... 238s Setting up grub-ieee1275 (2.12-1ubuntu5) ... 239s Installing for powerpc-ieee1275 platform. 239s Installation finished. No error reported. 239s Sourcing file `/etc/default/grub' 239s Sourcing file `/etc/default/grub.d/50-cloudimg-settings.cfg' 239s Generating grub configuration file ... 239s Found linux image: /boot/vmlinux-6.8.0-20-generic 239s Found linux image: /boot/vmlinux-6.8.0-11-generic 239s Found initrd image: /boot/initrd.img-6.8.0-11-generic 239s Warning: os-prober will not be executed to detect other bootable partitions. 239s Systems on them will not be added to the GRUB boot configuration. 239s Check GRUB_DISABLE_OS_PROBER documentation entry. 239s Adding boot menu entry for UEFI Firmware Settings ... 239s done 239s Processing triggers for libc-bin (2.39-0ubuntu6) ... 239s Processing triggers for ufw (0.36.2-5) ... 240s Processing triggers for systemd (255.4-1ubuntu5) ... 240s Processing triggers for debianutils (5.17) ... 240s Processing triggers for install-info (7.1-3build1) ... 240s Processing triggers for initramfs-tools (0.142ubuntu23) ... 240s update-initramfs: Generating /boot/initrd.img-6.8.0-11-generic 240s W: No lz4 in /usr/bin:/sbin:/bin, using gzip 246s Processing triggers for linux-image-6.8.0-20-generic (6.8.0-20.20) ... 246s /etc/kernel/postinst.d/initramfs-tools: 246s update-initramfs: Generating /boot/initrd.img-6.8.0-20-generic 246s W: No lz4 in /usr/bin:/sbin:/bin, using gzip 252s /etc/kernel/postinst.d/zz-update-grub: 252s Sourcing file `/etc/default/grub' 252s Sourcing file `/etc/default/grub.d/50-cloudimg-settings.cfg' 252s Generating grub configuration file ... 252s Found linux image: /boot/vmlinux-6.8.0-20-generic 252s Found initrd image: /boot/initrd.img-6.8.0-20-generic 252s Found linux image: /boot/vmlinux-6.8.0-11-generic 252s Found initrd image: /boot/initrd.img-6.8.0-11-generic 252s Warning: os-prober will not be executed to detect other bootable partitions. 252s Systems on them will not be added to the GRUB boot configuration. 252s Check GRUB_DISABLE_OS_PROBER documentation entry. 252s Adding boot menu entry for UEFI Firmware Settings ... 252s done 254s Reading package lists... 254s Building dependency tree... 254s Reading state information... 254s The following packages will be REMOVED: 254s libaio1* libnetplan0* 254s 0 upgraded, 0 newly installed, 2 to remove and 0 not upgraded. 254s After this operation, 579 kB disk space will be freed. 254s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 111954 files and directories currently installed.) 254s Removing libaio1:ppc64el (0.3.113-5) ... 254s Removing libnetplan0:ppc64el (0.107.1-3) ... 254s Processing triggers for libc-bin (2.39-0ubuntu6) ... 255s autopkgtest [04:59:14]: rebooting testbed after setup commands that affected boot 438s autopkgtest-virt-ssh: WARNING: ssh connection failed. Retrying in 3 seconds... 462s autopkgtest [05:02:41]: testbed running kernel: Linux 6.8.0-20-generic #20-Ubuntu SMP Mon Mar 18 11:46:05 UTC 2024 466s autopkgtest [05:02:45]: @@@@@@@@@@@@@@@@@@@@ apt-source r-cran-rrcov 468s Get:1 http://ftpmaster.internal/ubuntu noble/universe r-cran-rrcov 1.7-5-1 (dsc) [2146 B] 468s Get:2 http://ftpmaster.internal/ubuntu noble/universe r-cran-rrcov 1.7-5-1 (tar) [1563 kB] 468s Get:3 http://ftpmaster.internal/ubuntu noble/universe r-cran-rrcov 1.7-5-1 (diff) [3124 B] 469s gpgv: Signature made Thu Feb 1 16:08:31 2024 UTC 469s gpgv: using RSA key F1F007320A035541F0A663CA578A0494D1C646D1 469s gpgv: issuer "tille@debian.org" 469s gpgv: Can't check signature: No public key 469s dpkg-source: warning: cannot verify inline signature for ./r-cran-rrcov_1.7-5-1.dsc: no acceptable signature found 469s autopkgtest [05:02:48]: testing package r-cran-rrcov version 1.7-5-1 469s autopkgtest [05:02:48]: build not needed 477s autopkgtest [05:02:56]: test run-unit-test: preparing testbed 479s Reading package lists... 479s Building dependency tree... 479s Reading state information... 479s Starting pkgProblemResolver with broken count: 0 479s Starting 2 pkgProblemResolver with broken count: 0 479s Done 480s The following additional packages will be installed: 480s fontconfig libblas3 libcairo2 libdatrie1 libgfortran5 libgomp1 480s libgraphite2-3 libharfbuzz0b libice6 liblapack3 libpango-1.0-0 480s libpangocairo-1.0-0 libpangoft2-1.0-0 libpaper-utils libpaper1 libpixman-1-0 480s libsm6 libtcl8.6 libthai-data libthai0 libtk8.6 libxcb-render0 libxcb-shm0 480s libxft2 libxrender1 libxss1 libxt6t64 r-base-core r-cran-deoptimr 480s r-cran-lattice r-cran-mass r-cran-mvtnorm r-cran-pcapp r-cran-robustbase 480s r-cran-rrcov unzip x11-common xdg-utils zip 480s Suggested packages: 480s tcl8.6 tk8.6 elpa-ess r-doc-info | r-doc-pdf r-mathlib r-base-html 480s Recommended packages: 480s r-recommended r-base-dev r-doc-html libfile-mimeinfo-perl libnet-dbus-perl 480s libx11-protocol-perl x11-utils x11-xserver-utils 480s The following NEW packages will be installed: 480s autopkgtest-satdep fontconfig libblas3 libcairo2 libdatrie1 libgfortran5 480s libgomp1 libgraphite2-3 libharfbuzz0b libice6 liblapack3 libpango-1.0-0 480s libpangocairo-1.0-0 libpangoft2-1.0-0 libpaper-utils libpaper1 libpixman-1-0 480s libsm6 libtcl8.6 libthai-data libthai0 libtk8.6 libxcb-render0 libxcb-shm0 480s libxft2 libxrender1 libxss1 libxt6t64 r-base-core r-cran-deoptimr 480s r-cran-lattice r-cran-mass r-cran-mvtnorm r-cran-pcapp r-cran-robustbase 480s r-cran-rrcov unzip x11-common xdg-utils zip 480s 0 upgraded, 40 newly installed, 0 to remove and 0 not upgraded. 480s Need to get 45.8 MB/45.8 MB of archives. 480s After this operation, 89.6 MB of additional disk space will be used. 480s Get:1 /tmp/autopkgtest.vri19z/1-autopkgtest-satdep.deb autopkgtest-satdep ppc64el 0 [716 B] 480s Get:2 http://ftpmaster.internal/ubuntu noble/main ppc64el fontconfig ppc64el 2.15.0-1.1ubuntu1 [192 kB] 480s Get:3 http://ftpmaster.internal/ubuntu noble/main ppc64el libblas3 ppc64el 3.12.0-3 [227 kB] 480s Get:4 http://ftpmaster.internal/ubuntu noble/main ppc64el libpixman-1-0 ppc64el 0.42.2-1 [300 kB] 481s Get:5 http://ftpmaster.internal/ubuntu noble/main ppc64el libxcb-render0 ppc64el 1.15-1 [17.2 kB] 481s Get:6 http://ftpmaster.internal/ubuntu noble/main ppc64el libxcb-shm0 ppc64el 1.15-1 [5896 B] 481s Get:7 http://ftpmaster.internal/ubuntu noble/main ppc64el libxrender1 ppc64el 1:0.9.10-1.1 [23.3 kB] 481s Get:8 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libcairo2 ppc64el 1.18.0-1ubuntu1 [751 kB] 481s Get:9 http://ftpmaster.internal/ubuntu noble/main ppc64el libdatrie1 ppc64el 0.2.13-3 [25.1 kB] 481s Get:10 http://ftpmaster.internal/ubuntu noble/main ppc64el libgfortran5 ppc64el 14-20240315-1ubuntu1 [574 kB] 481s Get:11 http://ftpmaster.internal/ubuntu noble/main ppc64el libgomp1 ppc64el 14-20240315-1ubuntu1 [161 kB] 481s Get:12 http://ftpmaster.internal/ubuntu noble/main ppc64el libgraphite2-3 ppc64el 1.3.14-2 [105 kB] 481s Get:13 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libharfbuzz0b ppc64el 8.3.0-2build1 [580 kB] 481s Get:14 http://ftpmaster.internal/ubuntu noble/main ppc64el x11-common all 1:7.7+23ubuntu2 [23.4 kB] 481s Get:15 http://ftpmaster.internal/ubuntu noble/main ppc64el libice6 ppc64el 2:1.0.10-1build2 [49.3 kB] 481s Get:16 http://ftpmaster.internal/ubuntu noble/main ppc64el liblapack3 ppc64el 3.12.0-3 [2804 kB] 481s Get:17 http://ftpmaster.internal/ubuntu noble/main ppc64el libthai-data all 0.1.29-2 [158 kB] 481s Get:18 http://ftpmaster.internal/ubuntu noble/main ppc64el libthai0 ppc64el 0.1.29-2 [21.4 kB] 481s Get:19 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libpango-1.0-0 ppc64el 1.52.1+ds-1 [271 kB] 481s Get:20 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libpangoft2-1.0-0 ppc64el 1.52.1+ds-1 [50.5 kB] 481s Get:21 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libpangocairo-1.0-0 ppc64el 1.52.1+ds-1 [31.1 kB] 481s Get:22 http://ftpmaster.internal/ubuntu noble/main ppc64el libpaper1 ppc64el 1.1.29 [13.5 kB] 481s Get:23 http://ftpmaster.internal/ubuntu noble/main ppc64el libpaper-utils ppc64el 1.1.29 [8710 B] 481s Get:24 http://ftpmaster.internal/ubuntu noble/main ppc64el libsm6 ppc64el 2:1.2.3-1build2 [18.5 kB] 481s Get:25 http://ftpmaster.internal/ubuntu noble/main ppc64el libtcl8.6 ppc64el 8.6.14+dfsg-1 [1204 kB] 481s Get:26 http://ftpmaster.internal/ubuntu noble/main ppc64el libxft2 ppc64el 2.3.6-1 [59.8 kB] 481s Get:27 http://ftpmaster.internal/ubuntu noble/main ppc64el libxss1 ppc64el 1:1.2.3-1build2 [8982 B] 481s Get:28 http://ftpmaster.internal/ubuntu noble/main ppc64el libtk8.6 ppc64el 8.6.14-1 [944 kB] 482s Get:29 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libxt6t64 ppc64el 1:1.2.1-1.2 [204 kB] 482s Get:30 http://ftpmaster.internal/ubuntu noble/main ppc64el zip ppc64el 3.0-13 [192 kB] 482s Get:31 http://ftpmaster.internal/ubuntu noble/main ppc64el unzip ppc64el 6.0-28ubuntu3 [192 kB] 482s Get:32 http://ftpmaster.internal/ubuntu noble/main ppc64el xdg-utils all 1.1.3-4.1ubuntu3 [62.0 kB] 482s Get:33 http://ftpmaster.internal/ubuntu noble-proposed/universe ppc64el r-base-core ppc64el 4.3.3-2build1 [27.4 MB] 484s Get:34 http://ftpmaster.internal/ubuntu noble/universe ppc64el r-cran-deoptimr all 1.1-3-1 [74.4 kB] 484s Get:35 http://ftpmaster.internal/ubuntu noble/universe ppc64el r-cran-lattice ppc64el 0.22-5-1 [1343 kB] 484s Get:36 http://ftpmaster.internal/ubuntu noble/universe ppc64el r-cran-mass ppc64el 7.3-60.0.1-1 [1126 kB] 484s Get:37 http://ftpmaster.internal/ubuntu noble/universe ppc64el r-cran-mvtnorm ppc64el 1.2-4-1 [731 kB] 484s Get:38 http://ftpmaster.internal/ubuntu noble/universe ppc64el r-cran-pcapp ppc64el 2.0-4-1 [383 kB] 484s Get:39 http://ftpmaster.internal/ubuntu noble/universe ppc64el r-cran-robustbase ppc64el 0.99-2-1 [3051 kB] 484s Get:40 http://ftpmaster.internal/ubuntu noble/universe ppc64el r-cran-rrcov ppc64el 1.7-5-1 [2406 kB] 484s Preconfiguring packages ... 484s Fetched 45.8 MB in 4s (10.8 MB/s) 484s Selecting previously unselected package fontconfig. 484s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 111945 files and directories currently installed.) 484s Preparing to unpack .../00-fontconfig_2.15.0-1.1ubuntu1_ppc64el.deb ... 484s Unpacking fontconfig (2.15.0-1.1ubuntu1) ... 484s Selecting previously unselected package libblas3:ppc64el. 484s Preparing to unpack .../01-libblas3_3.12.0-3_ppc64el.deb ... 484s Unpacking libblas3:ppc64el (3.12.0-3) ... 484s Selecting previously unselected package libpixman-1-0:ppc64el. 484s Preparing to unpack .../02-libpixman-1-0_0.42.2-1_ppc64el.deb ... 484s Unpacking libpixman-1-0:ppc64el (0.42.2-1) ... 484s Selecting previously unselected package libxcb-render0:ppc64el. 484s Preparing to unpack .../03-libxcb-render0_1.15-1_ppc64el.deb ... 484s Unpacking libxcb-render0:ppc64el (1.15-1) ... 484s Selecting previously unselected package libxcb-shm0:ppc64el. 484s Preparing to unpack .../04-libxcb-shm0_1.15-1_ppc64el.deb ... 484s Unpacking libxcb-shm0:ppc64el (1.15-1) ... 484s Selecting previously unselected package libxrender1:ppc64el. 485s Preparing to unpack .../05-libxrender1_1%3a0.9.10-1.1_ppc64el.deb ... 485s Unpacking libxrender1:ppc64el (1:0.9.10-1.1) ... 485s Selecting previously unselected package libcairo2:ppc64el. 485s Preparing to unpack .../06-libcairo2_1.18.0-1ubuntu1_ppc64el.deb ... 485s Unpacking libcairo2:ppc64el (1.18.0-1ubuntu1) ... 485s Selecting previously unselected package libdatrie1:ppc64el. 485s Preparing to unpack .../07-libdatrie1_0.2.13-3_ppc64el.deb ... 485s 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(1.52.1+ds-1) ... 489s Setting up libpangocairo-1.0-0:ppc64el (1.52.1+ds-1) ... 489s Setting up r-base-core (4.3.3-2build1) ... 489s 489s Creating config file /etc/R/Renviron with new version 489s Setting up r-cran-lattice (0.22-5-1) ... 489s Setting up r-cran-deoptimr (1.1-3-1) ... 489s Setting up r-cran-mass (7.3-60.0.1-1) ... 489s Setting up r-cran-mvtnorm (1.2-4-1) ... 489s Setting up r-cran-robustbase (0.99-2-1) ... 489s Setting up r-cran-pcapp (2.0-4-1) ... 489s Setting up r-cran-rrcov (1.7-5-1) ... 489s Setting up autopkgtest-satdep (0) ... 489s Processing triggers for man-db (2.12.0-3build4) ... 490s Processing triggers for install-info (7.1-3build1) ... 490s Processing triggers for libc-bin (2.39-0ubuntu6) ... 493s (Reading database ... 114204 files and directories currently installed.) 493s Removing autopkgtest-satdep (0) ... 493s autopkgtest [05:03:12]: test run-unit-test: [----------------------- 494s BEGIN TEST thubert.R 494s 494s R version 4.3.3 (2024-02-29) -- "Angel Food Cake" 494s Copyright (C) 2024 The R Foundation for Statistical Computing 494s Platform: powerpc64le-unknown-linux-gnu (64-bit) 494s 494s R is free software and comes with ABSOLUTELY NO WARRANTY. 494s You are welcome to redistribute it under certain conditions. 494s Type 'license()' or 'licence()' for distribution details. 494s 494s R is a collaborative project with many contributors. 494s Type 'contributors()' for more information and 494s 'citation()' on how to cite R or R packages in publications. 494s 494s Type 'demo()' for some demos, 'help()' for on-line help, or 494s 'help.start()' for an HTML browser interface to help. 494s Type 'q()' to quit R. 494s 494s > dodata <- function(nrep=1, time=FALSE, short=FALSE, full=TRUE, 494s + method=c("hubert", "hubert.mcd", "locantore", "cov", "classic", 494s + "grid", "proj")) 494s + { 494s + ## Test the PcaXxx() functions on the literature datasets: 494s + ## 494s + ## Call PcaHubert() and the other functions for all regression 494s + ## data sets available in robustbase/rrcov and print: 494s + ## - execution time (if time == TRUE) 494s + ## - loadings 494s + ## - eigenvalues 494s + ## - scores 494s + ## 494s + 494s + dopca <- function(x, xname, nrep=1){ 494s + 494s + n <- dim(x)[1] 494s + p <- dim(x)[2] 494s + if(method == "hubert.mcd") 494s + pca <- PcaHubert(x, k=p) 494s + else if(method == "hubert") 494s + pca <- PcaHubert(x, mcd=FALSE) 494s + else if(method == "locantore") 494s + pca <- PcaLocantore(x) 494s + else if(method == "cov") 494s + pca <- PcaCov(x) 494s + else if(method == "classic") 494s + pca <- PcaClassic(x) 494s + else if(method == "grid") 494s + pca <- PcaGrid(x) 494s + else if(method == "proj") 494s + pca <- PcaProj(x) 494s + else 494s + stop("Undefined PCA method: ", method) 494s + 494s + 494s + e1 <- getEigenvalues(pca)[1] 494s + e2 <- getEigenvalues(pca)[2] 494s + k <- pca@k 494s + 494s + if(time){ 494s + xtime <- system.time(dorep(x, nrep, method))[1]/nrep 494s + xres <- sprintf("%3d %3d %3d %12.6f %12.6f %10.3f\n", dim(x)[1], dim(x)[2], k, e1, e2, xtime) 494s + } 494s + else{ 494s + xres <- sprintf("%3d %3d %3d %12.6f %12.6f\n", dim(x)[1], dim(x)[2], k, e1, e2) 494s + } 494s + lpad<-lname-nchar(xname) 494s + cat(pad.right(xname, lpad), xres) 494s + 494s + if(!short){ 494s + cat("Scores: \n") 494s + print(getScores(pca)) 494s + 494s + if(full){ 494s + cat("-------------\n") 494s + show(pca) 494s + } 494s + cat("----------------------------------------------------------\n") 494s + } 494s + } 494s + 494s + stopifnot(length(nrep) == 1, nrep >= 1) 494s + method <- match.arg(method) 494s + 494s + options(digits = 5) 494s + set.seed(101) # <<-- sub-sampling algorithm now based on R's RNG and seed 494s + 494s + lname <- 20 494s + 494s + ## VT::15.09.2013 - this will render the output independent 494s + ## from the version of the package 494s + suppressPackageStartupMessages(library(rrcov)) 494s + 494s + data(Animals, package = "MASS") 494s + brain <- Animals[c(1:24, 26:25, 27:28),] 494s + 494s + tmp <- sys.call() 494s + cat("\nCall: ", deparse(substitute(tmp)),"\n") 494s + 494s + cat("Data Set n p k e1 e2\n") 494s + cat("==========================================================\n") 494s + dopca(heart[, 1:2], data(heart), nrep) 494s + dopca(starsCYG, data(starsCYG), nrep) 494s + dopca(data.matrix(subset(phosphor, select = -plant)), data(phosphor), nrep) 494s + dopca(stack.x, data(stackloss), nrep) 494s + ## dopca(data.matrix(subset(coleman, select = -Y)), data(coleman), nrep) # differences between the architectures 494s + dopca(data.matrix(subset(salinity, select = -Y)), data(salinity), nrep) 494s + ## dopca(data.matrix(subset(wood, select = -y)), data(wood), nrep) # differences between the architectures 494s + dopca(data.matrix(subset(hbk, select = -Y)),data(hbk), nrep) 494s + 494s + ## dopca(brain, "Animals", nrep) 494s + dopca(milk, data(milk), nrep) 494s + dopca(bushfire, data(bushfire), nrep) 494s + cat("==========================================================\n") 494s + } 494s > 494s > dogen <- function(nrep=1, eps=0.49, method=c("hubert", "hubert.mcd", "locantore", "cov")){ 494s + 494s + dopca <- function(x, nrep=1){ 494s + gc() 494s + xtime <- system.time(dorep(x, nrep, method))[1]/nrep 494s + cat(sprintf("%6d %3d %10.2f\n", dim(x)[1], dim(x)[2], xtime)) 494s + xtime 494s + } 494s + 494s + set.seed(1234) 494s + 494s + ## VT::15.09.2013 - this will render the output independent 494s + ## from the version of the package 494s + suppressPackageStartupMessages(library(rrcov)) 494s + library(MASS) 494s + 494s + method <- match.arg(method) 494s + 494s + ap <- c(2, 5, 10, 20, 30) 494s + an <- c(100, 500, 1000, 10000, 50000) 494s + 494s + tottime <- 0 494s + cat(" n p Time\n") 494s + cat("=====================\n") 494s + for(i in 1:length(an)) { 494s + for(j in 1:length(ap)) { 494s + n <- an[i] 494s + p <- ap[j] 494s + if(5*p <= n){ 494s + xx <- gendata(n, p, eps) 494s + X <- xx$X 494s + ## print(dimnames(X)) 494s + tottime <- tottime + dopca(X, nrep) 494s + } 494s + } 494s + } 494s + 494s + cat("=====================\n") 494s + cat("Total time: ", tottime*nrep, "\n") 494s + } 494s > 494s > dorep <- function(x, nrep=1, method=c("hubert", "hubert.mcd", "locantore", "cov")){ 494s + 494s + method <- match.arg(method) 494s + for(i in 1:nrep) 494s + if(method == "hubert.mcd") 494s + PcaHubert(x) 494s + else if(method == "hubert") 494s + PcaHubert(x, mcd=FALSE) 494s + else if(method == "locantore") 494s + PcaLocantore(x) 494s + else if(method == "cov") 494s + PcaCov(x) 494s + else 494s + stop("Undefined PCA method: ", method) 494s + } 494s > 494s > #### gendata() #### 494s > # Generates a location contaminated multivariate 494s > # normal sample of n observations in p dimensions 494s > # (1-eps)*Np(0,Ip) + eps*Np(m,Ip) 494s > # where 494s > # m = (b,b,...,b) 494s > # Defaults: eps=0 and b=10 494s > # 494s > gendata <- function(n,p,eps=0,b=10){ 494s + 494s + if(missing(n) || missing(p)) 494s + stop("Please specify (n,p)") 494s + if(eps < 0 || eps >= 0.5) 494s + stop(message="eps must be in [0,0.5)") 494s + X <- mvrnorm(n,rep(0,p),diag(1,nrow=p,ncol=p)) 494s + nbad <- as.integer(eps * n) 494s + xind <- vector("numeric") 494s + if(nbad > 0){ 494s + Xbad <- mvrnorm(nbad,rep(b,p),diag(1,nrow=p,ncol=p)) 494s + xind <- sample(n,nbad) 494s + X[xind,] <- Xbad 494s + } 494s + list(X=X, xind=xind) 494s + } 494s > 494s > pad.right <- function(z, pads) 494s + { 494s + ### Pads spaces to right of text 494s + padding <- paste(rep(" ", pads), collapse = "") 494s + paste(z, padding, sep = "") 494s + } 494s > 494s > whatis <- function(x){ 494s + if(is.data.frame(x)) 494s + cat("Type: data.frame\n") 494s + else if(is.matrix(x)) 494s + cat("Type: matrix\n") 494s + else if(is.vector(x)) 494s + cat("Type: vector\n") 494s + else 494s + cat("Type: don't know\n") 494s + } 494s > 494s > ################################################################# 494s > ## VT::27.08.2010 494s > ## bug report from Stephen Milborrow 494s > ## 494s > test.case.1 <- function() 494s + { 494s + X <- matrix(c( 494s + -0.79984, -1.00103, 0.899794, 0.00000, 494s + 0.34279, 0.52832, -1.303783, -1.17670, 494s + -0.79984, -1.00103, 0.899794, 0.00000, 494s + 0.34279, 0.52832, -1.303783, -1.17670, 494s + 0.34279, 0.52832, -1.303783, -1.17670, 494s + 1.48542, 0.66735, 0.716162, 1.17670, 494s + -0.79984, -1.00103, 0.899794, 0.00000, 494s + 1.69317, 1.91864, -0.018363, 1.76505, 494s + -1.00759, -0.16684, -0.385626, 0.58835, 494s + -0.79984, -1.00103, 0.899794, 0.00000), ncol=4, byrow=TRUE) 494s + 494s + cc1 <- PcaHubert(X, k=3) 494s + 494s + cc2 <- PcaLocantore(X, k=3) 494s + cc3 <- PcaCov(X, k=3, cov.control=CovControlSest()) 494s + 494s + cc4 <- PcaProj(X, k=2) # with k=3 will produce warnings in .distances - too small eignevalues 494s + cc5 <- PcaGrid(X, k=2) # dito 494s + 494s + list(cc1, cc2, cc3, cc4, cc5) 494s + } 494s > 494s > ################################################################# 494s > ## VT::05.08.2016 494s > ## bug report from Matthieu Lesnoff 494s > ## 494s > test.case.2 <- function() 494s + { 494s + do.test.case.2 <- function(z) 494s + { 494s + if(missing(z)) 494s + { 494s + set.seed(12345678) 494s + n <- 5 494s + z <- data.frame(v1 = rnorm(n), v2 = rnorm(n), v3 = rnorm(n)) 494s + z 494s + } 494s + 494s + fm <- PcaLocantore(z, k = 2, scale = TRUE) 494s + fm@scale 494s + apply(z, MARGIN = 2, FUN = mad) 494s + scale(z, center = fm@center, scale = fm@scale) 494s + 494s + T <- fm@scores 494s + P <- fm@loadings 494s + E <- scale(z, center = fm@center, scale = fm@scale) - T %*% t(P) 494s + d2 <- apply(E^2, MARGIN = 1, FUN = sum) 494s + ## print(sqrt(d2)); print(fm@od) 494s + print(ret <- all.equal(sqrt(d2), fm@od)) 494s + 494s + ret 494s + } 494s + do.test.case.2() 494s + do.test.case.2(phosphor) 494s + do.test.case.2(stackloss) 494s + do.test.case.2(salinity) 494s + do.test.case.2(hbk) 494s + do.test.case.2(milk) 494s + do.test.case.2(bushfire) 494s + data(rice); do.test.case.2(rice) 494s + data(un86); do.test.case.2(un86) 494s + } 494s > 494s > ## VT::15.09.2013 - this will render the output independent 494s > ## from the version of the package 494s > suppressPackageStartupMessages(library(rrcov)) 494s > 494s > dodata(method="classic") 494s 494s Call: dodata(method = "classic") 494s Data Set n p k e1 e2 494s ========================================================== 494s heart 12 2 2 812.379735 9.084962 494s Scores: 494s PC1 PC2 494s 1 2.7072 1.46576 494s 2 59.9990 -1.43041 494s 3 -3.5619 -1.54067 494s 4 -7.7696 2.52687 494s 5 14.7660 -0.95822 494s 6 -20.0489 6.91079 494s 7 1.4189 2.25961 494s 8 -34.3308 -4.23717 494s 9 -6.0487 -0.97859 494s 10 -33.0102 -3.73143 494s 11 -18.6372 0.25821 494s 12 44.5163 -0.54476 494s ------------- 494s Call: 494s PcaClassic(x = x) 494s 494s Standard deviations: 494s [1] 28.5023 3.0141 494s ---------------------------------------------------------- 494s starsCYG 47 2 2 0.331279 0.079625 494s Scores: 494s PC1 PC2 494s 1 0.2072999 0.089973 494s 2 0.6855999 0.349644 494s 3 -0.0743007 -0.061028 494s 4 0.6855999 0.349644 494s 5 0.1775161 0.015053 494s 6 0.4223986 0.211351 494s 7 -0.2926077 -0.516156 494s 8 0.2188453 0.293607 494s 9 0.5593696 0.028761 494s 10 0.0983878 0.074540 494s 11 0.8258140 -0.711176 494s 12 0.4167063 0.180244 494s 13 0.3799883 0.225541 494s 14 -0.9105236 -0.432014 494s 15 -0.7418831 -0.125322 494s 16 -0.4432862 0.048287 494s 17 -1.0503005 -0.229623 494s 18 -0.8393302 -0.007831 494s 19 -0.8126742 -0.195952 494s 20 0.9842316 -0.688729 494s 21 -0.6230699 -0.108486 494s 22 -0.7814875 -0.130933 494s 23 -0.6017038 0.025840 494s 24 -0.1857772 0.155474 494s 25 -0.0020261 0.070412 494s 26 -0.3640775 0.059510 494s 27 -0.3458392 -0.069204 494s 28 -0.1208393 0.053577 494s 29 -0.6033482 -0.176391 494s 30 1.1440521 -0.676183 494s 31 -0.5960920 -0.013765 494s 32 0.0519296 0.259855 494s 33 0.1861752 0.167779 494s 34 1.3802755 -0.632611 494s 35 -0.6542566 -0.173505 494s 36 0.5583690 0.392215 494s 37 0.0561384 0.230152 494s 38 0.1861752 0.167779 494s 39 0.1353472 0.241376 494s 40 0.5355195 0.197080 494s 41 -0.3980701 0.014294 494s 42 0.0277576 0.145332 494s 43 0.2979736 0.234120 494s 44 0.3049884 0.184614 494s 45 0.4889809 0.311684 494s 46 -0.0514512 0.134108 494s 47 -0.5224950 0.037063 494s ------------- 494s Call: 494s PcaClassic(x = x) 494s 494s Standard deviations: 494s [1] 0.57557 0.28218 494s ---------------------------------------------------------- 494s phosphor 18 2 2 220.403422 68.346121 494s Scores: 494s PC1 PC2 494s 1 4.04290 -15.3459 494s 2 -22.30489 -1.0004 494s 3 -24.52683 3.2836 494s 4 -12.54839 -6.0848 494s 5 -19.37044 2.2979 494s 6 15.20366 -19.9424 494s 7 0.44222 -3.1379 494s 8 -10.64042 3.6933 494s 9 -11.67967 5.9670 494s 10 14.26805 -7.0221 494s 11 -4.98832 1.5268 494s 12 8.74986 7.9379 494s 13 12.26290 6.0251 494s 14 6.27607 7.5768 494s 15 17.53246 3.1560 494s 16 -10.17024 -5.8994 494s 17 21.05826 5.4492 494s 18 16.39281 11.5191 494s ------------- 494s Call: 494s PcaClassic(x = x) 494s 494s Standard deviations: 494s [1] 14.8460 8.2672 494s ---------------------------------------------------------- 494s stackloss 21 3 3 99.576089 19.581136 494s Scores: 494s PC1 PC2 PC3 494s 1 20.15352 -4.359452 0.324585 494s 2 19.81554 -5.300468 0.308294 494s 3 15.45222 -1.599136 -0.203125 494s 4 2.40370 -0.145282 2.370302 494s 5 1.89538 0.070566 0.448061 494s 6 2.14954 -0.037358 1.409182 494s 7 4.43153 5.500810 2.468051 494s 8 4.43153 5.500810 2.468051 494s 9 -1.47521 1.245404 2.511773 494s 10 -5.11183 -4.802083 -2.407870 494s 11 -2.07009 3.667055 -2.261247 494s 12 -2.66223 2.833964 -3.238659 494s 13 -4.43589 -2.920053 -2.375287 494s 14 -0.46404 7.323193 -1.234961 494s 15 -9.31959 6.232579 -0.056064 494s 16 -10.33350 3.409533 -0.104938 494s 17 -14.81094 -9.872607 0.628103 494s 18 -12.44514 -3.285499 0.742143 494s 19 -11.85300 -2.452408 1.719555 494s 20 -5.73994 -2.494520 0.098250 494s 21 9.98843 1.484952 -3.614198 494s ------------- 494s Call: 494s PcaClassic(x = x) 494s 494s Standard deviations: 494s [1] 9.9788 4.4251 1.8986 494s ---------------------------------------------------------- 494s salinity 28 3 3 11.410736 7.075409 494s Scores: 494s PC1 PC2 PC3 494s 1 -0.937789 -2.40535 0.812909 494s 2 -1.752631 -2.57774 2.004437 494s 3 -6.509364 -0.78762 -1.821906 494s 4 -5.619847 -2.41333 -1.586891 494s 5 -7.268242 1.61012 1.563568 494s 6 -4.316558 -3.20411 0.029376 494s 7 -2.379545 -3.32371 0.703101 494s 8 0.013514 -3.50586 1.260502 494s 9 0.265262 -0.16736 -2.886883 494s 10 1.890755 2.43623 -0.986832 494s 11 0.804196 2.56656 0.387577 494s 12 0.935082 -1.03559 -0.074081 494s 13 1.814839 -1.61087 0.612290 494s 14 3.407535 -0.15880 2.026088 494s 15 1.731273 2.95159 -1.840286 494s 16 -6.129708 7.21368 2.632273 494s 17 -0.645124 1.06260 0.028697 494s 18 -1.307532 -2.54679 -0.280273 494s 19 0.483455 -0.55896 -3.097281 494s 20 2.053267 0.47308 -1.858703 494s 21 3.277664 -1.31002 0.453753 494s 22 4.631644 -0.78005 1.519894 494s 23 1.864403 5.32790 -0.849694 494s 24 0.623899 4.29317 0.056461 494s 25 1.301696 0.37871 -0.646220 494s 26 2.852126 -0.79527 -0.347711 494s 27 4.134051 -0.92756 0.449222 494s 28 4.781679 -0.20467 1.736616 494s ------------- 494s Call: 494s PcaClassic(x = x) 494s 494s Standard deviations: 494s [1] 3.3780 2.6600 1.4836 494s ---------------------------------------------------------- 494s hbk 75 3 3 216.162129 1.981077 494s Scores: 494s PC1 PC2 PC3 494s 1 26.2072 -0.660756 0.503340 494s 2 27.0406 -0.108506 -0.225059 494s 3 28.8351 -1.683721 0.263078 494s 4 29.9221 -0.812174 -0.674480 494s 5 29.3181 -0.909915 -0.121600 494s 6 27.5360 -0.599697 0.916574 494s 7 27.6617 -0.073753 0.676620 494s 8 26.5576 -0.882312 0.159620 494s 9 28.8726 -1.074223 -0.673462 494s 10 27.6643 -1.463829 -0.868593 494s 11 34.2019 -0.664473 -0.567265 494s 12 35.4805 -2.730949 -0.259320 494s 13 34.7544 1.325449 0.749884 494s 14 38.9522 8.171389 0.034382 494s 15 -5.5375 0.390704 1.679172 494s 16 -7.4319 0.803850 1.925633 494s 17 -8.5880 0.957577 -1.010312 494s 18 -6.6022 -0.425109 0.625148 494s 19 -6.5596 1.154721 -0.640680 494s 20 -5.2525 0.812527 1.377832 494s 21 -6.2771 0.067747 0.958907 494s 22 -6.2501 1.325491 -1.104428 494s 23 -7.2419 0.839808 0.728712 494s 24 -7.6489 1.131606 0.154897 494s 25 -9.0763 -0.670721 -0.167577 494s 26 -5.5967 0.999411 -0.810000 494s 27 -5.1460 -0.339018 1.326712 494s 28 -7.1659 -0.993461 0.125933 494s 29 -8.2104 -0.169338 -0.073569 494s 30 -6.2499 -1.689222 -0.877481 494s 31 -7.3180 -0.225795 1.687204 494s 32 -7.9446 1.473868 -0.541790 494s 33 -6.3604 1.237472 0.061800 494s 34 -8.9812 -0.710662 -0.830422 494s 35 -5.1698 -0.435484 1.102817 494s 36 -5.9995 -0.058135 -0.713550 494s 37 -5.8753 0.852882 -1.610556 494s 38 -8.4501 0.334363 0.404813 494s 39 -8.1751 -1.300317 0.633282 494s 40 -7.4495 0.672712 -0.829815 494s 41 -5.6213 -1.106765 1.395315 494s 42 -6.8571 -0.900977 -1.509937 494s 43 -7.0633 1.987372 -1.079934 494s 44 -6.3763 -1.867647 -0.251224 494s 45 -8.6456 -0.866053 0.630132 494s 46 -6.5356 -1.763526 -0.189838 494s 47 -8.2224 -1.183284 1.615150 494s 48 -5.6136 -1.100704 1.079239 494s 49 -5.9907 0.220336 1.443387 494s 50 -5.2675 0.142923 0.194023 494s 51 -7.9324 0.324710 1.113289 494s 52 -7.5544 -1.033884 1.792496 494s 53 -6.7119 -1.712257 -1.711778 494s 54 -7.4679 1.856542 0.046658 494s 55 -7.4666 1.161504 -0.725948 494s 56 -6.7110 1.574868 0.534288 494s 57 -8.2571 -0.399824 0.521995 494s 58 -5.9781 1.312567 0.926790 494s 59 -5.6960 -0.394338 -0.332938 494s 60 -6.1017 -0.797579 -1.679359 494s 61 -5.2628 0.919128 -1.436156 494s 62 -9.1245 -0.516135 -0.229065 494s 63 -7.7140 1.659145 0.068510 494s 64 -4.9886 0.173613 0.865810 494s 65 -6.6157 -1.479786 0.098390 494s 66 -7.9511 0.772770 -0.998321 494s 67 -7.1856 0.459602 0.216588 494s 68 -8.7345 -0.860784 -1.238576 494s 69 -8.5833 -0.313481 0.832074 494s 70 -5.8642 -0.142883 -0.870064 494s 71 -5.8879 0.186456 0.464467 494s 72 -7.1865 0.497156 -0.826767 494s 73 -6.8671 -0.058606 -1.335842 494s 74 -7.1398 0.727642 -1.422331 494s 75 -7.2696 -1.347832 -1.496927 494s ------------- 494s Call: 494s PcaClassic(x = x) 494s 494s Standard deviations: 494s [1] 14.70245 1.40751 0.95725 494s ---------------------------------------------------------- 494s milk 86 8 8 15.940298 2.771345 494s Scores: 494s PC1 PC2 PC3 PC4 PC5 PC6 PC7 494s 1 6.471620 1.031110 0.469432 0.5736412 1.0294362 -0.6054039 -0.2005117 494s 2 7.439545 0.320597 0.081922 -0.6305898 0.7128977 -1.1601053 -0.1170582 494s 3 1.240654 -1.840458 0.520870 -0.1717469 0.2752079 -0.3815506 0.6004089 494s 4 5.952685 -1.856375 1.638710 0.3358626 -0.5834205 -0.0665348 -0.1580799 494s 5 -0.706973 0.261795 0.423736 0.2916399 -0.5307716 -0.3325563 -0.0062349 494s 6 2.524050 0.293380 -0.572997 0.2466367 -0.3497882 0.0386014 -0.1418131 494s 7 3.136085 -0.050202 -0.818165 -0.0451560 -0.5226337 -0.1597194 0.1669050 494s 8 3.260390 0.312365 -0.110776 0.4908006 -0.5225353 -0.1972222 -0.1068433 494s 9 -0.808914 -2.355785 1.344204 -0.4743284 -0.1394914 -0.1390080 -0.2620731 494s 10 -2.511226 -0.995321 -0.087218 -0.5950040 0.4268321 0.2561918 0.0891170 494s 11 -9.204096 -0.598364 1.587275 0.0833647 0.1865626 0.0358228 0.0920394 494s 12 -12.946774 1.951332 -0.179186 0.2560603 0.1300954 -0.1179820 -0.0999494 494s 13 -10.011603 0.726323 -2.102423 -1.3105560 0.3291550 0.0660007 -0.0794410 494s 14 -11.983644 0.768224 -0.532227 -0.5161201 -0.0817164 -0.4358934 -0.1734612 494s 15 -10.465714 -0.704271 2.035437 0.3713778 -0.0564830 -0.2696432 -0.1940091 494s 16 -2.527619 -0.286939 0.354497 0.8571223 0.1585009 0.2272835 0.4386955 494s 17 -0.514527 -2.895087 1.657181 0.2208239 0.1961109 0.1280496 -0.0182491 494s 18 -1.763931 0.854269 -0.686282 0.2848209 -0.4813608 -0.2623962 0.4757030 494s 19 -1.538419 -0.866477 1.103818 0.3874507 0.2086661 0.1267277 0.2354264 494s 20 0.732842 -1.455594 1.097358 -0.2530588 -0.0302385 0.2654274 0.6093330 494s 21 -2.530155 1.932885 -0.873095 0.6202295 -0.4153607 0.0048383 0.0067484 494s 22 -0.772646 0.675846 -0.259539 0.4844670 -0.0893266 -0.2785557 -0.0424662 494s 23 0.185417 1.413719 0.066135 1.1014470 0.0468093 0.0288637 0.2539994 494s 24 -0.280536 0.908864 0.113221 1.3370381 0.3289929 0.2588134 -0.0356289 494s 25 -3.503626 1.971233 0.203620 1.1975494 -0.3175317 0.1149685 0.0584396 494s 26 -0.639313 1.175503 0.403906 0.9082134 -0.2648165 -0.1238813 -0.0174853 494s 27 -2.923327 -0.365168 0.149478 0.8201430 -0.1544609 -0.4856934 -0.0058424 494s 28 2.505633 3.050292 -0.554424 2.1416405 -0.0378764 0.1002280 -0.3888580 494s 29 4.649504 1.054863 -0.081018 1.1454466 0.1502080 0.4967323 0.0879775 494s 30 1.049282 1.355215 -0.142701 0.7805566 -0.2059790 0.0193142 0.0815524 494s 31 1.962583 1.595396 -2.050642 0.3556747 0.1384801 0.1197984 0.1608247 494s 32 1.554846 0.095644 -1.423054 -0.3175620 0.4260008 -0.1612463 -0.0567196 494s 33 2.248977 0.010348 -0.062469 0.6388269 0.2098648 0.1330250 0.0906704 494s 34 0.993109 -0.828812 0.284059 0.3446686 0.1899096 -0.0515571 -0.2281197 494s 35 -0.335103 1.614093 -0.920661 1.2502617 0.2435013 0.1264875 0.0469238 494s 36 4.346795 1.208134 0.368889 1.1429977 -0.1362052 -0.0158169 -0.0183852 494s 37 0.992634 2.013738 -1.350619 0.8714694 0.0057776 -0.2122691 0.1760918 494s 38 2.213341 1.706516 -0.705418 1.2670281 -0.0707149 0.0670467 -0.1863588 494s 39 -1.213255 0.644062 0.163988 1.1213961 0.2945355 0.1093574 0.0019574 494s 40 3.942604 -1.704266 0.660327 0.1618506 0.4259076 0.0070193 0.3462765 494s 41 4.262054 1.687193 0.351875 0.5396477 1.0052810 -0.9331689 0.0056063 494s 42 6.865198 -1.091248 1.153585 1.1248797 0.0873276 0.2565221 0.0333265 494s 43 3.476720 0.555449 -1.030771 -0.3015720 -0.1748109 -0.1584968 0.4079902 494s 44 5.691730 -0.141240 0.565189 0.3174238 0.6478440 1.0579977 -0.5387916 494s 45 0.327134 0.152011 -0.394798 0.4998430 0.1599781 0.3159518 0.1623656 494s 46 0.280225 1.569387 -0.100397 1.2800976 0.0446645 0.0946513 0.0461599 494s 47 3.119928 -0.384834 -3.325600 -1.8865310 -0.1334744 0.1249987 -0.2561273 494s 48 0.501542 0.739816 -1.384556 -0.1244721 0.2948958 0.4836170 -0.1182802 494s 49 -1.953218 0.269986 -1.726474 -0.8510637 0.5047958 0.4860651 0.2318735 494s 50 3.706878 -2.400570 1.361047 -0.4949076 0.2180352 0.4080879 0.1156540 494s 51 -1.060358 -0.521609 -1.387412 -1.2767491 -0.0521356 0.1665452 -0.0044412 494s 52 -4.900528 0.157011 -1.015880 -0.9941168 0.2069608 0.3239762 -0.1921715 494s 53 -0.388496 0.062051 -0.643721 -0.8544141 -0.1857141 0.0063293 0.2664606 494s 54 0.109234 -0.018709 -0.242825 -0.2064701 -0.0585165 0.1720867 0.1117397 494s 55 1.176175 0.644539 -0.373694 0.0038605 -0.3436524 0.0194450 -0.0838883 494s 56 0.407259 -0.606637 0.222915 -0.3622451 -0.0737834 0.0228104 0.0297333 494s 57 -1.022756 -0.071860 0.741957 0.2273628 -0.1388444 -0.2396467 -0.2327738 494s 58 0.245419 1.167059 0.225934 0.8318795 -0.5365166 -0.0090816 -0.1680757 494s 59 -1.300617 -1.110325 -0.262740 -0.8857801 -0.0816954 -0.1186886 -0.0928322 494s 60 -1.110561 -0.832357 -0.212713 -0.4754481 -0.4105982 -0.1886992 -0.0602872 494s 61 0.381831 -1.475116 0.601047 -0.6260156 -0.1854501 -0.1749306 -0.0013904 494s 62 2.734462 -1.887861 0.813453 -0.5856987 0.2310656 0.1117041 -0.0293373 494s 63 3.092464 -0.172602 0.017725 0.4874693 -0.5428206 0.0151218 -0.0683340 494s 64 3.092464 -0.172602 0.017725 0.4874693 -0.5428206 0.0151218 -0.0683340 494s 65 0.004744 -2.712679 1.178987 -0.6677199 0.0208119 0.0621903 -0.0655693 494s 66 -2.014851 -1.060090 -0.099959 -0.7225044 -0.1947648 -0.2282902 -0.0505015 494s 67 0.621739 -1.296106 0.255632 -0.3309504 -0.0880200 0.2524306 0.1465779 494s 68 -0.271385 -1.709161 -1.100349 -2.0937671 0.2166264 0.0191278 0.0114174 494s 69 -0.326350 -0.737232 0.021639 -0.3850383 -0.4338287 0.2156624 0.1597594 494s 70 4.187093 9.708082 4.632803 -4.9751240 -0.0881576 0.2392433 0.0568049 494s 71 -1.868507 -1.600166 0.436353 -0.8078214 -0.1530893 0.0479471 -0.1999893 494s 72 2.768081 -0.556824 -0.148923 -0.3197853 -0.5524427 0.0907804 -0.0694488 494s 73 -1.441846 -2.735114 -0.294134 -1.2172969 0.0109453 -0.0562910 0.1505788 494s 74 -10.995490 0.615992 1.950966 1.1687190 0.2798335 0.2713257 0.0652135 494s 75 0.508992 -2.363945 -0.407064 -0.9522316 0.1040307 0.1088110 -0.7368484 494s 76 -1.015714 -0.307662 -1.088162 -1.0181862 -0.0440888 -0.1362208 0.0271200 494s 77 -8.028891 -0.580763 0.933638 0.4619362 0.3379832 -0.1368644 -0.0669441 494s 78 1.763308 -1.336175 -0.127809 -0.7161775 -0.1904861 -0.0900461 0.0037539 494s 79 0.208944 -0.580698 -0.626297 -0.7620610 -0.0262368 -0.2928202 0.0285908 494s 80 -3.230608 1.251352 0.195280 0.8687004 0.1812011 0.2600692 -0.1516375 494s 81 1.498160 0.669731 -0.266114 0.3772866 -0.2769688 -0.1066593 -0.1608395 494s 82 3.232051 -1.776018 0.485524 0.1170945 0.0557260 0.2219872 0.1187681 494s 83 2.999977 -0.228275 -0.467724 -0.4287672 0.0494902 -0.2337809 -0.0718159 494s 84 1.238083 0.320956 -1.806006 -1.0142266 0.2359630 -0.0857149 0.0593938 494s 85 1.276376 -2.081214 2.540850 0.3745805 -0.2596482 -0.1228412 -0.2199985 494s 86 0.930715 0.836457 -1.385153 -0.6074929 -0.2476354 0.1680713 -0.0117324 494s PC8 494s 1 9.0765e-04 494s 2 2.1811e-04 494s 3 1.1834e-03 494s 4 8.4077e-05 494s 5 9.9209e-04 494s 6 1.6277e-03 494s 7 2.4907e-04 494s 8 6.8383e-04 494s 9 -5.0924e-04 494s 10 3.1215e-04 494s 11 3.0654e-04 494s 12 -1.1951e-03 494s 13 -1.2849e-03 494s 14 -9.0801e-04 494s 15 -1.2686e-03 494s 16 -1.8441e-03 494s 17 -2.1068e-03 494s 18 -5.7816e-04 494s 19 -1.2330e-03 494s 20 3.3857e-05 494s 21 3.8623e-04 494s 22 1.3035e-04 494s 23 -3.8648e-04 494s 24 -1.7400e-04 494s 25 -3.9196e-04 494s 26 -7.6996e-04 494s 27 -4.8042e-04 494s 28 -2.0628e-04 494s 29 -4.5672e-04 494s 30 -1.4716e-04 494s 31 -4.6385e-05 494s 32 -2.0481e-04 494s 33 -3.0020e-04 494s 34 -5.8179e-05 494s 35 1.3870e-04 494s 36 -6.7177e-04 494s 37 -3.0799e-04 494s 38 6.2140e-04 494s 39 4.5912e-04 494s 40 -3.7165e-04 494s 41 -5.4362e-04 494s 42 -1.0155e-03 494s 43 1.3449e-04 494s 44 -5.4761e-04 494s 45 1.0300e-03 494s 46 1.1039e-03 494s 47 -6.4858e-04 494s 48 -7.6886e-05 494s 49 3.2590e-04 494s 50 8.6845e-05 494s 51 4.9423e-04 494s 52 9.2973e-04 494s 53 4.4342e-04 494s 54 4.9888e-04 494s 55 7.2171e-04 494s 56 -3.2133e-05 494s 57 -1.8101e-04 494s 58 -5.4969e-06 494s 59 -8.3841e-04 494s 60 5.9446e-05 494s 61 -6.5683e-05 494s 62 -3.4073e-04 494s 63 -6.5145e-04 494s 64 -6.5145e-04 494s 65 1.4986e-04 494s 66 2.8096e-04 494s 67 -6.5170e-05 494s 68 -1.3775e-04 494s 69 6.8225e-06 494s 70 -1.6290e-04 494s 71 3.9009e-04 494s 72 -1.3981e-04 494s 73 6.2613e-04 494s 74 2.6513e-03 494s 75 3.7088e-04 494s 76 9.9539e-04 494s 77 1.2979e-03 494s 78 5.6500e-04 494s 79 3.0940e-04 494s 80 8.7993e-04 494s 81 -3.1353e-04 494s 82 4.9625e-04 494s 83 -6.3951e-04 494s 84 -4.5582e-04 494s 85 5.9440e-04 494s 86 -3.6234e-04 494s ------------- 494s Call: 494s PcaClassic(x = x) 494s 494s Standard deviations: 494s [1] 3.99253025 1.66473582 1.10660264 0.96987790 0.33004256 0.29263512 0.20843280 494s [8] 0.00074024 494s ---------------------------------------------------------- 494s bushfire 38 5 5 38435.075910 1035.305774 494s Scores: 494s PC1 PC2 PC3 PC4 PC5 494s 1 -111.9345 4.9970 -1.00881 -1.224361 3.180569 494s 2 -113.4128 7.4784 -0.79170 -0.235184 2.385812 494s 3 -105.8364 10.9615 -3.15662 -0.251662 1.017328 494s 4 -89.1684 8.7232 -6.15080 -0.075611 1.431111 494s 5 -58.7216 -1.9543 -12.70661 -0.151328 1.425570 494s 6 -35.0370 -12.8434 -17.06841 -0.525664 3.499743 494s 7 -250.2123 -49.4348 23.31261 -19.070238 0.647348 494s 8 -292.6877 -69.7708 -21.30815 13.093808 -1.288764 494s 9 -294.0765 -70.9903 -23.96326 14.940985 -0.939076 494s 10 -290.0193 -57.3747 3.51346 1.858995 0.083107 494s 11 -289.8168 -43.3207 16.08046 -1.745099 -1.506042 494s 12 -290.8645 6.2503 40.52173 -7.496479 -0.033767 494s 13 -232.6865 41.8090 37.19429 -1.280348 -0.470837 494s 14 9.8483 25.1954 -14.56970 0.538484 1.772046 494s 15 137.1924 11.8521 -37.12452 -5.130459 -0.586695 494s 16 92.9804 10.3923 -24.97267 -7.551314 -1.867125 494s 17 90.4493 10.5630 -21.92735 -5.669651 -1.001362 494s 18 78.6325 5.2211 -19.74718 -6.107880 -1.939986 494s 19 82.1178 3.6913 -21.37810 -4.259855 -1.278838 494s 20 92.9044 7.1961 -21.22900 -4.125571 -0.127089 494s 21 74.9157 10.2991 -16.60924 -5.660751 -0.406343 494s 22 66.7350 12.0460 -16.73298 -4.669080 1.333436 494s 23 -62.1981 22.7394 6.03613 -5.182356 -0.453624 494s 24 -116.5696 32.3182 12.74846 -1.465657 -0.097851 494s 25 -53.8907 22.4278 -2.18861 -2.742014 -0.990071 494s 26 -60.6384 20.2952 -3.05206 -2.953685 -0.629061 494s 27 -74.7621 28.9067 -0.65817 1.473357 -0.443957 494s 28 -50.2202 37.3457 -1.44989 5.530426 -1.073521 494s 29 -38.7483 50.2749 2.34469 10.156457 -0.416262 494s 30 -93.3887 51.7884 20.08872 8.798781 -1.620216 494s 31 35.3096 41.7158 13.46272 14.464358 -0.475973 494s 32 290.8493 3.5924 7.41501 15.244293 2.141354 494s 33 326.7236 -29.8194 15.64898 2.612061 0.064931 494s 34 322.9095 -30.6372 16.21520 1.248005 -0.711322 494s 35 328.5307 -29.9533 16.49656 1.138916 0.974792 494s 36 325.6791 -30.6990 16.83840 -0.050949 -1.211360 494s 37 323.8136 -30.7474 19.55764 -1.545150 -0.267580 494s 38 325.2991 -30.5350 20.31878 -1.928580 -0.120425 494s ------------- 494s Call: 494s PcaClassic(x = x) 494s 494s Standard deviations: 494s [1] 196.0487 32.1762 18.4819 6.9412 1.3510 494s ---------------------------------------------------------- 494s ========================================================== 494s > dodata(method="hubert.mcd") 494s 494s Call: dodata(method = "hubert.mcd") 494s Data Set n p k e1 e2 494s ========================================================== 494s heart 12 2 2 358.175786 4.590630 494s Scores: 494s PC1 PC2 494s 1 -12.2285 0.86283 494s 2 -68.9906 -7.43256 494s 3 -5.7035 -1.53793 494s 4 -1.8988 2.90891 494s 5 -24.0044 -2.68946 494s 6 9.9115 8.43321 494s 7 -11.0210 1.77484 494s 8 25.1826 -1.31573 494s 9 -3.2809 -0.74345 494s 10 23.8200 -0.93701 494s 11 9.1344 1.67701 494s 12 -53.6607 -5.08826 494s ------------- 494s Call: 494s PcaHubert(x = x, k = p) 494s 494s Standard deviations: 494s [1] 18.9255 2.1426 494s ---------------------------------------------------------- 494s starsCYG 47 2 2 0.280653 0.005921 494s Scores: 494s PC1 PC2 494s 1 -0.285731 -0.0899858 494s 2 -0.819689 0.0153191 494s 3 0.028077 -0.1501882 494s 4 -0.819689 0.0153191 494s 5 -0.234971 -0.1526225 494s 6 -0.527231 -0.0382380 494s 7 0.372118 -0.5195605 494s 8 -0.357448 0.1009508 494s 9 -0.603553 -0.2533541 494s 10 -0.177170 -0.0722541 494s 11 -0.637339 -1.0390758 494s 12 -0.512526 -0.0662337 494s 13 -0.490978 -0.0120517 494s 14 0.936868 -0.2550656 494s 15 0.684479 -0.0125787 494s 16 0.347708 0.0641382 494s 17 1.009966 -0.0202111 494s 18 0.742477 0.1286170 494s 19 0.773105 -0.0588983 494s 20 -0.795247 -1.0648673 494s 21 0.566048 -0.0319223 494s 22 0.723956 -0.0061308 494s 23 0.505616 0.0899297 494s 24 0.069956 0.0896997 494s 25 -0.080090 -0.0462652 494s 26 0.268755 0.0512425 494s 27 0.289710 -0.0770574 494s 28 0.038341 -0.0269216 494s 29 0.567463 -0.1026188 494s 30 -0.951542 -1.1005280 494s 31 0.512064 0.0504528 494s 32 -0.188059 0.1184850 494s 33 -0.288758 -0.0094200 494s 34 -1.190016 -1.1293460 494s 35 0.615197 -0.0846898 494s 36 -0.710930 0.0938781 494s 37 -0.183223 0.0888774 494s 38 -0.288758 -0.0094200 494s 39 -0.262177 0.0759816 494s 40 -0.630957 -0.0855773 494s 41 0.314679 0.0182135 494s 42 -0.130850 0.0163715 494s 43 -0.415248 0.0205825 494s 44 -0.407188 -0.0287636 494s 45 -0.620693 0.0376892 494s 46 -0.051896 0.0292672 494s 47 0.426662 0.0770340 494s ------------- 494s Call: 494s PcaHubert(x = x, k = p) 494s 494s Standard deviations: 494s [1] 0.529767 0.076946 494s ---------------------------------------------------------- 494s phosphor 18 2 2 285.985489 32.152099 494s Scores: 494s PC1 PC2 494s 1 -2.89681 -18.08811 494s 2 21.34021 -0.40854 494s 3 22.98065 4.13006 494s 4 12.33544 -6.72947 494s 5 17.99823 2.47611 494s 6 -13.35773 -24.10967 494s 7 -0.92957 -5.51314 494s 8 9.16061 2.71354 494s 9 9.89243 5.10403 494s 10 -14.12600 -11.17832 494s 11 3.84175 -0.17605 494s 12 -10.61905 4.37646 494s 13 -13.85065 2.01919 494s 14 -8.11927 4.34325 494s 15 -18.69805 -1.51673 494s 16 9.95352 -6.85784 494s 17 -22.49433 0.29387 494s 18 -18.66592 6.92359 494s ------------- 494s Call: 494s PcaHubert(x = x, k = p) 494s 494s Standard deviations: 494s [1] 16.9111 5.6703 494s ---------------------------------------------------------- 494s stackloss 21 3 3 78.703690 19.249085 494s Scores: 494s PC1 PC2 PC3 494s 1 -20.323997 10.26124 0.92041 494s 2 -19.761418 11.08797 0.92383 494s 3 -16.469919 6.43190 0.22593 494s 4 -4.171902 1.68262 2.50695 494s 5 -3.756174 1.40774 0.57004 494s 6 -3.964038 1.54518 1.53850 494s 7 -7.547376 -3.27780 2.48643 494s 8 -7.547376 -3.27780 2.48643 494s 9 -0.763294 -0.63699 2.53518 494s 10 4.214079 4.46296 -2.28315 494s 11 -0.849132 -2.97767 -2.31393 494s 12 -0.078689 -2.28838 -3.27896 494s 13 3.088921 2.80948 -2.28999 494s 14 -3.307313 -6.14718 -1.35916 494s 15 5.552354 -7.34201 -0.32057 494s 16 7.240091 -4.86180 -0.31031 494s 17 14.908334 6.84995 0.70603 494s 18 10.970281 1.06279 0.68209 494s 19 10.199838 0.37350 1.64712 494s 20 4.273564 1.99328 0.14526 494s 21 -11.992249 2.19025 -3.37391 494s ------------- 494s Call: 494s PcaHubert(x = x, k = p) 494s 494s Standard deviations: 494s [1] 8.8715 4.3874 2.1990 494s ---------------------------------------------------------- 494s salinity 28 3 3 11.651966 4.107426 494s Scores: 494s PC1 PC2 PC3 494s 1 1.68712 1.62591 0.19812128 494s 2 2.35772 2.37290 1.24965734 494s 3 6.80132 -2.14412 0.68142276 494s 4 6.41982 -0.61348 -0.31907921 494s 5 6.36697 -1.98030 4.87319903 494s 6 5.22050 1.20864 0.10252555 494s 7 3.34007 2.02950 0.00064329 494s 8 1.06220 2.89801 -0.35658064 494s 9 0.34692 -2.20572 -1.71677710 494s 10 -2.21421 -2.74842 0.76862599 494s 11 -1.40111 -2.16163 2.21124383 494s 12 -0.38242 0.32284 -0.23732191 494s 13 -1.12809 1.33152 -0.28800043 494s 14 -3.24998 1.35943 1.17514969 494s 15 -2.11006 -3.70114 0.45102357 494s 16 3.46920 -5.41242 8.56937909 494s 17 0.46682 -1.46753 1.48992481 494s 18 2.21807 0.99168 -0.61894625 494s 19 0.28525 -2.00333 -2.16450483 494s 20 -1.66639 -1.76768 -1.06946404 494s 21 -2.58106 1.23534 -0.65557612 494s 22 -4.15573 1.71244 0.08170141 494s 23 -3.07670 -4.87628 2.53200755 494s 24 -1.70808 -3.71657 2.99305849 494s 25 -1.08172 -1.05713 0.02468813 494s 26 -2.23187 0.27323 -0.85760867 494s 27 -3.50498 1.07657 -0.68503455 494s 28 -4.49819 1.43219 0.53416609 494s ------------- 494s Call: 494s PcaHubert(x = x, k = p) 494s 494s Standard deviations: 494s [1] 3.4135 2.0267 1.0764 494s ---------------------------------------------------------- 494s hbk 75 3 3 1.459908 1.201048 494s Scores: 494s PC1 PC2 PC3 494s 1 -31.105415 4.714217 10.4566165 494s 2 -31.707650 5.748724 10.7682402 494s 3 -33.366131 4.625897 12.1570167 494s 4 -34.173377 6.069657 12.4466895 494s 5 -33.780418 5.508823 11.9872893 494s 6 -32.493478 4.684595 10.5679819 494s 7 -32.592637 5.235522 10.3765493 494s 8 -31.293363 4.865797 10.9379676 494s 9 -33.160964 5.714260 12.3098920 494s 10 -31.919786 5.384537 12.3374332 494s 11 -38.231962 6.810641 13.5994385 494s 12 -39.290479 5.393906 15.2942554 494s 13 -39.418445 7.326461 11.5194898 494s 14 -43.906584 13.214819 8.3282743 494s 15 -1.906326 -0.716061 -0.8635112 494s 16 -0.263255 -0.926016 -1.9009292 494s 17 1.776489 1.072332 -0.5496140 494s 18 -0.464648 -0.702441 0.0482897 494s 19 -0.267826 1.283779 -0.2925812 494s 20 -2.122108 -0.165970 -0.8924686 494s 21 -0.937217 -0.548532 -0.4132196 494s 22 -0.423273 1.781869 -0.0323061 494s 23 -0.047532 -0.018909 -1.1259327 494s 24 0.490041 0.520202 -1.1065753 494s 25 2.143049 -0.720869 -0.0495474 494s 26 -1.094748 1.459175 0.2226246 494s 27 -2.070705 -0.898573 0.0023229 494s 28 0.294998 -0.830258 0.5929001 494s 29 1.242995 -0.300216 -0.2010507 494s 30 -0.147958 -0.439099 2.0003038 494s 31 -0.170818 -1.440946 -0.9755627 494s 32 0.958531 1.199730 -1.0129867 494s 33 -0.697307 0.874343 -0.7260649 494s 34 2.278946 -0.261106 0.4196544 494s 35 -1.962829 -0.809318 0.2033113 494s 36 -0.626631 0.600666 0.8004036 494s 37 -0.550885 1.881448 0.7382776 494s 38 1.249717 -0.336214 -0.9349845 494s 39 1.106696 -1.569418 0.1869576 494s 40 0.684034 0.939963 -0.1034965 494s 41 -1.559314 -1.551408 0.3660323 494s 42 0.538741 0.447358 1.6361099 494s 43 0.252685 2.080564 -0.7765259 494s 44 -0.217012 -1.027281 1.7015154 494s 45 1.497600 -1.349234 -0.2698932 494s 46 -0.100388 -1.026443 1.5390401 494s 47 0.811117 -2.195271 -0.5208141 494s 48 -1.462210 -1.321318 0.5600144 494s 49 -1.383976 -0.740714 -0.7348906 494s 50 -1.636773 0.215464 0.3195369 494s 51 0.530918 -0.759743 -1.2069247 494s 52 0.109566 -2.107455 -0.5315473 494s 53 0.564334 0.060847 2.3910630 494s 54 0.272234 1.122711 -1.5060028 494s 55 0.608660 1.197219 -0.5255609 494s 56 -0.565430 0.710345 -1.3708230 494s 57 1.115629 -0.888816 -0.4186014 494s 58 -1.351288 0.374815 -1.1980618 494s 59 -0.998016 0.151228 0.9007970 494s 60 -0.124017 0.764846 1.9005963 494s 61 -1.189858 1.905264 0.7721322 494s 62 2.190589 -0.579614 -0.1377914 494s 63 0.518278 0.931130 -1.4534768 494s 64 -2.124566 -0.194391 -0.0327092 494s 65 -0.154218 -1.050861 1.1309885 494s 66 1.197852 1.044147 -0.2265269 494s 67 0.114174 0.094763 -0.5168926 494s 68 2.201115 -0.032271 0.8573493 494s 69 1.307843 -1.104815 -0.7741270 494s 70 -0.691449 0.676665 1.0004603 494s 71 -1.150975 -0.050861 -0.0717068 494s 72 0.457293 0.861871 0.1026350 494s 73 0.392258 0.897451 0.9178065 494s 74 0.584658 1.450471 0.3201857 494s 75 0.972517 0.063777 1.8223995 494s ------------- 494s Call: 494s PcaHubert(x = x, k = p) 494s 494s Standard deviations: 494s [1] 1.2083 1.0959 1.0168 494s ---------------------------------------------------------- 494s milk 86 8 8 5.739740 2.405262 494s Scores: 494s PC1 PC2 PC3 PC4 PC5 PC6 PC7 494s 1 -5.710924 -1.346213 0.01332091 -0.3709242 -0.566813 0.7529298 -1.2525433 494s 2 -6.578612 -0.440749 1.16354746 0.2870685 -0.573207 0.7368064 -1.6101427 494s 3 -0.720902 1.777381 -0.21532020 -0.3213950 0.287603 -0.4764464 -0.5638337 494s 4 -5.545889 1.621147 -0.85212883 0.4380154 0.022241 0.0718035 0.1176140 494s 5 1.323210 -0.143897 -0.78611461 0.5966857 0.043139 -0.0512545 -0.1419726 494s 6 -1.760792 -0.662792 0.46402240 0.2149752 0.130000 0.0797221 0.1916948 494s 7 -2.344198 -0.363657 0.92442296 0.3921371 0.241463 -0.2370967 0.0636268 494s 8 -2.556824 -0.680132 0.04339934 0.4635077 0.154136 0.0371259 0.0260340 494s 9 1.203234 2.712342 -1.00693092 0.1251739 0.170679 0.2231851 -0.0118196 494s 10 3.151858 1.255826 -0.01678562 -0.5087398 -0.087933 0.0115055 -0.0097828 494s 11 9.562891 1.580419 -2.65612113 -0.1748178 -0.153031 -0.0880112 -0.1648752 494s 12 13.617821 -0.999033 -1.92168237 0.0326918 -0.038488 0.0870082 -0.1809687 494s 13 10.958032 -0.097916 0.95915085 -0.2348663 0.147875 0.1219202 0.0419067 494s 14 12.675941 0.158747 -1.04153243 0.3117402 0.302036 0.1187749 -0.2310830 494s 15 10.726828 1.775339 -3.36786799 0.1285422 0.151594 0.0998947 -0.2028458 494s 16 3.042705 0.212589 -1.23921907 -0.5596596 0.277061 -0.5037073 0.0612182 494s 17 0.780071 2.990008 -1.58490147 -0.5441119 0.436485 -0.0603833 0.1016610 494s 18 2.523916 -0.923373 -0.03221722 0.3830822 0.208008 -0.5505270 -0.1252648 494s 19 1.990563 1.062648 -1.42038451 -0.3602257 -0.068006 -0.1932744 -0.1197842 494s 20 -0.243938 1.674555 -0.72225359 -0.1475652 -0.397855 -0.5385123 -0.0559660 494s 21 3.354424 -2.001060 -0.22542149 0.3346180 0.032502 -0.0953825 0.1293148 494s 22 1.477177 -0.777534 -0.35362339 0.1224412 0.203208 0.0514382 -0.2166274 494s 23 0.502055 -1.618511 -0.85013853 -0.1298862 -0.144328 -0.1941806 -0.1923681 494s 24 0.900504 -1.227820 -1.07180474 -0.5851197 0.112657 0.0467164 0.0405544 494s 25 4.161393 -1.869015 -1.54507759 0.2003123 -0.152582 -0.1382908 0.0864320 494s 26 1.277795 -1.185179 -1.13445511 0.2771556 -0.101901 0.0070037 -0.1279016 494s 27 3.447256 0.257652 -1.13407954 -0.0077859 0.853002 -0.1376443 -0.1897380 494s 28 -1.695730 -3.781876 -0.72940594 -0.0956421 0.064475 0.3665470 0.0726448 494s 29 -3.923610 -1.654818 -0.16117226 -0.4242302 -0.303749 -0.0209844 0.1723890 494s 30 -0.309616 -1.564739 -0.39909943 0.1657509 -0.178739 -0.0600221 -0.0571706 494s 31 -0.960838 -2.242733 1.50477679 -0.2957897 0.163758 -0.1034399 0.0257903 494s 32 -0.671285 -0.459839 1.39124475 -0.3669914 0.246127 0.2094780 -0.2681284 494s 33 -1.589089 -0.390812 -0.16505762 -0.3992573 0.086870 -0.0402114 -0.0399923 494s 34 -0.421868 0.636139 -0.42563447 -0.2985726 0.311365 0.2398515 -0.0540852 494s 35 1.118429 -2.116328 -0.22329747 -0.4864401 0.289927 -0.0503006 0.0101706 494s 36 -3.660291 -1.630831 -0.57876280 0.1294792 -0.260224 0.0912904 -0.1565668 494s 37 -0.087686 -2.530609 0.50076931 -0.0319873 0.194898 -0.1233526 -0.2494283 494s 38 -1.418620 -2.303011 -0.09405565 -0.0931745 0.169466 0.1581787 0.0850095 494s 39 1.815225 -0.838968 -1.10222194 -0.4897630 0.180933 0.0096330 -0.0600652 494s 40 -3.420975 1.398516 -0.17143314 -0.5852146 0.090464 -0.2066323 -0.2974177 494s 41 -3.462295 -1.795174 -0.17500650 -0.1610267 -0.595086 0.5981680 -1.5930268 494s 42 -6.401429 0.451242 -0.78723149 -0.4285618 0.055395 -0.0212476 0.0808936 494s 43 -2.583017 -0.871790 1.29937081 0.2422349 -0.190002 -0.2822972 -0.2625721 494s 44 -5.027244 -0.167503 -0.02382957 -0.8288929 -0.852207 0.7399343 0.4606076 494s 45 0.364494 -0.440380 -0.07746564 -0.4552133 0.095711 -0.1662998 0.1566706 494s 46 0.420706 -1.880819 -0.82180986 -0.1823454 -0.022661 -0.0304227 -0.0516440 494s 47 -1.932985 -0.120002 4.00934170 0.0930728 0.295428 0.2787446 0.3766231 494s 48 0.395402 -1.021393 1.07953292 -0.4599764 -0.132386 0.1895780 0.2771755 494s 49 2.886100 -0.276587 1.48851137 -0.6314648 -0.203963 -0.0891955 0.1347804 494s 50 -3.255379 2.479232 -0.37933775 -0.3651497 -0.415000 0.0045750 0.0671055 494s 51 1.939333 0.617579 1.57113225 0.0310866 -0.039226 0.0409183 0.1830694 494s 52 5.727154 0.275898 0.58814711 -0.1739820 -0.222791 0.2553797 0.1959402 494s 53 1.207873 0.131451 0.80899235 0.2872465 -0.353544 -0.1697200 -0.0987230 494s 54 0.612921 0.040062 0.17807459 -0.0053074 -0.202244 -0.0671788 0.0530276 494s 55 -0.399075 -0.727144 0.26196635 0.3657576 -0.192705 0.0903564 0.0641289 494s 56 0.240719 0.733792 -0.05030509 0.0967214 -0.186906 0.0310231 -0.0594812 494s 57 1.589641 0.289427 -1.02478822 0.2723190 -0.048378 0.2599262 -0.2040853 494s 58 0.423483 -1.262515 -0.85026016 0.4749963 -0.082647 0.0752412 0.1352259 494s 59 1.983684 1.335122 0.42593757 0.1345894 0.096456 0.1153107 -0.0385994 494s 60 1.770171 0.935428 0.14901569 0.3641973 0.274015 -0.0280119 0.0690244 494s 61 0.182845 1.706453 -0.18364654 0.2517421 -0.035773 0.0357087 -0.1363470 494s 62 -2.191617 1.966324 -0.03573689 -0.2203900 -0.235704 0.1682332 -0.1145174 494s 63 -2.442239 -0.209694 -0.06681921 0.3184048 0.206772 -0.0608468 0.2425649 494s 64 -2.442239 -0.209694 -0.06681921 0.3184048 0.206772 -0.0608468 0.2425649 494s 65 0.407575 2.996346 -0.63021113 -0.1335795 0.087668 0.0627032 0.0486166 494s 66 2.660379 1.322824 0.10122110 0.2420451 0.192938 0.0344019 -0.0771918 494s 67 -0.032273 1.315299 -0.04511689 -0.1293380 -0.025923 -0.1655965 0.1887534 494s 68 1.117637 2.005809 1.97078787 -0.0429209 -0.176568 0.1634287 -0.0916254 494s 69 0.970730 0.837158 0.01621375 0.2347502 -0.071757 -0.2464626 0.2907551 494s 70 -2.688271 -5.335891 -0.64225481 4.1819517 -9.523550 2.0943027 -2.8098426 494s 71 2.428718 1.976051 -0.24749122 0.1308738 0.018276 0.1711292 0.1346284 494s 72 -2.061944 0.405943 0.50472914 0.4393739 -0.056420 -0.0031558 0.2663880 494s 73 2.029606 2.874991 0.68310320 -0.2067254 0.511537 -0.2010371 0.0805608 494s 74 11.293757 0.328931 -3.84783031 -0.4130266 -0.210499 -0.1103148 -0.0381326 494s 75 0.120896 2.287914 0.83639076 -0.2462845 0.551353 0.6629701 0.3789055 494s 76 1.859499 0.422019 1.18435547 0.1546108 0.017266 0.0470615 -0.1071011 494s 77 8.435857 1.147499 -2.19924186 -0.4156770 0.386548 0.0294075 -0.1911399 494s 78 -1.090858 1.311287 0.62897430 0.1727009 0.077341 0.0135972 -0.0096934 494s 79 0.560012 0.623617 0.83727267 0.1680787 0.087477 0.0611949 -0.2588084 494s 80 3.873817 -1.133641 -1.27469019 -0.2717298 -0.165066 0.1696232 0.0635047 494s 81 -0.758664 -0.880260 0.00057124 0.2838720 0.016243 0.1527299 -0.0150514 494s 82 -2.709588 1.464049 -0.12598126 -0.3828567 0.213647 -0.1425385 0.1552827 494s 83 -2.213670 0.059563 0.87565603 0.1255703 -0.082005 0.2189829 -0.2938264 494s 84 -0.242242 -0.483552 2.05089334 -0.0681005 -0.101578 0.1304632 -0.2218093 494s 85 -1.032129 2.375018 -2.19321259 0.2332079 -0.066379 0.1854598 -0.0873859 494s 86 0.015327 -0.948155 1.39530555 0.2701225 -0.268889 0.0578145 0.1608678 494s PC8 494s 1 2.1835e-03 494s 2 1.6801e-03 494s 3 1.6623e-03 494s 4 2.6286e-04 494s 5 9.5884e-04 494s 6 1.4430e-03 494s 7 1.8784e-04 494s 8 6.8473e-04 494s 9 -6.8490e-04 494s 10 1.1565e-04 494s 11 5.6907e-06 494s 12 -1.8395e-03 494s 13 -2.1582e-03 494s 14 -1.6294e-03 494s 15 -1.6964e-03 494s 16 -1.9664e-03 494s 17 -2.2448e-03 494s 18 -6.5884e-04 494s 19 -1.1536e-03 494s 20 2.6887e-04 494s 21 3.3199e-05 494s 22 1.1170e-04 494s 23 -1.7617e-04 494s 24 -2.1577e-04 494s 25 -6.1495e-04 494s 26 -7.2903e-04 494s 27 -6.8773e-04 494s 28 -2.0742e-04 494s 29 -2.6937e-04 494s 30 -6.7472e-05 494s 31 -1.3222e-04 494s 32 -1.6516e-04 494s 33 -1.8836e-04 494s 34 -1.1273e-04 494s 35 3.0703e-05 494s 36 -3.0311e-04 494s 37 -1.9380e-04 494s 38 5.5526e-04 494s 39 4.1987e-04 494s 40 8.4807e-05 494s 41 8.8725e-04 494s 42 -6.5647e-04 494s 43 4.3202e-04 494s 44 -5.3330e-04 494s 45 8.9161e-04 494s 46 1.1588e-03 494s 47 -1.2714e-03 494s 48 -4.0376e-04 494s 49 4.1280e-06 494s 50 3.0116e-04 494s 51 5.8510e-05 494s 52 3.3236e-04 494s 53 4.0982e-04 494s 54 4.0428e-04 494s 55 6.1600e-04 494s 56 -4.0496e-05 494s 57 -1.8342e-04 494s 58 -1.6748e-04 494s 59 -1.0894e-03 494s 60 -2.6876e-04 494s 61 -5.8951e-05 494s 62 -1.5517e-04 494s 63 -7.9933e-04 494s 64 -7.9933e-04 494s 65 2.2592e-05 494s 66 2.4984e-05 494s 67 -2.2714e-04 494s 68 -3.3991e-04 494s 69 -3.0375e-04 494s 70 3.4033e-03 494s 71 2.3288e-05 494s 72 -3.4126e-04 494s 73 2.5528e-04 494s 74 2.2760e-03 494s 75 -2.8985e-04 494s 76 7.9077e-04 494s 77 9.4636e-04 494s 78 4.9099e-04 494s 79 3.0501e-04 494s 80 6.5280e-04 494s 81 -3.6570e-04 494s 82 4.9966e-04 494s 83 -4.3245e-04 494s 84 -4.6152e-04 494s 85 7.4691e-04 494s 86 -6.1103e-04 494s ------------- 494s Call: 494s PcaHubert(x = x, k = p) 494s 494s Standard deviations: 494s [1] 2.39577535 1.55089079 0.92557331 0.33680677 0.19792033 0.17855133 0.16041702 494s [8] 0.00054179 494s ---------------------------------------------------------- 494s bushfire 38 5 5 31248.552973 358.974577 494s Scores: 494s PC1 PC2 PC3 PC4 PC5 494s 1 155.972 1.08098 -23.31135 -1.93015 1.218941 494s 2 157.738 0.35648 -20.95658 -2.42375 0.466415 494s 3 150.667 2.12545 -16.20395 -2.00140 -0.582924 494s 4 133.892 5.25124 -15.88873 -2.78469 -0.275261 494s 5 102.462 13.00611 -21.54096 -4.69409 -0.944176 494s 6 77.694 18.75377 -28.71865 -6.44244 0.446350 494s 7 286.266 -11.36184 -98.67134 10.95233 -3.625338 494s 8 326.627 29.92767 -112.60824 -29.26330 -13.710094 494s 9 327.898 32.39553 -113.34314 -31.65905 -13.830781 494s 10 325.131 5.81628 -105.58927 -13.45695 -8.987971 494s 11 326.458 -7.84562 -94.25242 -6.11547 -8.572845 494s 12 333.171 -37.69907 -50.89207 8.98187 -1.742979 494s 13 279.789 -40.78415 -8.06209 7.65884 0.181748 494s 14 37.714 10.54231 13.46530 -1.55051 2.102662 494s 15 -90.034 34.68964 18.98186 0.69260 0.417573 494s 16 -46.492 23.65086 10.07282 4.36090 -0.748517 494s 17 -43.990 20.36443 9.61049 2.83084 -0.127983 494s 18 -32.938 19.11199 2.64850 2.92879 -1.473988 494s 19 -36.555 20.60142 2.01879 0.63832 -1.235075 494s 20 -46.837 19.89630 6.65142 0.89120 0.271108 494s 21 -28.670 15.29534 6.59311 3.29638 0.402194 494s 22 -20.331 15.06559 7.33721 2.16591 2.006327 494s 23 108.644 -7.92707 -1.45130 6.27388 0.356715 494s 24 163.697 -16.15568 0.61663 4.24231 0.464415 494s 25 100.471 -0.30739 0.87762 2.86452 -0.692735 494s 26 106.922 0.90864 -1.91436 2.54557 -0.565023 494s 27 121.966 -3.29641 4.85626 -0.47676 -0.490047 494s 28 98.650 -4.51455 16.64160 -3.08996 -0.839397 494s 29 88.795 -10.85457 30.46708 -5.37360 0.315657 494s 30 142.981 -27.89100 22.40713 -1.67126 -0.680158 494s 31 14.125 -21.60028 29.80480 -8.25272 -0.019693 494s 32 -244.044 -11.76430 24.53390 -12.52294 2.022312 494s 33 -283.842 -13.21931 -6.23565 -2.63367 -0.080728 494s 34 -280.168 -13.41903 -7.69318 -1.24571 -0.722513 494s 35 -285.666 -13.78452 -6.50318 -1.23756 1.074669 494s 36 -282.938 -13.82281 -7.63902 0.20435 -0.971673 494s 37 -281.129 -16.20408 -8.57154 1.85797 0.234486 494s 38 -282.589 -16.91969 -8.36010 2.35589 0.490630 494s ------------- 494s Call: 494s PcaHubert(x = x, k = p) 494s 494s Standard deviations: 494s [1] 176.77260 18.94662 16.21701 3.95755 0.92761 494s ---------------------------------------------------------- 494s ========================================================== 494s > dodata(method="hubert") 494s 494s Call: dodata(method = "hubert") 494s Data Set n p k e1 e2 494s ========================================================== 494s heart 12 2 1 315.227002 NA 494s Scores: 494s PC1 494s 1 13.2197 494s 2 69.9817 494s 3 6.6946 494s 4 2.8899 494s 5 24.9956 494s 6 -8.9203 494s 7 12.0121 494s 8 -24.1915 494s 9 4.2721 494s 10 -22.8289 494s 11 -8.1433 494s 12 54.6519 494s ------------- 494s Call: 494s PcaHubert(x = x, mcd = FALSE) 494s 494s Standard deviations: 494s [1] 17.755 494s ---------------------------------------------------------- 495s starsCYG 47 2 1 0.308922 NA 495s Scores: 495s PC1 495s 1 0.224695 495s 2 0.758653 495s 3 -0.089113 495s 4 0.758653 495s 5 0.173934 495s 6 0.466195 495s 7 -0.433154 495s 8 0.296411 495s 9 0.542517 495s 10 0.116133 495s 11 0.576303 495s 12 0.451490 495s 13 0.429942 495s 14 -0.997904 495s 15 -0.745515 495s 16 -0.408745 495s 17 -1.071002 495s 18 -0.803514 495s 19 -0.834141 495s 20 0.734210 495s 21 -0.627085 495s 22 -0.784992 495s 23 -0.566652 495s 24 -0.130992 495s 25 0.019053 495s 26 -0.329791 495s 27 -0.350747 495s 28 -0.099378 495s 29 -0.628499 495s 30 0.890506 495s 31 -0.573100 495s 32 0.127022 495s 33 0.227721 495s 34 1.128979 495s 35 -0.676234 495s 36 0.649894 495s 37 0.122186 495s 38 0.227721 495s 39 0.201140 495s 40 0.569920 495s 41 -0.375716 495s 42 0.069814 495s 43 0.354212 495s 44 0.346152 495s 45 0.559656 495s 46 -0.009140 495s 47 -0.487699 495s ------------- 495s Call: 495s PcaHubert(x = x, mcd = FALSE) 495s 495s Standard deviations: 495s [1] 0.55581 495s ---------------------------------------------------------- 495s phosphor 18 2 1 215.172048 NA 495s Scores: 495s PC1 495s 1 1.12634 495s 2 -22.10340 495s 3 -23.49216 495s 4 -13.45927 495s 5 -18.60808 495s 6 11.24086 495s 7 -0.14748 495s 8 -9.77075 495s 9 -10.37022 495s 10 12.71798 495s 11 -4.61857 495s 12 10.07037 495s 13 13.16767 495s 14 7.57254 495s 15 17.81362 495s 16 -11.08799 495s 17 21.70358 495s 18 18.24496 495s ------------- 495s Call: 495s PcaHubert(x = x, mcd = FALSE) 495s 495s Standard deviations: 495s [1] 14.669 495s ---------------------------------------------------------- 495s stackloss 21 3 2 77.038636 18.859777 495s Scores: 495s PC1 PC2 495s 1 -20.334936 10.28081 495s 2 -19.772121 11.10736 495s 3 -16.461573 6.43794 495s 4 -4.258672 1.73213 495s 5 -3.773146 1.41928 495s 6 -4.015909 1.57571 495s 7 -7.635560 -3.22715 495s 8 -7.635560 -3.22715 495s 9 -0.855388 -0.58707 495s 10 4.298129 4.41664 495s 11 -0.767202 -3.02229 495s 12 0.038375 -2.35217 495s 13 3.172500 2.76354 495s 14 -3.261224 -6.17206 495s 15 5.553840 -7.34784 495s 16 7.242284 -4.86820 495s 17 14.878925 6.85989 495s 18 10.939223 1.07406 495s 19 10.133645 0.40394 495s 20 4.267234 1.99501 495s 21 -11.859921 2.12579 495s ------------- 495s Call: 495s PcaHubert(x = x, mcd = FALSE) 495s 495s Standard deviations: 495s [1] 8.7772 4.3428 495s ---------------------------------------------------------- 495s salinity 28 3 2 8.001175 5.858089 495s Scores: 495s PC1 PC2 495s 1 2.858444 1.04359 495s 2 3.807704 1.55974 495s 3 6.220733 -4.32114 495s 4 6.388841 -2.83649 495s 5 6.077450 -3.70092 495s 6 5.974494 -0.67230 495s 7 4.531584 0.78322 495s 8 2.725849 2.41297 495s 9 0.100501 -2.13615 495s 10 -2.358003 -1.49718 495s 11 -1.317688 -1.15391 495s 12 0.434635 0.58230 495s 13 0.116019 1.79022 495s 14 -1.771501 2.71749 495s 15 -2.630757 -2.44003 495s 16 2.289743 -5.51829 495s 17 0.637985 -1.26452 495s 18 3.076147 0.19883 495s 19 0.097381 -1.95868 495s 20 -1.572471 -0.93003 495s 21 -1.284185 2.21858 495s 22 -2.531713 3.30313 495s 23 -3.865359 -3.01230 495s 24 -2.143461 -2.41918 495s 25 -0.714414 -0.41227 495s 26 -1.327781 1.18373 495s 27 -2.201166 2.41566 495s 28 -2.931988 3.20536 495s ------------- 495s Call: 495s PcaHubert(x = x, mcd = FALSE) 495s 495s Standard deviations: 495s [1] 2.8286 2.4203 495s ---------------------------------------------------------- 495s hbk 75 3 3 1.459908 1.201048 495s Scores: 495s PC1 PC2 PC3 495s 1 31.105415 -4.714217 -10.4566165 495s 2 31.707650 -5.748724 -10.7682402 495s 3 33.366131 -4.625897 -12.1570167 495s 4 34.173377 -6.069657 -12.4466895 495s 5 33.780418 -5.508823 -11.9872893 495s 6 32.493478 -4.684595 -10.5679819 495s 7 32.592637 -5.235522 -10.3765493 495s 8 31.293363 -4.865797 -10.9379676 495s 9 33.160964 -5.714260 -12.3098920 495s 10 31.919786 -5.384537 -12.3374332 495s 11 38.231962 -6.810641 -13.5994385 495s 12 39.290479 -5.393906 -15.2942554 495s 13 39.418445 -7.326461 -11.5194898 495s 14 43.906584 -13.214819 -8.3282743 495s 15 1.906326 0.716061 0.8635112 495s 16 0.263255 0.926016 1.9009292 495s 17 -1.776489 -1.072332 0.5496140 495s 18 0.464648 0.702441 -0.0482897 495s 19 0.267826 -1.283779 0.2925812 495s 20 2.122108 0.165970 0.8924686 495s 21 0.937217 0.548532 0.4132196 495s 22 0.423273 -1.781869 0.0323061 495s 23 0.047532 0.018909 1.1259327 495s 24 -0.490041 -0.520202 1.1065753 495s 25 -2.143049 0.720869 0.0495474 495s 26 1.094748 -1.459175 -0.2226246 495s 27 2.070705 0.898573 -0.0023229 495s 28 -0.294998 0.830258 -0.5929001 495s 29 -1.242995 0.300216 0.2010507 495s 30 0.147958 0.439099 -2.0003038 495s 31 0.170818 1.440946 0.9755627 495s 32 -0.958531 -1.199730 1.0129867 495s 33 0.697307 -0.874343 0.7260649 495s 34 -2.278946 0.261106 -0.4196544 495s 35 1.962829 0.809318 -0.2033113 495s 36 0.626631 -0.600666 -0.8004036 495s 37 0.550885 -1.881448 -0.7382776 495s 38 -1.249717 0.336214 0.9349845 495s 39 -1.106696 1.569418 -0.1869576 495s 40 -0.684034 -0.939963 0.1034965 495s 41 1.559314 1.551408 -0.3660323 495s 42 -0.538741 -0.447358 -1.6361099 495s 43 -0.252685 -2.080564 0.7765259 495s 44 0.217012 1.027281 -1.7015154 495s 45 -1.497600 1.349234 0.2698932 495s 46 0.100388 1.026443 -1.5390401 495s 47 -0.811117 2.195271 0.5208141 495s 48 1.462210 1.321318 -0.5600144 495s 49 1.383976 0.740714 0.7348906 495s 50 1.636773 -0.215464 -0.3195369 495s 51 -0.530918 0.759743 1.2069247 495s 52 -0.109566 2.107455 0.5315473 495s 53 -0.564334 -0.060847 -2.3910630 495s 54 -0.272234 -1.122711 1.5060028 495s 55 -0.608660 -1.197219 0.5255609 495s 56 0.565430 -0.710345 1.3708230 495s 57 -1.115629 0.888816 0.4186014 495s 58 1.351288 -0.374815 1.1980618 495s 59 0.998016 -0.151228 -0.9007970 495s 60 0.124017 -0.764846 -1.9005963 495s 61 1.189858 -1.905264 -0.7721322 495s 62 -2.190589 0.579614 0.1377914 495s 63 -0.518278 -0.931130 1.4534768 495s 64 2.124566 0.194391 0.0327092 495s 65 0.154218 1.050861 -1.1309885 495s 66 -1.197852 -1.044147 0.2265269 495s 67 -0.114174 -0.094763 0.5168926 495s 68 -2.201115 0.032271 -0.8573493 495s 69 -1.307843 1.104815 0.7741270 495s 70 0.691449 -0.676665 -1.0004603 495s 71 1.150975 0.050861 0.0717068 495s 72 -0.457293 -0.861871 -0.1026350 495s 73 -0.392258 -0.897451 -0.9178065 495s 74 -0.584658 -1.450471 -0.3201857 495s 75 -0.972517 -0.063777 -1.8223995 495s ------------- 495s Call: 495s PcaHubert(x = x, mcd = FALSE) 495s 495s Standard deviations: 495s [1] 1.2083 1.0959 1.0168 495s ---------------------------------------------------------- 495s milk 86 8 2 6.040806 2.473780 495s Scores: 495s PC1 PC2 495s 1 -5.768003 -0.9174359 495s 2 -6.664422 0.0280812 495s 3 -0.484521 1.7923710 495s 4 -5.211590 2.0747301 495s 5 1.422641 -0.3268437 495s 6 -1.810360 -0.5469828 495s 7 -2.402924 -0.1987041 495s 8 -2.553389 -0.4963662 495s 9 1.583399 2.5410448 495s 10 3.267946 0.9141367 495s 11 9.924771 0.6501301 495s 12 13.628569 -2.3009846 495s 13 10.774550 -1.1628697 495s 14 12.716376 -1.0670330 495s 15 11.176408 0.7403371 495s 16 3.209269 -0.0804317 495s 17 1.256577 2.8931153 495s 18 2.468720 -1.2008647 495s 19 2.253229 0.8379608 495s 20 0.021073 1.6394221 495s 21 3.205298 -2.3518286 495s 22 1.470733 -0.9618655 495s 23 0.475732 -1.7044535 495s 24 0.930144 -1.3288398 495s 25 4.151553 -2.2882554 495s 26 1.314488 -1.3527439 495s 27 3.613405 -0.0813605 495s 28 -1.909178 -3.6473200 495s 29 -3.987263 -1.3255834 495s 30 -0.370601 -1.5855086 495s 31 -1.273254 -2.1892809 495s 32 -0.816634 -0.4514478 495s 33 -1.553394 -0.2792004 495s 34 -0.275027 0.6359374 495s 35 0.980782 -2.2353223 495s 36 -3.678470 -1.3459182 495s 37 -0.327102 -2.5615283 495s 38 -1.563492 -2.2008288 495s 39 1.876146 -1.0292641 495s 40 -3.204182 1.6694332 495s 41 -3.561892 -1.5844770 495s 42 -6.175135 1.0123714 495s 43 -2.736601 -0.7040261 495s 44 -4.981783 0.2434304 495s 45 0.368802 -0.5011413 495s 46 0.369508 -1.9511091 495s 47 -2.306673 -0.0089446 495s 48 0.215195 -1.1000357 495s 49 2.704678 -0.5919929 495s 50 -2.930879 2.7161936 495s 51 1.846250 0.3732500 495s 52 5.661288 -0.3139157 495s 53 1.154929 -0.0575094 495s 54 0.625715 -0.0733934 495s 55 -0.453714 -0.7535924 495s 56 0.343722 0.6460318 495s 57 1.743002 0.0794685 495s 58 0.433705 -1.3500731 495s 59 2.078550 1.0860506 495s 60 1.867913 0.7162287 495s 61 0.392645 1.6184583 495s 62 -1.958732 2.0993596 495s 63 -2.383251 -0.0253919 495s 64 -2.383251 -0.0253919 495s 65 0.780239 2.9018927 495s 66 2.785329 1.0142893 495s 67 0.131210 1.2703167 495s 68 1.110073 1.8140467 495s 69 1.076878 0.6954148 495s 70 -3.260160 -5.6233069 495s 71 2.647036 1.6892084 495s 72 -2.017340 0.5353349 495s 73 2.247524 2.6406249 495s 74 11.649291 -0.7374197 495s 75 0.280544 2.2306959 495s 76 1.791213 0.1796005 495s 77 8.730344 0.3412271 495s 78 -0.987405 1.3467910 495s 79 0.560808 0.5006661 495s 80 3.897879 -1.5270179 495s 81 -0.792759 -0.8649399 495s 82 -2.493611 1.6796838 495s 83 -2.245966 0.1889555 495s 84 -0.468812 -0.5359088 495s 85 -0.538372 2.4105954 495s 86 -0.185347 -1.0176989 495s ------------- 495s Call: 495s PcaHubert(x = x, mcd = FALSE) 495s 495s Standard deviations: 495s [1] 2.4578 1.5728 495s ---------------------------------------------------------- 495s bushfire 38 5 1 38435.075910 NA 495s Scores: 495s PC1 495s 1 -111.9345 495s 2 -113.4128 495s 3 -105.8364 495s 4 -89.1684 495s 5 -58.7216 495s 6 -35.0370 495s 7 -250.2123 495s 8 -292.6877 495s 9 -294.0765 495s 10 -290.0193 495s 11 -289.8168 495s 12 -290.8645 495s 13 -232.6865 495s 14 9.8483 495s 15 137.1924 495s 16 92.9804 495s 17 90.4493 495s 18 78.6325 495s 19 82.1178 495s 20 92.9044 495s 21 74.9157 495s 22 66.7350 495s 23 -62.1981 495s 24 -116.5696 495s 25 -53.8907 495s 26 -60.6384 495s 27 -74.7621 495s 28 -50.2202 495s 29 -38.7483 495s 30 -93.3887 495s 31 35.3096 495s 32 290.8493 495s 33 326.7236 495s 34 322.9095 495s 35 328.5307 495s 36 325.6791 495s 37 323.8136 495s 38 325.2991 495s ------------- 495s Call: 495s PcaHubert(x = x, mcd = FALSE) 495s 495s Standard deviations: 495s [1] 196.05 495s ---------------------------------------------------------- 495s ========================================================== 495s > 495s > dodata(method="locantore") 495s 495s Call: dodata(method = "locantore") 495s Data Set n p k e1 e2 495s ========================================================== 495s heart 12 2 2 1.835912 0.084745 495s Scores: 495s PC1 PC2 495s [1,] 7.3042 1.745289 495s [2,] 64.6474 0.164425 495s [3,] 1.1057 -1.404189 495s [4,] -3.1943 2.565728 495s [5,] 19.4154 -0.401369 495s [6,] -15.5709 6.666752 495s [7,] 5.9980 2.509372 495s [8,] -29.5933 -4.805972 495s [9,] -1.3933 -0.899323 495s [10,] -28.2845 -4.270057 495s [11,] -14.0069 0.048311 495s [12,] 49.1484 0.694598 495s ------------- 495s Call: 495s PcaLocantore(x = x) 495s 495s Standard deviations: 495s [1] 1.35496 0.29111 495s ---------------------------------------------------------- 495s starsCYG 47 2 2 0.779919 0.050341 495s Scores: 495s PC1 PC2 495s [1,] 0.174291 -0.0489127 495s [2,] 0.703776 0.0769650 495s [3,] -0.136954 -0.1212071 495s [4,] 0.703776 0.0769650 495s [5,] 0.125991 -0.1134658 495s [6,] 0.413609 0.0121367 495s [7,] -0.466451 -0.5036094 495s [8,] 0.238569 0.1446547 495s [9,] 0.498194 -0.1998666 495s [10,] 0.065125 -0.0353931 495s [11,] 0.562344 -0.9836936 495s [12,] 0.399997 -0.0164068 495s [13,] 0.376370 0.0369013 495s [14,] -1.041009 -0.2611550 495s [15,] -0.798187 -0.0090880 495s [16,] -0.464636 0.0805967 495s [17,] -1.123135 -0.0293034 495s [18,] -0.861603 0.1297588 495s [19,] -0.884955 -0.0588007 495s [20,] 0.721130 -1.0033585 495s [21,] -0.679097 -0.0238366 495s [22,] -0.837884 -0.0041718 495s [23,] -0.623423 0.1002615 495s [24,] -0.188079 0.1168815 495s [25,] -0.032888 -0.0131784 495s [26,] -0.385242 0.0707643 495s [27,] -0.401220 -0.0582501 495s [28,] -0.151978 0.0015702 495s [29,] -0.677776 -0.0945350 495s [30,] 0.878688 -1.0329475 495s [31,] -0.628339 0.0605648 495s [32,] 0.068629 0.1556245 495s [33,] 0.174199 0.0317098 495s [34,] 1.118098 -1.0525206 495s [35,] -0.726168 -0.0784655 495s [36,] 0.592061 0.1512588 495s [37,] 0.064942 0.1258519 495s [38,] 0.174199 0.0317098 495s [39,] 0.144335 0.1160195 495s [40,] 0.519088 -0.0311555 495s [41,] -0.429855 0.0359837 495s [42,] 0.015412 0.0513747 495s [43,] 0.299435 0.0665821 495s [44,] 0.293289 0.0169612 495s [45,] 0.504064 0.0916219 495s [46,] -0.063981 0.0612071 495s [47,] -0.544029 0.0904291 495s ------------- 495s Call: 495s PcaLocantore(x = x) 495s 495s Standard deviations: 495s [1] 0.88313 0.22437 495s ---------------------------------------------------------- 495s phosphor 18 2 2 0.933905 0.279651 495s Scores: 495s PC1 PC2 495s 1 4.5660 -15.58981 495s 2 -21.2978 -0.38905 495s 3 -23.3783 3.96546 495s 4 -11.7131 -5.79023 495s 5 -18.2569 2.81141 495s 6 15.5702 -20.54935 495s 7 1.3671 -3.27043 495s 8 -9.4859 3.92005 495s 9 -10.4501 6.22662 495s 10 15.0583 -7.60532 495s 11 -3.9078 1.56960 495s 12 10.0330 7.52732 495s 13 13.4815 5.50056 495s 14 7.5487 7.24752 495s 15 18.6543 2.46040 495s 16 -9.3301 -5.68285 495s 17 22.2533 4.63689 495s 18 17.7892 10.85633 495s ------------- 495s Call: 495s PcaLocantore(x = x) 495s 495s Standard deviations: 495s [1] 0.96639 0.52882 495s ---------------------------------------------------------- 495s stackloss 21 3 3 1.137747 0.196704 495s Scores: 495s PC1 PC2 PC3 495s [1,] 19.98046 -6.20875 -3.93576 495s [2,] 19.57014 -7.11509 -4.03666 495s [3,] 15.48729 -3.14247 -3.29600 495s [4,] 3.12341 -1.38969 1.50633 495s [5,] 2.35380 -0.84492 -0.25745 495s [6,] 2.73860 -1.11731 0.62444 495s [7,] 5.58533 4.04837 2.11170 495s [8,] 5.58533 4.04837 2.11170 495s [9,] -0.56851 0.17483 2.46656 495s [10,] -5.36478 -4.80766 -2.64915 495s [11,] -1.67190 3.34943 -1.74110 495s [12,] -2.46702 2.71547 -2.72389 495s [13,] -4.54414 -2.99497 -2.44736 495s [14,] 0.35419 6.70241 -0.45563 495s [15,] -8.28612 5.93369 1.94314 495s [16,] -9.51708 3.21466 1.64046 495s [17,] -14.87676 -9.74652 1.10983 495s [18,] -12.00452 -3.40212 1.81609 495s [19,] -11.20939 -2.76816 2.79887 495s [20,] -5.42808 -2.89367 0.23748 495s [21,] 9.83969 0.74095 -5.30190 495s ------------- 495s Call: 495s PcaLocantore(x = x) 495s 495s Standard deviations: 495s [1] 1.06665 0.44351 0.33935 495s ---------------------------------------------------------- 495s salinity 28 3 3 1.038873 0.621380 495s Scores: 495s PC1 PC2 PC3 495s 1 -2.7215590 -0.98924 0.3594538 495s 2 -3.6251829 -1.03361 1.4973993 495s 3 -6.0588883 4.23861 -1.1012038 495s 4 -6.2741857 2.42372 -1.4875092 495s 5 -5.7274076 5.42190 2.9332011 495s 6 -5.8431892 0.57161 -0.3385363 495s 7 -4.4051377 -0.83292 0.0851817 495s 8 -2.6155827 -2.50739 0.3386166 495s 9 -0.0426575 1.19631 -2.5025726 495s 10 2.5297488 1.65029 -0.0110335 495s 11 1.5528097 1.93255 1.4216262 495s 12 -0.3140451 -0.73269 -0.1961364 495s 13 0.0010783 -1.88658 0.1849912 495s 14 1.9554303 -2.13519 1.8471356 495s 15 2.7897250 2.40211 -0.6327944 495s 16 -1.7665706 8.69449 5.6608836 495s 17 -0.4374125 1.72696 0.7230753 495s 18 -2.9752196 -0.54118 -0.6829760 495s 19 -0.0599346 0.84127 -2.8473543 495s 20 1.6597909 0.34191 -1.4847516 495s 21 1.3857395 -2.43924 0.0039271 495s 22 2.6664754 -3.14291 1.0600254 495s 23 4.1202067 3.81886 1.0608640 495s 24 2.4163743 3.45141 1.6874099 495s 25 0.8493897 0.31424 -0.3073115 495s 26 1.4216265 -1.55310 -0.5455012 495s 27 2.3021676 -2.63392 0.0481451 495s 28 3.0877115 -2.85951 1.4378956 495s ------------- 495s Call: 495s PcaLocantore(x = x) 495s 495s Standard deviations: 495s [1] 1.01925 0.78828 0.36470 495s ---------------------------------------------------------- 495s hbk 75 3 3 1.038833 0.363386 495s Scores: 495s PC1 PC2 PC3 495s 1 32.393698 -3.4318297 0.051248 495s 2 33.103072 -4.4154651 0.294662 495s 3 35.038965 -3.5996035 -0.940929 495s 4 35.955809 -4.9285404 -0.479059 495s 5 35.424918 -4.3076292 -0.366699 495s 6 33.753497 -3.2463136 0.289013 495s 7 33.817375 -3.6819421 0.684167 495s 8 32.717119 -3.7074394 -0.279567 495s 9 34.932190 -4.6939061 -0.738196 495s 10 33.737339 -4.5702346 -1.193206 495s 11 40.202273 -5.4336890 -0.229323 495s 12 41.638189 -4.5304173 -1.996311 495s 13 40.768565 -5.0531048 2.123222 495s 14 44.408749 -8.8448536 8.236462 495s 15 0.977343 1.3057899 0.938694 495s 16 -0.900390 1.6169842 1.382855 495s 17 -2.384467 -0.9835430 0.375495 495s 18 -0.143306 0.7859701 -0.237712 495s 19 -0.344479 -0.9791245 0.733869 495s 20 1.199115 0.8330752 1.216827 495s 21 0.184475 0.8630593 0.351029 495s 22 -0.100389 -1.5084406 0.718236 495s 23 -0.847925 0.4823829 0.958677 495s 24 -1.334366 -0.1021190 1.000300 495s 25 -2.669352 0.4692990 -0.811134 495s 26 0.601538 -1.1984283 0.541627 495s 27 1.373423 1.2098621 0.136249 495s 28 -0.721268 0.6164612 -0.963817 495s 29 -1.832615 0.2543279 -0.297658 495s 30 0.120086 -0.1558590 -1.976558 495s 31 -0.747437 1.7749106 0.342824 495s 32 -1.727558 -0.8325772 1.043088 495s 33 -0.073907 -0.3923823 1.083904 495s 34 -2.646454 -0.1350138 -1.101448 495s 35 1.331096 1.0443905 -0.039328 495s 36 0.281192 -0.6569943 -0.404009 495s 37 0.245349 -1.8406517 0.093656 495s 38 -2.049446 0.5320301 0.347219 495s 39 -1.645547 1.3268749 -1.068792 495s 40 -1.216874 -0.8556007 0.201262 495s 41 0.959445 1.6250030 -0.553881 495s 42 -0.603579 -0.9569812 -1.502730 495s 43 -0.946870 -1.6333180 1.324763 495s 44 0.076217 0.5018427 -1.902369 495s 45 -2.140584 1.2192726 -0.677180 495s 46 -0.081677 0.5389288 -1.785347 495s 47 -1.590461 2.1881067 -0.583771 495s 48 0.931421 1.3321181 -0.669782 495s 49 0.512639 1.2123979 0.683099 495s 50 1.095415 0.0045968 0.143109 495s 51 -1.456417 1.1186245 0.619657 495s 52 -0.917904 2.2084467 -0.366392 495s 53 -0.429654 -0.8524437 -2.326637 495s 54 -1.213858 -0.4996891 1.630709 495s 55 -1.253877 -0.9438354 0.692022 495s 56 -0.390657 -0.0427482 1.571167 495s 57 -1.797537 0.8934866 -0.281980 495s 58 0.396886 0.3227454 1.492494 495s 59 0.646360 -0.2194210 -0.562699 495s 60 0.119900 -1.2480691 -1.459763 495s 61 0.867946 -1.7843458 0.232229 495s 62 -2.733997 0.3604288 -0.692947 495s 63 -1.442683 -0.3732483 1.452800 495s 64 1.444934 0.5727959 0.434633 495s 65 -0.147284 0.7055205 -1.413940 495s 66 -1.739552 -0.9838385 0.220303 495s 67 -0.824644 0.1503195 0.411693 495s 68 -2.437638 -0.4835278 -1.392882 495s 69 -2.091970 1.1865192 -0.088483 495s 70 0.403429 -0.7855276 -0.540161 495s 71 0.507512 0.3152001 0.276885 495s 72 -0.944376 -0.8197825 0.044859 495s 73 -0.648597 -1.1160277 -0.658528 495s 74 -0.979453 -1.4589411 0.029182 495s 75 -0.982282 -0.7226425 -1.917060 495s ------------- 495s Call: 495s PcaLocantore(x = x) 495s 495s Standard deviations: 495s [1] 1.01923 0.60282 0.46137 495s ---------------------------------------------------------- 495s milk 86 8 8 1.175171 0.426506 495s Scores: 495s PC1 PC2 PC3 PC4 PC5 PC6 495s [1,] 6.1907998 0.58762698 0.686510 -0.209679 0.3321757 -1.3424985 495s [2,] 7.0503894 -0.49576086 -0.322697 -0.767415 -0.0165833 -1.4596064 495s [3,] 0.7670594 -1.83556812 0.468814 0.346810 -0.0204610 -0.2115383 495s [4,] 5.4656748 -2.29797862 1.612819 -0.378295 -0.2050232 0.3486957 495s [5,] -1.0291160 0.37303007 0.634604 -0.521527 -0.3299543 0.0859469 495s [6,] 2.2186300 0.39396818 -0.236987 -0.033975 -0.2549238 0.2541221 495s [7,] 2.7938591 -0.01152811 -0.600546 -0.098564 -0.3906602 0.3798516 495s [8,] 2.9544176 0.32646226 0.273051 -0.275073 -0.3982959 0.2377581 495s [9,] -1.3344639 -2.45440308 1.001792 -0.104783 -0.1744718 -0.0887272 495s [10,] -2.9294174 -0.79860558 -0.260533 0.375330 0.3425169 -0.2056682 495s [11,] -9.5810648 -0.09577968 1.565111 -0.112002 0.3143032 -0.3190238 495s [12,] -13.1147240 2.95665890 0.228086 -0.180867 0.0136463 -0.4604390 495s [13,] -10.2989319 1.53220781 -2.244629 0.323950 -0.0398642 -0.3463501 495s [14,] -12.2553418 1.62281167 -0.472862 -0.212983 -0.4124280 -0.4253719 495s [15,] -10.8346894 -0.09781844 2.134079 -0.272304 -0.1090226 -0.3725738 495s [16,] -2.8358474 0.28109809 0.945309 0.603249 0.1615955 0.1762086 495s [17,] -1.0353408 -2.75475311 1.677879 0.598578 0.0078965 0.0228522 495s [18,] -2.0271810 1.25894451 -0.266038 -0.168565 -0.3000200 0.2891774 495s [19,] -1.9279394 -0.68339726 1.264416 0.186749 0.3018226 -0.0869321 495s [20,] 0.2568334 -1.62632029 0.854279 -0.088175 0.5458645 0.2217019 495s [21,] -2.7017404 2.45223507 -0.243639 -0.211402 -0.2102323 0.2140100 495s [22,] -1.0386097 0.99459030 0.188462 -0.033434 -0.2857078 -0.1438517 495s [23,] -0.0198126 1.73285416 0.761979 0.005501 0.1671992 -0.0375468 495s [24,] -0.4909448 1.40982693 0.967440 0.521275 0.1625359 -0.0892501 495s [25,] -3.6632699 2.51414455 0.966410 -0.272694 0.0467958 0.1572715 495s [26,] -0.8733564 1.42247465 0.946038 -0.338985 -0.0804141 -0.0080759 495s [27,] -3.2254798 0.26912538 0.799468 0.372442 -0.6886191 -0.0553515 495s [28,] 2.4675785 3.56128696 0.813964 0.118354 -0.1677073 -0.0303774 495s [29,] 4.4177264 1.13316321 0.613509 0.261488 0.4229929 0.1780620 495s [30,] 0.8240097 1.54163297 0.398148 -0.221825 0.0309586 0.0830110 495s [31,] 1.7735990 2.00615332 -1.399933 0.469158 -0.0740282 0.0692312 495s [32,] 1.2348922 0.28918604 -1.239899 0.470999 -0.1511519 -0.3692504 495s [33,] 1.9407276 0.19123540 0.406623 0.389965 0.0994854 -0.0204286 495s [34,] 0.6225565 -0.65636700 0.565253 0.369897 -0.1612501 -0.1774611 495s [35,] -0.4869219 2.26301333 0.071825 0.588101 -0.0579092 -0.0362009 495s [36,] 4.1117242 1.16638974 0.982790 -0.266009 0.0728797 -0.0018914 495s [37,] 0.8415225 2.46677043 -0.526780 0.167456 -0.2370116 -0.0731483 495s [38,] 2.0528334 2.09648023 0.220912 0.206722 -0.1924842 0.0676382 495s [39,] -1.4493644 1.14916103 0.904194 0.455498 0.0678893 -0.1476540 495s [40,] 3.4867792 -1.82367389 0.730183 0.499859 0.2327704 -0.1518819 495s [41,] 4.0222120 1.34765470 0.580852 -0.453301 0.2482908 -1.5306566 495s [42,] 6.4789035 -1.25599522 1.644194 0.381331 0.1699942 0.1847594 495s [43,] 3.1529354 0.44884526 -0.967114 -0.220364 0.0037036 0.0802727 495s [44,] 5.3344976 -0.47975673 0.642789 0.298705 0.9983145 -0.1310548 495s [45,] 0.0325597 0.49900084 0.076948 0.486521 0.1642679 0.1392696 495s [46,] 0.1014401 1.97657735 0.733879 0.127235 0.0650844 -0.0144271 495s [47,] 2.7217685 -0.37859042 -3.696163 0.355401 -0.4123714 0.2114024 495s [48,] 0.2292225 1.01473918 -1.115726 0.434557 0.2668316 0.0103147 495s [49,] -2.2803784 0.59474034 -1.783003 0.549252 0.4660435 -0.0802352 495s [50,] 3.1560404 -2.84820361 0.913015 0.077151 0.5803961 0.0350246 495s [51,] -1.4680905 -0.43078891 -1.733657 0.074684 0.0026718 0.0819023 495s [52,] -5.2469034 0.48385240 -1.246027 0.081379 0.2380924 -0.1663831 495s [53,] -0.7670982 0.00234561 -0.923030 -0.366820 0.1582141 0.0508747 495s [54,] -0.2428655 0.04714401 -0.217187 -0.059549 0.1762969 0.0806339 495s [55,] 0.8723441 0.66109329 -0.224917 -0.360607 -0.0638127 0.1310131 495s [56,] 0.0019700 -0.67624071 0.081304 -0.182908 0.1045597 -0.0281936 495s [57,] -1.3684663 -0.00045069 0.860560 -0.350684 -0.1443970 -0.2270651 495s [58,] 0.0079047 1.36376727 0.750919 -0.437914 -0.1894910 0.2345556 495s [59,] -1.7430794 -1.06973583 -0.569381 -0.055139 -0.1582790 -0.0873605 495s [60,] -1.5171606 -0.69340281 -0.287048 -0.136559 -0.3871182 0.1606979 495s [61,] -0.0955085 -1.64221260 0.263650 -0.265665 -0.0808644 -0.0476862 495s [62,] 2.2259171 -2.22161516 0.426279 0.027834 0.2924338 -0.1784242 495s [63,] 2.7573525 -0.11785122 0.391113 -0.094032 -0.3184760 0.4251268 495s [64,] 2.7573525 -0.11785122 0.391113 -0.094032 -0.3184760 0.4251268 495s [65,] -0.5520071 -2.86186682 0.746248 0.109945 0.0556927 -0.0135739 495s [66,] -2.4472964 -0.94969715 -0.329042 -0.113895 -0.2728443 -0.0523337 495s [67,] 0.1790969 -1.29190443 0.146657 0.140234 0.1534048 0.2318353 495s [68,] -0.8017055 -1.93331421 -1.968273 0.017854 0.1287513 -0.2306786 495s [69,] -0.7356418 -0.68868398 -0.075215 -0.156944 0.0302876 0.4232626 495s [70,] 3.8821693 5.16959880 0.215490 -8.985938 5.2189361 -2.8089276 495s [71,] -2.3478937 -1.60220695 0.058822 -0.111845 -0.0539018 0.0087982 495s [72,] 2.3676739 -0.70331436 -0.214457 -0.307311 -0.1582719 0.3995413 495s [73,] -1.9906385 -2.60946629 -0.730312 0.485522 -0.2391998 0.1009341 495s [74,] -11.2435515 1.44868683 2.482678 0.026711 0.4922865 -0.2822136 495s [75,] 0.0044207 -2.29768358 -0.692425 0.538923 -0.4110598 -0.0824903 495s [76,] -1.4045239 -0.22649785 -1.343257 -0.067382 -0.1322233 -0.1072330 495s [77,] -8.3637576 0.14167751 1.267616 0.384528 -0.0728561 -0.4017300 495s [78,] 1.3022939 -1.47457541 -0.394623 -0.068014 -0.1502832 0.0757414 495s [79,] -0.1950676 -0.58254701 -0.824931 -0.088174 -0.2071634 -0.1896613 495s [80,] -3.4432989 1.73593273 0.777996 0.094211 0.2377017 -0.1520088 495s [81,] 1.2167258 0.77512068 0.085803 -0.214850 -0.2201173 0.0432435 495s [82,] 2.7778798 -1.80071342 0.583878 0.465898 0.0648352 0.2148470 495s [83,] 2.6218578 -0.39825539 -0.553372 -0.145721 -0.0977092 -0.2485337 495s [84,] 0.8946018 0.33790104 -1.974267 0.091828 0.0051986 -0.2606274 495s [85,] 0.7759316 -2.34860124 2.423325 -0.384149 -0.0167182 -0.0353374 495s [86,] 0.6266756 0.87099609 -1.407948 -0.237762 0.0361644 0.1675792 495s PC7 PC8 495s [1,] -0.1014312 1.5884e-03 495s [2,] -0.3831443 1.0212e-03 495s [3,] -0.7164683 1.2035e-03 495s [4,] 0.0892864 3.5409e-04 495s [5,] -0.0943992 1.0547e-03 495s [6,] 0.1184847 1.5031e-03 495s [7,] -0.2509793 1.6850e-05 495s [8,] -0.0136880 7.0308e-04 495s [9,] 0.2238736 -1.9164e-04 495s [10,] 0.0754413 1.3614e-04 495s [11,] 0.0784380 3.5175e-04 495s [12,] 0.2033489 -1.3174e-03 495s [13,] 0.2139525 -1.7101e-03 495s [14,] 0.1209735 -9.1070e-04 495s [15,] 0.2119647 -9.2843e-04 495s [16,] -0.3011483 -2.1474e-03 495s [17,] 0.0660858 -1.9036e-03 495s [18,] -0.5199396 -9.4385e-04 495s [19,] -0.1232622 -1.2649e-03 495s [20,] -0.3900208 -2.6927e-04 495s [21,] 0.0264834 7.6074e-05 495s [22,] -0.0736288 1.7240e-04 495s [23,] -0.2156005 -5.5661e-04 495s [24,] 0.1143327 -2.5248e-04 495s [25,] 0.0481580 -6.1531e-04 495s [26,] -0.0084802 -7.5928e-04 495s [27,] -0.2173883 -3.0971e-04 495s [28,] 0.3288873 -1.8975e-04 495s [29,] 0.0788974 -7.2436e-04 495s [30,] -0.0598663 -3.0463e-04 495s [31,] -0.1511658 -4.8751e-04 495s [32,] -0.0532375 -2.5207e-04 495s [33,] -0.0635290 -3.9270e-04 495s [34,] 0.1598240 1.3024e-04 495s [35,] -0.0355175 -8.5374e-05 495s [36,] -0.0174096 -6.3294e-04 495s [37,] -0.2883141 -5.2809e-04 495s [38,] 0.1426412 5.3331e-04 495s [39,] 0.0313308 4.2738e-04 495s [40,] -0.3536195 -3.4170e-04 495s [41,] -0.3925168 1.4588e-04 495s [42,] -0.0056267 -9.1925e-04 495s [43,] -0.4447402 -1.8415e-04 495s [44,] 0.9184385 -5.9685e-04 495s [45,] -0.0340987 7.2924e-04 495s [46,] -0.0162866 9.7800e-04 495s [47,] 0.2428769 -1.1208e-03 495s [48,] 0.3026758 -4.5769e-04 495s [49,] 0.0246345 -2.6207e-04 495s [50,] 0.0857698 7.6439e-05 495s [51,] 0.1136658 1.3013e-04 495s [52,] 0.3993357 6.2796e-04 495s [53,] -0.1765161 1.1329e-04 495s [54,] 0.0016144 2.5870e-04 495s [55,] 0.1064371 5.8188e-04 495s [56,] 0.0207478 -8.7595e-05 495s [57,] 0.1560065 6.3987e-05 495s [58,] 0.1684561 -5.0193e-05 495s [59,] 0.0778732 -8.5458e-04 495s [60,] 0.0037585 1.0429e-05 495s [61,] -0.0296083 3.1526e-05 495s [62,] 0.0913974 -2.2794e-04 495s [63,] 0.0358917 -7.3721e-04 495s [64,] 0.0358917 -7.3721e-04 495s [65,] 0.1209159 2.9398e-04 495s [66,] -0.0027574 2.9380e-04 495s [67,] -0.0091059 -2.7494e-04 495s [68,] 0.0555970 -3.3016e-04 495s [69,] -0.0149255 -3.1228e-04 495s [70,] 0.9282997 4.7859e-05 495s [71,] 0.2630142 4.2617e-04 495s [72,] 0.1063248 -3.0070e-04 495s [73,] -0.1462452 4.9607e-04 495s [74,] 0.2027591 2.6399e-03 495s [75,] 0.6934350 6.0284e-04 495s [76,] -0.0430524 8.1271e-04 495s [77,] 0.0789302 1.4655e-03 495s [78,] -0.0318359 5.2799e-04 495s [79,] -0.1269568 2.9497e-04 495s [80,] 0.2903958 7.8932e-04 495s [81,] 0.0979443 -3.1531e-04 495s [82,] -0.0548155 4.2140e-04 495s [83,] -0.0371550 -5.6653e-04 495s [84,] -0.0835149 -7.0682e-04 495s [85,] 0.1864954 1.0604e-03 495s [86,] 0.1074252 -7.4859e-04 495s ------------- 495s Call: 495s PcaLocantore(x = x) 495s 495s Standard deviations: 495s [1] 1.08405293 0.65307452 0.28970076 0.11162824 0.09072195 0.06659711 0.05888048 495s [8] 0.00022877 495s ---------------------------------------------------------- 495s bushfire 38 5 5 1.464779 0.043290 495s Scores: 495s PC1 PC2 PC3 PC4 PC5 495s [1,] -69.9562 -13.0364 0.98678 1.054123 2.411188 495s [2,] -71.5209 -10.5459 0.31081 1.631208 1.663470 495s [3,] -63.9308 -7.4622 -2.43241 0.671038 0.465836 495s [4,] -47.0413 -9.6343 -3.83609 0.758349 0.683983 495s [5,] -15.9088 -20.1737 -5.55893 1.181744 -0.053563 495s [6,] 8.3484 -30.7646 -5.51541 1.877227 1.338037 495s [7,] -207.7458 -66.2492 34.48519 -5.894885 -1.051729 495s [8,] -246.4327 -97.0433 -9.57057 22.286225 -9.234869 495s [9,] -247.5984 -98.8613 -12.13406 23.948770 -9.250401 495s [10,] -245.8121 -79.2634 12.47990 13.046128 -5.125478 495s [11,] -246.8887 -62.5899 21.21764 9.111011 -5.080985 495s [12,] -251.1354 -9.2115 31.77448 0.236379 0.707528 495s [13,] -194.0239 27.1288 21.05023 0.940913 1.781359 495s [14,] 51.7182 8.5038 -11.22109 -2.132458 1.984807 495s [15,] 180.5597 -4.8151 -21.36630 -9.390663 -0.817036 495s [16,] 135.7246 -5.0756 -11.33517 -10.015567 -1.670831 495s [17,] 133.0151 -4.0344 -8.95540 -7.702087 -0.923277 495s [18,] 121.2619 -9.0627 -5.96042 -7.210971 -2.092872 495s [19,] 124.9038 -10.6649 -7.22555 -5.349553 -1.771009 495s [20,] 135.5410 -6.8146 -7.52834 -5.562769 -0.396924 495s [21,] 117.1950 -3.5643 -4.67473 -6.862117 -0.234551 495s [22,] 108.9944 -2.3344 -5.90349 -5.928299 1.455538 495s [23,] -21.4031 8.0668 6.19525 -4.784890 0.671394 495s [24,] -76.3499 16.7804 6.52545 -1.391250 1.219282 495s [25,] -12.5732 6.1109 -1.45259 -3.512072 -0.375837 495s [26,] -19.1800 3.4685 -2.02243 -3.490028 -0.169127 495s [27,] -33.6733 12.0757 -3.53322 0.048666 0.067468 495s [28,] -9.3966 21.5055 -5.91671 2.650895 -0.449672 495s [29,] 1.4123 35.8559 -5.98222 5.982362 0.613667 495s [30,] -54.2683 39.6029 7.82694 6.759994 0.035048 495s [31,] 74.8866 34.9048 10.03986 12.592158 0.149308 495s [32,] 331.4144 9.3079 27.73391 17.334531 1.015536 495s [33,] 367.6915 -19.5135 48.52753 10.213314 -1.268047 495s [34,] 363.8686 -20.4079 49.32855 8.986581 -1.930673 495s [35,] 369.4371 -19.5074 49.66761 9.001542 -0.179566 495s [36,] 366.5850 -20.2555 50.30290 7.745330 -2.259131 495s [37,] 364.5463 -19.8198 53.00407 6.757796 -1.083372 495s [38,] 365.9709 -19.3753 53.80168 6.467284 -0.854384 495s ------------- 495s Call: 495s PcaLocantore(x = x) 495s 495s Standard deviations: 495s [1] 1.210280 0.208063 0.177790 0.062694 0.014423 495s ---------------------------------------------------------- 495s ========================================================== 495s > dodata(method="cov") 495s 495s Call: dodata(method = "cov") 495s Data Set n p k e1 e2 495s ========================================================== 495s heart 12 2 2 685.776266 13.127306 495s Scores: 495s PC1 PC2 495s 1 8.18562 1.17998 495s 2 65.41185 -2.80723 495s 3 1.86039 -1.70646 495s 4 -2.26910 2.44051 495s 5 20.19603 -1.47331 495s 6 -14.46264 7.05759 495s 7 6.91264 1.99823 495s 8 -28.95436 -3.81624 495s 9 -0.61523 -1.09711 495s 10 -27.62427 -3.33575 495s 11 -13.17788 0.37931 495s 12 49.94879 -1.62675 495s ------------- 495s Call: 495s PcaCov(x = x) 495s 495s Standard deviations: 495s [1] 26.1873 3.6232 495s ---------------------------------------------------------- 495s starsCYG 47 2 2 0.280150 0.007389 495s Scores: 495s PC1 PC2 495s 1 0.272263 -0.07964458 495s 2 0.804544 0.03382837 495s 3 -0.040587 -0.14464760 495s 4 0.804544 0.03382837 495s 5 0.222468 -0.14305159 495s 6 0.512941 -0.02420304 495s 7 -0.378928 -0.51924735 495s 8 0.341045 0.11236831 495s 9 0.592550 -0.23812462 495s 10 0.163442 -0.06357822 495s 11 0.638370 -1.02323643 495s 12 0.498667 -0.05242075 495s 13 0.476291 0.00142479 495s 14 -0.947664 -0.26343572 495s 15 -0.699020 -0.01711057 495s 16 -0.363464 0.06475681 495s 17 -1.024352 -0.02972862 495s 18 -0.759174 0.12317995 495s 19 -0.786925 -0.06478250 495s 20 0.796654 -1.04660568 495s 21 -0.580307 -0.03463751 495s 22 -0.738591 -0.01126825 495s 23 -0.521748 0.08812607 495s 24 -0.086135 0.09457052 495s 25 0.065975 -0.03907968 495s 26 -0.284322 0.05307219 495s 27 -0.303309 -0.07553370 495s 28 -0.052738 -0.02155274 495s 29 -0.580638 -0.10534741 495s 30 0.953478 -1.07986770 495s 31 -0.527590 0.04855502 495s 32 0.171408 0.12730538 495s 33 0.274054 0.00095808 495s 34 1.192364 -1.10502882 495s 35 -0.628641 -0.08815176 495s 36 0.694595 0.11071187 495s 37 0.167026 0.09762710 495s 38 0.274054 0.00095808 495s 39 0.246168 0.08594248 495s 40 0.617380 -0.06994769 495s 41 -0.329735 0.01934346 495s 42 0.115770 0.02432733 495s 43 0.400071 0.03289494 495s 44 0.392768 -0.01656886 495s 45 0.605229 0.05314718 495s 46 0.036628 0.03601196 495s 47 -0.442606 0.07644144 495s ------------- 495s Call: 495s PcaCov(x = x) 495s 495s Standard deviations: 495s [1] 0.529292 0.085957 495s ---------------------------------------------------------- 495s phosphor 18 2 2 288.018150 22.020514 495s Scores: 495s PC1 PC2 495s 1 2.7987 -19.015683 495s 2 -20.4311 -0.032022 495s 3 -21.8198 4.589809 495s 4 -11.7869 -6.837833 495s 5 -16.9357 2.664785 495s 6 12.9132 -25.602526 495s 7 1.5249 -6.351664 495s 8 -8.0984 2.416616 495s 9 -8.6979 4.843680 495s 10 14.3903 -12.732868 495s 11 -2.9462 -0.760656 495s 12 11.7427 2.991004 495s 13 14.8400 0.459849 495s 14 9.2449 3.095095 495s 15 19.4860 -3.336883 495s 16 -9.4156 -7.096788 495s 17 23.3759 -1.737460 495s 18 19.9173 5.092467 495s ------------- 495s Call: 495s PcaCov(x = x) 495s 495s Standard deviations: 495s [1] 16.9711 4.6926 495s ---------------------------------------------------------- 495s stackloss 21 3 3 28.153060 8.925048 495s Scores: 495s PC1 PC2 PC3 495s [1,] 10.538448 13.596944 12.84989 495s [2,] 9.674846 14.098881 12.89733 495s [3,] 8.993255 9.221043 9.94062 495s [4,] 1.744427 3.649104 0.17292 495s [5,] 0.980215 2.223126 1.34874 495s [6,] 1.362321 2.936115 0.76083 495s [7,] 6.926040 0.637480 -0.11170 495s [8,] 6.926040 0.637480 -0.11170 495s [9,] 0.046655 0.977727 -2.46930 495s [10,] -7.909092 0.926343 0.80232 495s [11,] -0.136672 -3.591094 0.37539 495s [12,] -1.382381 -3.802146 1.01074 495s [13,] -6.181887 -0.077532 0.70744 495s [14,] 3.699843 -4.885854 -0.40226 495s [15,] -2.768005 -7.507870 -6.08487 495s [16,] -5.358811 -6.002058 -5.94256 495s [17,] -17.067135 1.738055 -5.86637 495s [18,] -11.021920 -1.775507 -6.19842 495s [19,] -9.776212 -1.564455 -6.83377 495s [20,] -6.075508 0.369252 -2.08345 495s [21,] 6.301743 2.706174 8.79509 495s ------------- 495s Call: 495s PcaCov(x = x) 495s 495s Standard deviations: 495s [1] 5.3059 2.9875 1.3020 495s ---------------------------------------------------------- 495s salinity 28 3 3 11.801732 3.961826 495s Scores: 495s PC1 PC2 PC3 495s 1 -1.59888 1.582157 0.135248 495s 2 -2.26975 2.429177 1.107832 495s 3 -6.79543 -2.034636 0.853876 495s 4 -6.36795 -0.602960 -0.267268 495s 5 -6.42044 -1.520259 5.022962 495s 6 -5.13821 1.225470 0.016977 495s 7 -3.24014 1.998671 -0.123418 495s 8 -0.93998 2.789889 -0.515656 495s 9 -0.30856 -2.424345 -1.422752 495s 10 2.20362 -2.800513 1.142127 495s 11 1.38120 -2.076832 2.515630 495s 12 0.44997 0.207439 -0.152835 495s 13 1.21669 1.193701 -0.277116 495s 14 3.31664 1.306627 1.213342 495s 15 2.08484 -3.774814 0.905400 495s 16 -3.64862 -4.677257 9.046484 495s 17 -0.46124 -1.411762 1.706719 495s 18 -2.13038 0.890401 -0.633349 495s 19 -0.23610 -2.262304 -1.885048 495s 20 1.70337 -1.970773 -0.781880 495s 21 2.67273 1.038742 -0.610945 495s 22 4.24561 1.547290 0.108927 495s 23 2.99619 -4.785343 3.094945 495s 24 1.64474 -3.564562 3.432429 495s 25 1.11703 -1.158030 0.237700 495s 26 2.30707 0.069668 -0.735809 495s 27 3.59356 0.860498 -0.611380 495s 28 4.57550 1.300407 0.589307 495s ------------- 495s Call: 495s PcaCov(x = x) 495s 495s Standard deviations: 495s [1] 3.43536 1.99043 0.94546 495s ---------------------------------------------------------- 495s hbk 75 3 3 1.436470 1.181766 495s Scores: 495s PC1 PC2 PC3 495s 1 31.105415 -4.714217 10.4566165 495s 2 31.707650 -5.748724 10.7682402 495s 3 33.366131 -4.625897 12.1570167 495s 4 34.173377 -6.069657 12.4466895 495s 5 33.780418 -5.508823 11.9872893 495s 6 32.493478 -4.684595 10.5679819 495s 7 32.592637 -5.235522 10.3765493 495s 8 31.293363 -4.865797 10.9379676 495s 9 33.160964 -5.714260 12.3098920 495s 10 31.919786 -5.384537 12.3374332 495s 11 38.231962 -6.810641 13.5994385 495s 12 39.290479 -5.393906 15.2942554 495s 13 39.418445 -7.326461 11.5194898 495s 14 43.906584 -13.214819 8.3282743 495s 15 1.906326 0.716061 -0.8635112 495s 16 0.263255 0.926016 -1.9009292 495s 17 -1.776489 -1.072332 -0.5496140 495s 18 0.464648 0.702441 0.0482897 495s 19 0.267826 -1.283779 -0.2925812 495s 20 2.122108 0.165970 -0.8924686 495s 21 0.937217 0.548532 -0.4132196 495s 22 0.423273 -1.781869 -0.0323061 495s 23 0.047532 0.018909 -1.1259327 495s 24 -0.490041 -0.520202 -1.1065753 495s 25 -2.143049 0.720869 -0.0495474 495s 26 1.094748 -1.459175 0.2226246 495s 27 2.070705 0.898573 0.0023229 495s 28 -0.294998 0.830258 0.5929001 495s 29 -1.242995 0.300216 -0.2010507 495s 30 0.147958 0.439099 2.0003038 495s 31 0.170818 1.440946 -0.9755627 495s 32 -0.958531 -1.199730 -1.0129867 495s 33 0.697307 -0.874343 -0.7260649 495s 34 -2.278946 0.261106 0.4196544 495s 35 1.962829 0.809318 0.2033113 495s 36 0.626631 -0.600666 0.8004036 495s 37 0.550885 -1.881448 0.7382776 495s 38 -1.249717 0.336214 -0.9349845 495s 39 -1.106696 1.569418 0.1869576 495s 40 -0.684034 -0.939963 -0.1034965 495s 41 1.559314 1.551408 0.3660323 495s 42 -0.538741 -0.447358 1.6361099 495s 43 -0.252685 -2.080564 -0.7765259 495s 44 0.217012 1.027281 1.7015154 495s 45 -1.497600 1.349234 -0.2698932 495s 46 0.100388 1.026443 1.5390401 495s 47 -0.811117 2.195271 -0.5208141 495s 48 1.462210 1.321318 0.5600144 495s 49 1.383976 0.740714 -0.7348906 495s 50 1.636773 -0.215464 0.3195369 495s 51 -0.530918 0.759743 -1.2069247 495s 52 -0.109566 2.107455 -0.5315473 495s 53 -0.564334 -0.060847 2.3910630 495s 54 -0.272234 -1.122711 -1.5060028 495s 55 -0.608660 -1.197219 -0.5255609 495s 56 0.565430 -0.710345 -1.3708230 495s 57 -1.115629 0.888816 -0.4186014 495s 58 1.351288 -0.374815 -1.1980618 495s 59 0.998016 -0.151228 0.9007970 495s 60 0.124017 -0.764846 1.9005963 495s 61 1.189858 -1.905264 0.7721322 495s 62 -2.190589 0.579614 -0.1377914 495s 63 -0.518278 -0.931130 -1.4534768 495s 64 2.124566 0.194391 -0.0327092 495s 65 0.154218 1.050861 1.1309885 495s 66 -1.197852 -1.044147 -0.2265269 495s 67 -0.114174 -0.094763 -0.5168926 495s 68 -2.201115 0.032271 0.8573493 495s 69 -1.307843 1.104815 -0.7741270 495s 70 0.691449 -0.676665 1.0004603 495s 71 1.150975 0.050861 -0.0717068 495s 72 -0.457293 -0.861871 0.1026350 495s 73 -0.392258 -0.897451 0.9178065 495s 74 -0.584658 -1.450471 0.3201857 495s 75 -0.972517 -0.063777 1.8223995 495s ------------- 495s Call: 495s PcaCov(x = x) 495s 495s Standard deviations: 495s [1] 1.1985 1.0871 1.0086 495s ---------------------------------------------------------- 495s milk 86 8 8 5.758630 2.224809 495s Scores: 495s PC1 PC2 PC3 PC4 PC5 PC6 495s 1 5.7090867 1.388263 0.0055924 0.3510505 -0.7335114 -1.41950731 495s 2 6.5825186 0.480410 -1.1356236 -0.3250838 -0.7343177 -1.71595400 495s 3 0.7433619 -1.749281 0.2510521 0.3450575 0.2996413 -0.34585702 495s 4 5.5733255 -1.588521 0.8934908 -0.3412408 0.0087626 0.07235942 495s 5 -1.3030839 0.142394 0.8487785 -0.5847851 0.0588053 -0.08968553 495s 6 1.7708705 0.674240 -0.4153759 -0.1915734 0.1382138 0.12454293 495s 7 2.3570866 0.381017 -0.8771357 -0.3739365 0.2918453 0.13437364 495s 8 2.5700714 0.695006 0.0061108 -0.4323695 0.1643797 -0.00469369 495s 9 -1.1725766 -2.713291 1.0677483 -0.0647875 0.1183120 -0.10762785 495s 10 -3.1357225 -1.255175 0.0666017 0.5083690 -0.1096080 -0.00647493 495s 11 -9.5333894 -1.608943 2.7307809 0.1690156 -0.1682415 -0.06597478 495s 12 -13.6028505 0.941083 2.0136258 -0.1076520 -0.0475905 -0.15295614 495s 13 -10.9497471 0.048776 -0.8765307 0.1518572 0.1428294 -0.00064406 495s 14 -12.6558378 -0.219444 1.1396273 -0.3734679 0.2875578 -0.23870524 495s 15 -10.6924790 -1.818075 3.4560731 -0.1177943 0.1101199 -0.19708172 495s 16 -3.0258070 -0.203186 1.2835368 0.5799363 0.3237454 0.23168871 495s 17 -0.7498665 -2.977505 1.6310512 0.6305329 0.3994006 0.06594881 495s 18 -2.5093526 0.924459 0.0899818 -0.4026675 0.2963072 0.11324019 495s 19 -1.9689970 -1.051282 1.4659908 0.3870104 -0.0708083 -0.02148354 495s 20 0.2695886 -1.646440 0.7597630 0.1750131 -0.3418142 0.21515143 495s 21 -3.3470252 1.989939 0.2887021 -0.3599779 0.0771965 0.16867095 495s 22 -1.4659204 0.777242 0.4090149 -0.1248050 0.1916768 -0.23160291 495s 23 -0.4944476 1.634130 0.8915509 0.1222296 -0.1231015 -0.08351169 495s 24 -0.8945477 1.239223 1.1117165 0.6018455 0.0912200 -0.01204668 495s 25 -4.1499992 1.860190 1.6062973 -0.2139736 -0.1140169 0.16632426 495s 26 -1.2647012 1.188058 1.1893430 -0.2740862 -0.0971504 -0.09851714 495s 27 -3.4280131 -0.267150 1.1969552 0.0354366 0.8482718 -0.18977667 495s 28 1.6896630 3.793723 0.7706325 0.1007287 0.0317704 -0.11269816 495s 29 3.9258127 1.691428 0.1850999 0.4485202 -0.2969916 0.16594044 495s 30 0.3178322 1.577233 0.4455231 -0.1687197 -0.1587136 -0.00823174 495s 31 0.9562350 2.258138 -1.4672169 0.2675668 0.1910110 0.03177387 495s 32 0.6738452 0.470764 -1.3496896 0.3524049 0.2008218 -0.36957179 495s 33 1.5980690 0.413899 0.1999664 0.4232293 0.0768479 -0.04627841 495s 34 0.4365091 -0.626490 0.4718364 0.3392252 0.2554060 -0.19018602 495s 35 -1.1184804 2.124234 0.2650931 0.4791171 0.2927791 -0.01579964 495s 36 3.6673986 1.659798 0.6138972 -0.1092158 -0.2705583 -0.16494176 495s 37 0.0867143 2.541765 -0.4572593 0.0024263 0.2163300 -0.20116352 495s 38 1.4191839 2.315690 0.1365887 0.1028375 0.1595780 -0.02049460 495s 39 -1.8062960 0.845438 1.1469588 0.5022406 0.1603011 -0.08751261 495s 40 3.4380914 -1.358545 0.1956896 0.6314649 0.0716078 -0.21591535 495s 41 3.4608782 1.828575 0.2012565 0.1064437 -0.7454169 -1.64629924 495s 42 6.4162310 -0.402642 0.8070441 0.5146855 0.0331594 0.04373032 495s 43 2.5906567 0.897993 -1.2612252 -0.2620162 -0.1432569 -0.10279385 495s 44 5.0299750 0.203721 0.0439110 0.8775684 -0.9536011 0.15153452 495s 45 -0.3555392 0.454930 0.1173992 0.4688991 0.1137820 0.18752442 495s 46 -0.4155426 1.892410 0.8649578 0.1827426 -0.0186113 -0.04029205 495s 47 1.9328817 0.121936 -3.9578157 -0.1135807 0.2971001 0.18733657 495s 48 -0.3947656 1.028405 -1.0370498 0.4467257 -0.1445498 0.16878692 495s 49 -2.8829860 0.279064 -1.4443310 0.5889970 -0.1883118 0.16947945 495s 50 3.2797246 -2.443968 0.4100655 0.4278962 -0.4414712 0.08598366 495s 51 -1.9272930 -0.622137 -1.5136862 -0.0483369 -0.0272502 0.16006066 495s 52 -5.7161590 -0.298434 -0.5216578 0.1385780 -0.2435931 0.10628617 495s 53 -1.1933277 -0.125878 -0.7556261 -0.3129372 -0.3166453 0.03078643 495s 54 -0.5994394 -0.031069 -0.1296378 0.0061490 -0.1869578 0.09839221 495s 55 0.4104586 0.733465 -0.2088065 -0.3645266 -0.1830137 0.04705775 495s 56 -0.2227671 -0.724741 0.1007592 -0.0838897 -0.1939960 -0.04223579 495s 57 -1.5706297 -0.292436 1.0849660 -0.2559591 -0.0917278 -0.27423151 495s 58 -0.4102168 1.263831 0.9082556 -0.4592777 -0.0676902 0.11089798 495s 59 -1.9640736 -1.340173 -0.3652736 -0.1267573 0.0775692 -0.07977644 495s 60 -1.7490968 -0.941370 -0.0849901 -0.3453455 0.2858594 0.06413468 495s 61 -0.1583416 -1.699326 0.2385988 -0.2231496 -0.0513883 -0.12227279 495s 62 2.2124878 -1.942366 0.0743514 0.2627321 -0.2844018 -0.15848039 495s 63 2.4578489 0.226019 0.1148050 -0.2715718 0.2322085 0.22346659 495s 64 2.4578489 0.226019 0.1148050 -0.2715718 0.2322085 0.22346659 495s 65 -0.3779208 -2.987354 0.6819006 0.1942611 0.0529259 0.01315140 495s 66 -2.6385498 -1.331204 -0.0367809 -0.2327572 0.1845076 -0.08521680 495s 67 0.0526645 -1.301299 0.0912198 0.1634869 -0.0068236 0.24131589 495s 68 -1.1013065 -2.004809 -1.9168056 0.0260663 -0.2029903 -0.12625268 495s 69 -0.9495853 -0.831697 0.0389476 -0.2123483 -0.0202267 0.38463410 495s 70 2.6935893 5.369312 0.6987368 -4.5754846 -9.6833013 -2.32910628 495s 71 -2.4037611 -1.983509 0.3109848 -0.1015686 -0.0071432 0.06410351 495s 72 2.0795505 -0.392730 -0.4534128 -0.4054224 -0.0312781 0.25408988 495s 73 -2.0038405 -2.874605 -0.6269939 0.2408421 0.5184666 0.11140104 495s 74 -11.2683996 -0.361851 3.9219448 0.4045689 -0.2203308 0.05930132 495s 75 -0.1028287 -2.295813 -0.7769187 0.3071821 0.4537196 0.00522380 495s 76 -1.8466137 -0.425825 -1.1261209 -0.1760585 0.0165729 -0.10698465 495s 77 -8.4124493 -1.174820 2.2700712 0.4213953 0.3446597 -0.20636892 495s 78 1.1103236 -1.299480 -0.5787732 -0.1455945 0.0732148 -0.01806218 495s 79 -0.5451834 -0.620170 -0.7830595 -0.1746479 0.0723052 -0.26017118 495s 80 -3.8647223 1.126328 1.3299567 0.2645241 -0.1881443 0.00485531 495s 81 0.7690939 0.887363 0.0513096 -0.2730980 0.0076447 -0.07590882 495s 82 2.7287618 -1.435327 0.1602865 0.4465859 0.2129425 0.16104418 495s 83 2.2241485 -0.042822 -0.8316486 -0.1230697 -0.1193057 -0.35207561 495s 84 0.2452905 0.491732 -2.0050683 0.0286567 -0.1159415 -0.24887542 495s 85 1.0655845 -2.360746 2.2456131 -0.1479972 -0.1186670 -0.14020891 495s 86 -0.0091659 0.952208 -1.3429189 -0.2944676 -0.2433277 0.15354490 495s PC7 PC8 495s 1 -0.09778744 2.3157e-03 495s 2 0.05189698 1.8077e-03 495s 3 0.70506895 1.2838e-03 495s 4 -0.08541140 3.2781e-04 495s 5 0.11768945 8.3496e-04 495s 6 -0.17886391 1.5222e-03 495s 7 0.14143613 1.3261e-04 495s 8 -0.07724578 7.1241e-04 495s 9 -0.12298048 -7.0110e-04 495s 10 0.07569878 2.3093e-05 495s 11 0.29299858 -3.4542e-04 495s 12 0.07764899 -2.1390e-03 495s 13 -0.08945524 -2.2633e-03 495s 14 0.03597787 -1.8891e-03 495s 15 0.11780498 -2.0279e-03 495s 16 0.46501534 -2.3266e-03 495s 17 0.08603290 -2.4073e-03 495s 18 0.52605757 -9.8822e-04 495s 19 0.31007227 -1.3919e-03 495s 20 0.61582059 -2.3549e-05 495s 21 0.01199350 -6.1649e-05 495s 22 0.03654587 1.3302e-05 495s 23 0.27549986 -3.6759e-04 495s 24 -0.04155354 -2.9882e-04 495s 25 0.11473708 -7.9629e-04 495s 26 0.06673183 -8.3728e-04 495s 27 0.16937729 -9.5775e-04 495s 28 -0.41753592 -7.5544e-05 495s 29 -0.03693100 -2.2481e-04 495s 30 0.08461537 -1.3611e-04 495s 31 0.02476253 -1.4319e-04 495s 32 -0.09756048 -1.2234e-04 495s 33 0.06442434 -2.4915e-04 495s 34 -0.17828409 -9.5882e-05 495s 35 0.00881239 -7.1427e-05 495s 36 -0.01041003 -2.8489e-04 495s 37 0.15994729 -3.1472e-04 495s 38 -0.22386895 6.1384e-04 495s 39 0.03666242 2.8506e-04 495s 40 0.35883231 -8.3062e-05 495s 41 0.18521851 8.5509e-04 495s 42 0.00733985 -6.4477e-04 495s 43 0.35466617 3.2923e-04 495s 44 -0.74952524 -7.6869e-05 495s 45 0.09907237 7.9128e-04 495s 46 0.05119980 1.0606e-03 495s 47 -0.48571583 -9.3780e-04 495s 48 -0.27463442 -2.7037e-04 495s 49 0.06787536 -3.0554e-05 495s 50 0.08499400 3.1181e-04 495s 51 -0.09197457 1.1213e-04 495s 52 -0.24513244 3.9100e-04 495s 53 0.24012780 3.2068e-04 495s 54 0.07999888 3.5689e-04 495s 55 -0.09825475 6.6675e-04 495s 56 0.05133674 -7.2984e-05 495s 57 -0.10302363 -2.0693e-04 495s 58 -0.12323360 -1.6620e-04 495s 59 -0.05119989 -1.1016e-03 495s 60 0.00082131 -3.2951e-04 495s 61 0.08128272 -1.1550e-04 495s 62 -0.01789040 -1.1579e-04 495s 63 -0.07188070 -7.8367e-04 495s 64 -0.07188070 -7.8367e-04 495s 65 0.00917085 -2.6800e-05 495s 66 0.03121573 -5.3492e-05 495s 67 0.12202335 -3.0466e-04 495s 68 -0.04764366 -2.6126e-04 495s 69 0.13828337 -3.9331e-04 495s 70 0.10401069 4.2870e-03 495s 71 -0.14369640 3.7669e-05 495s 72 -0.10334451 -2.6456e-04 495s 73 0.17655402 1.0917e-04 495s 74 0.26779696 1.8685e-03 495s 75 -0.75016549 2.1079e-05 495s 76 0.01802016 7.7555e-04 495s 77 0.13081368 6.4286e-04 495s 78 0.01409131 4.9476e-04 495s 79 0.06643384 2.6590e-04 495s 80 -0.12624376 5.9801e-04 495s 81 -0.14074469 -3.2172e-04 495s 82 0.09228230 4.4064e-04 495s 83 -0.06352151 -3.6274e-04 495s 84 -0.02642452 -3.9742e-04 495s 85 -0.03502188 6.9814e-04 495s 86 -0.11749109 -5.1283e-04 495s ------------- 495s Call: 495s PcaCov(x = x) 495s 495s Standard deviations: 495s [1] 2.39971451 1.49157920 0.93184037 0.33183258 0.19628996 0.16485446 0.12784351 495s [8] 0.00052622 495s ---------------------------------------------------------- 495s bushfire 38 5 5 11393.979994 197.523453 495s Scores: 495s PC1 PC2 PC3 PC4 PC5 495s 1 -91.383 -16.17804 0.56195 -0.252428 1.261840 495s 2 -93.033 -13.93251 -0.67212 0.042287 0.470924 495s 3 -85.400 -10.72512 -3.09832 -1.224797 -0.504718 495s 4 -68.381 -12.12202 -3.31950 -0.676880 -0.228383 495s 5 -36.742 -21.04171 -1.98872 0.397655 -0.932613 495s 6 -12.095 -30.21719 0.59595 2.100702 0.384714 495s 7 -227.949 -71.40450 35.57308 -7.880296 -2.710415 495s 8 -262.815 -111.81228 -11.04574 2.397832 -13.646407 495s 9 -263.767 -114.13702 -13.71407 3.131736 -13.825200 495s 10 -264.312 -90.69643 9.72320 0.967173 -8.800150 495s 11 -266.681 -72.85993 16.55010 0.291092 -8.373583 495s 12 -274.050 -18.41395 20.74273 -2.464589 -1.505967 495s 13 -218.299 19.16040 7.69765 0.069012 0.054846 495s 14 29.646 10.52526 -7.50754 0.855493 1.966680 495s 15 159.575 3.86633 -6.95837 -2.753953 0.616068 495s 16 114.286 2.47164 0.62690 -3.146317 -0.501623 495s 17 111.289 3.45086 1.97182 -0.303064 -0.094416 495s 18 99.626 -1.80416 4.88197 -0.013096 -1.438397 495s 19 103.353 -3.50426 3.58993 1.578169 -1.317194 495s 20 113.769 0.84544 3.28254 2.204926 0.131167 495s 21 95.186 3.50703 4.97153 0.916181 0.351658 495s 22 86.996 4.00938 2.95209 1.281788 1.920404 495s 23 -44.232 8.50898 6.30689 -1.038871 0.400078 495s 24 -99.527 13.81377 1.75130 -0.260669 0.394804 495s 25 -34.855 5.99709 -0.57224 -1.660513 -0.620158 495s 26 -41.265 2.94659 -1.04825 -2.243950 -0.440017 495s 27 -56.148 10.14428 -5.41858 0.321752 -0.608412 495s 28 -32.366 20.27795 -8.60687 3.806572 -1.267249 495s 29 -22.438 34.73585 -11.19123 8.296154 -0.511610 495s 30 -79.035 37.05713 -1.51591 9.892959 -1.618635 495s 31 49.465 39.37414 5.95714 22.874813 -1.883481 495s 32 304.825 30.19205 37.68900 45.175923 -1.293939 495s 33 341.237 7.04985 65.43451 44.553009 -3.148116 495s 34 337.467 6.16879 66.48222 43.278480 -3.688631 495s 35 342.929 7.38548 66.91291 43.941556 -1.937887 495s 36 340.143 6.70203 67.85433 42.479161 -3.873639 495s 37 337.931 7.43184 70.50828 42.333220 -2.645830 495s 38 339.281 8.07267 71.34405 42.400459 -2.392774 495s ------------- 495s Call: 495s PcaCov(x = x) 495s 495s Standard deviations: 495s [1] 106.7426 14.0543 4.9184 1.8263 1.0193 495s ---------------------------------------------------------- 495s ========================================================== 495s > dodata(method="grid") 495s 495s Call: dodata(method = "grid") 495s Data Set n p k e1 e2 495s ========================================================== 495s heart 12 2 2 516.143549 23.932102 495s Scores: 495s PC1 PC2 495s [1,] 6.4694 3.8179 495s [2,] 61.7387 19.1814 495s [3,] 1.4722 -1.0161 495s [4,] -3.8056 1.5127 495s [5,] 18.6760 5.3303 495s [6,] -16.8411 1.7900 495s [7,] 4.9962 4.1638 495s [8,] -26.8665 -13.3010 495s [9,] -1.0648 -1.2690 495s [10,] -25.7734 -12.4037 495s [11,] -13.3987 -4.0751 495s [12,] 46.7700 15.1272 495s ------------- 495s Call: 495s PcaGrid(x = x) 495s 495s Standard deviations: 495s [1] 22.719 4.892 495s ---------------------------------------------------------- 495s starsCYG 47 2 2 0.473800 0.026486 495s Scores: 495s PC1 PC2 495s [1,] 0.181489 -0.0300854 495s [2,] 0.695337 0.1492475 495s [3,] -0.120738 -0.1338110 495s [4,] 0.695337 0.1492475 495s [5,] 0.140039 -0.0992368 495s [6,] 0.413314 0.0551030 495s [7,] -0.409428 -0.5478860 495s [8,] 0.225647 0.1690378 495s [9,] 0.519123 -0.1471454 495s [10,] 0.071513 -0.0277935 495s [11,] 0.663045 -0.9203119 495s [12,] 0.402691 0.0253179 495s [13,] 0.373739 0.0759321 495s [14,] -1.005756 -0.3654219 495s [15,] -0.789968 -0.0898580 495s [16,] -0.467328 0.0334465 495s [17,] -1.111148 -0.1431778 495s [18,] -0.867242 0.0417806 495s [19,] -0.871200 -0.1481782 495s [20,] 0.823011 -0.9236455 495s [21,] -0.669994 -0.0923582 495s [22,] -0.829959 -0.0890246 495s [23,] -0.627294 0.0367802 495s [24,] -0.195929 0.0978059 495s [25,] -0.028257 -0.0157122 495s [26,] -0.387346 0.0317797 495s [27,] -0.390054 -0.0981920 495s [28,] -0.148231 -0.0132120 495s [29,] -0.661454 -0.1625514 495s [30,] 0.982767 -0.9369769 495s [31,] -0.628127 -0.0032112 495s [32,] 0.055476 0.1625819 495s [33,] 0.173158 0.0501056 495s [34,] 1.222924 -0.9319795 495s [35,] -0.711235 -0.1515118 495s [36,] 0.576613 0.2117347 495s [37,] 0.054851 0.1325884 495s [38,] 0.173158 0.0501056 495s [39,] 0.134833 0.1309216 495s [40,] 0.522665 0.0228177 495s [41,] -0.428171 -0.0073782 495s [42,] 0.013192 0.0534392 495s [43,] 0.294173 0.0975945 495s [44,] 0.293132 0.0476054 495s [45,] 0.495172 0.1434167 495s [46,] -0.066790 0.0551060 495s [47,] -0.547311 0.0351134 495s ------------- 495s Call: 495s PcaGrid(x = x) 495s 495s Standard deviations: 495s [1] 0.68833 0.16275 495s ---------------------------------------------------------- 495s phosphor 18 2 2 392.155327 50.657228 495s Scores: 495s PC1 PC2 495s 1 5.6537 -15.2305 495s 2 -21.2150 -1.8862 495s 3 -23.5966 2.3112 495s 4 -11.2742 -6.6000 495s 5 -18.4067 1.5202 495s 6 16.9795 -19.4039 495s 7 1.5964 -3.1666 495s 8 -9.7354 3.2429 495s 9 -10.8594 5.4759 495s 10 15.5585 -6.5279 495s 11 -4.0058 1.2905 495s 12 9.4815 8.2139 495s 13 13.0640 6.4346 495s 14 7.0230 7.7600 495s 15 18.4378 3.7658 495s 16 -8.9047 -6.3253 495s 17 21.8748 6.1900 495s 18 16.9843 12.0801 495s ------------- 495s Call: 495s PcaGrid(x = x) 495s 495s Standard deviations: 495s [1] 19.8029 7.1174 495s ---------------------------------------------------------- 495s stackloss 21 3 3 109.445054 16.741203 495s Scores: 495s PC1 PC2 PC3 495s [1,] 15.136434 14.82909 -2.0387704 495s [2,] 14.393636 15.46816 -1.8391595 495s [3,] 12.351209 10.12290 -2.3458098 495s [4,] 2.510036 2.07589 1.8251581 495s [5,] 1.767140 1.78527 -0.0088651 495s [6,] 2.138588 1.93058 0.9081465 495s [7,] 6.966825 -1.75851 0.6274924 495s [8,] 6.966825 -1.75851 0.6274924 495s [9,] -0.089513 -1.09062 2.2894224 495s [10,] -7.146340 2.65628 -0.8983590 495s [11,] -0.461157 -3.09532 -2.6948576 495s [12,] -1.575403 -2.60157 -3.4122582 495s [13,] -5.660744 1.37815 -1.2975809 495s [14,] 2.881484 -5.50628 -2.5762898 495s [15,] -4.917360 -9.13772 0.0676942 495s [16,] -7.145755 -7.22052 0.6665270 495s [17,] -17.173481 1.87173 4.3780920 495s [18,] -11.973894 -2.60174 2.9808153 495s [19,] -10.859648 -3.09549 3.6982160 495s [20,] -6.031899 0.15817 1.2270803 495s [21,] 8.451640 4.98077 -5.4038839 495s ------------- 495s Call: 495s PcaGrid(x = x) 495s 495s Standard deviations: 495s [1] 10.4616 4.0916 2.8271 495s ---------------------------------------------------------- 495s salinity 28 3 3 14.911546 8.034974 495s Scores: 495s PC1 PC2 PC3 495s 1 -2.72400 0.79288 0.688038 495s 2 -3.45684 0.86162 1.941690 495s 3 -5.73471 -4.79507 0.129202 495s 4 -6.17045 -3.04372 -0.352797 495s 5 -4.72453 -5.59543 4.144851 495s 6 -5.75447 -1.07062 0.579975 495s 7 -4.40759 0.47731 0.680203 495s 8 -2.76360 2.30716 0.540271 495s 9 -0.28782 -1.40644 -2.373399 495s 10 2.64361 -1.43362 -0.266957 495s 11 1.91078 -1.66975 1.312215 495s 12 -0.40661 0.68573 -0.200135 495s 13 -0.14911 1.88993 0.044001 495s 14 1.99005 2.43874 1.373229 495s 15 2.88128 -2.21263 -0.863674 495s 16 -0.12935 -8.28831 6.483875 495s 17 -0.16895 -1.68742 0.905190 495s 18 -3.08054 0.23753 -0.269165 495s 19 -0.38685 -1.08501 -2.736860 495s 20 1.45520 -0.33209 -1.686406 495s 21 1.13834 2.53553 -0.381657 495s 22 2.48522 3.42927 0.417050 495s 23 4.56487 -3.36542 0.711908 495s 24 2.94072 -3.08490 1.556939 495s 25 0.82140 -0.26895 -0.406490 495s 26 1.17794 1.61119 -0.863764 495s 27 2.02965 2.80707 -0.489050 495s 28 2.98039 3.21462 0.747622 495s ------------- 495s Call: 495s PcaGrid(x = x) 495s 495s Standard deviations: 495s [1] 3.86155 2.83460 0.95394 495s ---------------------------------------------------------- 495s hbk 75 3 3 3.714805 3.187126 495s Scores: 495s PC1 PC2 PC3 495s 1 8.423138 24.765818 19.413334 495s 2 7.823138 25.295092 20.356662 495s 3 9.023138 27.411905 20.218454 495s 4 8.223138 28.010236 21.568269 495s 5 8.623138 27.442650 21.123471 495s 6 9.123138 25.601873 20.279943 495s 7 8.823138 25.463855 20.770811 495s 8 8.223138 25.264348 19.451646 495s 9 8.023138 27.373593 20.716984 495s 10 7.623138 26.752275 19.666288 495s 11 9.323138 31.108975 24.313778 495s 12 10.323138 33.179719 23.469966 495s 13 10.323138 29.958667 26.231274 495s 14 9.323138 29.345676 34.207755 495s 15 1.723138 -0.077538 0.754886 495s 16 1.423138 -1.818609 -0.080979 495s 17 -1.676862 -1.872341 -0.686878 495s 18 0.623138 -0.077633 -0.548955 495s 19 -0.876862 -0.576068 0.716574 495s 20 1.423138 -0.016144 1.261078 495s 21 0.923138 -0.223313 0.041619 495s 22 -1.276862 -0.299937 1.038679 495s 23 0.323138 -1.327742 0.057038 495s 24 -0.376862 -1.626860 0.034051 495s 25 -0.676862 -1.550331 -2.266849 495s 26 -0.776862 0.290637 1.184359 495s 27 1.623138 0.750760 0.417361 495s 28 0.123138 -0.016334 -1.346603 495s 29 -0.476862 -1.220468 -1.338846 495s 30 -0.476862 1.387213 -1.339036 495s 31 1.423138 -1.059368 -0.824991 495s 32 -1.176862 -1.833934 0.118433 495s 33 -0.176862 -0.691099 0.908323 495s 34 -1.276862 -1.251213 -2.243862 495s 35 1.423138 0.858128 0.325317 495s 36 -0.576862 0.574335 0.102918 495s 37 -1.576862 0.413330 0.892903 495s 38 -0.176862 -1.841691 -1.085702 495s 39 0.423138 -0.752683 -2.205550 495s 40 -1.176862 -0.905930 -0.211430 495s 41 1.723138 0.819721 -0.479993 495s 42 -1.376862 0.666284 -1.093554 495s 43 -1.576862 -1.304659 1.061761 495s 44 0.123138 1.203126 -1.553772 495s 45 0.223138 -1.358581 -2.151818 495s 46 0.123138 1.003714 -1.569097 495s 47 1.323138 -1.159169 -2.136494 495s 48 1.423138 0.919427 -0.472331 495s 49 1.423138 -0.246300 0.340737 495s 50 0.423138 0.727773 0.716479 495s 51 0.623138 -1.665267 -0.771259 495s 52 1.623138 -0.798657 -1.607314 495s 53 -1.376862 1.310494 -1.645816 495s 54 -0.576862 -1.879908 0.716669 495s 55 -1.176862 -1.235698 0.164407 495s 56 0.123138 -1.296997 0.962055 495s 57 0.123138 -1.304849 -1.545920 495s 58 0.723138 -0.714086 1.207441 495s 59 -0.076862 0.881115 0.026199 495s 60 -1.376862 1.226208 -0.549050 495s 61 -1.276862 0.781504 1.322377 495s 62 -0.776862 -1.657699 -2.174806 495s 63 -0.576862 -1.956627 0.409888 495s 64 1.123138 0.712448 0.915891 495s 65 0.323138 0.689271 -1.392672 495s 66 -1.476862 -1.289430 -0.441492 495s 67 -0.076862 -0.905930 -0.211430 495s 68 -1.576862 -0.852389 -2.213213 495s 69 0.323138 -1.696011 -1.676276 495s 70 -0.676862 0.773747 0.118243 495s 71 0.523138 0.152524 0.371386 495s 72 -1.076862 -0.606812 -0.188443 495s 73 -1.376862 0.114117 -0.433924 495s 74 -1.676862 -0.522431 0.018632 495s 75 -1.376862 0.612552 -1.699453 495s ------------- 495s Call: 495s PcaGrid(x = x) 495s 495s Standard deviations: 495s [1] 1.9274 1.7853 1.6714 495s ---------------------------------------------------------- 495s milk 86 8 8 9.206694 2.910585 495s Scores: 495s PC1 PC2 PC3 PC4 PC5 PC6 495s [1,] 6.090978 0.590424 1.1644466 -0.3835606 1.0342867 -0.4752288 495s [2,] 6.903009 -0.575027 0.8613622 -1.1221795 0.7221616 -1.3097951 495s [3,] 0.622903 -1.594239 1.2122863 -0.0555128 0.3252629 -0.2799581 495s [4,] 5.282665 -1.815742 2.2543268 0.9824543 -0.5345577 -0.7331037 495s [5,] -1.039753 0.663906 0.3353811 0.3070599 -0.3224317 -0.4056666 495s [6,] 2.247786 0.218255 -0.3382923 0.1270005 -0.0271307 -0.2035021 495s [7,] 2.784293 -0.291678 -0.4897587 0.0198481 0.0752345 -0.5986846 495s [8,] 2.942266 0.315608 0.1603961 0.3568462 -0.0647311 -0.5316127 495s [9,] -1.420086 -1.751212 1.7027572 0.0708340 -0.9226517 0.0738411 495s [10,] -2.921113 -0.727554 0.0113966 -0.3915037 -0.0772913 0.6062573 495s [11,] -9.568075 0.792291 1.0217507 0.2554182 -0.6254883 0.8899897 495s [12,] -12.885166 3.423607 -1.2579351 -0.4300397 -0.4094558 1.1727128 495s [13,] -10.038470 1.274931 -2.6913262 -1.6219658 -0.3284974 1.1228303 495s [14,] -12.044003 2.096254 -1.2859668 -0.9602250 -0.7937418 0.8264019 495s [15,] -10.798341 1.159257 1.4870766 0.3248231 -1.0787537 0.8723637 495s [16,] -2.841629 0.500846 0.4771762 0.5975365 0.3197882 0.5804087 495s [17,] -1.150691 -1.978038 2.3229313 0.5275273 -0.5339514 0.5421631 495s [18,] -1.992369 1.131288 -0.8385615 0.1156462 0.2253010 -0.3393814 495s [19,] -1.999699 -0.252876 1.2229972 0.5081648 0.0082612 0.3373454 495s [20,] 0.091385 -1.439422 1.1836134 0.6297789 0.0961407 -0.2126653 495s [21,] -2.571346 2.280701 -1.2845660 0.1463583 0.0949331 0.0902039 495s [22,] -0.990078 1.087033 -0.1638640 -0.0351472 0.0743205 -0.0040605 495s [23,] -0.010631 1.704171 0.0038808 0.5765418 0.6086460 0.0329995 495s [24,] -0.440350 1.500798 0.2769870 0.5556999 0.4751445 0.6516120 495s [25,] -3.578249 2.672783 -0.3534268 0.7398104 0.1108289 0.2704730 495s [26,] -0.854914 1.626684 0.2301131 0.5530224 0.0662862 -0.0999969 495s [27,] -3.175381 0.762609 0.5101987 0.0849002 -0.2137237 0.2729808 495s [28,] 2.599844 3.370137 -0.5174736 0.7409946 0.6853156 0.2430943 495s [29,] 4.395534 0.823611 0.1610152 0.8184845 0.7665555 0.0779724 495s [30,] 0.843794 1.438263 -0.2366601 0.4600650 0.3424806 -0.1768083 495s [31,] 1.890815 1.266935 -1.8218143 -0.3909337 0.8390127 0.1026821 495s [32,] 1.300145 -0.085976 -0.8965312 -0.8855787 0.4156780 0.1478055 495s [33,] 1.923087 0.137638 0.3487435 0.2958367 0.4245932 0.1566678 495s [34,] 0.615762 -0.390711 0.8107376 0.0295536 -0.1169590 0.2940241 495s [35,] -0.372946 2.037079 -0.7663299 0.1907237 0.6959350 0.5366205 495s [36,] 4.068134 1.129044 0.5492962 0.7640964 0.4799859 -0.4080205 495s [37,] 0.937617 2.048258 -1.2326566 -0.0942856 0.7885267 -0.1004018 495s [38,] 2.141223 1.877022 -0.5178216 0.3750868 0.4767003 0.1240656 495s [39,] -1.403505 1.327163 0.3165610 0.3989824 0.3505825 0.5915956 495s [40,] 3.337528 -1.689495 1.4737175 0.2584843 0.4308444 -0.0810597 495s [41,] 3.938506 1.384908 0.8103687 -0.5875595 1.1616535 -0.6492603 495s [42,] 6.327471 -1.061362 1.9861187 1.1016484 0.3512405 -0.1540592 495s [43,] 3.120160 -0.064108 -0.8370717 -0.2229341 0.5623447 -0.7152184 495s [44,] 5.290520 -0.669008 0.8597130 0.5518503 0.2470856 0.6454703 495s [45,] 0.058291 0.356399 -0.1896007 0.2427518 0.3705541 0.3975085 495s [46,] 0.150881 1.942057 -0.1140726 0.5656469 0.5227623 0.2151825 495s [47,] 2.870881 -1.446283 -2.8450062 -1.7292144 -0.0888429 -0.1347003 495s [48,] 0.335593 0.500884 -1.3154520 -0.3874864 0.3449038 0.5387692 495s [49,] -2.179494 -0.021237 -1.7792344 -0.8445930 0.4435338 0.6547961 495s [50,] 2.968304 -2.588546 1.8552104 0.4590101 -0.1755089 -0.0550378 495s [51,] -1.399208 -0.820296 -1.3660014 -0.8890243 -0.2344105 0.1236943 495s [52,] -5.112989 0.318983 -1.3852993 -0.8461529 -0.3467685 0.7349666 495s [53,] -0.773103 -0.267333 -0.8154896 -0.3783062 0.0113880 -0.3304648 495s [54,] -0.244565 -0.066211 -0.2541557 0.0043037 0.0390890 0.0074067 495s [55,] 0.894921 0.516411 -0.4443369 0.0708354 -0.0637890 -0.2799646 495s [56,] -0.038706 -0.588256 0.3166588 -0.0196663 -0.1793472 -0.1179341 495s [57,] -1.377469 0.428939 0.7502430 0.1458375 -0.3818977 -0.0380258 495s [58,] 0.042787 1.488605 0.0252606 0.6377516 -0.1524172 -0.1898723 495s [59,] -1.734357 -0.966494 -0.1026850 -0.5656888 -0.4831402 0.0308069 495s [60,] -1.501991 -0.544918 -0.0837127 -0.2362486 -0.5382026 -0.1351338 495s [61,] -0.175102 -1.339436 0.8403933 -0.0907428 -0.4846145 -0.2795153 495s [62,] 2.100915 -2.004702 1.3031556 -0.0041957 -0.2067776 -0.0793613 495s [63,] 2.735432 -0.102018 0.3215454 0.5331904 -0.1499209 -0.3536272 495s [64,] 2.735432 -0.102018 0.3215454 0.5331904 -0.1499209 -0.3536272 495s [65,] -0.665219 -2.325594 1.6287363 0.0607163 -0.6996720 0.1353325 495s [66,] -2.439244 -0.737375 0.0187770 -0.4561269 -0.5425315 -0.0208332 495s [67,] 0.121564 -1.214385 0.4877707 0.1809998 -0.1943262 0.0662506 495s [68,] -0.804267 -2.238327 -0.8547917 -1.3449926 -0.3577254 -0.0293779 495s [69,] -0.761319 -0.676391 -0.0245494 0.2262894 -0.3396872 -0.1166505 495s [70,] 3.385399 4.360467 -0.7946150 -0.0417895 0.4474362 -4.6626174 495s [71,] -2.364955 -1.257673 0.5226907 -0.2346145 -0.7838777 0.1815821 495s [72,] 2.334511 -0.794530 0.0175620 0.1848925 -0.3437761 -0.4522442 495s [73,] -2.023440 -2.449907 0.2525041 -0.6657474 -0.5509480 0.2118442 495s [74,] -11.180192 2.456516 1.1036540 0.8711496 -0.3833194 1.3548314 495s [75,] 0.058297 -2.094811 0.3075211 -0.8052760 -0.9527729 0.5850255 495s [76,] -1.355742 -0.464355 -1.0183333 -0.8525619 -0.1577144 -0.0767323 495s [77,] -8.296881 0.945092 0.8088967 -0.0071463 -0.4527530 1.0614233 495s [78,] 1.251696 -1.460466 0.2511701 -0.2717606 -0.3158308 -0.2964813 495s [79,] -0.192380 -0.662365 -0.3671703 -0.6722658 -0.1243452 -0.2388225 495s [80,] -3.355201 1.915096 -0.1086672 0.3560062 0.0956865 0.6974817 495s [81,] 1.245305 0.736787 -0.1662155 0.1309822 -0.0122872 -0.2182528 495s [82,] 2.679561 -1.666401 1.1576691 0.3960280 -0.0059146 0.0584136 495s [83,] 2.596651 -0.556654 -0.0807307 -0.4468501 0.0964927 -0.3922894 495s [84,] 0.959377 -0.272038 -1.5879803 -1.1153057 0.3412508 -0.1281556 495s [85,] 0.602737 -1.384591 2.8844745 0.9479144 -0.7946454 -0.2014038 495s [86,] 0.698125 0.335743 -1.5248055 -0.4443037 0.0768256 -0.1999790 495s PC7 PC8 495s [1,] 0.9281777 -0.05158594 495s [2,] 0.8397946 -0.04276628 495s [3,] -0.5189230 0.04913688 495s [4,] -0.0178377 0.01578074 495s [5,] -0.0129237 0.01056305 495s [6,] -0.0764270 0.01469518 495s [7,] -0.3059779 0.04237267 495s [8,] -0.0684673 0.02289928 495s [9,] -0.2549733 -0.00832119 495s [10,] -0.0578118 -0.01894694 495s [11,] 0.0415545 -0.03474479 495s [12,] 0.0869267 -0.04485633 495s [13,] -0.2843977 -0.03100709 495s [14,] -0.3375083 -0.02155574 495s [15,] -0.1718828 -0.02996980 495s [16,] -0.4176728 0.03232381 495s [17,] -0.5923252 0.01765700 495s [18,] -0.3190679 0.04476532 495s [19,] -0.0279426 -0.00236626 495s [20,] 0.1299811 0.00586022 495s [21,] 0.0474059 0.00563264 495s [22,] -0.1240299 0.01123557 495s [23,] 0.2232631 0.00551065 495s [24,] 0.0122404 0.00060079 495s [25,] 0.2627442 -0.00824800 495s [26,] 0.2257329 -0.00440907 495s [27,] -0.8496967 0.05266701 495s [28,] 0.3473502 -0.00500580 495s [29,] 0.4172329 -0.00542705 495s [30,] 0.2773880 -0.00014648 495s [31,] -0.1224270 0.02372808 495s [32,] -0.2224748 0.00757892 495s [33,] -0.0633903 0.01236118 495s [34,] -0.2616599 0.00561781 495s [35,] -0.1671986 0.01988458 495s [36,] 0.4502086 -0.00418541 495s [37,] -0.0773232 0.02768282 495s [38,] 0.0464683 0.01134849 495s [39,] -0.0927182 0.00555823 495s [40,] -0.2162796 0.02467605 495s [41,] 0.9440753 -0.04806541 495s [42,] -0.0078920 0.02022925 495s [43,] 0.1152244 0.02074199 495s [44,] 1.0406693 -0.08815111 495s [45,] -0.1376804 0.01424369 495s [46,] 0.1673461 0.00442877 495s [47,] -0.4125225 0.01038694 495s [48,] 0.1556289 -0.02103354 495s [49,] 0.0434415 -0.01782739 495s [50,] 0.2518610 -0.02154540 495s [51,] -0.1186185 -0.00881133 495s [52,] 0.1507435 -0.04523343 495s [53,] 0.2161208 -0.00967982 495s [54,] 0.1374909 -0.00783970 495s [55,] 0.2417108 -0.00895268 495s [56,] 0.1253846 -0.01188643 495s [57,] 0.1390898 -0.01831232 495s [58,] 0.2219634 -0.00364174 495s [59,] -0.2045636 -0.00589047 495s [60,] -0.3679942 0.01673699 495s [61,] -0.0705611 -0.00273407 495s [62,] 0.1447701 -0.02026768 495s [63,] -0.1854788 0.02686899 495s [64,] -0.1854788 0.02686899 495s [65,] -0.2626650 -0.00376657 495s [66,] -0.3044266 0.00484197 495s [67,] -0.1358811 0.00605789 495s [68,] -0.0551482 -0.02379410 495s [69,] -0.0914891 0.00812122 495s [70,] 10.2524854 -0.64367029 495s [71,] -0.1326972 -0.01666774 495s [72,] 0.0051905 0.00656777 495s [73,] -0.8236843 0.03367265 495s [74,] 0.2140104 -0.04092219 495s [75,] -0.5684260 -0.00987116 495s [76,] -0.1225779 -0.00204629 495s [77,] -0.4235612 -0.00450631 495s [78,] -0.1935155 0.00973901 495s [79,] -0.1615883 0.00518643 495s [80,] 0.2915052 -0.02960159 495s [81,] 0.0908823 0.00038216 495s [82,] -0.3392789 0.02605374 495s [83,] 0.1112141 -0.00629308 495s [84,] 0.0510771 -0.00845572 495s [85,] 0.0748700 -0.01174487 495s [86,] 0.2488127 -0.01446339 495s ------------- 495s Call: 495s PcaGrid(x = x) 495s 495s Standard deviations: 495s [1] 3.034253 1.706044 1.167717 0.670864 0.536071 0.396285 0.266625 0.020768 495s ---------------------------------------------------------- 495s bushfire 38 5 5 38232.614428 1580.825276 495s Scores: 495s PC1 PC2 PC3 PC4 PC5 495s [1,] -67.120 -23.70481 -1.06551 1.129721 1.311630 495s [2,] -69.058 -21.42113 -1.54798 0.983735 0.430774 495s [3,] -61.939 -17.23665 -3.81386 -0.635074 -0.600149 495s [4,] -44.952 -16.53458 -5.16114 0.411753 -0.390518 495s [5,] -12.644 -21.62271 -7.14146 3.519877 -1.211923 495s [6,] 12.820 -27.86930 -7.66114 7.230422 0.040330 495s [7,] -194.634 -100.67730 27.43084 -0.026242 -0.134248 495s [8,] -229.349 -129.75912 -19.46346 25.591651 -18.592601 495s [9,] -230.306 -131.28743 -22.22175 27.251157 -19.214683 495s [10,] -231.118 -115.10815 3.70208 16.303210 -10.573515 495s [11,] -234.540 -100.24984 13.67112 10.325539 -8.727961 495s [12,] -246.507 -51.03515 27.61698 -5.352226 0.514087 495s [13,] -195.712 -5.81324 20.04485 -9.226807 1.721886 495s [14,] 49.881 16.90911 -9.97400 -1.900739 2.190429 495s [15,] 179.545 23.96999 -18.71166 -2.987136 1.332713 495s [16,] 135.356 15.81282 -9.24353 -4.703584 0.971669 495s [17,] 132.350 16.65014 -7.01838 -2.428578 1.346198 495s [18,] 121.499 9.75832 -4.45699 -1.587450 0.131923 495s [19,] 125.222 9.17601 -5.88919 0.582516 -0.061642 495s [20,] 135.112 14.63812 -5.90351 0.411704 1.460488 495s [21,] 116.581 14.47390 -3.04021 -1.842579 2.005998 495s [22,] 108.223 14.62103 -4.47428 -1.196993 3.288463 495s [23,] -22.095 3.26439 6.58391 -6.164581 2.125258 495s [24,] -77.831 3.46616 6.59280 -6.373595 1.545789 495s [25,] -13.092 3.41344 -0.99296 -5.076733 0.299636 495s [26,] -19.206 -0.17007 -1.84209 -4.858675 0.347945 495s [27,] -35.022 6.54155 -3.12767 -3.556587 -0.327873 495s [28,] -12.651 20.14894 -4.61607 -2.025539 -1.214190 495s [29,] -4.404 36.39823 -3.81590 -0.633155 -0.602027 495s [30,] -60.018 30.40980 9.44610 -1.763156 -0.765133 495s [31,] 67.689 47.40087 12.70229 9.791794 -0.671751 495s [32,] 324.134 63.46147 31.52512 30.099817 2.406344 495s [33,] 364.639 38.84260 51.20467 30.648590 3.218678 495s [34,] 361.089 37.09494 52.00522 29.394356 2.861158 495s [35,] 366.403 38.88889 52.31879 29.878844 4.650618 495s [36,] 363.821 37.40859 53.10394 28.286557 2.922632 495s [37,] 361.761 37.21276 55.73012 27.648760 4.477279 495s [38,] 363.106 37.78395 56.56345 27.460078 4.845396 495s ------------- 495s Call: 495s PcaGrid(x = x) 495s 495s Standard deviations: 495s [1] 195.5316 39.7596 11.7329 7.3743 1.7656 495s ---------------------------------------------------------- 495s ========================================================== 495s > 495s > ## IGNORE_RDIFF_BEGIN 495s > dodata(method="proj") 495s 495s Call: dodata(method = "proj") 495s Data Set n p k e1 e2 495s ========================================================== 495s heart 12 2 2 512.772467 29.052346 495s Scores: 495s PC1 PC2 495s [1,] 6.7568 3.2826 495s [2,] 63.0869 14.1293 495s [3,] 1.3852 -1.1318 495s [4,] -3.6709 1.8153 495s [5,] 19.0457 3.8035 495s [6,] -16.6413 3.1452 495s [7,] 5.3163 3.7464 495s [8,] -27.8536 -11.0863 495s [9,] -1.1638 -1.1788 495s [10,] -26.6915 -10.2803 495s [11,] -13.6842 -2.9790 495s [12,] 47.8395 11.2980 495s ------------- 495s Call: 495s PcaProj(x = x) 495s 495s Standard deviations: 495s [1] 22.644 5.390 495s ---------------------------------------------------------- 495s starsCYG 47 2 2 0.470874 0.024681 495s Scores: 495s PC1 PC2 495s [1,] 0.181333 -3.1013e-02 495s [2,] 0.696091 1.4569e-01 495s [3,] -0.121421 -1.3319e-01 495s [4,] 0.696091 1.4569e-01 495s [5,] 0.139530 -9.9951e-02 495s [6,] 0.413590 5.2989e-02 495s [7,] -0.412224 -5.4579e-01 495s [8,] 0.226508 1.6788e-01 495s [9,] 0.518364 -1.4980e-01 495s [10,] 0.071370 -2.8159e-02 495s [11,] 0.658332 -9.2369e-01 495s [12,] 0.402815 2.3259e-02 495s [13,] 0.374123 7.4020e-02 495s [14,] -1.007611 -3.6028e-01 495s [15,] -0.790417 -8.5818e-02 495s [16,] -0.467151 3.5835e-02 495s [17,] -1.111866 -1.3750e-01 495s [18,] -0.867017 4.6214e-02 495s [19,] -0.871946 -1.4372e-01 495s [20,] 0.818278 -9.2784e-01 495s [21,] -0.670457 -8.8932e-02 495s [22,] -0.830403 -8.4781e-02 495s [23,] -0.627097 3.9987e-02 495s [24,] -0.195426 9.8806e-02 495s [25,] -0.028337 -1.5568e-02 495s [26,] -0.387178 3.3760e-02 495s [27,] -0.390551 -9.6197e-02 495s [28,] -0.148297 -1.2454e-02 495s [29,] -0.662277 -1.5917e-01 495s [30,] 0.977965 -9.4199e-01 495s [31,] -0.628135 -7.3179e-16 495s [32,] 0.056306 1.6230e-01 495s [33,] 0.173412 4.9220e-02 495s [34,] 1.218143 -9.3822e-01 495s [35,] -0.712000 -1.4787e-01 495s [36,] 0.577688 2.0878e-01 495s [37,] 0.055528 1.3231e-01 495s [38,] 0.173412 4.9220e-02 495s [39,] 0.135501 1.3023e-01 495s [40,] 0.522775 2.0145e-02 495s [41,] -0.428203 -5.1892e-03 495s [42,] 0.013465 5.3371e-02 495s [43,] 0.294668 9.6089e-02 495s [44,] 0.293371 4.6106e-02 495s [45,] 0.495898 1.4088e-01 495s [46,] -0.066508 5.5447e-02 495s [47,] -0.547124 3.7911e-02 495s ------------- 495s Call: 495s PcaProj(x = x) 495s 495s Standard deviations: 495s [1] 0.6862 0.1571 495s ---------------------------------------------------------- 495s phosphor 18 2 2 388.639033 51.954664 495s Scores: 495s PC1 PC2 495s 1 5.8164 -15.1691 495s 2 -21.1936 -2.1132 495s 3 -23.6199 2.0585 495s 4 -11.2029 -6.7203 495s 5 -18.4220 1.3231 495s 6 17.1862 -19.2211 495s 7 1.6302 -3.1493 495s 8 -9.7695 3.1385 495s 9 -10.9174 5.3594 495s 10 15.6275 -6.3610 495s 11 -4.0194 1.2476 495s 12 9.3931 8.3149 495s 13 12.9944 6.5741 495s 14 6.9396 7.8348 495s 15 18.3964 3.9629 495s 16 -8.8365 -6.4202 495s 17 21.8073 6.4237 495s 18 16.8541 12.2611 495s ------------- 495s Call: 495s PcaProj(x = x) 495s 495s Standard deviations: 495s [1] 19.714 7.208 495s ---------------------------------------------------------- 495s stackloss 21 3 3 97.347030 38.052774 495s Scores: 495s PC1 PC2 PC3 495s [1,] 19.08066 -9.06092 -2.64544 495s [2,] 18.55152 -9.90152 -2.76118 495s [3,] 15.04269 -5.37517 -2.31373 495s [4,] 2.79667 -1.78925 1.70823 495s [5,] 2.21768 -1.17513 -0.10495 495s [6,] 2.50717 -1.48219 0.80164 495s [7,] 5.97151 3.25438 2.40268 495s [8,] 5.97151 3.25438 2.40268 495s [9,] -0.68332 0.30263 2.42495 495s [10,] -5.83478 -4.04630 -2.91819 495s [11,] -1.07253 3.51914 -1.87651 495s [12,] -1.89116 2.98559 -2.89885 495s [13,] -4.77650 -2.36509 -2.68671 495s [14,] 1.33353 6.57450 -0.50696 495s [15,] -7.45351 7.08878 1.37012 495s [16,] -9.04093 4.56697 1.02289 495s [17,] -16.15938 -7.50855 0.30909 495s [18,] -12.45541 -1.62432 1.11929 495s [19,] -11.63677 -1.09077 2.14162 495s [20,] -5.79275 -2.08680 -0.06187 495s [21,] 10.13623 -0.76824 -4.70180 495s ------------- 495s Call: 495s PcaProj(x = x) 495s 495s Standard deviations: 495s [1] 9.8665 6.1687 3.2669 495s ---------------------------------------------------------- 495s salinity 28 3 3 12.120566 8.431549 495s Scores: 495s PC1 PC2 PC3 495s 1 -2.52547 1.45945 -1.1943e-01 495s 2 -3.32298 2.15704 8.7594e-01 495s 3 -6.64947 -3.26398 1.0135e+00 495s 4 -6.64427 -1.81382 -1.6392e-01 495s 5 -6.16898 -2.52222 5.1373e+00 495s 6 -5.87594 0.26440 -3.1956e-15 495s 7 -4.23084 1.46250 -2.8008e-01 495s 8 -2.21502 2.76478 -8.3789e-01 495s 9 -0.40186 -2.17785 -1.6702e+00 495s 10 2.27089 -1.84923 7.3391e-01 495s 11 1.37935 -1.29276 2.1418e+00 495s 12 -0.22635 0.60372 -5.0980e-01 495s 13 0.27224 1.73920 -7.0505e-01 495s 14 2.36592 2.40462 6.4320e-01 495s 15 2.37640 -2.83174 5.2669e-01 495s 16 -2.49175 -4.77664 9.0404e+00 495s 17 -0.61250 -1.11672 1.4398e+00 495s 18 -2.91853 0.63310 -8.3666e-01 495s 19 -0.39732 -2.02029 -2.1396e+00 495s 20 1.47554 -1.23407 -1.1712e+00 495s 21 1.70104 1.92401 -1.1292e+00 495s 22 3.14437 2.81928 -5.2415e-01 495s 23 3.62890 -3.51450 2.6740e+00 495s 24 2.04538 -2.63992 3.0718e+00 495s 25 0.77088 -0.54783 -1.3370e-01 495s 26 1.57254 0.89176 -1.2089e+00 495s 27 2.63610 1.97075 -1.1855e+00 495s 28 3.55112 2.67606 -6.0915e-02 495s ------------- 495s Call: 495s PcaProj(x = x) 495s 495s Standard deviations: 495s [1] 3.4815 2.9037 1.3810 495s ---------------------------------------------------------- 495s hbk 75 3 3 3.801978 3.574192 495s Scores: 495s PC1 PC2 PC3 495s 1 28.747049 15.134042 2.3959241 495s 2 29.021724 16.318941 2.6207988 495s 3 31.271908 15.869319 3.4420860 495s 4 31.586189 17.508798 3.6246706 495s 5 31.299168 16.838093 3.2402573 495s 6 30.037754 15.591930 2.1421166 495s 7 29.888160 16.139376 1.9750096 495s 8 28.994463 15.350167 2.8226275 495s 9 30.758047 16.820526 3.7269602 495s 10 29.759314 16.079531 4.0486097 495s 11 35.301371 19.637962 3.7433562 495s 12 37.193371 18.709303 4.9915250 495s 13 35.634808 20.497713 1.4740727 495s 14 36.816439 27.523024 -2.3006796 495s 15 1.237203 -0.331072 -1.3801401 495s 16 -0.451166 -1.118847 -1.9707479 495s 17 -2.604733 0.067276 0.0130015 495s 18 0.179177 -0.804398 -0.1285240 495s 19 -0.765512 0.982349 -0.2513990 495s 20 1.236727 0.259123 -1.4210070 495s 21 0.428326 -0.503724 -0.6830690 495s 22 -0.724774 1.507943 -0.0022175 495s 23 -0.745349 -0.330094 -1.0982084 495s 24 -1.407850 -0.011831 -0.8987075 495s 25 -2.190427 -1.732051 0.4497793 495s 26 0.058631 1.444044 0.0446166 495s 27 1.680557 -0.429402 -0.6031146 495s 28 -0.315122 -1.179169 0.5822607 495s 29 -1.563355 -1.026914 0.1040012 495s 30 0.329957 -0.633156 1.8533795 495s 31 -0.110108 -1.617131 -1.0958807 495s 32 -2.035875 0.463421 -0.6346632 495s 33 -0.356033 0.740564 -0.8116369 495s 34 -2.342887 -1.340168 0.9724491 495s 35 1.607131 -0.379763 -0.3747630 495s 36 0.084455 0.486671 0.6551654 495s 37 -0.436144 1.659467 0.7145344 495s 38 -1.754819 -1.076076 -0.6037590 495s 39 -0.904375 -2.161949 0.3436723 495s 40 -1.455274 0.331839 0.1499308 495s 41 1.539788 -1.212921 -0.1715110 495s 42 -0.688338 -0.048173 1.7491184 495s 43 -1.635822 1.539067 -0.5208916 495s 44 0.511762 -1.165641 1.5020865 495s 45 -1.454500 -2.099954 0.0219268 495s 46 0.362645 -1.208389 1.3758464 495s 47 -0.615800 -2.658098 -0.4629006 495s 48 1.426278 -1.027667 0.0582638 495s 49 0.809592 -0.533893 -1.1232120 495s 50 0.996105 0.469082 -0.0988805 495s 51 -1.036368 -1.227376 -1.0843166 495s 52 -0.016464 -2.331540 -0.6477169 495s 53 -0.376625 -0.405855 2.4526088 495s 54 -1.524100 0.621590 -1.2927429 495s 55 -1.588523 0.591668 -0.2559428 495s 56 -0.592710 0.529426 -1.4111404 495s 57 -1.306991 -1.538024 -0.1841717 495s 58 0.275991 0.491888 -1.4739863 495s 59 0.598971 0.196673 0.6208960 495s 60 -0.127953 0.485014 1.8571970 495s 61 0.140584 1.905037 0.5838465 495s 62 -2.305069 -1.617811 0.3880825 495s 63 -1.666479 0.357251 -1.1934779 495s 64 1.480143 0.248671 -0.5959984 495s 65 0.309561 -1.219790 0.9671263 495s 66 -1.986789 0.248245 0.1723620 495s 67 -0.765691 -0.269054 -0.4611368 495s 68 -2.232721 -1.090790 1.3915841 495s 69 -1.502453 -1.813763 -0.4936268 495s 70 0.170883 0.584046 0.8369571 495s 71 0.543623 0.043244 -0.3707674 495s 72 -1.168908 0.341335 0.2837393 495s 73 -0.902885 0.411872 1.0546196 495s 74 -1.425273 0.852445 0.5719123 495s 75 -0.898536 -0.555475 2.0107684 495s ------------- 495s Call: 495s PcaProj(x = x) 495s 495s Standard deviations: 495s [1] 1.9499 1.8906 1.2797 495s ---------------------------------------------------------- 495s milk 86 8 8 8.369408 3.530461 495s Scores: 495s PC1 PC2 PC3 PC4 PC5 PC6 495s [1,] 6.337004 -0.245000 0.7704092 -4.9848e-01 -1.6599e-01 1.1763e-01 495s [2,] 7.021899 1.030349 0.2832977 -1.2673e+00 -8.7296e-01 2.0547e-01 495s [3,] 0.600831 1.686247 0.9682032 -3.2663e-02 7.4112e-02 4.7412e-01 495s [4,] 5.206465 2.665956 1.5942253 9.8285e-01 -5.4159e-01 -2.0155e-01 495s [5,] -0.955757 -0.579889 0.3206393 5.1174e-01 -6.1684e-01 -3.8990e-02 495s [6,] 2.198695 0.073770 -0.5712493 1.9440e-01 -1.0237e-01 4.1825e-02 495s [7,] 2.695361 0.644049 -0.8645373 8.1894e-02 -2.6953e-01 1.6884e-01 495s [8,] 2.945361 0.137227 -0.2071463 5.0841e-01 -4.2075e-01 5.8589e-02 495s [9,] -1.539013 1.879894 1.6952390 1.6792e-01 -2.8195e-01 5.0563e-02 495s [10,] -2.977110 0.319666 0.3515636 -5.2496e-01 4.6898e-01 8.5978e-03 495s [11,] -9.375355 -1.638105 1.9026171 4.1237e-01 1.8768e-02 -1.8546e-01 495s [12,] -12.602600 -4.715888 0.0273004 -4.7798e-02 -1.2246e-02 9.6858e-03 495s [13,] -10.114331 -2.487462 -1.6331544 -1.5139e+00 4.1903e-01 2.8313e-01 495s [14,] -11.949336 -3.190157 -0.2146943 -5.0060e-01 -2.9537e-01 3.2160e-01 495s [15,] -10.595396 -1.905517 2.3716887 7.6651e-01 -3.3531e-01 1.9933e-02 495s [16,] -2.735720 -0.748282 0.6750464 7.2415e-01 5.5304e-01 2.2283e-01 495s [17,] -1.248116 2.131195 2.2596886 6.4958e-01 3.5634e-01 2.9021e-01 495s [18,] -1.904210 -1.285804 -0.7746460 3.0198e-01 -2.7407e-01 1.7500e-01 495s [19,] -1.902313 0.095461 1.3824711 5.0369e-01 2.2193e-01 -5.5628e-02 495s [20,] 0.123220 1.399444 1.1517634 3.2546e-01 7.8261e-02 -4.0733e-01 495s [21,] -2.436023 -2.524827 -1.0197416 3.4819e-01 -1.4914e-01 -4.3669e-02 495s [22,] -0.904931 -1.114894 -0.1235807 2.0285e-01 -1.6200e-01 2.5681e-01 495s [23,] 0.220231 -1.767325 0.0482262 6.4418e-01 9.8618e-02 -5.7683e-02 495s [24,] -0.274403 -1.561826 0.3820323 7.0016e-01 5.5220e-01 1.4376e-01 495s [25,] -3.306400 -2.980247 0.0252488 9.4001e-01 -1.0841e-01 -2.5303e-01 495s [26,] -0.658015 -1.625199 0.3021005 7.2702e-01 -3.0299e-01 -1.2339e-01 495s [27,] -3.137066 -0.774218 0.5577497 6.4188e-01 -8.0125e-02 7.7819e-01 495s [28,] 2.867950 -3.099435 -0.6435415 1.0366e+00 1.5908e-01 7.6524e-02 495s [29,] 4.523097 -0.527338 -0.1032516 6.4537e-01 4.7286e-01 -2.7166e-01 495s [30,] 1.002381 -1.376693 -0.2735956 5.0522e-01 -1.2750e-01 -1.6178e-01 495s [31,] 1.894615 -1.296202 -1.9117282 -3.8032e-01 4.6473e-01 3.1085e-01 495s [32,] 1.210291 0.067230 -0.9832930 -8.5379e-01 3.2823e-01 4.9994e-01 495s [33,] 1.964118 0.022175 0.1818518 3.0464e-01 3.5596e-01 1.4985e-01 495s [34,] 0.576738 0.567851 0.6982155 1.8415e-01 1.8695e-01 3.2706e-01 495s [35,] -0.231793 -2.143909 -0.6825523 4.0681e-01 5.4492e-01 3.6259e-01 495s [36,] 4.250883 -0.719760 0.2157706 7.7167e-01 -1.9064e-01 -2.0611e-01 495s [37,] 1.077364 -2.054664 -1.3064867 1.0043e-01 8.6092e-02 3.5416e-01 495s [38,] 2.259260 -1.653588 -0.6730692 5.7300e-01 1.6930e-01 1.6986e-01 495s [39,] -1.251576 -1.451593 0.4671580 5.8957e-01 4.2672e-01 2.2495e-01 495s [40,] 3.304245 1.998193 1.0941231 1.3734e-01 3.7012e-01 2.4142e-01 495s [41,] 4.286315 -1.280951 0.5856744 -6.0980e-01 -4.3090e-01 1.9801e-01 495s [42,] 6.343820 1.801880 1.3481119 1.0355e+00 2.9802e-01 -8.4501e-04 495s [43,] 3.119491 0.214077 -1.1216236 -3.8134e-01 -1.9523e-01 -2.6706e-02 495s [44,] 5.285254 0.938072 0.7440487 1.1539e-02 8.1629e-01 -7.9286e-01 495s [45,] 0.082429 -0.416631 -0.1588203 2.3098e-01 5.1867e-01 9.4503e-02 495s [46,] 0.357862 -1.951997 -0.0731829 7.0393e-01 1.8828e-01 1.5707e-02 495s [47,] 2.428744 1.522538 -3.0467213 -1.9114e+00 2.4638e-01 3.5871e-01 495s [48,] 0.282348 -0.697287 -1.1592508 -5.4929e-01 6.2199e-01 -5.4596e-02 495s [49,] -2.266009 -0.559548 -1.3794914 -1.1300e+00 7.8872e-01 -2.0411e-02 495s [50,] 2.868649 2.860857 1.6128307 6.7382e-02 2.2344e-01 -4.1484e-01 495s [51,] -1.596061 0.546812 -1.1779327 -1.0512e+00 1.3522e-01 -9.4865e-03 495s [52,] -5.186121 -1.000829 -0.7440599 -9.6302e-01 3.0732e-01 -1.7009e-01 495s [53,] -0.800232 0.049087 -0.6946842 -5.8284e-01 -2.1277e-01 -2.7004e-01 495s [54,] -0.246388 -0.030606 -0.1814302 -1.1632e-01 5.7767e-02 -1.8637e-01 495s [55,] 0.914315 -0.428594 -0.4919557 4.5039e-02 -2.7868e-01 -2.2140e-01 495s [56,] -0.061827 0.583572 0.3263056 -1.1589e-01 -1.2973e-01 -1.6518e-01 495s [57,] -1.295979 -0.421943 0.8410805 3.0441e-01 -3.9478e-01 -4.5233e-02 495s [58,] 0.174908 -1.343854 0.0115086 8.0227e-01 -3.9364e-01 -2.2918e-01 495s [59,] -1.869684 0.840823 0.0109543 -5.5536e-01 -1.4155e-01 1.0613e-01 495s [60,] -1.614271 0.557309 -0.0690787 -9.1753e-02 -3.0975e-01 1.6192e-01 495s [61,] -0.258192 1.434984 0.7684636 -1.1998e-01 -3.4662e-01 -4.8808e-02 495s [62,] 2.000275 2.204730 1.1194067 -2.3783e-01 5.9953e-02 -1.5836e-01 495s [63,] 2.694063 0.555482 -0.0340910 6.4470e-01 -2.2417e-01 1.9442e-02 495s [64,] 2.694063 0.555482 -0.0340910 6.4470e-01 -2.2417e-01 1.9442e-02 495s [65,] -0.822201 2.427550 1.5859438 7.2736e-17 -1.1950e-15 -4.2685e-16 495s [66,] -2.545586 0.605953 0.1469837 -3.5318e-01 -2.5871e-01 1.6901e-01 495s [67,] 0.028900 1.253717 0.4474540 5.3595e-02 1.6063e-01 -1.0980e-01 495s [68,] -1.086135 1.968868 -0.7220293 -1.6576e+00 6.2061e-02 -7.0998e-04 495s [69,] -0.836638 0.660453 0.0049966 1.3663e-01 -1.0131e-01 -2.4008e-01 495s [70,] 4.843092 -6.035092 0.8250084 -3.4481e+00 -4.8538e+00 -7.8407e+00 495s [71,] -2.500038 1.146245 0.6967314 -2.4611e-01 -1.4266e-01 -8.2996e-02 495s [72,] 2.220676 1.122951 -0.2444075 1.1066e-01 -3.1540e-01 -2.1344e-01 495s [73,] -2.310518 2.354552 0.2706503 -6.4192e-01 2.0566e-01 4.5520e-01 495s [74,] -10.802799 -3.462655 2.2031446 1.1326e+00 2.8049e-01 -2.9749e-01 495s [75,] -0.301038 2.284366 0.2440764 -6.9450e-01 2.6435e-01 4.3129e-01 495s [76,] -1.477936 0.245154 -0.8869850 -8.9900e-01 -9.8013e-02 1.1983e-01 495s [77,] -8.169236 -1.599780 1.4987144 3.7767e-01 2.4726e-01 3.8246e-01 495s [78,] 1.096654 1.646072 0.0591327 -3.3138e-01 -1.7936e-01 6.2716e-02 495s [79,] -0.289199 0.625796 -0.3974294 -6.6099e-01 -2.0857e-01 2.1190e-01 495s [80,] -3.160557 -2.282579 0.3255355 4.6181e-01 2.7753e-01 -1.5673e-01 495s [81,] 1.284356 -0.548854 -0.2907281 2.4017e-01 -2.5254e-01 -1.4289e-03 495s [82,] 2.562817 2.019485 0.8249162 3.2973e-01 3.3866e-01 1.3889e-01 495s [83,] 2.538825 0.759863 -0.3142506 -5.1028e-01 -2.0539e-01 8.8979e-02 495s [84,] 0.841123 0.110035 -1.5793120 -1.2807e+00 1.2332e-01 1.6224e-01 495s [85,] 0.636271 1.793014 2.6824860 1.0329e+00 -4.8850e-01 -2.3012e-01 495s [86,] 0.633183 -0.426511 -1.4791366 -6.1314e-01 -7.0534e-02 -2.3778e-01 495s PC7 PC8 495s [1,] 1.0196e-01 -1.7180e-03 495s [2,] 2.6131e-01 -8.5191e-03 495s [3,] 6.9637e-01 -8.0573e-03 495s [4,] -1.3548e-01 -1.4969e-03 495s [5,] 3.1443e-02 -2.7307e-03 495s [6,] -2.5079e-01 3.6450e-03 495s [7,] 4.5377e-02 -2.6071e-03 495s [8,] -1.6060e-01 -2.3761e-04 495s [9,] -1.5152e-01 -4.3079e-04 495s [10,] 9.1089e-02 1.9536e-03 495s [11,] 2.5654e-01 -1.4875e-03 495s [12,] -2.3798e-03 -1.0954e-04 495s [13,] -1.3687e-01 2.8402e-03 495s [14,] -6.5248e-02 -1.5114e-03 495s [15,] 3.7695e-02 -2.7827e-03 495s [16,] 3.8131e-01 -3.7990e-03 495s [17,] 4.5661e-02 -1.4965e-03 495s [18,] 3.9910e-01 -7.2703e-03 495s [19,] 2.9353e-01 -3.3342e-03 495s [20,] 6.0915e-01 -6.0837e-03 495s [21,] -1.0079e-01 1.0179e-03 495s [22,] -2.2945e-02 -1.0515e-03 495s [23,] 2.3631e-01 -2.5558e-03 495s [24,] -7.7207e-02 3.4800e-03 495s [25,] 1.4903e-02 -3.2430e-04 495s [26,] 3.8032e-03 -2.1705e-03 495s [27,] 3.7208e-02 -3.0631e-03 495s [28,] -4.8147e-01 6.1089e-03 495s [29,] -4.0388e-02 2.8549e-03 495s [30,] 3.4318e-02 -1.0014e-03 495s [31,] -2.2872e-02 1.8706e-03 495s [32,] -8.4542e-02 1.3368e-03 495s [33,] 4.5274e-02 5.3383e-04 495s [34,] -2.0048e-01 2.4727e-03 495s [35,] -5.6482e-02 2.9923e-03 495s [36,] -2.6046e-02 -1.2910e-03 495s [37,] 9.6038e-02 -1.8897e-03 495s [38,] -2.9035e-01 4.4317e-03 495s [39,] -4.6322e-03 2.4336e-03 495s [40,] 3.8686e-01 -3.9300e-03 495s [41,] 3.7834e-01 -7.8976e-03 495s [42,] -8.2037e-04 -4.3106e-05 495s [43,] 3.3467e-01 -5.2401e-03 495s [44,] -6.2170e-01 1.2840e-02 495s [45,] 5.3557e-02 2.9156e-03 495s [46,] 5.1785e-04 2.0738e-03 495s [47,] -5.2141e-01 5.7206e-03 495s [48,] -2.7669e-01 6.7329e-03 495s [49,] 8.4319e-02 3.8528e-03 495s [50,] 1.4210e-01 1.6961e-04 495s [51,] -1.1871e-01 2.6676e-03 495s [52,] -2.5036e-01 6.4121e-03 495s [53,] 2.2399e-01 -2.8200e-03 495s [54,] 5.6532e-02 4.9304e-04 495s [55,] -1.4343e-01 1.2558e-03 495s [56,] 4.1682e-02 -9.6490e-04 495s [57,] -1.3014e-01 -6.2709e-04 495s [58,] -2.1428e-01 8.2594e-04 495s [59,] -7.9775e-02 -8.9776e-04 495s [60,] -8.6835e-02 -1.0498e-03 495s [61,] 6.2470e-02 -2.7499e-03 495s [62,] 3.3052e-02 -3.2369e-04 495s [63,] -1.7137e-01 -3.1087e-04 495s [64,] -1.7137e-01 -3.1087e-04 495s [65,] -2.8125e-15 -4.2917e-13 495s [66,] -2.2016e-02 -1.2206e-03 495s [67,] 8.5160e-02 -1.4837e-04 495s [68,] -2.2535e-03 1.9054e-04 495s [69,] 5.9976e-02 -8.6961e-04 495s [70,] 1.0448e+00 -2.0167e-02 495s [71,] -1.7609e-01 1.9378e-03 495s [72,] -1.7047e-01 2.6076e-04 495s [73,] 1.1885e-01 -8.1624e-04 495s [74,] 2.0942e-01 3.3164e-03 495s [75,] -7.7528e-01 9.9316e-03 495s [76,] -4.6285e-03 2.5153e-04 495s [77,] 7.0218e-02 1.5708e-03 495s [78,] -1.4859e-02 -6.7049e-04 495s [79,] 5.1054e-02 -2.0198e-03 495s [80,] -1.5770e-01 4.9579e-03 495s [81,] -1.9411e-01 4.4401e-04 495s [82,] 6.0634e-02 8.7960e-04 495s [83,] -4.4635e-02 -1.7048e-03 495s [84,] -2.3612e-03 -2.2242e-04 495s [85,] -5.5171e-02 -1.1222e-03 495s [86,] -1.4972e-01 1.4543e-03 495s ------------- 495s Call: 495s PcaProj(x = x) 495s 495s Standard deviations: 495s [1] 2.8929930 1.8789522 0.9946460 0.7479403 0.3744197 0.2596328 0.1421387 495s [8] 0.0025753 495s ---------------------------------------------------------- 495s bushfire 38 5 5 37473.439646 1742.633018 495s Scores: 495s PC1 PC2 PC3 PC4 PC5 495s [1,] -67.2152 -2.3010e+01 4.4179e+00 1.0892e+00 1.7536e+00 495s [2,] -69.0225 -2.1417e+01 2.5382e+00 1.1092e+00 9.3919e-01 495s [3,] -61.6651 -1.8580e+01 -6.1022e-01 -8.1124e-01 -1.6462e-01 495s [4,] -44.5883 -1.8234e+01 -3.9899e-01 -5.2145e-01 2.0050e-01 495s [5,] -12.2941 -2.2954e+01 3.5970e+00 1.1037e+00 -2.4384e-01 495s [6,] 13.0282 -2.8133e+01 8.7670e+00 3.4751e+00 1.3728e+00 495s [7,] -199.0774 -7.7956e+01 5.4935e+01 6.3134e+00 -1.9919e+00 495s [8,] -228.2849 -1.3258e+02 2.2340e+01 2.1656e+01 -1.2594e+01 495s [9,] -228.9164 -1.3560e+02 2.0463e+01 2.2625e+01 -1.2743e+01 495s [10,] -232.4703 -1.0661e+02 3.5597e+01 1.7915e+01 -7.7659e+00 495s [11,] -236.7410 -8.8072e+01 3.6632e+01 1.5095e+01 -7.4695e+00 495s [12,] -249.4091 -3.6830e+01 2.4010e+01 4.7317e+00 -1.2986e+00 495s [13,] -197.0450 2.3179e-14 2.8034e-14 -1.1323e-13 -5.3540e-13 495s [14,] 50.9487 1.1397e+01 -1.1247e+01 -4.8733e+00 2.4511e+00 495s [15,] 180.7896 1.7571e+01 -8.0454e+00 -1.0582e+01 1.2714e+00 495s [16,] 135.6178 1.4189e+01 -4.9116e-01 -9.2701e+00 1.4021e-01 495s [17,] 132.5344 1.5577e+01 2.2990e-01 -6.4963e+00 7.3370e-01 495s [18,] 121.3422 1.0471e+01 4.5656e+00 -4.9831e+00 -5.2314e-01 495s [19,] 125.2722 9.0272e+00 3.7365e+00 -3.3313e+00 -2.9097e-01 495s [20,] 135.2370 1.4091e+01 2.0639e+00 -3.6800e+00 1.1733e+00 495s [21,] 116.4250 1.5147e+01 2.9085e+00 -4.8084e+00 1.2603e+00 495s [22,] 108.2925 1.4223e+01 7.7165e-01 -4.5065e+00 2.7943e+00 495s [23,] -22.8258 6.4234e+00 2.4654e+00 -3.9627e+00 7.9847e-01 495s [24,] -78.1850 4.6631e+00 -3.6818e+00 -2.7688e+00 5.8508e-01 495s [25,] -13.0417 2.7521e+00 -3.1955e+00 -4.6824e+00 -3.1085e-01 495s [26,] -19.1244 -9.5045e-01 -2.6771e+00 -4.7104e+00 -1.6172e-01 495s [27,] -34.4379 3.2761e+00 -9.2826e+00 -2.9861e+00 -3.3561e-01 495s [28,] -11.5852 1.4506e+01 -1.5649e+01 -1.6260e+00 -8.5347e-01 495s [29,] -2.9366 2.8741e+01 -2.2907e+01 3.9749e-01 3.5861e-02 495s [30,] -59.7518 2.8633e+01 -1.4710e+01 3.5226e+00 -9.9066e-01 495s [31,] 67.8017 4.7241e+01 -9.1255e+00 1.3201e+01 9.7648e-14 495s [32,] 321.9941 7.6188e+01 2.2491e+01 3.1537e+01 3.2368e+00 495s [33,] 359.5155 6.6710e+01 5.6061e+01 3.4541e+01 2.0718e+00 495s [34,] 355.8007 6.5695e+01 5.7430e+01 3.3578e+01 1.4640e+00 495s [35,] 361.1076 6.7577e+01 5.7402e+01 3.3832e+01 3.2618e+00 495s [36,] 358.3592 6.6791e+01 5.8643e+01 3.2720e+01 1.2487e+00 495s [37,] 355.9974 6.8071e+01 6.0927e+01 3.2560e+01 2.4898e+00 495s [38,] 357.2530 6.9073e+01 6.1517e+01 3.2523e+01 2.7558e+00 495s ------------- 495s Call: 495s PcaProj(x = x) 495s 495s Standard deviations: 495s [1] 193.5806 41.7449 16.7665 8.1585 1.6074 495s ---------------------------------------------------------- 495s ========================================================== 495s > ## IGNORE_RDIFF_END 495s > 495s > ## VT::14.11.2018 - commented out - on some platforms PcaHubert will choose only 1 PC 495s > ## and will show difference 495s > ## test.case.1() 495s > 495s > test.case.2() 495s [1] TRUE 495s [1] TRUE 495s [1] TRUE 495s [1] TRUE 495s [1] TRUE 495s [1] TRUE 495s [1] TRUE 495s [1] TRUE 495s [1] TRUE 495s [1] TRUE 495s > 495s BEGIN TEST tlda.R 496s 496s R version 4.3.3 (2024-02-29) -- "Angel Food Cake" 496s Copyright (C) 2024 The R Foundation for Statistical Computing 496s Platform: powerpc64le-unknown-linux-gnu (64-bit) 496s 496s R is free software and comes with ABSOLUTELY NO WARRANTY. 496s You are welcome to redistribute it under certain conditions. 496s Type 'license()' or 'licence()' for distribution details. 496s 496s R is a collaborative project with many contributors. 496s Type 'contributors()' for more information and 496s 'citation()' on how to cite R or R packages in publications. 496s 496s Type 'demo()' for some demos, 'help()' for on-line help, or 496s 'help.start()' for an HTML browser interface to help. 496s Type 'q()' to quit R. 496s 496s > ## VT::15.09.2013 - this will render the output independent 496s > ## from the version of the package 496s > suppressPackageStartupMessages(library(rrcov)) 496s > library(MASS) 496s > 496s > ## VT::14.01.2020 496s > ## On some platforms minor differences are shown - use 496s > ## IGNORE_RDIFF_BEGIN 496s > ## IGNORE_RDIFF_END 496s > 496s > dodata <- function(method) { 496s + 496s + options(digits = 5) 496s + set.seed(101) # <<-- sub-sampling algorithm now based on R's RNG and seed 496s + 496s + tmp <- sys.call() 496s + cat("\nCall: ", deparse(substitute(tmp)),"\n") 496s + cat("===================================================\n") 496s + 496s + cat("\nData: ", "hemophilia\n") 496s + data(hemophilia) 496s + show(rlda <- Linda(as.factor(gr)~., data=hemophilia, method=method)) 496s + show(predict(rlda)) 496s + 496s + cat("\nData: ", "anorexia\n") 496s + data(anorexia) 496s + show(rlda <- Linda(Treat~., data=anorexia, method=method)) 496s + show(predict(rlda)) 496s + 496s + cat("\nData: ", "Pima\n") 496s + data(Pima.tr) 496s + show(rlda <- Linda(type~., data=Pima.tr, method=method)) 496s + show(predict(rlda)) 496s + 496s + cat("\nData: ", "Forest soils\n") 496s + data(soil) 496s + soil1983 <- soil[soil$D == 0, -2] # only 1983, remove column D (always 0) 496s + 496s + ## This will not work within the function, of course 496s + ## - comment it out 496s + ## IGNORE_RDIFF_BEGIN 496s + rlda <- Linda(F~., data=soil1983, method=method) 496s + ## show(rlda) 496s + ## IGNORE_RDIFF_END 496s + show(predict(rlda)) 496s + 496s + cat("\nData: ", "Raven and Miller diabetes data\n") 496s + data(diabetes) 496s + show(rlda <- Linda(group~insulin+glucose+sspg, data=diabetes, method=method)) 496s + show(predict(rlda)) 496s + 496s + cat("\nData: ", "iris\n") 496s + data(iris) 496s + if(method != "mcdA") 496s + { 496s + show(rlda <- Linda(Species~., data=iris, method=method, l1med=TRUE)) 496s + show(predict(rlda)) 496s + } 496s + 496s + cat("\nData: ", "crabs\n") 496s + data(crabs) 496s + show(rlda <- Linda(sp~., data=crabs, method=method)) 496s + show(predict(rlda)) 496s + 496s + cat("\nData: ", "fish\n") 496s + data(fish) 496s + fish <- fish[-14,] # remove observation #14 containing missing value 496s + 496s + # The height and width are calculated as percentages 496s + # of the third length variable 496s + fish[,5] <- fish[,5]*fish[,4]/100 496s + fish[,6] <- fish[,6]*fish[,4]/100 496s + 496s + ## There is one class with only 6 observations (p=6). Normally 496s + ## Linda will fail, therefore use l1med=TRUE. 496s + ## This works only for methods mcdB and mcdC 496s + 496s + table(fish$Species) 496s + if(method != "mcdA") 496s + { 496s + ## IGNORE_RDIFF_BEGIN 496s + rlda <- Linda(Species~., data=fish, method=method, l1med=TRUE) 496s + ## show(rlda) 496s + ## IGNORE_RDIFF_END 496s + show(predict(rlda)) 496s + } 496s + 496s + cat("\nData: ", "pottery\n") 496s + data(pottery) 496s + show(rlda <- Linda(origin~., data=pottery, method=method)) 496s + show(predict(rlda)) 496s + 496s + cat("\nData: ", "olitos\n") 496s + data(olitos) 496s + if(method != "mcdA") 496s + { 496s + ## IGNORE_RDIFF_BEGIN 496s + rlda <- Linda(grp~., data=olitos, method=method, l1med=TRUE) 496s + ## show(rlda) 496s + ## IGNORE_RDIFF_END 496s + show(predict(rlda)) 496s + } 496s + 496s + cat("===================================================\n") 496s + } 496s > 496s > 496s > ## -- now do it: 496s > dodata(method="mcdA") 496s 496s Call: dodata(method = "mcdA") 496s =================================================== 496s 496s Data: hemophilia 496s Call: 496s Linda(as.factor(gr) ~ ., data = hemophilia, method = method) 496s 496s Prior Probabilities of Groups: 496s carrier normal 496s 0.6 0.4 496s 496s Group means: 496s AHFactivity AHFantigen 496s carrier -0.30795 -0.0059911 496s normal -0.12920 -0.0603000 496s 496s Within-groups Covariance Matrix: 496s AHFactivity AHFantigen 496s AHFactivity 0.018036 0.011853 496s AHFantigen 0.011853 0.019185 496s 496s Linear Coeficients: 496s AHFactivity AHFantigen 496s carrier -28.4029 17.2368 496s normal -8.5834 2.1602 496s 496s Constants: 496s carrier normal 496s -4.8325 -1.4056 496s 496s Apparent error rate 0.1333 496s 496s Classification table 496s Predicted 496s Actual carrier normal 496s carrier 39 6 496s normal 4 26 496s 496s Confusion matrix 496s Predicted 496s Actual carrier normal 496s carrier 0.867 0.133 496s normal 0.133 0.867 496s 496s Data: anorexia 496s Call: 496s Linda(Treat ~ ., data = anorexia, method = method) 496s 496s Prior Probabilities of Groups: 496s CBT Cont FT 496s 0.40278 0.36111 0.23611 496s 496s Group means: 496s Prewt Postwt 496s CBT 82.633 82.950 496s Cont 81.558 81.108 496s FT 84.331 94.762 496s 496s Within-groups Covariance Matrix: 496s Prewt Postwt 496s Prewt 26.9291 3.3862 496s Postwt 3.3862 18.2368 496s 496s Linear Coeficients: 496s Prewt Postwt 496s CBT 2.5563 4.0738 496s Cont 2.5284 3.9780 496s FT 2.5374 4.7250 496s 496s Constants: 496s CBT Cont FT 496s -275.49 -265.45 -332.31 496s 496s Apparent error rate 0.3889 496s 496s Classification table 496s Predicted 496s Actual CBT Cont FT 496s CBT 16 5 8 496s Cont 11 15 0 496s FT 0 4 13 496s 496s Confusion matrix 496s Predicted 496s Actual CBT Cont FT 496s CBT 0.552 0.172 0.276 496s Cont 0.423 0.577 0.000 496s FT 0.000 0.235 0.765 496s 496s Data: Pima 496s Call: 496s Linda(type ~ ., data = Pima.tr, method = method) 496s 496s Prior Probabilities of Groups: 496s No Yes 496s 0.66 0.34 496s 496s Group means: 496s npreg glu bp skin bmi ped age 496s No 1.8602 107.69 67.344 25.29 30.642 0.40777 24.667 496s Yes 5.3167 145.85 74.283 31.80 34.095 0.49533 37.883 496s 496s Within-groups Covariance Matrix: 496s npreg glu bp skin bmi ped age 496s npreg 8.51105 -5.61029 4.756672 1.52732 0.82066 -0.010070 12.382693 496s glu -5.61029 656.11894 49.855724 16.67486 23.07833 -0.352475 17.724967 496s bp 4.75667 49.85572 119.426757 29.64563 12.90698 -0.049538 21.287178 496s skin 1.52732 16.67486 29.645632 113.19900 44.15972 -0.157594 6.741105 496s bmi 0.82066 23.07833 12.906985 44.15972 35.54164 0.038640 1.481520 496s ped -0.01007 -0.35247 -0.049538 -0.15759 0.03864 0.062664 -0.069636 496s age 12.38269 17.72497 21.287178 6.74110 1.48152 -0.069636 64.887154 496s 496s Linear Coeficients: 496s npreg glu bp skin bmi ped age 496s No -0.45855 0.092789 0.45848 -0.30675 1.0075 6.2670 0.30749 496s Yes -0.22400 0.150013 0.44787 -0.26148 1.0015 8.2935 0.45187 496s 496s Constants: 496s No Yes 496s -37.050 -51.586 496s 496s Apparent error rate 0.22 496s 496s Classification table 496s Predicted 496s Actual No Yes 496s No 107 25 496s Yes 19 49 496s 496s Confusion matrix 496s Predicted 496s Actual No Yes 496s No 0.811 0.189 496s Yes 0.279 0.721 496s 496s Data: Forest soils 496s 496s Apparent error rate 0.3103 496s 496s Classification table 496s Predicted 496s Actual 1 2 3 496s 1 7 2 2 496s 2 3 13 7 496s 3 1 3 20 496s 496s Confusion matrix 496s Predicted 496s Actual 1 2 3 496s 1 0.636 0.182 0.182 496s 2 0.130 0.565 0.304 496s 3 0.042 0.125 0.833 496s 496s Data: Raven and Miller diabetes data 496s Call: 496s Linda(group ~ insulin + glucose + sspg, data = diabetes, method = method) 496s 496s Prior Probabilities of Groups: 496s normal chemical overt 496s 0.52414 0.24828 0.22759 496s 496s Group means: 496s insulin glucose sspg 496s normal 163.939 345.8 99.076 496s chemical 299.448 476.9 223.621 496s overt 95.958 1026.4 343.000 496s 496s Within-groups Covariance Matrix: 496s insulin glucose sspg 496s insulin 7582.0 -1263.1 1095.8 496s glucose -1263.1 18952.4 4919.3 496s sspg 1095.8 4919.3 3351.2 496s 496s Linear Coeficients: 496s insulin glucose sspg 496s normal 0.027694 0.023859 -0.014514 496s chemical 0.040288 0.022532 0.020479 496s overt 0.017144 0.048768 0.025158 496s 496s Constants: 496s normal chemical overt 496s -6.3223 -15.0879 -31.6445 496s 496s Apparent error rate 0.1862 496s 496s Classification table 496s Predicted 496s Actual normal chemical overt 496s normal 69 7 0 496s chemical 13 23 0 496s overt 2 5 26 496s 496s Confusion matrix 496s Predicted 496s Actual normal chemical overt 496s normal 0.908 0.092 0.000 496s chemical 0.361 0.639 0.000 496s overt 0.061 0.152 0.788 496s 496s Data: iris 496s 496s Data: crabs 496s Call: 496s Linda(sp ~ ., data = crabs, method = method) 496s 496s Prior Probabilities of Groups: 496s B O 496s 0.5 0.5 496s 496s Group means: 496s sexM index FL RW CL CW BD 496s B 0.34722 27.333 14.211 12.253 30.397 35.117 12.765 496s O 0.56627 25.554 17.131 13.405 34.247 38.155 15.525 496s 496s Within-groups Covariance Matrix: 496s sexM index FL RW CL CW BD 496s sexM 0.26391 0.76754 0.18606 -0.33763 0.65944 0.59857 0.28932 496s index 0.76754 191.38080 38.42685 26.32923 82.43953 91.89091 38.13688 496s FL 0.18606 38.42685 8.50147 5.68789 18.13749 20.30739 8.30920 496s RW -0.33763 26.32923 5.68789 4.95782 11.90225 13.61117 5.45814 496s CL 0.65944 82.43953 18.13749 11.90225 39.60115 44.10886 18.09504 496s CW 0.59857 91.89091 20.30739 13.61117 44.10886 49.42616 20.17554 496s BD 0.28932 38.13688 8.30920 5.45814 18.09504 20.17554 8.39525 496s 496s Linear Coeficients: 496s sexM index FL RW CL CW BD 496s B 29.104 -2.4938 10.809 15.613 0.8320 -4.2978 -0.46788 496s O 42.470 -3.9361 26.427 22.857 2.8582 -17.1526 12.31048 496s 496s Constants: 496s B O 496s -78.317 -159.259 496s 496s Apparent error rate 0 496s 496s Classification table 496s Predicted 496s Actual B O 496s B 100 0 496s O 0 100 496s 496s Confusion matrix 496s Predicted 496s Actual B O 496s B 1 0 496s O 0 1 496s 496s Data: fish 496s 496s Data: pottery 496s Call: 496s Linda(origin ~ ., data = pottery, method = method) 496s 496s Prior Probabilities of Groups: 496s Attic Eritrean 496s 0.48148 0.51852 496s 496s Group means: 496s SI AL FE MG CA TI 496s Attic 55.36 13.73 9.82 5.45 6.03 0.863 496s Eritrean 52.52 16.23 9.13 3.09 6.26 0.814 496s 496s Within-groups Covariance Matrix: 496s SI AL FE MG CA TI 496s SI 13.5941404 2.986675 -0.651132 0.173577 -0.350984 -0.0051996 496s AL 2.9866747 1.622412 0.485167 0.712400 0.077443 0.0133306 496s FE -0.6511317 0.485167 1.065427 -0.403601 -1.936552 0.0576472 496s MG 0.1735766 0.712400 -0.403601 2.814948 3.262786 -0.0427129 496s CA -0.3509837 0.077443 -1.936552 3.262786 7.720320 -0.1454065 496s TI -0.0051996 0.013331 0.057647 -0.042713 -0.145406 0.0044093 496s 496s Linear Coeficients: 496s SI AL FE MG CA TI 496s Attic 63.235 -196.99 312.92 7.28960 57.082 -1272.23 496s Eritrean 41.554 -123.49 201.47 -0.95431 43.616 -597.91 496s 496s Constants: 496s Attic Eritrean 496s -1578.14 -901.13 496s 496s Apparent error rate 0.1111 496s 496s Classification table 496s Predicted 496s Actual Attic Eritrean 496s Attic 12 1 496s Eritrean 2 12 496s 496s Confusion matrix 496s Predicted 496s Actual Attic Eritrean 496s Attic 0.923 0.077 496s Eritrean 0.143 0.857 496s 496s Data: olitos 496s =================================================== 496s > dodata(method="mcdB") 496s 496s Call: dodata(method = "mcdB") 496s =================================================== 496s 496s Data: hemophilia 496s Call: 496s Linda(as.factor(gr) ~ ., data = hemophilia, method = method) 496s 496s Prior Probabilities of Groups: 496s carrier normal 496s 0.6 0.4 496s 496s Group means: 496s AHFactivity AHFantigen 496s carrier -0.31456 -0.014775 496s normal -0.13582 -0.069084 496s 496s Within-groups Covariance Matrix: 496s AHFactivity AHFantigen 496s AHFactivity 0.0125319 0.0086509 496s AHFantigen 0.0086509 0.0182424 496s 496s Linear Coeficients: 496s AHFactivity AHFantigen 496s carrier -36.486 16.4923 496s normal -12.226 2.0107 496s 496s Constants: 496s carrier normal 496s -6.1276 -1.6771 496s 496s Apparent error rate 0.16 496s 496s Classification table 496s Predicted 496s Actual carrier normal 496s carrier 38 7 496s normal 5 25 496s 496s Confusion matrix 496s Predicted 496s Actual carrier normal 496s carrier 0.844 0.156 496s normal 0.167 0.833 496s 496s Data: anorexia 496s Call: 496s Linda(Treat ~ ., data = anorexia, method = method) 496s 496s Prior Probabilities of Groups: 496s CBT Cont FT 496s 0.40278 0.36111 0.23611 496s 496s Group means: 496s Prewt Postwt 496s CBT 83.254 82.381 496s Cont 82.178 80.539 496s FT 84.951 94.193 496s 496s Within-groups Covariance Matrix: 496s Prewt Postwt 496s Prewt 19.1751 8.8546 496s Postwt 8.8546 25.2326 496s 496s Linear Coeficients: 496s Prewt Postwt 496s CBT 3.3822 2.0780 496s Cont 3.3555 2.0144 496s FT 3.2299 2.5996 496s 496s Constants: 496s CBT Cont FT 496s -227.29 -220.01 -261.06 496s 496s Apparent error rate 0.4444 496s 496s Classification table 496s Predicted 496s Actual CBT Cont FT 496s CBT 16 5 8 496s Cont 12 11 3 496s FT 0 4 13 496s 496s Confusion matrix 496s Predicted 496s Actual CBT Cont FT 496s CBT 0.552 0.172 0.276 496s Cont 0.462 0.423 0.115 496s FT 0.000 0.235 0.765 496s 496s Data: Pima 496s Call: 496s Linda(type ~ ., data = Pima.tr, method = method) 496s 496s Prior Probabilities of Groups: 496s No Yes 496s 0.66 0.34 496s 496s Group means: 496s npreg glu bp skin bmi ped age 496s No 2.0767 109.45 67.790 26.158 30.930 0.41455 24.695 496s Yes 5.5938 145.40 74.748 33.754 34.501 0.49898 37.821 496s 496s Within-groups Covariance Matrix: 496s npreg glu bp skin bmi ped age 496s npreg 6.601330 9.54054 7.33480 3.5803 1.66539 -0.019992 10.661763 496s glu 9.540535 573.03642 60.57124 28.3698 30.28444 -0.436611 28.318034 496s bp 7.334803 60.57124 112.03792 27.7566 13.54085 -0.040510 24.692240 496s skin 3.580339 28.36976 27.75661 112.0036 47.22411 0.100399 13.408195 496s bmi 1.665393 30.28444 13.54085 47.2241 38.37753 0.175891 6.640765 496s ped -0.019992 -0.43661 -0.04051 0.1004 0.17589 0.062551 -0.070673 496s age 10.661763 28.31803 24.69224 13.4082 6.64077 -0.070673 40.492363 496s 496s Linear Coeficients: 496s npreg glu bp skin bmi ped age 496s No -1.3073 0.10851 0.48404 -0.30638 0.86002 5.9796 0.55388 496s Yes -1.3136 0.16260 0.44480 -0.25518 0.79826 8.1199 0.86269 496s 496s Constants: 496s No Yes 496s -38.774 -53.654 496s 496s Apparent error rate 0.25 496s 496s Classification table 496s Predicted 496s Actual No Yes 496s No 104 28 496s Yes 22 46 496s 496s Confusion matrix 496s Predicted 496s Actual No Yes 496s No 0.788 0.212 496s Yes 0.324 0.676 496s 496s Data: Forest soils 497s 497s Apparent error rate 0.3448 497s 497s Classification table 497s Predicted 497s Actual 1 2 3 497s 1 4 3 4 497s 2 2 14 7 497s 3 2 2 20 497s 497s Confusion matrix 497s Predicted 497s Actual 1 2 3 497s 1 0.364 0.273 0.364 497s 2 0.087 0.609 0.304 497s 3 0.083 0.083 0.833 497s 497s Data: Raven and Miller diabetes data 497s Call: 497s Linda(group ~ insulin + glucose + sspg, data = diabetes, method = method) 497s 497s Prior Probabilities of Groups: 497s normal chemical overt 497s 0.52414 0.24828 0.22759 497s 497s Group means: 497s insulin glucose sspg 497s normal 152.405 346.55 99.387 497s chemical 288.244 478.80 226.226 497s overt 84.754 1028.28 345.605 497s 497s Within-groups Covariance Matrix: 497s insulin glucose sspg 497s insulin 5061.46 289.69 2071.71 497s glucose 289.69 1983.07 385.31 497s sspg 2071.71 385.31 3000.17 497s 497s Linear Coeficients: 497s insulin glucose sspg 497s normal 0.021952 0.17236 -0.0041671 497s chemical 0.034852 0.23217 0.0215200 497s overt -0.045700 0.50940 0.0813292 497s 497s Constants: 497s normal chemical overt 497s -31.976 -64.433 -275.502 497s 497s Apparent error rate 0.0966 497s 497s Classification table 497s Predicted 497s Actual normal chemical overt 497s normal 73 3 0 497s chemical 4 32 0 497s overt 0 7 26 497s 497s Confusion matrix 497s Predicted 497s Actual normal chemical overt 497s normal 0.961 0.039 0.000 497s chemical 0.111 0.889 0.000 497s overt 0.000 0.212 0.788 497s 497s Data: iris 497s Call: 497s Linda(Species ~ ., data = iris, method = method, l1med = TRUE) 497s 497s Prior Probabilities of Groups: 497s setosa versicolor virginica 497s 0.33333 0.33333 0.33333 497s 497s Group means: 497s Sepal.Length Sepal.Width Petal.Length Petal.Width 497s setosa 4.9834 3.4153 1.4532 0.22474 497s versicolor 5.8947 2.8149 4.2263 1.35024 497s virginica 6.5255 3.0017 5.4485 2.06756 497s 497s Within-groups Covariance Matrix: 497s Sepal.Length Sepal.Width Petal.Length Petal.Width 497s Sepal.Length 0.201176 0.084299 0.102984 0.037019 497s Sepal.Width 0.084299 0.108394 0.050253 0.031757 497s Petal.Length 0.102984 0.050253 0.120215 0.045016 497s Petal.Width 0.037019 0.031757 0.045016 0.032825 497s 497s Linear Coeficients: 497s Sepal.Length Sepal.Width Petal.Length Petal.Width 497s setosa 22.536 27.422168 -3.6855 -40.0445 497s versicolor 17.559 6.374082 24.1965 -18.0178 497s virginica 16.488 0.015576 29.9586 3.2926 497s 497s Constants: 497s setosa versicolor virginica 497s -96.901 -100.790 -139.937 497s 497s Apparent error rate 0.0267 497s 497s Classification table 497s Predicted 497s Actual setosa versicolor virginica 497s setosa 50 0 0 497s versicolor 0 48 2 497s virginica 0 2 48 497s 497s Confusion matrix 497s Predicted 497s Actual setosa versicolor virginica 497s setosa 1 0.00 0.00 497s versicolor 0 0.96 0.04 497s virginica 0 0.04 0.96 497s 497s Data: crabs 497s Call: 497s Linda(sp ~ ., data = crabs, method = method) 497s 497s Prior Probabilities of Groups: 497s B O 497s 0.5 0.5 497s 497s Group means: 497s sexM index FL RW CL CW BD 497s B 0.41060 25.420 13.947 11.922 29.783 34.404 12.470 497s O 0.60279 23.202 16.782 13.086 33.401 37.230 15.131 497s 497s Within-groups Covariance Matrix: 497s sexM index FL RW CL CW BD 497s sexM 0.27470 0.24656 0.12787 -0.34713 0.48937 0.41525 0.20253 497s index 0.24656 204.06823 42.17347 28.25816 89.28109 100.21077 40.74069 497s FL 0.12787 42.17347 9.45366 6.24808 19.97936 22.49310 9.03804 497s RW -0.34713 28.25816 6.24808 5.12921 13.01576 14.90535 5.89729 497s CL 0.48937 89.28109 19.97936 13.01576 43.06030 48.30814 19.44568 497s CW 0.41525 100.21077 22.49310 14.90535 48.30814 54.45265 21.82356 497s BD 0.20253 40.74069 9.03804 5.89729 19.44568 21.82356 8.89498 497s 497s Linear Coeficients: 497s sexM index FL RW CL CW BD 497s B 12.295 -2.3199 7.2512 9.4085 2.2846 -2.6196 -0.42557 497s O 13.138 -3.7530 21.1374 11.5680 5.0125 -13.9120 12.61928 497s 497s Constants: 497s B O 497s -66.688 -134.375 497s 497s Apparent error rate 0 497s 497s Classification table 497s Predicted 497s Actual B O 497s B 100 0 497s O 0 100 497s 497s Confusion matrix 497s Predicted 497s Actual B O 497s B 1 0 497s O 0 1 497s 497s Data: fish 497s 497s Apparent error rate 0.0949 497s 497s Classification table 497s Predicted 497s Actual 1 2 3 4 5 6 7 497s 1 34 0 0 0 0 0 0 497s 2 0 6 0 0 0 0 0 497s 3 0 0 20 0 0 0 0 497s 4 0 0 0 11 0 0 0 497s 5 0 0 0 0 13 0 1 497s 6 0 0 0 0 0 17 0 497s 7 0 13 0 0 1 0 42 497s 497s Confusion matrix 497s Predicted 497s Actual 1 2 3 4 5 6 7 497s 1 1 0.000 0 0 0.000 0 0.000 497s 2 0 1.000 0 0 0.000 0 0.000 497s 3 0 0.000 1 0 0.000 0 0.000 497s 4 0 0.000 0 1 0.000 0 0.000 497s 5 0 0.000 0 0 0.929 0 0.071 497s 6 0 0.000 0 0 0.000 1 0.000 497s 7 0 0.232 0 0 0.018 0 0.750 497s 497s Data: pottery 497s Call: 497s Linda(origin ~ ., data = pottery, method = method) 497s 497s Prior Probabilities of Groups: 497s Attic Eritrean 497s 0.48148 0.51852 497s 497s Group means: 497s SI AL FE MG CA TI 497s Attic 55.362 13.847 10.0065 5.3141 5.5371 0.87124 497s Eritrean 52.522 16.347 9.3165 2.9541 5.7671 0.82224 497s 497s Within-groups Covariance Matrix: 497s SI AL FE MG CA TI 497s SI 9.708953 2.3634831 -0.112005 0.514666 -0.591122 0.0253885 497s AL 2.363483 0.8510105 0.044491 0.485132 0.241384 0.0023349 497s FE -0.112005 0.0444910 0.247768 -0.263894 -0.503218 0.0163218 497s MG 0.514666 0.4851316 -0.263894 1.608899 1.516228 -0.0292787 497s CA -0.591122 0.2413842 -0.503218 1.516228 2.455516 -0.0531548 497s TI 0.025389 0.0023349 0.016322 -0.029279 -0.053155 0.0017412 497s 497s Linear Coeficients: 497s SI AL FE MG CA TI 497s Attic 112.705 -368.69 530.54 7.5837 149.60 -927.45 497s Eritrean 77.198 -244.65 366.95 -3.7987 116.88 -260.83 497s 497s Constants: 497s Attic Eritrean 497s -3252.6 -1961.9 497s 497s Apparent error rate 0.1111 497s 497s Classification table 497s Predicted 497s Actual Attic Eritrean 497s Attic 12 1 497s Eritrean 2 12 497s 497s Confusion matrix 497s Predicted 497s Actual Attic Eritrean 497s Attic 0.923 0.077 497s Eritrean 0.143 0.857 497s 497s Data: olitos 497s 497s Apparent error rate 0.15 497s 497s Classification table 497s Predicted 497s Actual 1 2 3 4 497s 1 44 1 4 1 497s 2 2 23 0 0 497s 3 6 1 26 1 497s 4 1 1 0 9 497s 497s Confusion matrix 497s Predicted 497s Actual 1 2 3 4 497s 1 0.880 0.020 0.080 0.020 497s 2 0.080 0.920 0.000 0.000 497s 3 0.176 0.029 0.765 0.029 497s 4 0.091 0.091 0.000 0.818 497s =================================================== 497s > dodata(method="mcdC") 497s 497s Call: dodata(method = "mcdC") 497s =================================================== 497s 497s Data: hemophilia 497s Call: 497s Linda(as.factor(gr) ~ ., data = hemophilia, method = method) 497s 497s Prior Probabilities of Groups: 497s carrier normal 497s 0.6 0.4 497s 497s Group means: 497s AHFactivity AHFantigen 497s carrier -0.32583 -0.011545 497s normal -0.12783 -0.071377 497s 497s Within-groups Covariance Matrix: 497s AHFactivity AHFantigen 497s AHFactivity 0.0120964 0.0075536 497s AHFantigen 0.0075536 0.0164883 497s 497s Linear Coeficients: 497s AHFactivity AHFantigen 497s carrier -37.117 16.30377 497s normal -11.015 0.71742 497s 497s Constants: 497s carrier normal 497s -6.4636 -1.5947 497s 497s Apparent error rate 0.16 497s 497s Classification table 497s Predicted 497s Actual carrier normal 497s carrier 38 7 497s normal 5 25 497s 497s Confusion matrix 497s Predicted 497s Actual carrier normal 497s carrier 0.844 0.156 497s normal 0.167 0.833 497s 497s Data: anorexia 497s Call: 497s Linda(Treat ~ ., data = anorexia, method = method) 497s 497s Prior Probabilities of Groups: 497s CBT Cont FT 497s 0.40278 0.36111 0.23611 497s 497s Group means: 497s Prewt Postwt 497s CBT 82.477 82.073 497s Cont 82.039 80.835 497s FT 85.242 94.750 497s 497s Within-groups Covariance Matrix: 497s Prewt Postwt 497s Prewt 19.6589 8.3891 497s Postwt 8.3891 22.8805 497s 497s Linear Coeficients: 497s Prewt Postwt 497s CBT 3.1590 2.4288 497s Cont 3.1599 2.3743 497s FT 3.0454 3.0245 497s 497s Constants: 497s CBT Cont FT 497s -230.85 -226.60 -274.53 497s 497s Apparent error rate 0.4583 497s 497s Classification table 497s Predicted 497s Actual CBT Cont FT 497s CBT 16 5 8 497s Cont 14 10 2 497s FT 0 4 13 497s 497s Confusion matrix 497s Predicted 497s Actual CBT Cont FT 497s CBT 0.552 0.172 0.276 497s Cont 0.538 0.385 0.077 497s FT 0.000 0.235 0.765 497s 497s Data: Pima 497s Call: 497s Linda(type ~ ., data = Pima.tr, method = method) 497s 497s Prior Probabilities of Groups: 497s No Yes 497s 0.66 0.34 497s 497s Group means: 497s npreg glu bp skin bmi ped age 497s No 2.3056 110.63 67.991 26.444 31.010 0.41653 25.806 497s Yes 5.0444 142.58 74.267 33.067 34.309 0.49422 35.156 497s 497s Within-groups Covariance Matrix: 497s npreg glu bp skin bmi ped age 497s npreg 6.164422 8.43753 6.879286 3.252980 1.54269 -0.020158 9.543745 497s glu 8.437528 542.79578 57.156929 26.218837 28.63494 -0.421819 23.809124 497s bp 6.879286 57.15693 106.687356 26.315526 12.86691 -0.039577 22.992973 497s skin 3.252980 26.21884 26.315526 106.552759 44.95420 0.094311 12.005740 497s bmi 1.542689 28.63494 12.866911 44.954202 36.56262 0.167258 6.112925 497s ped -0.020158 -0.42182 -0.039577 0.094311 0.16726 0.059609 -0.072712 497s age 9.543745 23.80912 22.992973 12.005740 6.11292 -0.072712 35.594886 497s 497s Linear Coeficients: 497s npreg glu bp skin bmi ped age 497s No -1.4165 0.11776 0.49336 -0.31564 0.88761 6.5013 0.67462 497s Yes -1.3784 0.17062 0.46662 -0.26771 0.83745 8.5204 0.90557 497s 497s Constants: 497s No Yes 497s -41.716 -55.056 497s 497s Apparent error rate 0.235 497s 497s Classification table 497s Predicted 497s Actual No Yes 497s No 107 25 497s Yes 22 46 497s 497s Confusion matrix 497s Predicted 497s Actual No Yes 497s No 0.811 0.189 497s Yes 0.324 0.676 497s 497s Data: Forest soils 497s 497s Apparent error rate 0.3276 497s 497s Classification table 497s Predicted 497s Actual 1 2 3 497s 1 5 2 4 497s 2 2 13 8 497s 3 1 2 21 497s 497s Confusion matrix 497s Predicted 497s Actual 1 2 3 497s 1 0.455 0.182 0.364 497s 2 0.087 0.565 0.348 497s 3 0.042 0.083 0.875 497s 497s Data: Raven and Miller diabetes data 497s Call: 497s Linda(group ~ insulin + glucose + sspg, data = diabetes, method = method) 497s 497s Prior Probabilities of Groups: 497s normal chemical overt 497s 0.52414 0.24828 0.22759 497s 497s Group means: 497s insulin glucose sspg 497s normal 167.31 348.69 106.44 497s chemical 247.18 478.18 213.36 497s overt 101.83 932.92 322.42 497s 497s Within-groups Covariance Matrix: 497s insulin glucose sspg 497s insulin 4070.84 118.89 1701.54 497s glucose 118.89 2195.95 426.95 497s sspg 1701.54 426.95 2664.49 497s 497s Linear Coeficients: 497s insulin glucose sspg 497s normal 0.041471 0.15888 -0.011992 497s chemical 0.048103 0.21216 0.015359 497s overt -0.013579 0.41323 0.063462 497s 497s Constants: 497s normal chemical overt 497s -31.177 -59.703 -203.775 497s 497s Apparent error rate 0.0828 497s 497s Classification table 497s Predicted 497s Actual normal chemical overt 497s normal 72 4 0 497s chemical 2 34 0 497s overt 0 6 27 497s 497s Confusion matrix 497s Predicted 497s Actual normal chemical overt 497s normal 0.947 0.053 0.000 497s chemical 0.056 0.944 0.000 497s overt 0.000 0.182 0.818 497s 497s Data: iris 497s Call: 497s Linda(Species ~ ., data = iris, method = method, l1med = TRUE) 497s 497s Prior Probabilities of Groups: 497s setosa versicolor virginica 497s 0.33333 0.33333 0.33333 497s 497s Group means: 497s Sepal.Length Sepal.Width Petal.Length Petal.Width 497s setosa 5.0163 3.4510 1.4653 0.2449 497s versicolor 5.9435 2.7891 4.2543 1.3239 497s virginica 6.3867 3.0033 5.3767 2.0700 497s 497s Within-groups Covariance Matrix: 497s Sepal.Length Sepal.Width Petal.Length Petal.Width 497s Sepal.Length 0.186186 0.082478 0.094998 0.035445 497s Sepal.Width 0.082478 0.100137 0.049723 0.030678 497s Petal.Length 0.094998 0.049723 0.113105 0.043078 497s Petal.Width 0.035445 0.030678 0.043078 0.030885 497s 497s Linear Coeficients: 497s Sepal.Length Sepal.Width Petal.Length Petal.Width 497s setosa 23.678 30.2896 -3.1124 -44.9900 497s versicolor 20.342 4.6372 27.3265 -23.2006 497s virginica 18.377 -2.0004 31.4235 4.0906 497s 497s Constants: 497s setosa versicolor virginica 497s -104.96 -110.79 -145.49 497s 497s Apparent error rate 0.0333 497s 497s Classification table 497s Predicted 497s Actual setosa versicolor virginica 497s setosa 50 0 0 497s versicolor 0 48 2 497s virginica 0 3 47 497s 497s Confusion matrix 497s Predicted 497s Actual setosa versicolor virginica 497s setosa 1 0.00 0.00 497s versicolor 0 0.96 0.04 497s virginica 0 0.06 0.94 497s 497s Data: crabs 497s Call: 497s Linda(sp ~ ., data = crabs, method = method) 497s 497s Prior Probabilities of Groups: 497s B O 497s 0.5 0.5 497s 497s Group means: 497s sexM index FL RW CL CW BD 497s B 0.50000 23.956 13.790 11.649 29.390 33.934 12.274 497s O 0.51087 24.478 16.903 13.330 33.707 37.595 15.276 497s 497s Within-groups Covariance Matrix: 497s sexM index FL RW CL CW BD 497s sexM 0.25272 0.39179 0.14054 -0.30017 0.51191 0.45114 0.21708 497s index 0.39179 192.47099 39.97343 26.56698 84.63152 94.99987 38.67917 497s FL 0.14054 39.97343 8.97950 5.91408 18.98672 21.38046 8.60313 497s RW -0.30017 26.56698 5.91408 4.81389 12.31798 14.10613 5.58933 497s CL 0.51191 84.63152 18.98672 12.31798 40.94109 45.94330 18.52367 497s CW 0.45114 94.99987 21.38046 14.10613 45.94330 51.80106 20.79704 497s BD 0.21708 38.67917 8.60313 5.58933 18.52367 20.79704 8.49355 497s 497s Linear Coeficients: 497s sexM index FL RW CL CW BD 497s B 13.993 -2.5515 9.152 9.9187 2.2321 -2.9774 -0.66797 497s O 14.362 -4.0280 23.369 12.1556 5.3672 -14.9236 12.94057 497s 497s Constants: 497s B O 497s -72.687 -142.365 497s 497s Apparent error rate 0 497s 497s Classification table 497s Predicted 497s Actual B O 497s B 100 0 497s O 0 100 497s 497s Confusion matrix 497s Predicted 497s Actual B O 497s B 1 0 497s O 0 1 497s 497s Data: fish 498s 498s Apparent error rate 0.0316 498s 498s Classification table 498s Predicted 498s Actual 1 2 3 4 5 6 7 498s 1 34 0 0 0 0 0 0 498s 2 0 5 0 0 1 0 0 498s 3 0 0 20 0 0 0 0 498s 4 0 0 0 11 0 0 0 498s 5 0 0 0 0 13 0 1 498s 6 0 0 0 0 0 17 0 498s 7 0 0 0 0 3 0 53 498s 498s Confusion matrix 498s Predicted 498s Actual 1 2 3 4 5 6 7 498s 1 1 0.000 0 0 0.000 0 0.000 498s 2 0 0.833 0 0 0.167 0 0.000 498s 3 0 0.000 1 0 0.000 0 0.000 498s 4 0 0.000 0 1 0.000 0 0.000 498s 5 0 0.000 0 0 0.929 0 0.071 498s 6 0 0.000 0 0 0.000 1 0.000 498s 7 0 0.000 0 0 0.054 0 0.946 498s 498s Data: pottery 498s Call: 498s Linda(origin ~ ., data = pottery, method = method) 498s 498s Prior Probabilities of Groups: 498s Attic Eritrean 498s 0.48148 0.51852 498s 498s Group means: 498s SI AL FE MG CA TI 498s Attic 55.450 13.738 10.0000 5.0750 5.0750 0.87375 498s Eritrean 52.444 16.444 9.3222 3.1667 6.1778 0.82000 498s 498s Within-groups Covariance Matrix: 498s SI AL FE MG CA TI 498s SI 6.565481 1.6098148 -0.075259 0.369556 -0.359407 0.0169667 498s AL 1.609815 0.5640648 0.029407 0.302056 0.112426 0.0018583 498s FE -0.075259 0.0294074 0.167704 -0.180222 -0.343704 0.0110667 498s MG 0.369556 0.3020556 -0.180222 1.031667 0.915222 -0.0192167 498s CA -0.359407 0.1124259 -0.343704 0.915222 1.447370 -0.0348167 498s TI 0.016967 0.0018583 0.011067 -0.019217 -0.034817 0.0011725 498s 498s Linear Coeficients: 498s SI AL FE MG CA TI 498s Attic 190.17 -622.48 922.21 1.5045 293.30 -990.323 498s Eritrean 135.34 -431.40 666.59 -14.3288 237.68 -44.025 498s 498s Constants: 498s Attic Eritrean 498s -5924.2 -3802.9 498s 498s Apparent error rate 0.1111 498s 498s Classification table 498s Predicted 498s Actual Attic Eritrean 498s Attic 12 1 498s Eritrean 2 12 498s 498s Confusion matrix 498s Predicted 498s Actual Attic Eritrean 498s Attic 0.923 0.077 498s Eritrean 0.143 0.857 498s 498s Data: olitos 498s 498s Apparent error rate 0.1667 498s 498s Classification table 498s Predicted 498s Actual 1 2 3 4 498s 1 44 1 2 3 498s 2 2 22 0 1 498s 3 5 2 25 2 498s 4 1 1 0 9 498s 498s Confusion matrix 498s Predicted 498s Actual 1 2 3 4 498s 1 0.880 0.020 0.040 0.060 498s 2 0.080 0.880 0.000 0.040 498s 3 0.147 0.059 0.735 0.059 498s 4 0.091 0.091 0.000 0.818 498s =================================================== 498s > dodata(method="mrcd") 498s 498s Call: dodata(method = "mrcd") 498s =================================================== 498s 498s Data: hemophilia 498s Call: 498s Linda(as.factor(gr) ~ ., data = hemophilia, method = method) 498s 498s Prior Probabilities of Groups: 498s carrier normal 498s 0.6 0.4 498s 498s Group means: 498s AHFactivity AHFantigen 498s carrier -0.34048 -0.055943 498s normal -0.13566 -0.081191 498s 498s Within-groups Covariance Matrix: 498s AHFactivity AHFantigen 498s AHFactivity 0.0133676 0.0088055 498s AHFantigen 0.0088055 0.0221225 498s 498s Linear Coeficients: 498s AHFactivity AHFantigen 498s carrier -32.264 10.31334 498s normal -10.478 0.50044 498s 498s Constants: 498s carrier normal 498s -5.7149 -1.6067 498s 498s Apparent error rate 0.16 498s 498s Classification table 498s Predicted 498s Actual carrier normal 498s carrier 38 7 498s normal 5 25 498s 498s Confusion matrix 498s Predicted 498s Actual carrier normal 498s carrier 0.844 0.156 498s normal 0.167 0.833 498s 498s Data: anorexia 498s Call: 498s Linda(Treat ~ ., data = anorexia, method = method) 498s 498s Prior Probabilities of Groups: 498s CBT Cont FT 498s 0.40278 0.36111 0.23611 498s 498s Group means: 498s Prewt Postwt 498s CBT 83.114 84.009 498s Cont 80.327 80.125 498s FT 85.161 94.371 498s 498s Within-groups Covariance Matrix: 498s Prewt Postwt 498s Prewt 22.498 11.860 498s Postwt 11.860 20.426 498s 498s Linear Coeficients: 498s Prewt Postwt 498s CBT 2.1994 2.8357 498s Cont 2.1653 2.6654 498s FT 1.9451 3.4907 498s 498s Constants: 498s CBT Cont FT 498s -211.42 -194.77 -248.97 498s 498s Apparent error rate 0.3889 498s 498s Classification table 498s Predicted 498s Actual CBT Cont FT 498s CBT 15 6 8 498s Cont 6 16 4 498s FT 0 4 13 498s 498s Confusion matrix 498s Predicted 498s Actual CBT Cont FT 498s CBT 0.517 0.207 0.276 498s Cont 0.231 0.615 0.154 498s FT 0.000 0.235 0.765 498s 498s Data: Pima 498s Call: 498s Linda(type ~ ., data = Pima.tr, method = method) 498s 498s Prior Probabilities of Groups: 498s No Yes 498s 0.66 0.34 498s 498s Group means: 498s npreg glu bp skin bmi ped age 498s No 1.9925 108.32 66.240 24.856 30.310 0.37382 24.747 498s Yes 5.8855 145.88 75.715 32.541 33.915 0.39281 38.857 498s 498s Within-groups Covariance Matrix: 498s npreg glu bp skin bmi ped age 498s npreg 4.090330 7.9547 3.818380 3.35899 2.470242 0.032557 9.5929 498s glu 7.954730 770.4187 76.377665 53.32216 54.100400 -1.139087 28.5677 498s bp 3.818380 76.3777 108.201622 42.61184 18.574983 -0.089151 20.3558 498s skin 3.358992 53.3222 42.611844 146.81170 65.210794 -0.277335 15.0162 498s bmi 2.470242 54.1004 18.574983 65.21079 52.871847 0.062145 9.0741 498s ped 0.032557 -1.1391 -0.089151 -0.27733 0.062145 0.063490 0.1762 498s age 9.592948 28.5677 20.355803 15.01616 9.074109 0.176201 53.5163 498s 498s Linear Coeficients: 498s npreg glu bp skin bmi ped age 498s No -1.30832 0.065773 0.54772 -0.32738 0.70207 5.2556 0.40900 498s Yes -0.76566 0.106435 0.55777 -0.28044 0.61709 5.9199 0.54892 498s 498s Constants: 498s No Yes 498s -33.429 -45.434 498s 498s Apparent error rate 0.28 498s 498s Classification table 498s Predicted 498s Actual No Yes 498s No 105 27 498s Yes 29 39 498s 498s Confusion matrix 498s Predicted 498s Actual No Yes 498s No 0.795 0.205 498s Yes 0.426 0.574 498s 498s Data: Forest soils 498s 498s Apparent error rate 0.3448 498s 498s Classification table 498s Predicted 498s Actual 1 2 3 498s 1 7 2 2 498s 2 4 14 5 498s 3 3 4 17 498s 498s Confusion matrix 498s Predicted 498s Actual 1 2 3 498s 1 0.636 0.182 0.182 498s 2 0.174 0.609 0.217 498s 3 0.125 0.167 0.708 498s 498s Data: Raven and Miller diabetes data 498s Call: 498s Linda(group ~ insulin + glucose + sspg, data = diabetes, method = method) 498s 498s Prior Probabilities of Groups: 498s normal chemical overt 498s 0.52414 0.24828 0.22759 498s 498s Group means: 498s insulin glucose sspg 498s normal 154.014 346.07 91.606 498s chemical 248.841 451.10 221.936 498s overt 89.766 1064.16 335.100 498s 498s Within-groups Covariance Matrix: 498s insulin glucose sspg 498s insulin 4948.1 1007.61 1471.12 498s glucose 1007.6 2597.38 358.57 498s sspg 1471.1 358.57 3180.04 498s 498s Linear Coeficients: 498s insulin glucose sspg 498s normal 0.00027839 0.13121 0.013882 498s chemical 0.00148074 0.16615 0.050371 498s overt -0.10102404 0.43466 0.103100 498s 498s Constants: 498s normal chemical overt 498s -24.008 -44.642 -245.497 498s 498s Apparent error rate 0.0966 498s 498s Classification table 498s Predicted 498s Actual normal chemical overt 498s normal 71 5 0 498s chemical 2 34 0 498s overt 0 7 26 498s 498s Confusion matrix 498s Predicted 498s Actual normal chemical overt 498s normal 0.934 0.066 0.000 498s chemical 0.056 0.944 0.000 498s overt 0.000 0.212 0.788 498s 498s Data: iris 498s Call: 498s Linda(Species ~ ., data = iris, method = method, l1med = TRUE) 498s 498s Prior Probabilities of Groups: 498s setosa versicolor virginica 498s 0.33333 0.33333 0.33333 498s 498s Group means: 498s Sepal.Length Sepal.Width Petal.Length Petal.Width 498s setosa 4.9755 3.3826 1.4608 0.22053 498s versicolor 5.8868 2.7823 4.2339 1.34603 498s virginica 6.5176 2.9691 5.4560 2.06335 498s 498s Within-groups Covariance Matrix: 498s Sepal.Length Sepal.Width Petal.Length Petal.Width 498s Sepal.Length 0.238417 0.136325 0.086377 0.036955 498s Sepal.Width 0.136325 0.148452 0.067500 0.034804 498s Petal.Length 0.086377 0.067500 0.100934 0.035968 498s Petal.Width 0.036955 0.034804 0.035968 0.023856 498s 498s Linear Coeficients: 498s Sepal.Length Sepal.Width Petal.Length Petal.Width 498s setosa 17.106 15.693 7.8806 -52.031 498s versicolor 21.744 -15.813 38.0139 -11.505 498s virginica 23.032 -26.567 43.6391 23.777 498s 498s Constants: 498s setosa versicolor virginica 498s -70.214 -115.832 -180.294 498s 498s Apparent error rate 0.02 498s 498s Classification table 498s Predicted 498s Actual setosa versicolor virginica 498s setosa 50 0 0 498s versicolor 0 49 1 498s virginica 0 2 48 498s 498s Confusion matrix 498s Predicted 498s Actual setosa versicolor virginica 498s setosa 1 0.00 0.00 498s versicolor 0 0.98 0.02 498s virginica 0 0.04 0.96 498s 498s Data: crabs 498s Call: 498s Linda(sp ~ ., data = crabs, method = method) 498s 498s Prior Probabilities of Groups: 498s B O 498s 0.5 0.5 498s 498s Group means: 498s sexM index FL RW CL CW BD 498s B 0 25.5 13.270 12.138 28.102 32.624 11.816 498s O 1 25.5 16.626 12.262 33.688 37.188 15.324 498s 498s Within-groups Covariance Matrix: 498s sexM index FL RW CL CW BD 498s sexM 1.5255e-07 0.000 0.0000 0.0000 0.000 0.000 0.000 498s index 0.0000e+00 337.501 62.8107 46.5073 137.713 154.451 63.514 498s FL 0.0000e+00 62.811 15.3164 9.8612 29.911 33.479 13.805 498s RW 0.0000e+00 46.507 9.8612 8.6949 21.878 24.604 10.092 498s CL 0.0000e+00 137.713 29.9112 21.8779 73.888 73.891 30.486 498s CW 0.0000e+00 154.451 33.4788 24.6038 73.891 92.801 34.122 498s BD 0.0000e+00 63.514 13.8053 10.0923 30.486 34.122 15.854 498s 498s Linear Coeficients: 498s sexM index FL RW CL CW BD 498s B 0 -0.64890 0.95529 2.7299 0.20747 0.28549 -0.23815 498s O 6555120 -0.83294 1.67920 1.8896 0.32330 0.23479 0.51136 498s 498s Constants: 498s B O 498s -2.1491e+01 -3.2776e+06 498s 498s Apparent error rate 0.5 498s 498s Classification table 498s Predicted 498s Actual B O 498s B 50 50 498s O 50 50 498s 498s Confusion matrix 498s Predicted 498s Actual B O 498s B 0.5 0.5 498s O 0.5 0.5 498s 498s Data: fish 498s 498s Apparent error rate 0.2532 498s 498s Classification table 498s Predicted 498s Actual 1 2 3 4 5 6 7 498s 1 33 0 0 1 0 0 0 498s 2 0 3 0 0 0 0 3 498s 3 0 2 5 0 0 0 13 498s 4 0 0 0 11 0 0 0 498s 5 0 0 0 0 14 0 0 498s 6 0 0 0 0 0 17 0 498s 7 0 19 0 0 2 0 35 498s 498s Confusion matrix 498s Predicted 498s Actual 1 2 3 4 5 6 7 498s 1 0.971 0.000 0.00 0.029 0.000 0 0.000 498s 2 0.000 0.500 0.00 0.000 0.000 0 0.500 498s 3 0.000 0.100 0.25 0.000 0.000 0 0.650 498s 4 0.000 0.000 0.00 1.000 0.000 0 0.000 498s 5 0.000 0.000 0.00 0.000 1.000 0 0.000 498s 6 0.000 0.000 0.00 0.000 0.000 1 0.000 498s 7 0.000 0.339 0.00 0.000 0.036 0 0.625 498s 498s Data: pottery 498s Call: 498s Linda(origin ~ ., data = pottery, method = method) 498s 498s Prior Probabilities of Groups: 498s Attic Eritrean 498s 0.48148 0.51852 498s 498s Group means: 498s SI AL FE MG CA TI 498s Attic 55.872 13.986 10.113 5.0235 4.7316 0.88531 498s Eritrean 52.487 16.286 9.499 2.4520 5.3745 0.83959 498s 498s Within-groups Covariance Matrix: 498s SI AL FE MG CA TI 498s SI 12.795913 3.2987125 -0.35496855 0.9399999 -0.0143514 0.01132392 498s AL 3.298713 1.0829436 -0.03394751 0.2838724 0.0501000 0.00117721 498s FE -0.354969 -0.0339475 0.08078156 0.0341568 -0.0457411 0.00043177 498s MG 0.940000 0.2838724 0.03415675 0.4350013 0.1417876 0.00396576 498s CA -0.014351 0.0501000 -0.04574114 0.1417876 0.4196628 -0.00104893 498s TI 0.011324 0.0011772 0.00043177 0.0039658 -0.0010489 0.00026205 498s 498s Linear Coeficients: 498s SI AL FE MG CA TI 498s Attic 36.451 -63.784 352.90 -124.07 110.08 3826.6 498s Eritrean 29.763 -41.039 325.12 -128.32 107.36 3938.1 498s 498s Constants: 498s Attic Eritrean 498s -4000.1 -3776.1 498s 498s Apparent error rate 0.1111 498s 498s Classification table 498s Predicted 498s Actual Attic Eritrean 498s Attic 12 1 498s Eritrean 2 12 498s 498s Confusion matrix 498s Predicted 498s Actual Attic Eritrean 498s Attic 0.923 0.077 498s Eritrean 0.143 0.857 498s 498s Data: olitos 499s 499s Apparent error rate 0.125 499s 499s Classification table 499s Predicted 499s Actual 1 2 3 4 499s 1 44 2 3 1 499s 2 1 23 1 0 499s 3 4 1 27 2 499s 4 0 0 0 11 499s 499s Confusion matrix 499s Predicted 499s Actual 1 2 3 4 499s 1 0.880 0.040 0.060 0.020 499s 2 0.040 0.920 0.040 0.000 499s 3 0.118 0.029 0.794 0.059 499s 4 0.000 0.000 0.000 1.000 499s =================================================== 499s > dodata(method="ogk") 499s 499s Call: dodata(method = "ogk") 499s =================================================== 499s 499s Data: hemophilia 499s Call: 499s Linda(as.factor(gr) ~ ., data = hemophilia, method = method) 499s 499s Prior Probabilities of Groups: 499s carrier normal 499s 0.6 0.4 499s 499s Group means: 499s AHFactivity AHFantigen 499s carrier -0.29043 -0.00052902 499s normal -0.12463 -0.06715037 499s 499s Within-groups Covariance Matrix: 499s AHFactivity AHFantigen 499s AHFactivity 0.015688 0.010544 499s AHFantigen 0.010544 0.016633 499s 499s Linear Coeficients: 499s AHFactivity AHFantigen 499s carrier -32.2203 20.3935 499s normal -9.1149 1.7409 499s 499s Constants: 499s carrier normal 499s -5.1843 -1.4259 499s 499s Apparent error rate 0.1467 499s 499s Classification table 499s Predicted 499s Actual carrier normal 499s carrier 38 7 499s normal 4 26 499s 499s Confusion matrix 499s Predicted 499s Actual carrier normal 499s carrier 0.844 0.156 499s normal 0.133 0.867 499s 499s Data: anorexia 499s Call: 499s Linda(Treat ~ ., data = anorexia, method = method) 499s 499s Prior Probabilities of Groups: 499s CBT Cont FT 499s 0.40278 0.36111 0.23611 499s 499s Group means: 499s Prewt Postwt 499s CBT 82.634 82.060 499s Cont 81.605 80.459 499s FT 85.157 93.822 499s 499s Within-groups Covariance Matrix: 499s Prewt Postwt 499s Prewt 15.8294 4.4663 499s Postwt 4.4663 19.6356 499s 499s Linear Coeficients: 499s Prewt Postwt 499s CBT 4.3183 3.1970 499s Cont 4.2734 3.1256 499s FT 4.3080 3.7983 499s 499s Constants: 499s CBT Cont FT 499s -310.50 -301.12 -363.05 499s 499s Apparent error rate 0.4583 499s 499s Classification table 499s Predicted 499s Actual CBT Cont FT 499s CBT 15 5 9 499s Cont 14 11 1 499s FT 0 4 13 499s 499s Confusion matrix 499s Predicted 499s Actual CBT Cont FT 499s CBT 0.517 0.172 0.310 499s Cont 0.538 0.423 0.038 499s FT 0.000 0.235 0.765 499s 499s Data: Pima 499s Call: 499s Linda(type ~ ., data = Pima.tr, method = method) 499s 499s Prior Probabilities of Groups: 499s No Yes 499s 0.66 0.34 499s 499s Group means: 499s npreg glu bp skin bmi ped age 499s No 2.4175 109.93 67.332 26.324 30.344 0.38740 26.267 499s Yes 5.1853 142.29 75.194 33.151 34.878 0.47977 37.626 499s 499s Within-groups Covariance Matrix: 499s npreg glu bp skin bmi ped age 499s npreg 7.218576 7.52457 6.96595 4.86613 0.45567 -0.054245 14.42648 499s glu 7.524571 517.38370 58.53812 31.57321 22.68396 -0.200222 22.88780 499s bp 6.965950 58.53812 101.50317 27.86784 10.89215 -0.152784 25.41819 499s skin 4.866127 31.57321 27.86784 95.16949 37.45066 -0.117375 14.60676 499s bmi 0.455675 22.68396 10.89215 37.45066 30.89491 0.043400 4.05584 499s ped -0.054245 -0.20022 -0.15278 -0.11737 0.04340 0.051268 -0.18131 499s age 14.426479 22.88780 25.41819 14.60676 4.05584 -0.181311 57.89570 499s 499s Linear Coeficients: 499s npreg glu bp skin bmi ped age 499s No -0.99043 0.12339 0.54101 -0.35335 1.0721 8.4945 0.45482 499s Yes -1.01369 0.17577 0.53898 -0.35554 1.1563 11.0474 0.63966 499s 499s Constants: 499s No Yes 499s -43.449 -60.176 499s 499s Apparent error rate 0.23 499s 499s Classification table 499s Predicted 499s Actual No Yes 499s No 108 24 499s Yes 22 46 499s 499s Confusion matrix 499s Predicted 499s Actual No Yes 499s No 0.818 0.182 499s Yes 0.324 0.676 499s 499s Data: Forest soils 499s 499s Apparent error rate 0.3621 499s 499s Classification table 499s Predicted 499s Actual 1 2 3 499s 1 7 3 1 499s 2 4 13 6 499s 3 3 4 17 499s 499s Confusion matrix 499s Predicted 499s Actual 1 2 3 499s 1 0.636 0.273 0.091 499s 2 0.174 0.565 0.261 499s 3 0.125 0.167 0.708 499s 499s Data: Raven and Miller diabetes data 499s Call: 499s Linda(group ~ insulin + glucose + sspg, data = diabetes, method = method) 499s 499s Prior Probabilities of Groups: 499s normal chemical overt 499s 0.52414 0.24828 0.22759 499s 499s Group means: 499s insulin glucose sspg 499s normal 159.540 344.06 99.486 499s chemical 252.992 478.16 219.442 499s overt 79.635 1094.96 338.517 499s 499s Within-groups Covariance Matrix: 499s insulin glucose sspg 499s insulin 3844.877 67.238 1456.55 499s glucose 67.238 2228.396 324.21 499s sspg 1456.548 324.205 2181.73 499s 499s Linear Coeficients: 499s insulin glucose sspg 499s normal 0.040407 0.15379 -0.0042303 499s chemical 0.047858 0.20764 0.0377766 499s overt -0.026158 0.47736 0.1016873 499s 499s Constants: 499s normal chemical overt 499s -30.115 -61.233 -278.996 499s 499s Apparent error rate 0.0966 499s 499s Classification table 499s Predicted 499s Actual normal chemical overt 499s normal 71 5 0 499s chemical 2 34 0 499s overt 0 7 26 499s 499s Confusion matrix 499s Predicted 499s Actual normal chemical overt 499s normal 0.934 0.066 0.000 499s chemical 0.056 0.944 0.000 499s overt 0.000 0.212 0.788 499s 499s Data: iris 499s Call: 499s Linda(Species ~ ., data = iris, method = method, l1med = TRUE) 499s 499s Prior Probabilities of Groups: 499s setosa versicolor virginica 499s 0.33333 0.33333 0.33333 499s 499s Group means: 499s Sepal.Length Sepal.Width Petal.Length Petal.Width 499s setosa 4.9654 3.3913 1.4507 0.21639 499s versicolor 5.8767 2.7909 4.2238 1.34189 499s virginica 6.5075 2.9777 5.4459 2.05921 499s 499s Within-groups Covariance Matrix: 499s Sepal.Length Sepal.Width Petal.Length Petal.Width 499s Sepal.Length 0.180280 0.068876 0.101512 0.036096 499s Sepal.Width 0.068876 0.079556 0.047722 0.029409 499s Petal.Length 0.101512 0.047722 0.111492 0.038658 499s Petal.Width 0.036096 0.029409 0.038658 0.029965 499s 499s Linear Coeficients: 499s Sepal.Length Sepal.Width Petal.Length Petal.Width 499s setosa 28.582 46.5236 -13.859 -54.9877 499s versicolor 19.837 11.9601 20.865 -17.7704 499s virginica 16.999 1.9046 29.808 7.9189 499s 499s Constants: 499s setosa versicolor virginica 499s -134.94 -108.22 -148.56 499s 499s Apparent error rate 0.0133 499s 499s Classification table 499s Predicted 499s Actual setosa versicolor virginica 499s setosa 50 0 0 499s versicolor 0 49 1 499s virginica 0 1 49 499s 499s Confusion matrix 499s Predicted 499s Actual setosa versicolor virginica 499s setosa 1 0.00 0.00 499s versicolor 0 0.98 0.02 499s virginica 0 0.02 0.98 499s 499s Data: crabs 499s Call: 499s Linda(sp ~ ., data = crabs, method = method) 499s 499s Prior Probabilities of Groups: 499s B O 499s 0.5 0.5 499s 499s Group means: 499s sexM index FL RW CL CW BD 499s B 0.48948 24.060 13.801 11.738 29.491 34.062 12.329 499s O 0.56236 24.043 16.825 13.158 33.574 37.418 15.223 499s 499s Within-groups Covariance Matrix: 499s sexM index FL RW CL CW BD 499s sexM 0.24961 0.50421 0.16645 -0.28574 0.54159 0.48449 0.22563 499s index 0.50421 186.86616 38.46284 25.26749 82.29121 92.11253 37.67723 499s FL 0.16645 38.46284 8.58830 5.56769 18.33015 20.58235 8.32030 499s RW -0.28574 25.26749 5.56769 4.52038 11.70881 13.37643 5.32779 499s CL 0.54159 82.29121 18.33015 11.70881 39.78186 44.52112 18.01179 499s CW 0.48449 92.11253 20.58235 13.37643 44.52112 50.06150 20.16852 499s BD 0.22563 37.67723 8.32030 5.32779 18.01179 20.16852 8.25884 499s 499s Linear Coeficients: 499s sexM index FL RW CL CW BD 499s B 16.497 -2.5896 8.3966 11.518 1.7536 -2.5325 -0.67361 499s O 17.010 -4.0452 23.5400 13.702 4.7871 -14.8264 13.04556 499s 499s Constants: 499s B O 499s -77.695 -147.287 499s 499s Apparent error rate 0 499s 499s Classification table 499s Predicted 499s Actual B O 499s B 100 0 499s O 0 100 499s 499s Confusion matrix 499s Predicted 499s Actual B O 499s B 1 0 499s O 0 1 499s 499s Data: fish 499s 499s Apparent error rate 0.0063 499s 499s Classification table 499s Predicted 499s Actual 1 2 3 4 5 6 7 499s 1 34 0 0 0 0 0 0 499s 2 0 6 0 0 0 0 0 499s 3 0 0 20 0 0 0 0 499s 4 0 0 0 11 0 0 0 499s 5 0 0 0 0 14 0 0 499s 6 0 0 0 0 0 17 0 499s 7 0 0 0 0 1 0 55 499s 499s Confusion matrix 499s Predicted 499s Actual 1 2 3 4 5 6 7 499s 1 1 0 0 0 0.000 0 0.000 499s 2 0 1 0 0 0.000 0 0.000 499s 3 0 0 1 0 0.000 0 0.000 499s 4 0 0 0 1 0.000 0 0.000 499s 5 0 0 0 0 1.000 0 0.000 499s 6 0 0 0 0 0.000 1 0.000 499s 7 0 0 0 0 0.018 0 0.982 499s 499s Data: pottery 499s Call: 499s Linda(origin ~ ., data = pottery, method = method) 499s 499s Prior Probabilities of Groups: 499s Attic Eritrean 499s 0.48148 0.51852 499s 499s Group means: 499s SI AL FE MG CA TI 499s Attic 55.381 14.088 10.1316 4.9588 4.7684 0.88444 499s Eritrean 53.559 16.251 9.1145 2.6213 5.8980 0.82501 499s 499s Within-groups Covariance Matrix: 499s SI AL FE MG CA TI 499s SI 7.878378 1.9064112 -0.545403 0.4167407 -0.11589 0.01850748 499s AL 1.906411 0.6678763 -0.037744 0.1120891 -0.10733 0.00805556 499s FE -0.545403 -0.0377438 0.213914 -0.0192356 -0.23121 0.00582800 499s MG 0.416741 0.1120891 -0.019236 0.2336721 0.17284 -0.00183128 499s CA -0.115888 -0.1073297 -0.231213 0.1728385 0.71388 -0.01895968 499s TI 0.018507 0.0080556 0.005828 -0.0018313 -0.01896 0.00081815 499s 499s Linear Coeficients: 499s SI AL FE MG CA TI 499s Attic 57.784 -107.297 319.31 -152.94 241.66 3813.6 499s Eritrean 52.523 -86.545 306.58 -165.71 242.36 3734.1 499s 499s Constants: 499s Attic Eritrean 499s -4346 -4139 499s 499s Apparent error rate 0.1111 499s 499s Classification table 499s Predicted 499s Actual Attic Eritrean 499s Attic 12 1 499s Eritrean 2 12 499s 499s Confusion matrix 499s Predicted 499s Actual Attic Eritrean 499s Attic 0.923 0.077 499s Eritrean 0.143 0.857 499s 499s Data: olitos 499s 499s Apparent error rate 0.1 499s 499s Classification table 499s Predicted 499s Actual 1 2 3 4 499s 1 45 2 2 1 499s 2 0 25 0 0 499s 3 4 1 27 2 499s 4 0 0 0 11 499s 499s Confusion matrix 499s Predicted 499s Actual 1 2 3 4 499s 1 0.900 0.040 0.040 0.020 499s 2 0.000 1.000 0.000 0.000 499s 3 0.118 0.029 0.794 0.059 499s 4 0.000 0.000 0.000 1.000 499s =================================================== 499s > #dodata(method="fsa") 499s > 499s BEGIN TEST tldapp.R 499s 499s R version 4.3.3 (2024-02-29) -- "Angel Food Cake" 499s Copyright (C) 2024 The R Foundation for Statistical Computing 499s Platform: powerpc64le-unknown-linux-gnu (64-bit) 499s 499s R is free software and comes with ABSOLUTELY NO WARRANTY. 499s You are welcome to redistribute it under certain conditions. 499s Type 'license()' or 'licence()' for distribution details. 499s 499s R is a collaborative project with many contributors. 499s Type 'contributors()' for more information and 499s 'citation()' on how to cite R or R packages in publications. 499s 499s Type 'demo()' for some demos, 'help()' for on-line help, or 499s 'help.start()' for an HTML browser interface to help. 499s Type 'q()' to quit R. 499s 499s > ## VT::15.09.2013 - this will render the output independent 499s > ## from the version of the package 499s > suppressPackageStartupMessages(library(rrcov)) 499s > library(MASS) 499s > 499s > dodata <- function(method) { 499s + 499s + options(digits = 5) 499s + set.seed(101) 499s + 499s + tmp <- sys.call() 499s + cat("\nCall: ", deparse(substitute(tmp)),"\n") 499s + cat("===================================================\n") 499s + 499s + data(pottery); show(lda <- LdaPP(origin~., data=pottery, method=method)); show(predict(lda)) 499s + data(hemophilia); show(lda <- LdaPP(as.factor(gr)~., data=hemophilia, method=method)); show(predict(lda)) 499s + data(anorexia); show(lda <- LdaPP(Treat~., data=anorexia, method=method)); show(predict(lda)) 499s + data(Pima.tr); show(lda <- LdaPP(type~., data=Pima.tr, method=method)); show(predict(lda)) 499s + data(crabs); show(lda <- LdaPP(sp~., data=crabs, method=method)); show(predict(lda)) 499s + 499s + cat("===================================================\n") 499s + } 499s > 499s > 499s > ## -- now do it: 499s > 499s > ## Commented out - still to slow 499s > ##dodata(method="huber") 499s > ##dodata(method="sest") 499s > 499s > ## VT::14.11.2018 - Commented out: too slow 499s > ## dodata(method="mad") 499s > ## dodata(method="class") 499s > 499s BEGIN TEST tmcd4.R 499s 499s R version 4.3.3 (2024-02-29) -- "Angel Food Cake" 499s Copyright (C) 2024 The R Foundation for Statistical Computing 499s Platform: powerpc64le-unknown-linux-gnu (64-bit) 499s 499s R is free software and comes with ABSOLUTELY NO WARRANTY. 499s You are welcome to redistribute it under certain conditions. 499s Type 'license()' or 'licence()' for distribution details. 499s 499s R is a collaborative project with many contributors. 499s Type 'contributors()' for more information and 499s 'citation()' on how to cite R or R packages in publications. 499s 499s Type 'demo()' for some demos, 'help()' for on-line help, or 499s 'help.start()' for an HTML browser interface to help. 499s Type 'q()' to quit R. 499s 499s > ## Test the exact fit property of CovMcd 499s > doexactfit <- function(){ 499s + exact <-function(seed=1234){ 499s + 499s + set.seed(seed) 499s + 499s + n1 <- 45 499s + p <- 2 499s + x1 <- matrix(rnorm(p*n1),nrow=n1, ncol=p) 499s + x1[,p] <- x1[,p] + 3 499s + n2 <- 55 499s + m1 <- 0 499s + m2 <- 3 499s + x2 <- cbind(rnorm(n2),rep(m2,n2)) 499s + x<-rbind(x1,x2) 499s + colnames(x) <- c("X1","X2") 499s + x 499s + } 499s + print(CovMcd(exact())) 499s + } 499s > 499s > dodata <- function(nrep=1, time=FALSE, short=FALSE, full=TRUE, method = c("FASTMCD","MASS", "deterministic", "exact", "MRCD")){ 499s + ##@bdescr 499s + ## Test the function covMcd() on the literature datasets: 499s + ## 499s + ## Call CovMcd() for all regression datasets available in rrcov and print: 499s + ## - execution time (if time == TRUE) 499s + ## - objective fucntion 499s + ## - best subsample found (if short == false) 499s + ## - outliers identified (with cutoff 0.975) (if short == false) 499s + ## - estimated center and covarinance matrix if full == TRUE) 499s + ## 499s + ##@edescr 499s + ## 499s + ##@in nrep : [integer] number of repetitions to use for estimating the 499s + ## (average) execution time 499s + ##@in time : [boolean] whether to evaluate the execution time 499s + ##@in short : [boolean] whether to do short output (i.e. only the 499s + ## objective function value). If short == FALSE, 499s + ## the best subsample and the identified outliers are 499s + ## printed. See also the parameter full below 499s + ##@in full : [boolean] whether to print the estimated cente and covariance matrix 499s + ##@in method : [character] select a method: one of (FASTMCD, MASS) 499s + 499s + doest <- function(x, xname, nrep=1){ 499s + n <- dim(x)[1] 499s + p <- dim(x)[2] 499s + if(method == "MASS"){ 499s + mcd<-cov.mcd(x) 499s + quan <- as.integer(floor((n + p + 1)/2)) #default: floor((n+p+1)/2) 499s + } 499s + else{ 499s + mcd <- if(method=="deterministic") CovMcd(x, nsamp="deterministic", trace=FALSE) 499s + else if(method=="exact") CovMcd(x, nsamp="exact", trace=FALSE) 499s + else if(method=="MRCD") CovMrcd(x, trace=FALSE) 499s + else CovMcd(x, trace=FALSE) 499s + quan <- as.integer(mcd@quan) 499s + } 499s + 499s + crit <- mcd@crit 499s + 499s + if(time){ 499s + xtime <- system.time(dorep(x, nrep, method))[1]/nrep 499s + xres <- sprintf("%3d %3d %3d %12.6f %10.3f\n", dim(x)[1], dim(x)[2], quan, crit, xtime) 499s + } 499s + else{ 499s + xres <- sprintf("%3d %3d %3d %12.6f\n", dim(x)[1], dim(x)[2], quan, crit) 499s + } 499s + lpad<-lname-nchar(xname) 499s + cat(pad.right(xname,lpad), xres) 499s + 499s + if(!short){ 499s + cat("Best subsample: \n") 499s + if(length(mcd@best) > 150) 499s + cat("Too long... \n") 499s + else 499s + print(mcd@best) 499s + 499s + ibad <- which(mcd@wt==0) 499s + names(ibad) <- NULL 499s + nbad <- length(ibad) 499s + cat("Outliers: ",nbad,"\n") 499s + if(nbad > 0 & nbad < 150) 499s + print(ibad) 499s + else 499s + cat("Too many to print ... \n") 499s + if(full){ 499s + cat("-------------\n") 499s + show(mcd) 499s + } 499s + cat("--------------------------------------------------------\n") 499s + } 499s + } 499s + 499s + options(digits = 5) 499s + set.seed(101) # <<-- sub-sampling algorithm now based on R's RNG and seed 499s + 499s + lname <- 20 499s + 499s + ## VT::15.09.2013 - this will render the output independent 499s + ## from the version of the package 499s + suppressPackageStartupMessages(library(rrcov)) 499s + 499s + method <- match.arg(method) 499s + if(method == "MASS") 499s + library(MASS) 499s + 499s + data(Animals, package = "MASS") 499s + brain <- Animals[c(1:24, 26:25, 27:28),] 499s + 499s + data(fish) 499s + data(pottery) 499s + data(rice) 499s + data(un86) 499s + data(wages) 499s + 499s + tmp <- sys.call() 499s + cat("\nCall: ", deparse(substitute(tmp)),"\n") 499s + 499s + cat("Data Set n p Half LOG(obj) Time\n") 499s + cat("========================================================\n") 499s + 499s + if(method=="exact") 499s + { 499s + ## only small data sets 499s + doest(heart[, 1:2], data(heart), nrep) 499s + doest(starsCYG, data(starsCYG), nrep) 499s + doest(data.matrix(subset(phosphor, select = -plant)), data(phosphor), nrep) 499s + doest(data.matrix(subset(coleman, select = -Y)), data(coleman), nrep) 499s + doest(data.matrix(subset(salinity, select = -Y)), data(salinity), nrep) 499s + doest(data.matrix(subset(wood, select = -y)), data(wood), nrep) 499s + doest(brain, "Animals", nrep) 499s + doest(lactic, data(lactic), nrep) 499s + doest(pension, data(pension), nrep) 499s + doest(data.matrix(subset(vaso, select = -Y)), data(vaso), nrep) 499s + doest(stack.x, data(stackloss), nrep) 499s + doest(pilot, data(pilot), nrep) 499s + } else 499s + { 499s + doest(heart[, 1:2], data(heart), nrep) 499s + doest(starsCYG, data(starsCYG), nrep) 499s + doest(data.matrix(subset(phosphor, select = -plant)), data(phosphor), nrep) 499s + doest(stack.x, data(stackloss), nrep) 499s + doest(data.matrix(subset(coleman, select = -Y)), data(coleman), nrep) 499s + doest(data.matrix(subset(salinity, select = -Y)), data(salinity), nrep) 499s + doest(data.matrix(subset(wood, select = -y)), data(wood), nrep) 499s + doest(data.matrix(subset(hbk, select = -Y)),data(hbk), nrep) 499s + 499s + doest(brain, "Animals", nrep) 499s + ## doest(milk, data(milk), nrep) # difference between 386 and x64 499s + doest(bushfire, data(bushfire), nrep) 499s + 499s + doest(lactic, data(lactic), nrep) 499s + doest(pension, data(pension), nrep) 499s + ## doest(pilot, data(pilot), nrep) # difference between 386 and x64 499s + 499s + if(method != "MRCD") # these two are quite slow for MRCD, especially the second one 499s + { 499s + doest(radarImage, data(radarImage), nrep) 499s + doest(NOxEmissions, data(NOxEmissions), nrep) 499s + } 499s + 499s + doest(data.matrix(subset(vaso, select = -Y)), data(vaso), nrep) 499s + doest(data.matrix(subset(wagnerGrowth, select = -Period)), data(wagnerGrowth), nrep) 499s + 499s + doest(data.matrix(subset(fish, select = -Species)), data(fish), nrep) 499s + doest(data.matrix(subset(pottery, select = -origin)), data(pottery), nrep) 499s + doest(rice, data(rice), nrep) 499s + doest(un86, data(un86), nrep) 499s + 499s + doest(wages, data(wages), nrep) 499s + 499s + ## from package 'datasets' 499s + doest(airquality[,1:4], data(airquality), nrep) 499s + doest(attitude, data(attitude), nrep) 499s + doest(attenu, data(attenu), nrep) 499s + doest(USJudgeRatings, data(USJudgeRatings), nrep) 499s + doest(USArrests, data(USArrests), nrep) 499s + doest(longley, data(longley), nrep) 499s + doest(Loblolly, data(Loblolly), nrep) 499s + doest(quakes[,1:4], data(quakes), nrep) 499s + } 499s + cat("========================================================\n") 499s + } 499s > 499s > dogen <- function(nrep=1, eps=0.49, method=c("FASTMCD", "MASS")){ 499s + 499s + doest <- function(x, nrep=1){ 499s + gc() 499s + xtime <- system.time(dorep(x, nrep, method))[1]/nrep 499s + cat(sprintf("%6d %3d %10.2f\n", dim(x)[1], dim(x)[2], xtime)) 499s + xtime 499s + } 499s + 499s + set.seed(1234) 499s + 499s + ## VT::15.09.2013 - this will render the output independent 499s + ## from the version of the package 499s + suppressPackageStartupMessages(library(rrcov)) 499s + 499s + library(MASS) 499s + method <- match.arg(method) 499s + 499s + ap <- c(2, 5, 10, 20, 30) 499s + an <- c(100, 500, 1000, 10000, 50000) 499s + 499s + tottime <- 0 499s + cat(" n p Time\n") 499s + cat("=====================\n") 499s + for(i in 1:length(an)) { 499s + for(j in 1:length(ap)) { 499s + n <- an[i] 499s + p <- ap[j] 499s + if(5*p <= n){ 499s + xx <- gendata(n, p, eps) 499s + X <- xx$X 499s + tottime <- tottime + doest(X, nrep) 499s + } 499s + } 499s + } 499s + 499s + cat("=====================\n") 499s + cat("Total time: ", tottime*nrep, "\n") 499s + } 499s > 499s > docheck <- function(n, p, eps){ 499s + xx <- gendata(n,p,eps) 499s + mcd <- CovMcd(xx$X) 499s + check(mcd, xx$xind) 499s + } 499s > 499s > check <- function(mcd, xind){ 499s + ## check if mcd is robust w.r.t xind, i.e. check how many of xind 499s + ## did not get zero weight 499s + mymatch <- xind %in% which(mcd@wt == 0) 499s + length(xind) - length(which(mymatch)) 499s + } 499s > 499s > dorep <- function(x, nrep=1, method=c("FASTMCD","MASS", "deterministic", "exact", "MRCD")){ 499s + 499s + method <- match.arg(method) 499s + for(i in 1:nrep) 499s + if(method == "MASS") 499s + cov.mcd(x) 499s + else 499s + { 499s + if(method=="deterministic") CovMcd(x, nsamp="deterministic", trace=FALSE) 499s + else if(method=="exact") CovMcd(x, nsamp="exact", trace=FALSE) 499s + else if(method=="MRCD") CovMrcd(x, trace=FALSE) 499s + else CovMcd(x, trace=FALSE) 499s + } 499s + } 499s > 499s > #### gendata() #### 499s > # Generates a location contaminated multivariate 499s > # normal sample of n observations in p dimensions 499s > # (1-eps)*Np(0,Ip) + eps*Np(m,Ip) 499s > # where 499s > # m = (b,b,...,b) 499s > # Defaults: eps=0 and b=10 499s > # 499s > gendata <- function(n,p,eps=0,b=10){ 499s + 499s + if(missing(n) || missing(p)) 499s + stop("Please specify (n,p)") 499s + if(eps < 0 || eps >= 0.5) 499s + stop(message="eps must be in [0,0.5)") 499s + X <- mvrnorm(n,rep(0,p),diag(1,nrow=p,ncol=p)) 499s + nbad <- as.integer(eps * n) 499s + if(nbad > 0){ 499s + Xbad <- mvrnorm(nbad,rep(b,p),diag(1,nrow=p,ncol=p)) 499s + xind <- sample(n,nbad) 499s + X[xind,] <- Xbad 499s + } 499s + list(X=X, xind=xind) 499s + } 499s > 499s > pad.right <- function(z, pads) 499s + { 499s + ### Pads spaces to right of text 499s + padding <- paste(rep(" ", pads), collapse = "") 499s + paste(z, padding, sep = "") 499s + } 499s > 499s > whatis<-function(x){ 499s + if(is.data.frame(x)) 499s + cat("Type: data.frame\n") 499s + else if(is.matrix(x)) 499s + cat("Type: matrix\n") 499s + else if(is.vector(x)) 499s + cat("Type: vector\n") 499s + else 499s + cat("Type: don't know\n") 499s + } 499s > 499s > ## VT::15.09.2013 - this will render the output independent 499s > ## from the version of the package 499s > suppressPackageStartupMessages(library(rrcov)) 500s > 500s > dodata() 500s 500s Call: dodata() 500s Data Set n p Half LOG(obj) Time 500s ======================================================== 500s heart 12 2 7 5.678742 500s Best subsample: 500s [1] 1 3 4 5 7 9 11 500s Outliers: 0 500s Too many to print ... 500s ------------- 500s 500s Call: 500s CovMcd(x = x, trace = FALSE) 500s -> Method: Fast MCD(alpha=0.5 ==> h=7); nsamp = 500; (n,k)mini = (300,5) 500s 500s Robust Estimate of Location: 500s height weight 500s 38.3 33.1 500s 500s Robust Estimate of Covariance: 500s height weight 500s height 135 259 500s weight 259 564 500s -------------------------------------------------------- 500s starsCYG 47 2 25 -8.031215 500s Best subsample: 500s [1] 1 2 4 6 8 10 12 13 16 24 25 26 28 32 33 37 38 39 40 41 42 43 44 45 46 500s Outliers: 7 500s [1] 7 9 11 14 20 30 34 500s ------------- 500s 500s Call: 500s CovMcd(x = x, trace = FALSE) 500s -> Method: Fast MCD(alpha=0.5 ==> h=25); nsamp = 500; (n,k)mini = (300,5) 500s 500s Robust Estimate of Location: 500s log.Te log.light 500s 4.41 4.95 500s 500s Robust Estimate of Covariance: 500s log.Te log.light 500s log.Te 0.0132 0.0394 500s log.light 0.0394 0.2743 500s -------------------------------------------------------- 500s phosphor 18 2 10 6.878847 500s Best subsample: 500s [1] 3 5 8 9 11 12 13 14 15 17 500s Outliers: 3 500s [1] 1 6 10 500s ------------- 500s 500s Call: 500s CovMcd(x = x, trace = FALSE) 500s -> Method: Fast MCD(alpha=0.5 ==> h=10); nsamp = 500; (n,k)mini = (300,5) 500s 500s Robust Estimate of Location: 500s inorg organic 500s 13.4 38.8 500s 500s Robust Estimate of Covariance: 500s inorg organic 500s inorg 129 130 500s organic 130 182 500s -------------------------------------------------------- 500s stackloss 21 3 12 5.472581 500s Best subsample: 500s [1] 4 5 6 7 8 9 10 11 12 13 14 20 500s Outliers: 9 500s [1] 1 2 3 15 16 17 18 19 21 500s ------------- 500s 500s Call: 500s CovMcd(x = x, trace = FALSE) 500s -> Method: Fast MCD(alpha=0.5 ==> h=12); nsamp = 500; (n,k)mini = (300,5) 500s 500s Robust Estimate of Location: 500s Air.Flow Water.Temp Acid.Conc. 500s 59.5 20.8 87.3 500s 500s Robust Estimate of Covariance: 500s Air.Flow Water.Temp Acid.Conc. 500s Air.Flow 6.29 5.85 5.74 500s Water.Temp 5.85 9.23 6.14 500s Acid.Conc. 5.74 6.14 23.25 500s -------------------------------------------------------- 500s coleman 20 5 13 1.286808 500s Best subsample: 500s [1] 2 3 4 5 7 8 12 13 14 16 17 19 20 500s Outliers: 7 500s [1] 1 6 9 10 11 15 18 500s ------------- 500s 500s Call: 500s CovMcd(x = x, trace = FALSE) 500s -> Method: Fast MCD(alpha=0.5 ==> h=13); nsamp = 500; (n,k)mini = (300,5) 500s 500s Robust Estimate of Location: 500s salaryP fatherWc sstatus teacherSc motherLev 500s 2.76 48.38 6.12 25.00 6.40 500s 500s Robust Estimate of Covariance: 500s salaryP fatherWc sstatus teacherSc motherLev 500s salaryP 0.253 1.786 -0.266 0.151 0.075 500s fatherWc 1.786 1303.382 330.496 12.604 34.503 500s sstatus -0.266 330.496 119.888 3.833 10.131 500s teacherSc 0.151 12.604 3.833 0.785 0.555 500s motherLev 0.075 34.503 10.131 0.555 1.043 500s -------------------------------------------------------- 500s salinity 28 3 16 1.326364 500s Best subsample: 500s [1] 1 2 6 7 8 12 13 14 18 20 21 22 25 26 27 28 500s Outliers: 4 500s [1] 5 16 23 24 500s ------------- 500s 500s Call: 500s CovMcd(x = x, trace = FALSE) 500s -> Method: Fast MCD(alpha=0.5 ==> h=16); nsamp = 500; (n,k)mini = (300,5) 500s 500s Robust Estimate of Location: 500s X1 X2 X3 500s 10.08 2.78 22.78 500s 500s Robust Estimate of Covariance: 500s X1 X2 X3 500s X1 10.44 1.01 -3.19 500s X2 1.01 3.83 -1.44 500s X3 -3.19 -1.44 2.39 500s -------------------------------------------------------- 500s wood 20 5 13 -36.270094 500s Best subsample: 500s [1] 1 2 3 5 9 10 12 13 14 15 17 18 20 500s Outliers: 7 500s [1] 4 6 7 8 11 16 19 500s ------------- 500s 500s Call: 500s CovMcd(x = x, trace = FALSE) 500s -> Method: Fast MCD(alpha=0.5 ==> h=13); nsamp = 500; (n,k)mini = (300,5) 500s 500s Robust Estimate of Location: 500s x1 x2 x3 x4 x5 500s 0.587 0.122 0.531 0.538 0.892 500s 500s Robust Estimate of Covariance: 500s x1 x2 x3 x4 x5 500s x1 1.00e-02 1.88e-03 3.15e-03 -5.86e-04 -1.63e-03 500s x2 1.88e-03 4.85e-04 1.27e-03 -5.20e-05 2.36e-05 500s x3 3.15e-03 1.27e-03 6.63e-03 -8.71e-04 3.52e-04 500s x4 -5.86e-04 -5.20e-05 -8.71e-04 2.85e-03 1.83e-03 500s x5 -1.63e-03 2.36e-05 3.52e-04 1.83e-03 2.77e-03 500s -------------------------------------------------------- 500s hbk 75 3 39 -1.047858 500s Best subsample: 500s [1] 15 16 17 18 19 20 21 22 23 24 26 27 31 32 33 35 36 37 38 40 43 49 50 51 54 500s [26] 55 56 58 59 61 63 64 66 67 70 71 72 73 74 500s Outliers: 14 500s [1] 1 2 3 4 5 6 7 8 9 10 11 12 13 14 500s ------------- 500s 500s Call: 500s CovMcd(x = x, trace = FALSE) 500s -> Method: Fast MCD(alpha=0.5 ==> h=39); nsamp = 500; (n,k)mini = (300,5) 500s 500s Robust Estimate of Location: 500s X1 X2 X3 500s 1.54 1.78 1.69 500s 500s Robust Estimate of Covariance: 500s X1 X2 X3 500s X1 1.227 0.055 0.127 500s X2 0.055 1.249 0.153 500s X3 0.127 0.153 1.160 500s -------------------------------------------------------- 500s Animals 28 2 15 14.555543 500s Best subsample: 500s [1] 1 3 4 5 10 11 17 18 19 20 21 22 23 26 27 500s Outliers: 14 500s [1] 2 6 7 8 9 12 13 14 15 16 23 24 25 28 500s ------------- 500s 500s Call: 500s CovMcd(x = x, trace = FALSE) 500s -> Method: Fast MCD(alpha=0.5 ==> h=15); nsamp = 500; (n,k)mini = (300,5) 500s 500s Robust Estimate of Location: 500s body brain 500s 18.7 64.9 500s 500s Robust Estimate of Covariance: 500s body brain 500s body 929 1576 500s brain 1576 5646 500s -------------------------------------------------------- 500s bushfire 38 5 22 18.135810 500s Best subsample: 500s [1] 1 2 3 4 5 6 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 500s Outliers: 16 500s [1] 7 8 9 10 11 12 29 30 31 32 33 34 35 36 37 38 500s ------------- 500s 500s Call: 500s CovMcd(x = x, trace = FALSE) 500s -> Method: Fast MCD(alpha=0.5 ==> h=22); nsamp = 500; (n,k)mini = (300,5) 500s 500s Robust Estimate of Location: 500s V1 V2 V3 V4 V5 500s 105 147 274 218 279 500s 500s Robust Estimate of Covariance: 500s V1 V2 V3 V4 V5 500s V1 346 268 -1692 -381 -311 500s V2 268 236 -1125 -230 -194 500s V3 -1692 -1125 9993 2455 1951 500s V4 -381 -230 2455 647 505 500s V5 -311 -194 1951 505 398 500s -------------------------------------------------------- 500s lactic 20 2 11 0.359580 500s Best subsample: 500s [1] 1 2 3 4 5 7 8 9 10 11 12 500s Outliers: 4 500s [1] 17 18 19 20 500s ------------- 500s 500s Call: 500s CovMcd(x = x, trace = FALSE) 500s -> Method: Fast MCD(alpha=0.5 ==> h=11); nsamp = 500; (n,k)mini = (300,5) 500s 500s Robust Estimate of Location: 500s X Y 500s 3.86 5.01 500s 500s Robust Estimate of Covariance: 500s X Y 500s X 10.6 14.6 500s Y 14.6 21.3 500s -------------------------------------------------------- 500s pension 18 2 10 16.675508 500s Best subsample: 500s [1] 1 2 3 4 5 6 8 9 11 12 500s Outliers: 5 500s [1] 14 15 16 17 18 500s ------------- 500s 500s Call: 500s CovMcd(x = x, trace = FALSE) 500s -> Method: Fast MCD(alpha=0.5 ==> h=10); nsamp = 500; (n,k)mini = (300,5) 500s 500s Robust Estimate of Location: 500s Income Reserves 500s 52.3 560.9 500s 500s Robust Estimate of Covariance: 500s Income Reserves 500s Income 1420 11932 500s Reserves 11932 208643 500s -------------------------------------------------------- 500s radarImage 1573 5 789 36.694425 500s Best subsample: 500s Too long... 500s Outliers: 117 500s [1] 164 237 238 242 261 262 351 450 451 462 480 481 509 516 535 500s [16] 542 572 597 620 643 654 669 697 737 802 803 804 818 832 833 500s [31] 834 862 863 864 892 900 939 989 1029 1064 1123 1132 1145 1202 1223 500s [46] 1224 1232 1233 1249 1250 1258 1259 1267 1303 1347 1357 1368 1375 1376 1393 500s [61] 1394 1402 1403 1411 1417 1419 1420 1428 1436 1443 1444 1453 1470 1479 1487 500s [76] 1492 1504 1510 1511 1512 1517 1518 1519 1520 1521 1522 1525 1526 1527 1528 500s [91] 1530 1532 1534 1543 1544 1546 1547 1548 1549 1550 1551 1552 1553 1554 1555 500s [106] 1557 1558 1561 1562 1564 1565 1566 1567 1569 1570 1571 1573 500s ------------- 500s 500s Call: 500s CovMcd(x = x, trace = FALSE) 500s -> Method: Fast MCD(alpha=0.5 ==> h=789); nsamp = 500; (n,k)mini = (300,5) 500s 500s Robust Estimate of Location: 500s X.coord Y.coord Band.1 Band.2 Band.3 500s 52.80 35.12 6.77 18.44 8.90 500s 500s Robust Estimate of Covariance: 500s X.coord Y.coord Band.1 Band.2 Band.3 500s X.coord 123.6 23.0 -361.9 -197.1 -22.5 500s Y.coord 23.0 400.6 34.3 -191.1 -39.1 500s Band.1 -361.9 34.3 27167.9 8178.8 473.7 500s Band.2 -197.1 -191.1 8178.8 26021.8 952.4 500s Band.3 -22.5 -39.1 473.7 952.4 4458.4 500s -------------------------------------------------------- 500s NOxEmissions 8088 4 4046 2.474539 500s Best subsample: 500s Too long... 500s Outliers: 2156 500s Too many to print ... 500s ------------- 500s 500s Call: 500s CovMcd(x = x, trace = FALSE) 500s -> Method: Fast MCD(alpha=0.5 ==> h=4046); nsamp = 500; (n,k)mini = (300,5) 500s 500s Robust Estimate of Location: 500s julday LNOx LNOxEm sqrtWS 500s 168.19 4.73 7.91 1.37 500s 500s Robust Estimate of Covariance: 500s julday LNOx LNOxEm sqrtWS 500s julday 9180.6297 12.0306 0.7219 -10.1273 500s LNOx 12.0306 0.4721 0.1418 -0.1526 500s LNOxEm 0.7219 0.1418 0.2516 0.0438 500s sqrtWS -10.1273 -0.1526 0.0438 0.2073 500s -------------------------------------------------------- 500s vaso 39 2 21 -3.972244 500s Best subsample: 500s [1] 3 4 8 14 18 19 20 21 22 23 24 25 26 27 28 33 34 35 37 38 39 500s Outliers: 4 500s [1] 1 2 17 31 500s ------------- 500s 500s Call: 500s CovMcd(x = x, trace = FALSE) 500s -> Method: Fast MCD(alpha=0.5 ==> h=21); nsamp = 500; (n,k)mini = (300,5) 500s 500s Robust Estimate of Location: 500s Volume Rate 500s 1.16 1.72 500s 500s Robust Estimate of Covariance: 500s Volume Rate 500s Volume 0.313 -0.167 500s Rate -0.167 0.728 500s -------------------------------------------------------- 500s wagnerGrowth 63 6 35 6.572208 500s Best subsample: 500s [1] 2 3 4 5 6 7 9 10 11 12 13 14 16 17 18 20 23 25 27 31 32 35 36 38 44 500s [26] 48 51 52 53 54 55 56 57 60 62 500s Outliers: 13 500s [1] 1 8 15 21 22 28 29 33 42 43 46 50 63 500s ------------- 500s 500s Call: 500s CovMcd(x = x, trace = FALSE) 500s -> Method: Fast MCD(alpha=0.5 ==> h=35); nsamp = 500; (n,k)mini = (300,5) 500s 500s Robust Estimate of Location: 500s Region PA GPA HS GHS y 500s 11.00 33.66 -2.00 2.48 0.31 7.48 500s 500s Robust Estimate of Covariance: 500s Region PA GPA HS GHS y 500s Region 35.5615 17.9337 -0.5337 -0.9545 -0.3093 -14.0090 500s PA 17.9337 27.7333 -4.9017 -1.4174 0.0343 -28.7040 500s GPA -0.5337 -4.9017 5.3410 0.2690 -0.1484 4.0006 500s HS -0.9545 -1.4174 0.2690 0.8662 -0.0454 2.9024 500s GHS -0.3093 0.0343 -0.1484 -0.0454 0.1772 0.7457 500s y -14.0090 -28.7040 4.0006 2.9024 0.7457 82.6877 500s -------------------------------------------------------- 500s fish 159 6 82 8.879005 500s Best subsample: 500s [1] 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 500s [20] 20 21 22 23 24 25 26 27 28 30 32 35 36 37 42 43 44 45 46 500s [39] 47 48 49 50 51 52 53 54 55 56 57 58 59 60 107 109 110 111 113 500s [58] 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 500s [77] 134 135 136 137 138 139 500s Outliers: 63 500s [1] 30 39 40 41 42 62 63 64 65 66 68 69 70 73 74 75 76 77 78 500s [20] 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 500s [39] 98 99 100 101 102 103 104 105 141 143 144 145 147 148 149 150 151 152 153 500s [58] 154 155 156 157 158 159 500s ------------- 500s 500s Call: 500s CovMcd(x = x, trace = FALSE) 500s -> Method: Fast MCD(alpha=0.5 ==> h=82); nsamp = 500; (n,k)mini = (300,5) 500s 500s Robust Estimate of Location: 500s Weight Length1 Length2 Length3 Height Width 500s 329.9 24.5 26.6 29.7 31.1 14.7 500s 500s Robust Estimate of Covariance: 500s Weight Length1 Length2 Length3 Height Width 500s Weight 69082.99 1477.81 1613.64 1992.62 1439.32 -62.12 500s Length1 1477.81 34.68 37.61 45.51 28.82 -1.31 500s Length2 1613.64 37.61 40.88 49.52 31.81 -1.40 500s Length3 1992.62 45.51 49.52 61.16 42.65 -2.25 500s Height 1439.32 28.82 31.81 42.65 46.74 -2.82 500s Width -62.12 -1.31 -1.40 -2.25 -2.82 1.01 500s -------------------------------------------------------- 500s pottery 27 6 17 -10.586933 500s Best subsample: 500s [1] 1 2 4 5 6 9 10 11 13 14 15 19 20 21 22 26 27 500s Outliers: 9 500s [1] 3 8 12 16 17 18 23 24 25 500s ------------- 500s 500s Call: 500s CovMcd(x = x, trace = FALSE) 500s -> Method: Fast MCD(alpha=0.5 ==> h=17); nsamp = 500; (n,k)mini = (300,5) 500s 500s Robust Estimate of Location: 500s SI AL FE MG CA TI 500s 54.983 15.206 9.700 3.817 5.211 0.859 500s 500s Robust Estimate of Covariance: 500s SI AL FE MG CA TI 500s SI 20.58227 2.28743 -0.02039 2.12648 -1.80227 0.08821 500s AL 2.28743 4.03605 -0.63021 -2.49966 0.20842 -0.02038 500s FE -0.02039 -0.63021 0.27803 0.53382 -0.35125 0.01427 500s MG 2.12648 -2.49966 0.53382 2.79561 -0.15786 0.02847 500s CA -1.80227 0.20842 -0.35125 -0.15786 1.23240 -0.03465 500s TI 0.08821 -0.02038 0.01427 0.02847 -0.03465 0.00175 500s -------------------------------------------------------- 500s rice 105 6 56 -14.463986 500s Best subsample: 500s [1] 2 4 6 8 10 12 15 18 21 22 24 29 30 31 32 33 34 36 37 500s [20] 38 41 44 45 47 51 52 53 54 55 59 61 65 67 68 69 70 72 76 500s [39] 78 79 80 81 82 83 84 85 86 92 93 94 95 97 98 99 102 105 500s Outliers: 13 500s [1] 9 14 19 28 40 42 49 58 62 71 75 77 89 500s ------------- 500s 500s Call: 500s CovMcd(x = x, trace = FALSE) 500s -> Method: Fast MCD(alpha=0.5 ==> h=56); nsamp = 500; (n,k)mini = (300,5) 500s 500s Robust Estimate of Location: 500s Favor Appearance Taste Stickiness 500s -0.2731 0.0600 -0.1468 0.0646 500s Toughness Overall_evaluation 500s 0.0894 -0.2192 500s 500s Robust Estimate of Covariance: 500s Favor Appearance Taste Stickiness Toughness 500s Favor 0.388 0.323 0.393 0.389 -0.195 500s Appearance 0.323 0.503 0.494 0.494 -0.270 500s Taste 0.393 0.494 0.640 0.629 -0.361 500s Stickiness 0.389 0.494 0.629 0.815 -0.486 500s Toughness -0.195 -0.270 -0.361 -0.486 0.451 500s Overall_evaluation 0.471 0.575 0.723 0.772 -0.457 500s Overall_evaluation 500s Favor 0.471 500s Appearance 0.575 500s Taste 0.723 500s Stickiness 0.772 500s Toughness -0.457 500s Overall_evaluation 0.882 500s -------------------------------------------------------- 500s un86 73 7 40 17.009322 500s Best subsample: 500s [1] 1 2 9 10 12 14 16 17 18 20 23 24 26 27 31 32 37 39 41 42 45 47 48 49 50 500s [26] 51 52 55 56 60 61 62 63 64 65 67 70 71 72 73 500s Outliers: 30 500s [1] 3 4 5 6 7 8 11 13 15 19 21 22 28 29 30 34 35 36 38 40 43 44 46 53 54 500s [26] 58 59 66 68 69 500s ------------- 500s 500s Call: 500s CovMcd(x = x, trace = FALSE) 500s -> Method: Fast MCD(alpha=0.5 ==> h=40); nsamp = 500; (n,k)mini = (300,5) 500s 500s Robust Estimate of Location: 500s POP MOR CAR DR GNP DEN TB 500s 20.740 71.023 6.435 0.817 1.146 56.754 0.441 500s 500s Robust Estimate of Covariance: 500s POP MOR CAR DR GNP DEN 500s POP 582.4034 224.9343 -12.6722 -1.6729 -3.3664 226.1952 500s MOR 224.9343 2351.3907 -286.9504 -32.0743 -35.5649 -527.4684 500s CAR -12.6722 -286.9504 58.1190 5.7393 6.6365 83.6180 500s DR -1.6729 -32.0743 5.7393 0.8339 0.5977 12.1938 500s GNP -3.3664 -35.5649 6.6365 0.5977 1.4175 13.0709 500s DEN 226.1952 -527.4684 83.6180 12.1938 13.0709 2041.5809 500s TB 0.4002 -1.1807 0.2701 0.0191 0.0058 -0.9346 500s TB 500s POP 0.4002 500s MOR -1.1807 500s CAR 0.2701 500s DR 0.0191 500s GNP 0.0058 500s DEN -0.9346 500s TB 0.0184 500s -------------------------------------------------------- 500s wages 39 10 19 22.994272 500s Best subsample: 500s [1] 1 2 6 7 8 9 10 11 12 13 14 15 17 18 19 25 26 27 28 500s Outliers: 9 500s [1] 4 5 6 24 28 30 32 33 34 500s ------------- 500s 500s Call: 500s CovMcd(x = x, trace = FALSE) 500s -> Method: Fast MCD(alpha=0.5 ==> h=19); nsamp = 500; (n,k)mini = (300,5) 500s 500s Robust Estimate of Location: 500s HRS RATE ERSP ERNO NEIN ASSET AGE DEP 500s 2153.37 2.87 1129.16 297.53 360.58 6876.58 39.48 2.36 500s RACE SCHOOL 500s 38.88 10.17 500s 500s Robust Estimate of Covariance: 500s HRS RATE ERSP ERNO NEIN ASSET 500s HRS 6.12e+03 1.73e+01 -1.67e+03 -2.06e+03 9.10e+03 2.02e+05 500s RATE 1.73e+01 2.52e-01 2.14e+01 -3.54e+00 5.85e+01 1.37e+03 500s ERSP -1.67e+03 2.14e+01 1.97e+04 7.76e+01 -1.71e+03 -1.41e+04 500s ERNO -2.06e+03 -3.54e+00 7.76e+01 2.06e+03 -2.02e+03 -4.83e+04 500s NEIN 9.10e+03 5.85e+01 -1.71e+03 -2.02e+03 2.02e+04 4.54e+05 500s ASSET 2.02e+05 1.37e+03 -1.41e+04 -4.83e+04 4.54e+05 1.03e+07 500s AGE -6.29e+01 -2.61e-01 4.83e+00 2.44e+01 -1.08e+02 -2.46e+03 500s DEP -6.17e+00 -7.05e-02 -2.13e+01 2.29e+00 -1.30e+01 -3.16e+02 500s RACE -2.17e+03 -9.46e+00 7.19e+02 5.59e+02 -3.95e+03 -8.77e+04 500s SCHOOL 7.12e+01 5.87e-01 5.39e+01 -2.14e+01 1.63e+02 3.79e+03 500s AGE DEP RACE SCHOOL 500s HRS -6.29e+01 -6.17e+00 -2.17e+03 7.12e+01 500s RATE -2.61e-01 -7.05e-02 -9.46e+00 5.87e-01 500s ERSP 4.83e+00 -2.13e+01 7.19e+02 5.39e+01 500s ERNO 2.44e+01 2.29e+00 5.59e+02 -2.14e+01 500s NEIN -1.08e+02 -1.30e+01 -3.95e+03 1.63e+02 500s ASSET -2.46e+03 -3.16e+02 -8.77e+04 3.79e+03 500s AGE 1.01e+00 7.03e-02 2.39e+01 -9.52e-01 500s DEP 7.03e-02 4.62e-02 2.72e+00 -1.94e-01 500s RACE 2.39e+01 2.72e+00 8.74e+02 -3.09e+01 500s SCHOOL -9.52e-01 -1.94e-01 -3.09e+01 1.62e+00 500s -------------------------------------------------------- 500s airquality 153 4 58 18.213499 500s Best subsample: 500s [1] 3 22 24 25 28 29 32 33 35 36 37 38 39 40 41 42 43 44 46 500s [20] 47 48 49 50 52 56 57 58 59 60 64 66 67 68 69 71 72 73 74 500s [39] 76 78 80 82 83 84 86 87 89 90 91 92 93 94 95 97 98 105 109 500s [58] 110 500s Outliers: 14 500s [1] 8 9 15 18 20 21 23 24 28 30 48 62 117 148 500s ------------- 500s 500s Call: 500s CovMcd(x = x, trace = FALSE) 500s -> Method: Fast MCD(alpha=0.5 ==> h=58); nsamp = 500; (n,k)mini = (300,5) 500s 500s Robust Estimate of Location: 500s Ozone Solar.R Wind Temp 500s 43.2 192.9 9.6 80.5 500s 500s Robust Estimate of Covariance: 500s Ozone Solar.R Wind Temp 500s Ozone 959.69 771.68 -60.92 198.38 500s Solar.R 771.68 7089.72 -1.72 95.75 500s Wind -60.92 -1.72 10.71 -11.96 500s Temp 198.38 95.75 -11.96 62.78 500s -------------------------------------------------------- 500s attitude 30 7 19 24.442803 500s Best subsample: 500s [1] 2 3 4 5 7 8 10 12 15 17 19 20 22 23 25 27 28 29 30 500s Outliers: 10 500s [1] 1 6 9 13 14 16 18 21 24 26 500s ------------- 500s 500s Call: 500s CovMcd(x = x, trace = FALSE) 500s -> Method: Fast MCD(alpha=0.5 ==> h=19); nsamp = 500; (n,k)mini = (300,5) 500s 500s Robust Estimate of Location: 500s rating complaints privileges learning raises critical 500s 67.1 68.0 52.4 57.6 67.2 77.4 500s advance 500s 43.4 500s 500s Robust Estimate of Covariance: 500s rating complaints privileges learning raises critical advance 500s rating 169.34 127.83 40.48 110.26 91.71 -3.59 53.84 500s complaints 127.83 156.80 52.65 110.97 96.56 7.27 76.03 500s privileges 40.48 52.65 136.91 92.38 69.00 9.53 87.98 500s learning 110.26 110.97 92.38 157.77 112.92 6.74 75.51 500s raises 91.71 96.56 69.00 112.92 112.79 4.91 70.22 500s critical -3.59 7.27 9.53 6.74 4.91 52.25 15.00 500s advance 53.84 76.03 87.98 75.51 70.22 15.00 93.11 500s -------------------------------------------------------- 500s attenu 182 5 86 6.440834 500s Best subsample: 500s [1] 68 69 70 71 72 73 74 75 76 77 79 82 83 84 85 86 87 88 89 500s [20] 90 91 92 101 102 103 104 106 107 109 110 111 112 113 114 115 116 117 118 500s [39] 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 500s [58] 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 500s [77] 157 158 159 160 161 162 163 164 165 166 500s Outliers: 61 500s [1] 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 500s [20] 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 36 37 38 39 500s [39] 40 45 46 47 54 55 56 57 58 59 60 61 64 65 82 97 98 100 101 500s [58] 102 103 104 105 500s ------------- 500s 500s Call: 500s CovMcd(x = x, trace = FALSE) 500s -> Method: Fast MCD(alpha=0.5 ==> h=86); nsamp = 500; (n,k)mini = (300,5) 500s 500s Robust Estimate of Location: 500s event mag station dist accel 500s 18.624 5.752 67.861 22.770 0.141 500s 500s Robust Estimate of Covariance: 500s event mag station dist accel 500s event 1.64e+01 -1.22e+00 5.59e+01 9.98e+00 -8.37e-02 500s mag -1.22e+00 4.13e-01 -3.19e+00 1.35e+00 1.22e-02 500s station 5.59e+01 -3.19e+00 1.03e+03 7.00e+01 5.56e-01 500s dist 9.98e+00 1.35e+00 7.00e+01 2.21e+02 -9.24e-01 500s accel -8.37e-02 1.22e-02 5.56e-01 -9.24e-01 9.62e-03 500s -------------------------------------------------------- 500s USJudgeRatings 43 12 28 -47.889993 500s Best subsample: 500s [1] 1 2 3 4 6 9 10 11 15 16 17 18 19 22 24 25 26 27 28 29 32 33 34 36 37 500s [26] 38 41 43 500s Outliers: 14 500s [1] 5 7 8 12 13 14 20 21 23 30 31 35 40 42 500s ------------- 500s 500s Call: 500s CovMcd(x = x, trace = FALSE) 500s -> Method: Fast MCD(alpha=0.5 ==> h=28); nsamp = 500; (n,k)mini = (300,5) 500s 500s Robust Estimate of Location: 500s CONT INTG DMNR DILG CFMG DECI PREP FAMI ORAL WRIT PHYS RTEN 500s 7.40 8.19 7.80 7.96 7.74 7.82 7.74 7.73 7.57 7.63 8.25 7.94 500s 500s Robust Estimate of Covariance: 500s CONT INTG DMNR DILG CFMG DECI PREP FAMI ORAL 500s CONT 0.852 -0.266 -0.422 -0.155 -0.049 -0.074 -0.117 -0.119 -0.177 500s INTG -0.266 0.397 0.537 0.406 0.340 0.325 0.404 0.409 0.430 500s DMNR -0.422 0.537 0.824 0.524 0.458 0.437 0.520 0.504 0.569 500s DILG -0.155 0.406 0.524 0.486 0.426 0.409 0.506 0.515 0.511 500s CFMG -0.049 0.340 0.458 0.426 0.427 0.403 0.466 0.476 0.478 500s DECI -0.074 0.325 0.437 0.409 0.403 0.396 0.449 0.462 0.460 500s PREP -0.117 0.404 0.520 0.506 0.466 0.449 0.552 0.565 0.551 500s FAMI -0.119 0.409 0.504 0.515 0.476 0.462 0.565 0.594 0.571 500s ORAL -0.177 0.430 0.569 0.511 0.478 0.460 0.551 0.571 0.575 500s WRIT -0.159 0.427 0.549 0.515 0.480 0.461 0.556 0.580 0.574 500s PHYS -0.184 0.269 0.362 0.308 0.298 0.307 0.335 0.358 0.369 500s RTEN -0.260 0.472 0.642 0.519 0.467 0.455 0.539 0.554 0.573 500s WRIT PHYS RTEN 500s CONT -0.159 -0.184 -0.260 500s INTG 0.427 0.269 0.472 500s DMNR 0.549 0.362 0.642 500s DILG 0.515 0.308 0.519 500s CFMG 0.480 0.298 0.467 500s DECI 0.461 0.307 0.455 500s PREP 0.556 0.335 0.539 500s FAMI 0.580 0.358 0.554 500s ORAL 0.574 0.369 0.573 500s WRIT 0.580 0.365 0.567 500s PHYS 0.365 0.300 0.378 500s RTEN 0.567 0.378 0.615 500s -------------------------------------------------------- 500s USArrests 50 4 27 15.391648 500s Best subsample: 500s [1] 4 7 9 12 13 14 15 16 19 21 23 26 27 29 30 32 34 35 36 38 41 42 43 45 46 500s [26] 49 50 500s Outliers: 11 500s [1] 2 3 5 6 10 18 24 28 33 37 47 500s ------------- 500s 500s Call: 500s CovMcd(x = x, trace = FALSE) 500s -> Method: Fast MCD(alpha=0.5 ==> h=27); nsamp = 500; (n,k)mini = (300,5) 500s 500s Robust Estimate of Location: 500s Murder Assault UrbanPop Rape 500s 6.71 145.42 65.06 17.88 500s 500s Robust Estimate of Covariance: 500s Murder Assault UrbanPop Rape 500s Murder 16.1 269.3 20.3 25.2 500s Assault 269.3 6613.0 567.8 453.7 500s UrbanPop 20.3 567.8 225.4 47.7 500s Rape 25.2 453.7 47.7 50.9 500s -------------------------------------------------------- 500s longley 16 7 12 12.747678 500s Best subsample: 500s [1] 5 6 7 8 9 10 11 12 13 14 15 16 500s Outliers: 4 500s [1] 1 2 3 4 500s ------------- 500s 500s Call: 500s CovMcd(x = x, trace = FALSE) 500s -> Method: Fast MCD(alpha=0.5 ==> h=12); nsamp = 500; (n,k)mini = (300,5) 500s 500s Robust Estimate of Location: 500s GNP.deflator GNP Unemployed Armed.Forces Population 500s 106.5 430.6 328.2 295.0 120.2 500s Year Employed 500s 1956.5 66.9 500s 500s Robust Estimate of Covariance: 500s GNP.deflator GNP Unemployed Armed.Forces Population 500s GNP.deflator 108.5 1039.9 1231.9 -465.6 81.4 500s GNP 1039.9 10300.0 11161.6 -4277.6 803.4 500s Unemployed 1231.9 11161.6 19799.4 -5805.6 929.1 500s Armed.Forces -465.6 -4277.6 -5805.6 2805.5 -327.4 500s Population 81.4 803.4 929.1 -327.4 63.5 500s Year 51.6 504.3 595.6 -216.7 39.7 500s Employed 34.2 344.1 323.6 -149.5 26.2 500s Year Employed 500s GNP.deflator 51.6 34.2 500s GNP 504.3 344.1 500s Unemployed 595.6 323.6 500s Armed.Forces -216.7 -149.5 500s Population 39.7 26.2 500s Year 25.1 16.7 500s Employed 16.7 12.4 500s -------------------------------------------------------- 500s Loblolly 84 3 44 4.898174 500s Best subsample: 500s [1] 1 2 4 7 8 10 13 14 19 20 21 25 26 28 31 32 33 34 37 38 39 40 43 44 45 500s [26] 46 49 50 51 55 56 58 61 62 64 67 68 69 73 74 75 79 80 81 500s Outliers: 31 500s [1] 5 6 11 12 15 17 18 23 24 29 30 35 36 41 42 47 48 53 54 59 60 65 66 70 71 500s [26] 72 76 77 78 83 84 500s ------------- 500s 500s Call: 500s CovMcd(x = x, trace = FALSE) 500s -> Method: Fast MCD(alpha=0.5 ==> h=44); nsamp = 500; (n,k)mini = (300,5) 500s 500s Robust Estimate of Location: 500s height age Seed 500s 20.44 8.19 7.72 500s 500s Robust Estimate of Covariance: 500s height age Seed 500s height 247.8 79.5 11.9 500s age 79.5 25.7 3.0 500s Seed 11.9 3.0 17.1 500s -------------------------------------------------------- 500s quakes 1000 4 502 8.274369 500s Best subsample: 500s Too long... 500s Outliers: 265 500s Too many to print ... 500s ------------- 500s 500s Call: 500s CovMcd(x = x, trace = FALSE) 500s -> Method: Fast MCD(alpha=0.5 ==> h=502); nsamp = 500; (n,k)mini = (300,5) 500s 500s Robust Estimate of Location: 500s lat long depth mag 500s -21.31 182.48 361.35 4.54 500s 500s Robust Estimate of Covariance: 500s lat long depth mag 500s lat 1.47e+01 3.53e+00 1.34e+02 -2.52e-01 500s long 3.53e+00 4.55e+00 -3.63e+02 4.36e-02 500s depth 1.34e+02 -3.63e+02 4.84e+04 -1.29e+01 500s mag -2.52e-01 4.36e-02 -1.29e+01 1.38e-01 500s -------------------------------------------------------- 500s ======================================================== 500s > dodata(method="deterministic") 500s 500s Call: dodata(method = "deterministic") 500s Data Set n p Half LOG(obj) Time 500s ======================================================== 500s heart 12 2 7 5.678742 500s Best subsample: 500s [1] 1 3 4 5 7 9 11 500s Outliers: 0 500s Too many to print ... 500s ------------- 500s 500s Call: 500s CovMcd(x = x, nsamp = "deterministic", trace = FALSE) 500s -> Method: Deterministic MCD(alpha=0.5 ==> h=7) 500s 500s Robust Estimate of Location: 500s height weight 500s 38.3 33.1 500s 500s Robust Estimate of Covariance: 500s height weight 500s height 135 259 500s weight 259 564 500s -------------------------------------------------------- 500s starsCYG 47 2 25 -8.028718 500s Best subsample: 500s [1] 1 6 10 12 13 16 23 24 25 26 28 31 32 33 37 38 39 40 41 42 43 44 45 46 47 500s Outliers: 7 500s [1] 7 9 11 14 20 30 34 500s ------------- 500s 500s Call: 500s CovMcd(x = x, nsamp = "deterministic", trace = FALSE) 500s -> Method: Deterministic MCD(alpha=0.5 ==> h=25) 500s 500s Robust Estimate of Location: 500s log.Te log.light 500s 4.41 4.95 500s 500s Robust Estimate of Covariance: 500s log.Te log.light 500s log.Te 0.0132 0.0394 500s log.light 0.0394 0.2743 500s -------------------------------------------------------- 500s phosphor 18 2 10 7.732906 500s Best subsample: 500s [1] 2 4 5 7 8 9 11 12 14 16 501s Outliers: 1 501s [1] 6 501s ------------- 501s 501s Call: 501s CovMcd(x = x, nsamp = "deterministic", trace = FALSE) 501s -> Method: Deterministic MCD(alpha=0.5 ==> h=10) 501s 501s Robust Estimate of Location: 501s inorg organic 501s 12.5 40.8 501s 501s Robust Estimate of Covariance: 501s inorg organic 501s inorg 124 101 501s organic 101 197 501s -------------------------------------------------------- 501s stackloss 21 3 12 6.577286 501s Best subsample: 501s [1] 4 5 6 7 8 9 11 13 16 18 19 20 501s Outliers: 2 501s [1] 1 2 501s ------------- 501s 501s Call: 501s CovMcd(x = x, nsamp = "deterministic", trace = FALSE) 501s -> Method: Deterministic MCD(alpha=0.5 ==> h=12) 501s 501s Robust Estimate of Location: 501s Air.Flow Water.Temp Acid.Conc. 501s 58.4 20.5 86.1 501s 501s Robust Estimate of Covariance: 501s Air.Flow Water.Temp Acid.Conc. 501s Air.Flow 56.28 13.33 26.68 501s Water.Temp 13.33 8.28 6.98 501s Acid.Conc. 26.68 6.98 37.97 501s -------------------------------------------------------- 501s coleman 20 5 13 2.149184 501s Best subsample: 501s [1] 3 4 5 7 8 12 13 14 16 17 18 19 20 501s Outliers: 2 501s [1] 6 10 501s ------------- 501s 501s Call: 501s CovMcd(x = x, nsamp = "deterministic", trace = FALSE) 501s -> Method: Deterministic MCD(alpha=0.5 ==> h=13) 501s 501s Robust Estimate of Location: 501s salaryP fatherWc sstatus teacherSc motherLev 501s 2.76 41.08 2.76 25.01 6.27 501s 501s Robust Estimate of Covariance: 501s salaryP fatherWc sstatus teacherSc motherLev 501s salaryP 0.391 2.956 2.146 0.447 0.110 501s fatherWc 2.956 1358.640 442.724 12.235 32.842 501s sstatus 2.146 442.724 205.590 6.464 11.382 501s teacherSc 0.447 12.235 6.464 1.179 0.510 501s motherLev 0.110 32.842 11.382 0.510 0.919 501s -------------------------------------------------------- 501s salinity 28 3 16 1.940763 501s Best subsample: 501s [1] 1 8 10 12 13 14 15 17 18 20 21 22 25 26 27 28 501s Outliers: 2 501s [1] 5 16 501s ------------- 501s 501s Call: 501s CovMcd(x = x, nsamp = "deterministic", trace = FALSE) 501s -> Method: Deterministic MCD(alpha=0.5 ==> h=16) 501s 501s Robust Estimate of Location: 501s X1 X2 X3 501s 10.50 2.58 23.12 501s 501s Robust Estimate of Covariance: 501s X1 X2 X3 501s X1 10.90243 -0.00457 -1.46156 501s X2 -0.00457 3.85051 -1.94604 501s X3 -1.46156 -1.94604 3.21424 501s -------------------------------------------------------- 501s wood 20 5 13 -35.240819 501s Best subsample: 501s [1] 1 2 3 5 9 11 12 13 14 15 17 18 20 501s Outliers: 4 501s [1] 4 6 8 19 501s ------------- 501s 501s Call: 501s CovMcd(x = x, nsamp = "deterministic", trace = FALSE) 501s -> Method: Deterministic MCD(alpha=0.5 ==> h=13) 501s 501s Robust Estimate of Location: 501s x1 x2 x3 x4 x5 501s 0.582 0.125 0.530 0.534 0.888 501s 501s Robust Estimate of Covariance: 501s x1 x2 x3 x4 x5 501s x1 1.05e-02 1.81e-03 2.08e-03 -6.41e-04 -9.61e-04 501s x2 1.81e-03 5.55e-04 8.76e-04 -2.03e-04 -4.70e-05 501s x3 2.08e-03 8.76e-04 5.60e-03 -1.11e-03 -1.26e-05 501s x4 -6.41e-04 -2.03e-04 -1.11e-03 4.27e-03 2.60e-03 501s x5 -9.61e-04 -4.70e-05 -1.26e-05 2.60e-03 2.95e-03 501s -------------------------------------------------------- 501s hbk 75 3 39 -1.045501 501s Best subsample: 501s [1] 15 17 18 19 20 21 22 23 24 26 27 28 29 32 33 35 36 38 40 41 43 48 49 50 51 501s [26] 54 55 56 58 59 63 64 66 67 70 71 72 73 74 501s Outliers: 14 501s [1] 1 2 3 4 5 6 7 8 9 10 11 12 13 14 501s ------------- 501s 501s Call: 501s CovMcd(x = x, nsamp = "deterministic", trace = FALSE) 501s -> Method: Deterministic MCD(alpha=0.5 ==> h=39) 501s 501s Robust Estimate of Location: 501s X1 X2 X3 501s 1.54 1.78 1.69 501s 501s Robust Estimate of Covariance: 501s X1 X2 X3 501s X1 1.227 0.055 0.127 501s X2 0.055 1.249 0.153 501s X3 0.127 0.153 1.160 501s -------------------------------------------------------- 501s Animals 28 2 15 14.555543 501s Best subsample: 501s [1] 1 3 4 5 10 11 17 18 19 20 21 22 23 26 27 501s Outliers: 14 501s [1] 2 6 7 8 9 12 13 14 15 16 23 24 25 28 501s ------------- 501s 501s Call: 501s CovMcd(x = x, nsamp = "deterministic", trace = FALSE) 501s -> Method: Deterministic MCD(alpha=0.5 ==> h=15) 501s 501s Robust Estimate of Location: 501s body brain 501s 18.7 64.9 501s 501s Robust Estimate of Covariance: 501s body brain 501s body 929 1576 501s brain 1576 5646 501s -------------------------------------------------------- 501s bushfire 38 5 22 18.135810 501s Best subsample: 501s [1] 1 2 3 4 5 6 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 501s Outliers: 16 501s [1] 7 8 9 10 11 12 29 30 31 32 33 34 35 36 37 38 501s ------------- 501s 501s Call: 501s CovMcd(x = x, nsamp = "deterministic", trace = FALSE) 501s -> Method: Deterministic MCD(alpha=0.5 ==> h=22) 501s 501s Robust Estimate of Location: 501s V1 V2 V3 V4 V5 501s 105 147 274 218 279 501s 501s Robust Estimate of Covariance: 501s V1 V2 V3 V4 V5 501s V1 346 268 -1692 -381 -311 501s V2 268 236 -1125 -230 -194 501s V3 -1692 -1125 9993 2455 1951 501s V4 -381 -230 2455 647 505 501s V5 -311 -194 1951 505 398 501s -------------------------------------------------------- 501s lactic 20 2 11 0.359580 501s Best subsample: 501s [1] 1 2 3 4 5 7 8 9 10 11 12 501s Outliers: 4 501s [1] 17 18 19 20 501s ------------- 501s 501s Call: 501s CovMcd(x = x, nsamp = "deterministic", trace = FALSE) 501s -> Method: Deterministic MCD(alpha=0.5 ==> h=11) 501s 501s Robust Estimate of Location: 501s X Y 501s 3.86 5.01 501s 501s Robust Estimate of Covariance: 501s X Y 501s X 10.6 14.6 501s Y 14.6 21.3 501s -------------------------------------------------------- 501s pension 18 2 10 16.675508 501s Best subsample: 501s [1] 1 2 3 4 5 6 8 9 11 12 501s Outliers: 5 501s [1] 14 15 16 17 18 501s ------------- 501s 501s Call: 501s CovMcd(x = x, nsamp = "deterministic", trace = FALSE) 501s -> Method: Deterministic MCD(alpha=0.5 ==> h=10) 501s 501s Robust Estimate of Location: 501s Income Reserves 501s 52.3 560.9 501s 501s Robust Estimate of Covariance: 501s Income Reserves 501s Income 1420 11932 501s Reserves 11932 208643 501s -------------------------------------------------------- 501s radarImage 1573 5 789 36.694865 501s Best subsample: 501s Too long... 501s Outliers: 114 501s [1] 164 237 238 242 261 262 351 450 451 462 463 480 481 509 516 501s [16] 535 542 572 597 620 643 654 669 679 697 737 802 803 804 818 501s [31] 832 833 834 862 863 864 892 900 939 989 1029 1064 1123 1132 1145 501s [46] 1202 1223 1224 1232 1233 1249 1250 1258 1259 1267 1303 1347 1357 1368 1375 501s [61] 1376 1393 1394 1402 1411 1417 1419 1420 1428 1436 1443 1444 1453 1470 1504 501s [76] 1510 1511 1512 1518 1519 1520 1521 1522 1525 1526 1527 1528 1530 1532 1534 501s [91] 1543 1544 1546 1547 1548 1549 1550 1551 1552 1553 1554 1555 1557 1558 1561 501s [106] 1562 1564 1565 1566 1567 1569 1570 1571 1573 501s ------------- 501s 501s Call: 501s CovMcd(x = x, nsamp = "deterministic", trace = FALSE) 501s -> Method: Deterministic MCD(alpha=0.5 ==> h=789) 501s 501s Robust Estimate of Location: 501s X.coord Y.coord Band.1 Band.2 Band.3 501s 52.78 35.37 7.12 18.81 9.09 501s 501s Robust Estimate of Covariance: 501s X.coord Y.coord Band.1 Band.2 Band.3 501s X.coord 123.2 21.5 -363.9 -200.1 -24.3 501s Y.coord 21.5 410.7 46.5 -177.3 -33.4 501s Band.1 -363.9 46.5 27051.1 8138.9 469.3 501s Band.2 -200.1 -177.3 8138.9 25938.0 946.2 501s Band.3 -24.3 -33.4 469.3 946.2 4470.1 501s -------------------------------------------------------- 501s NOxEmissions 8088 4 4046 2.474536 501s Best subsample: 501s Too long... 501s Outliers: 2152 501s Too many to print ... 501s ------------- 501s 501s Call: 501s CovMcd(x = x, nsamp = "deterministic", trace = FALSE) 501s -> Method: Deterministic MCD(alpha=0.5 ==> h=4046) 501s 501s Robust Estimate of Location: 501s julday LNOx LNOxEm sqrtWS 501s 168.20 4.73 7.91 1.37 501s 501s Robust Estimate of Covariance: 501s julday LNOx LNOxEm sqrtWS 501s julday 9176.2934 12.0355 0.7022 -10.1387 501s LNOx 12.0355 0.4736 0.1430 -0.1528 501s LNOxEm 0.7022 0.1430 0.2527 0.0436 501s sqrtWS -10.1387 -0.1528 0.0436 0.2074 501s -------------------------------------------------------- 501s vaso 39 2 21 -3.972244 501s Best subsample: 501s [1] 3 4 8 14 18 19 20 21 22 23 24 25 26 27 28 33 34 35 37 38 39 501s Outliers: 4 501s [1] 1 2 17 31 501s ------------- 501s 501s Call: 501s CovMcd(x = x, nsamp = "deterministic", trace = FALSE) 501s -> Method: Deterministic MCD(alpha=0.5 ==> h=21) 501s 501s Robust Estimate of Location: 501s Volume Rate 501s 1.16 1.72 501s 501s Robust Estimate of Covariance: 501s Volume Rate 501s Volume 0.313 -0.167 501s Rate -0.167 0.728 501s -------------------------------------------------------- 501s wagnerGrowth 63 6 35 6.511864 501s Best subsample: 501s [1] 2 3 4 5 6 7 9 10 11 12 13 16 17 18 20 23 25 27 31 32 35 36 38 41 44 501s [26] 48 51 52 53 54 55 56 57 60 62 501s Outliers: 15 501s [1] 1 8 15 21 22 28 29 33 39 42 43 46 49 50 63 501s ------------- 501s 501s Call: 501s CovMcd(x = x, nsamp = "deterministic", trace = FALSE) 501s -> Method: Deterministic MCD(alpha=0.5 ==> h=35) 501s 501s Robust Estimate of Location: 501s Region PA GPA HS GHS y 501s 10.91 33.65 -2.05 2.43 0.31 6.98 501s 501s Robust Estimate of Covariance: 501s Region PA GPA HS GHS y 501s Region 35.1365 17.7291 -1.4003 -0.6554 -0.4728 -14.9305 501s PA 17.7291 28.4297 -5.5245 -1.2444 -0.0452 -29.6181 501s GPA -1.4003 -5.5245 5.2170 0.3954 -0.2152 3.8252 501s HS -0.6554 -1.2444 0.3954 0.7273 -0.0107 2.1514 501s GHS -0.4728 -0.0452 -0.2152 -0.0107 0.1728 0.8440 501s y -14.9305 -29.6181 3.8252 2.1514 0.8440 79.0511 501s -------------------------------------------------------- 501s fish 159 6 82 8.880459 501s Best subsample: 501s [1] 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 501s [20] 20 21 22 23 24 25 26 27 35 36 37 42 43 44 45 46 47 48 49 501s [39] 50 51 52 53 54 55 56 57 58 59 60 106 107 108 109 110 111 112 113 501s [58] 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 501s [77] 134 135 136 137 138 139 501s Outliers: 64 501s [1] 30 39 40 41 62 63 64 65 66 68 69 70 73 74 75 76 77 78 79 501s [20] 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 501s [39] 99 100 101 102 103 104 105 141 142 143 144 145 146 147 148 149 150 151 152 501s [58] 153 154 155 156 157 158 159 501s ------------- 501s 501s Call: 501s CovMcd(x = x, nsamp = "deterministic", trace = FALSE) 501s -> Method: Deterministic MCD(alpha=0.5 ==> h=82) 501s 501s Robust Estimate of Location: 501s Weight Length1 Length2 Length3 Height Width 501s 316.3 24.1 26.3 29.3 31.0 14.7 501s 501s Robust Estimate of Covariance: 501s Weight Length1 Length2 Length3 Height Width 501s Weight 64662.19 1412.34 1541.95 1917.21 1420.83 -61.15 501s Length1 1412.34 34.14 37.04 45.07 29.25 -1.26 501s Length2 1541.95 37.04 40.26 49.04 32.21 -1.34 501s Length3 1917.21 45.07 49.04 60.82 43.03 -2.15 501s Height 1420.83 29.25 32.21 43.03 46.50 -2.66 501s Width -61.15 -1.26 -1.34 -2.15 -2.66 1.02 501s -------------------------------------------------------- 501s pottery 27 6 17 -10.586933 501s Best subsample: 501s [1] 1 2 4 5 6 9 10 11 13 14 15 19 20 21 22 26 27 501s Outliers: 9 501s [1] 3 8 12 16 17 18 23 24 25 501s ------------- 501s 501s Call: 501s CovMcd(x = x, nsamp = "deterministic", trace = FALSE) 501s -> Method: Deterministic MCD(alpha=0.5 ==> h=17) 501s 501s Robust Estimate of Location: 501s SI AL FE MG CA TI 501s 54.983 15.206 9.700 3.817 5.211 0.859 501s 501s Robust Estimate of Covariance: 501s SI AL FE MG CA TI 501s SI 20.58227 2.28743 -0.02039 2.12648 -1.80227 0.08821 501s AL 2.28743 4.03605 -0.63021 -2.49966 0.20842 -0.02038 501s FE -0.02039 -0.63021 0.27803 0.53382 -0.35125 0.01427 501s MG 2.12648 -2.49966 0.53382 2.79561 -0.15786 0.02847 501s CA -1.80227 0.20842 -0.35125 -0.15786 1.23240 -0.03465 501s TI 0.08821 -0.02038 0.01427 0.02847 -0.03465 0.00175 501s -------------------------------------------------------- 501s rice 105 6 56 -14.423048 501s Best subsample: 501s [1] 4 6 8 10 13 15 16 17 18 25 27 29 30 31 32 33 34 36 37 501s [20] 38 44 45 47 51 52 53 55 59 60 65 66 67 70 72 74 76 78 79 501s [39] 80 81 82 83 84 85 86 90 92 93 94 95 97 98 99 100 101 105 501s Outliers: 13 501s [1] 9 19 28 40 42 43 49 58 62 64 71 75 77 501s ------------- 501s 501s Call: 501s CovMcd(x = x, nsamp = "deterministic", trace = FALSE) 501s -> Method: Deterministic MCD(alpha=0.5 ==> h=56) 501s 501s Robust Estimate of Location: 501s Favor Appearance Taste Stickiness 501s -0.2950 0.0799 -0.1555 0.0363 501s Toughness Overall_evaluation 501s 0.0530 -0.2284 501s 501s Robust Estimate of Covariance: 501s Favor Appearance Taste Stickiness Toughness 501s Favor 0.466 0.389 0.471 0.447 -0.198 501s Appearance 0.389 0.610 0.592 0.570 -0.293 501s Taste 0.471 0.592 0.760 0.718 -0.356 501s Stickiness 0.447 0.570 0.718 0.820 -0.419 501s Toughness -0.198 -0.293 -0.356 -0.419 0.400 501s Overall_evaluation 0.557 0.669 0.838 0.846 -0.425 501s Overall_evaluation 501s Favor 0.557 501s Appearance 0.669 501s Taste 0.838 501s Stickiness 0.846 501s Toughness -0.425 501s Overall_evaluation 0.987 501s -------------------------------------------------------- 501s un86 73 7 40 17.117142 501s Best subsample: 501s [1] 2 9 10 12 14 16 17 18 19 20 23 24 25 26 27 31 32 33 37 39 42 48 49 50 51 501s [26] 52 55 56 57 60 61 62 63 64 65 67 70 71 72 73 501s Outliers: 30 501s [1] 3 4 5 6 7 8 11 13 15 21 22 28 29 30 35 36 38 40 41 43 44 45 46 53 54 501s [26] 58 59 66 68 69 501s ------------- 501s 501s Call: 501s CovMcd(x = x, nsamp = "deterministic", trace = FALSE) 501s -> Method: Deterministic MCD(alpha=0.5 ==> h=40) 501s 501s Robust Estimate of Location: 501s POP MOR CAR DR GNP DEN TB 501s 17.036 68.512 6.444 0.877 1.134 64.140 0.433 501s 501s Robust Estimate of Covariance: 501s POP MOR CAR DR GNP DEN 501s POP 3.61e+02 1.95e+02 -6.28e+00 -1.91e-02 -2.07e+00 5.79e+01 501s MOR 1.95e+02 2.39e+03 -2.79e+02 -3.37e+01 -3.39e+01 -9.21e+02 501s CAR -6.28e+00 -2.79e+02 5.76e+01 5.77e+00 6.59e+00 7.81e+01 501s DR -1.91e-02 -3.37e+01 5.77e+00 9.07e-01 5.66e-01 1.69e+01 501s GNP -2.07e+00 -3.39e+01 6.59e+00 5.66e-01 1.42e+00 9.28e+00 501s DEN 5.79e+01 -9.21e+02 7.81e+01 1.69e+01 9.28e+00 3.53e+03 501s TB -6.09e-02 -9.93e-01 2.50e-01 1.98e-02 6.82e-03 -9.75e-01 501s TB 501s POP -6.09e-02 501s MOR -9.93e-01 501s CAR 2.50e-01 501s DR 1.98e-02 501s GNP 6.82e-03 501s DEN -9.75e-01 501s TB 1.64e-02 501s -------------------------------------------------------- 501s wages 39 10 19 23.119456 501s Best subsample: 501s [1] 1 2 5 6 7 9 10 11 12 13 14 15 19 21 23 25 26 27 28 501s Outliers: 9 501s [1] 4 5 9 24 25 26 28 32 34 501s ------------- 501s 501s Call: 501s CovMcd(x = x, nsamp = "deterministic", trace = FALSE) 501s -> Method: Deterministic MCD(alpha=0.5 ==> h=19) 501s 501s Robust Estimate of Location: 501s HRS RATE ERSP ERNO NEIN ASSET AGE DEP 501s 2161.89 2.95 1114.21 297.68 374.00 7269.37 39.13 2.43 501s RACE SCHOOL 501s 36.13 10.39 501s 501s Robust Estimate of Covariance: 501s HRS RATE ERSP ERNO NEIN ASSET 501s HRS 3.53e+03 8.31e+00 -5.96e+03 -6.43e+02 5.15e+03 1.12e+05 501s RATE 8.31e+00 1.78e-01 8.19e+00 2.70e+00 3.90e+01 8.94e+02 501s ERSP -5.96e+03 8.19e+00 1.90e+04 1.13e+03 -4.73e+03 -9.49e+04 501s ERNO -6.43e+02 2.70e+00 1.13e+03 1.80e+03 -3.56e+02 -7.33e+03 501s NEIN 5.15e+03 3.90e+01 -4.73e+03 -3.56e+02 1.38e+04 3.00e+05 501s ASSET 1.12e+05 8.94e+02 -9.49e+04 -7.33e+03 3.00e+05 6.62e+06 501s AGE -3.33e+01 -6.55e-02 8.33e+01 1.50e+00 -3.28e+01 -7.55e+02 501s DEP 4.50e+00 -4.01e-02 -2.77e+01 1.31e+00 -8.09e+00 -1.61e+02 501s RACE -1.30e+03 -6.06e+00 1.80e+03 1.48e+02 -2.58e+03 -5.59e+04 501s SCHOOL 3.01e+01 3.58e-01 -5.57e+00 2.84e+00 9.26e+01 2.10e+03 501s AGE DEP RACE SCHOOL 501s HRS -3.33e+01 4.50e+00 -1.30e+03 3.01e+01 501s RATE -6.55e-02 -4.01e-02 -6.06e+00 3.58e-01 501s ERSP 8.33e+01 -2.77e+01 1.80e+03 -5.57e+00 501s ERNO 1.50e+00 1.31e+00 1.48e+02 2.84e+00 501s NEIN -3.28e+01 -8.09e+00 -2.58e+03 9.26e+01 501s ASSET -7.55e+02 -1.61e+02 -5.59e+04 2.10e+03 501s AGE 6.57e-01 -1.64e-01 1.13e+01 -2.67e-01 501s DEP -1.64e-01 9.20e-02 2.38e-01 -6.01e-02 501s RACE 1.13e+01 2.38e-01 5.73e+02 -1.67e+01 501s SCHOOL -2.67e-01 -6.01e-02 -1.67e+01 7.95e-01 501s -------------------------------------------------------- 501s airquality 153 4 58 18.316848 501s Best subsample: 501s [1] 2 3 8 10 24 25 28 32 33 35 36 37 38 39 40 41 42 43 46 501s [20] 47 48 49 50 52 54 56 57 58 59 60 66 67 69 71 72 73 76 78 501s [39] 81 82 84 86 87 89 90 91 92 95 97 98 100 101 105 106 108 109 110 501s [58] 111 501s Outliers: 10 501s [1] 8 9 15 18 24 30 48 62 117 148 501s ------------- 501s 501s Call: 501s CovMcd(x = x, nsamp = "deterministic", trace = FALSE) 501s -> Method: Deterministic MCD(alpha=0.5 ==> h=58) 501s 501s Robust Estimate of Location: 501s Ozone Solar.R Wind Temp 501s 40.80 189.37 9.66 78.81 501s 501s Robust Estimate of Covariance: 501s Ozone Solar.R Wind Temp 501s Ozone 935.54 857.76 -56.30 220.48 501s Solar.R 857.76 8507.83 1.36 155.13 501s Wind -56.30 1.36 9.90 -11.61 501s Temp 220.48 155.13 -11.61 84.00 501s -------------------------------------------------------- 501s attitude 30 7 19 24.464288 501s Best subsample: 501s [1] 2 3 4 5 7 8 10 11 12 15 17 19 21 22 23 25 27 28 29 501s Outliers: 8 501s [1] 6 9 13 14 16 18 24 26 501s ------------- 501s 501s Call: 501s CovMcd(x = x, nsamp = "deterministic", trace = FALSE) 501s -> Method: Deterministic MCD(alpha=0.5 ==> h=19) 501s 501s Robust Estimate of Location: 501s rating complaints privileges learning raises critical 501s 64.4 65.2 51.0 55.5 65.9 77.4 501s advance 501s 43.2 501s 501s Robust Estimate of Covariance: 501s rating complaints privileges learning raises critical advance 501s rating 199.95 162.36 115.83 160.44 128.87 -13.55 66.20 501s complaints 162.36 204.84 130.33 170.66 150.19 16.28 96.66 501s privileges 115.83 130.33 181.31 152.63 106.56 4.52 91.44 501s learning 160.44 170.66 152.63 213.06 156.57 9.92 88.31 501s raises 128.87 150.19 106.56 156.57 152.05 23.10 84.00 501s critical -13.55 16.28 4.52 9.92 23.10 80.22 27.15 501s advance 66.20 96.66 91.44 88.31 84.00 27.15 95.51 501s -------------------------------------------------------- 501s attenu 182 5 86 6.593068 501s Best subsample: 501s [1] 41 42 43 44 48 49 51 68 70 72 73 74 75 76 77 82 83 84 85 501s [20] 86 87 88 89 90 91 92 101 102 103 104 106 107 109 110 111 112 113 114 501s [39] 115 116 117 119 120 121 122 124 125 126 127 128 129 130 131 132 133 134 135 501s [58] 136 137 138 139 140 141 144 145 146 147 148 149 150 151 152 153 154 155 156 501s [77] 157 158 159 160 161 162 163 164 165 166 501s Outliers: 49 501s [1] 1 2 4 5 6 7 8 9 10 11 12 13 14 15 16 19 20 21 22 501s [20] 23 24 25 27 28 29 30 31 32 33 40 45 47 59 60 61 64 65 78 501s [39] 82 83 97 98 100 101 102 103 104 105 117 501s ------------- 501s 501s Call: 501s CovMcd(x = x, nsamp = "deterministic", trace = FALSE) 501s -> Method: Deterministic MCD(alpha=0.5 ==> h=86) 501s 501s Robust Estimate of Location: 501s event mag station dist accel 501s 17.122 5.798 63.461 25.015 0.131 501s 501s Robust Estimate of Covariance: 501s event mag station dist accel 501s event 2.98e+01 -1.58e+00 9.49e+01 -8.36e+00 -3.59e-02 501s mag -1.58e+00 4.26e-01 -3.88e+00 3.13e+00 5.30e-03 501s station 9.49e+01 -3.88e+00 1.10e+03 2.60e+01 5.38e-01 501s dist -8.36e+00 3.13e+00 2.60e+01 2.66e+02 -9.23e-01 501s accel -3.59e-02 5.30e-03 5.38e-01 -9.23e-01 7.78e-03 501s -------------------------------------------------------- 501s USJudgeRatings 43 12 28 -47.886937 501s Best subsample: 501s [1] 2 3 4 6 9 10 11 15 16 18 19 22 24 25 26 27 28 29 30 32 33 34 36 37 38 501s [26] 40 41 43 501s Outliers: 14 501s [1] 1 5 7 8 12 13 14 17 20 21 23 31 35 42 501s ------------- 501s 501s Call: 501s CovMcd(x = x, nsamp = "deterministic", trace = FALSE) 501s -> Method: Deterministic MCD(alpha=0.5 ==> h=28) 501s 501s Robust Estimate of Location: 501s CONT INTG DMNR DILG CFMG DECI PREP FAMI ORAL WRIT PHYS RTEN 501s 7.46 8.26 7.88 8.06 7.85 7.92 7.84 7.83 7.67 7.74 8.31 8.03 501s 501s Robust Estimate of Covariance: 501s CONT INTG DMNR DILG CFMG DECI PREP FAMI 501s CONT 0.7363 -0.2916 -0.4193 -0.1943 -0.0555 -0.0690 -0.1703 -0.1727 501s INTG -0.2916 0.4179 0.5511 0.4167 0.3176 0.3102 0.4247 0.4279 501s DMNR -0.4193 0.5511 0.8141 0.5256 0.4092 0.3934 0.5294 0.5094 501s DILG -0.1943 0.4167 0.5256 0.4820 0.3904 0.3819 0.5054 0.5104 501s CFMG -0.0555 0.3176 0.4092 0.3904 0.3595 0.3368 0.4180 0.4206 501s DECI -0.0690 0.3102 0.3934 0.3819 0.3368 0.3310 0.4135 0.4194 501s PREP -0.1703 0.4247 0.5294 0.5054 0.4180 0.4135 0.5647 0.5752 501s FAMI -0.1727 0.4279 0.5094 0.5104 0.4206 0.4194 0.5752 0.6019 501s ORAL -0.2109 0.4453 0.5646 0.5054 0.4200 0.4121 0.5575 0.5735 501s WRIT -0.2033 0.4411 0.5466 0.5087 0.4222 0.4147 0.5592 0.5787 501s PHYS -0.1624 0.2578 0.3163 0.2833 0.2268 0.2362 0.3108 0.3284 501s RTEN -0.2622 0.4872 0.6324 0.5203 0.4145 0.4081 0.5488 0.5595 501s ORAL WRIT PHYS RTEN 501s CONT -0.2109 -0.2033 -0.1624 -0.2622 501s INTG 0.4453 0.4411 0.2578 0.4872 501s DMNR 0.5646 0.5466 0.3163 0.6324 501s DILG 0.5054 0.5087 0.2833 0.5203 501s CFMG 0.4200 0.4222 0.2268 0.4145 501s DECI 0.4121 0.4147 0.2362 0.4081 501s PREP 0.5575 0.5592 0.3108 0.5488 501s FAMI 0.5735 0.5787 0.3284 0.5595 501s ORAL 0.5701 0.5677 0.3283 0.5688 501s WRIT 0.5677 0.5715 0.3268 0.5645 501s PHYS 0.3283 0.3268 0.2302 0.3308 501s RTEN 0.5688 0.5645 0.3308 0.6057 501s -------------------------------------------------------- 501s USArrests 50 4 27 15.438912 501s Best subsample: 501s [1] 4 7 12 13 14 15 16 19 21 23 25 26 27 29 30 32 34 35 36 38 41 43 45 46 48 501s [26] 49 50 501s Outliers: 7 501s [1] 2 5 6 10 24 28 33 501s ------------- 501s 501s Call: 501s CovMcd(x = x, nsamp = "deterministic", trace = FALSE) 501s -> Method: Deterministic MCD(alpha=0.5 ==> h=27) 501s 501s Robust Estimate of Location: 501s Murder Assault UrbanPop Rape 501s 6.91 150.10 65.88 18.75 501s 501s Robust Estimate of Covariance: 501s Murder Assault UrbanPop Rape 501s Murder 17.9 285.4 17.6 25.0 501s Assault 285.4 6572.8 524.9 465.0 501s UrbanPop 17.6 524.9 211.9 50.5 501s Rape 25.0 465.0 50.5 56.4 501s -------------------------------------------------------- 501s longley 16 7 12 12.747678 501s Best subsample: 501s [1] 5 6 7 8 9 10 11 12 13 14 15 16 501s Outliers: 4 501s [1] 1 2 3 4 501s ------------- 501s 501s Call: 501s CovMcd(x = x, nsamp = "deterministic", trace = FALSE) 501s -> Method: Deterministic MCD(alpha=0.5 ==> h=12) 501s 501s Robust Estimate of Location: 501s GNP.deflator GNP Unemployed Armed.Forces Population 501s 106.5 430.6 328.2 295.0 120.2 501s Year Employed 501s 1956.5 66.9 501s 501s Robust Estimate of Covariance: 501s GNP.deflator GNP Unemployed Armed.Forces Population 501s GNP.deflator 108.5 1039.9 1231.9 -465.6 81.4 501s GNP 1039.9 10300.0 11161.6 -4277.6 803.4 501s Unemployed 1231.9 11161.6 19799.4 -5805.6 929.1 501s Armed.Forces -465.6 -4277.6 -5805.6 2805.5 -327.4 501s Population 81.4 803.4 929.1 -327.4 63.5 501s Year 51.6 504.3 595.6 -216.7 39.7 501s Employed 34.2 344.1 323.6 -149.5 26.2 501s Year Employed 501s GNP.deflator 51.6 34.2 501s GNP 504.3 344.1 501s Unemployed 595.6 323.6 501s Armed.Forces -216.7 -149.5 501s Population 39.7 26.2 501s Year 25.1 16.7 501s Employed 16.7 12.4 501s -------------------------------------------------------- 501s Loblolly 84 3 44 4.898174 501s Best subsample: 501s [1] 1 2 4 7 8 10 13 14 19 20 21 25 26 28 31 32 33 34 37 38 39 40 43 44 45 501s [26] 46 49 50 51 55 56 58 61 62 64 67 68 69 73 74 75 79 80 81 501s Outliers: 31 501s [1] 5 6 11 12 15 17 18 23 24 29 30 35 36 41 42 47 48 53 54 59 60 65 66 70 71 501s [26] 72 76 77 78 83 84 501s ------------- 501s 501s Call: 501s CovMcd(x = x, nsamp = "deterministic", trace = FALSE) 501s -> Method: Deterministic MCD(alpha=0.5 ==> h=44) 501s 501s Robust Estimate of Location: 501s height age Seed 501s 20.44 8.19 7.72 501s 501s Robust Estimate of Covariance: 501s height age Seed 501s height 247.8 79.5 11.9 501s age 79.5 25.7 3.0 501s Seed 11.9 3.0 17.1 501s -------------------------------------------------------- 502s quakes 1000 4 502 8.274209 502s Best subsample: 502s Too long... 502s Outliers: 266 502s Too many to print ... 502s ------------- 502s 502s Call: 502s CovMcd(x = x, nsamp = "deterministic", trace = FALSE) 502s -> Method: Deterministic MCD(alpha=0.5 ==> h=502) 502s 502s Robust Estimate of Location: 502s lat long depth mag 502s -21.34 182.47 360.58 4.54 502s 502s Robust Estimate of Covariance: 502s lat long depth mag 502s lat 1.50e+01 3.58e+00 1.37e+02 -2.66e-01 502s long 3.58e+00 4.55e+00 -3.61e+02 4.64e-02 502s depth 1.37e+02 -3.61e+02 4.84e+04 -1.36e+01 502s mag -2.66e-01 4.64e-02 -1.36e+01 1.34e-01 502s -------------------------------------------------------- 502s ======================================================== 502s > dodata(method="exact") 502s 502s Call: dodata(method = "exact") 502s Data Set n p Half LOG(obj) Time 502s ======================================================== 502s heart 12 2 7 5.678742 502s Best subsample: 502s [1] 1 3 4 5 7 9 11 502s Outliers: 0 502s Too many to print ... 502s ------------- 502s 502s Call: 502s CovMcd(x = x, nsamp = "exact", trace = FALSE) 502s -> Method: Fast MCD(alpha=0.5 ==> h=7); nsamp = exact; (n,k)mini = (300,5) 502s 502s Robust Estimate of Location: 502s height weight 502s 38.3 33.1 502s 502s Robust Estimate of Covariance: 502s height weight 502s height 135 259 502s weight 259 564 502s -------------------------------------------------------- 502s starsCYG 47 2 25 -8.031215 502s Best subsample: 502s [1] 1 2 4 6 8 10 12 13 16 24 25 26 28 32 33 37 38 39 40 41 42 43 44 45 46 502s Outliers: 7 502s [1] 7 9 11 14 20 30 34 502s ------------- 502s 502s Call: 502s CovMcd(x = x, nsamp = "exact", trace = FALSE) 502s -> Method: Fast MCD(alpha=0.5 ==> h=25); nsamp = exact; (n,k)mini = (300,5) 502s 502s Robust Estimate of Location: 502s log.Te log.light 502s 4.41 4.95 502s 502s Robust Estimate of Covariance: 502s log.Te log.light 502s log.Te 0.0132 0.0394 502s log.light 0.0394 0.2743 502s -------------------------------------------------------- 502s phosphor 18 2 10 6.878847 502s Best subsample: 502s [1] 3 5 8 9 11 12 13 14 15 17 502s Outliers: 3 502s [1] 1 6 10 502s ------------- 502s 502s Call: 502s CovMcd(x = x, nsamp = "exact", trace = FALSE) 502s -> Method: Fast MCD(alpha=0.5 ==> h=10); nsamp = exact; (n,k)mini = (300,5) 502s 502s Robust Estimate of Location: 502s inorg organic 502s 13.4 38.8 502s 502s Robust Estimate of Covariance: 502s inorg organic 502s inorg 129 130 502s organic 130 182 502s -------------------------------------------------------- 502s coleman 20 5 13 1.286808 502s Best subsample: 502s [1] 2 3 4 5 7 8 12 13 14 16 17 19 20 502s Outliers: 7 502s [1] 1 6 9 10 11 15 18 502s ------------- 502s 502s Call: 502s CovMcd(x = x, nsamp = "exact", trace = FALSE) 502s -> Method: Fast MCD(alpha=0.5 ==> h=13); nsamp = exact; (n,k)mini = (300,5) 502s 502s Robust Estimate of Location: 502s salaryP fatherWc sstatus teacherSc motherLev 502s 2.76 48.38 6.12 25.00 6.40 502s 502s Robust Estimate of Covariance: 502s salaryP fatherWc sstatus teacherSc motherLev 502s salaryP 0.253 1.786 -0.266 0.151 0.075 502s fatherWc 1.786 1303.382 330.496 12.604 34.503 502s sstatus -0.266 330.496 119.888 3.833 10.131 502s teacherSc 0.151 12.604 3.833 0.785 0.555 502s motherLev 0.075 34.503 10.131 0.555 1.043 502s -------------------------------------------------------- 502s salinity 28 3 16 1.326364 502s Best subsample: 502s [1] 1 2 6 7 8 12 13 14 18 20 21 22 25 26 27 28 502s Outliers: 4 502s [1] 5 16 23 24 502s ------------- 502s 502s Call: 502s CovMcd(x = x, nsamp = "exact", trace = FALSE) 502s -> Method: Fast MCD(alpha=0.5 ==> h=16); nsamp = exact; (n,k)mini = (300,5) 502s 502s Robust Estimate of Location: 502s X1 X2 X3 502s 10.08 2.78 22.78 502s 502s Robust Estimate of Covariance: 502s X1 X2 X3 502s X1 10.44 1.01 -3.19 502s X2 1.01 3.83 -1.44 502s X3 -3.19 -1.44 2.39 502s -------------------------------------------------------- 502s wood 20 5 13 -36.270094 502s Best subsample: 502s [1] 1 2 3 5 9 10 12 13 14 15 17 18 20 502s Outliers: 7 502s [1] 4 6 7 8 11 16 19 502s ------------- 502s 502s Call: 502s CovMcd(x = x, nsamp = "exact", trace = FALSE) 502s -> Method: Fast MCD(alpha=0.5 ==> h=13); nsamp = exact; (n,k)mini = (300,5) 502s 502s Robust Estimate of Location: 502s x1 x2 x3 x4 x5 502s 0.587 0.122 0.531 0.538 0.892 502s 502s Robust Estimate of Covariance: 502s x1 x2 x3 x4 x5 502s x1 1.00e-02 1.88e-03 3.15e-03 -5.86e-04 -1.63e-03 502s x2 1.88e-03 4.85e-04 1.27e-03 -5.20e-05 2.36e-05 502s x3 3.15e-03 1.27e-03 6.63e-03 -8.71e-04 3.52e-04 502s x4 -5.86e-04 -5.20e-05 -8.71e-04 2.85e-03 1.83e-03 502s x5 -1.63e-03 2.36e-05 3.52e-04 1.83e-03 2.77e-03 502s -------------------------------------------------------- 502s Animals 28 2 15 14.555543 502s Best subsample: 502s [1] 1 3 4 5 10 11 17 18 19 20 21 22 23 26 27 502s Outliers: 14 502s [1] 2 6 7 8 9 12 13 14 15 16 23 24 25 28 502s ------------- 502s 502s Call: 502s CovMcd(x = x, nsamp = "exact", trace = FALSE) 502s -> Method: Fast MCD(alpha=0.5 ==> h=15); nsamp = exact; (n,k)mini = (300,5) 502s 502s Robust Estimate of Location: 502s body brain 502s 18.7 64.9 502s 502s Robust Estimate of Covariance: 502s body brain 502s body 929 1576 502s brain 1576 5646 502s -------------------------------------------------------- 502s lactic 20 2 11 0.359580 502s Best subsample: 502s [1] 1 2 3 4 5 7 8 9 10 11 12 502s Outliers: 4 502s [1] 17 18 19 20 502s ------------- 502s 502s Call: 502s CovMcd(x = x, nsamp = "exact", trace = FALSE) 502s -> Method: Fast MCD(alpha=0.5 ==> h=11); nsamp = exact; (n,k)mini = (300,5) 502s 502s Robust Estimate of Location: 502s X Y 502s 3.86 5.01 502s 502s Robust Estimate of Covariance: 502s X Y 502s X 10.6 14.6 502s Y 14.6 21.3 502s -------------------------------------------------------- 502s pension 18 2 10 16.675508 502s Best subsample: 502s [1] 1 2 3 4 5 6 8 9 11 12 502s Outliers: 5 502s [1] 14 15 16 17 18 502s ------------- 502s 502s Call: 502s CovMcd(x = x, nsamp = "exact", trace = FALSE) 502s -> Method: Fast MCD(alpha=0.5 ==> h=10); nsamp = exact; (n,k)mini = (300,5) 502s 502s Robust Estimate of Location: 502s Income Reserves 502s 52.3 560.9 502s 502s Robust Estimate of Covariance: 502s Income Reserves 502s Income 1420 11932 502s Reserves 11932 208643 502s -------------------------------------------------------- 502s vaso 39 2 21 -3.972244 502s Best subsample: 502s [1] 3 4 8 14 18 19 20 21 22 23 24 25 26 27 28 33 34 35 37 38 39 502s Outliers: 4 502s [1] 1 2 17 31 502s ------------- 502s 502s Call: 502s CovMcd(x = x, nsamp = "exact", trace = FALSE) 502s -> Method: Fast MCD(alpha=0.5 ==> h=21); nsamp = exact; (n,k)mini = (300,5) 502s 502s Robust Estimate of Location: 502s Volume Rate 502s 1.16 1.72 502s 502s Robust Estimate of Covariance: 502s Volume Rate 502s Volume 0.313 -0.167 502s Rate -0.167 0.728 502s -------------------------------------------------------- 502s stackloss 21 3 12 5.472581 502s Best subsample: 502s [1] 4 5 6 7 8 9 10 11 12 13 14 20 502s Outliers: 9 502s [1] 1 2 3 15 16 17 18 19 21 502s ------------- 502s 502s Call: 502s CovMcd(x = x, nsamp = "exact", trace = FALSE) 502s -> Method: Fast MCD(alpha=0.5 ==> h=12); nsamp = exact; (n,k)mini = (300,5) 502s 502s Robust Estimate of Location: 502s Air.Flow Water.Temp Acid.Conc. 502s 59.5 20.8 87.3 502s 502s Robust Estimate of Covariance: 502s Air.Flow Water.Temp Acid.Conc. 502s Air.Flow 6.29 5.85 5.74 502s Water.Temp 5.85 9.23 6.14 502s Acid.Conc. 5.74 6.14 23.25 502s -------------------------------------------------------- 502s pilot 20 2 11 6.487287 502s Best subsample: 502s [1] 2 3 6 7 9 12 15 16 17 18 20 502s Outliers: 0 502s Too many to print ... 502s ------------- 502s 502s Call: 502s CovMcd(x = x, nsamp = "exact", trace = FALSE) 502s -> Method: Fast MCD(alpha=0.5 ==> h=11); nsamp = exact; (n,k)mini = (300,5) 502s 502s Robust Estimate of Location: 502s X Y 502s 101.1 67.7 502s 502s Robust Estimate of Covariance: 502s X Y 502s X 3344 1070 502s Y 1070 343 502s -------------------------------------------------------- 502s ======================================================== 502s > dodata(method="MRCD") 502s 502s Call: dodata(method = "MRCD") 502s Data Set n p Half LOG(obj) Time 502s ======================================================== 502s heart 12 2 6 7.446266 502s Best subsample: 502s [1] 1 3 4 7 9 11 502s Outliers: 0 502s Too many to print ... 502s ------------- 502s 502s Call: 502s CovMrcd(x = x, trace = FALSE) 502s -> Method: Minimum Regularized Covariance Determinant MRCD(alpha=0.5 ==> h=6) 502s 502s Robust Estimate of Location: 502s height weight 502s 38.8 33.0 502s 502s Robust Estimate of Covariance: 502s height weight 502s height 47.4 75.2 502s weight 75.2 155.4 502s -------------------------------------------------------- 502s starsCYG 47 2 24 -5.862050 502s Best subsample: 502s [1] 1 6 10 12 13 16 23 24 25 26 28 31 33 37 38 39 40 41 42 43 44 45 46 47 502s Outliers: 0 502s Too many to print ... 502s ------------- 502s 502s Call: 502s CovMrcd(x = x, trace = FALSE) 502s -> Method: Minimum Regularized Covariance Determinant MRCD(alpha=0.5 ==> h=24) 502s 502s Robust Estimate of Location: 502s log.Te log.light 502s 4.44 5.05 502s 502s Robust Estimate of Covariance: 502s log.Te log.light 502s log.Te 0.00867 0.02686 502s log.light 0.02686 0.41127 502s -------------------------------------------------------- 502s phosphor 18 2 9 9.954788 502s Best subsample: 502s [1] 4 7 8 9 11 12 13 14 16 502s Outliers: 0 502s Too many to print ... 502s ------------- 502s 502s Call: 502s CovMrcd(x = x, trace = FALSE) 502s -> Method: Minimum Regularized Covariance Determinant MRCD(alpha=0.5 ==> h=9) 502s 502s Robust Estimate of Location: 502s inorg organic 502s 12.5 39.0 502s 502s Robust Estimate of Covariance: 502s inorg organic 502s inorg 236 140 502s organic 140 172 502s -------------------------------------------------------- 502s stackloss 21 3 11 7.991165 502s Best subsample: 502s [1] 4 5 6 7 8 9 10 13 18 19 20 502s Outliers: 0 502s Too many to print ... 502s ------------- 502s 502s Call: 502s CovMrcd(x = x, trace = FALSE) 502s -> Method: Minimum Regularized Covariance Determinant MRCD(alpha=0.5 ==> h=11) 502s 502s Robust Estimate of Location: 502s Air.Flow Water.Temp Acid.Conc. 502s 58.2 21.4 85.2 502s 502s Robust Estimate of Covariance: 502s Air.Flow Water.Temp Acid.Conc. 502s Air.Flow 49.8 17.2 42.7 502s Water.Temp 17.2 13.8 25.2 502s Acid.Conc. 42.7 25.2 58.2 502s -------------------------------------------------------- 502s coleman 20 5 10 5.212156 502s Best subsample: 502s [1] 3 4 5 7 8 9 14 16 19 20 502s Outliers: 0 502s Too many to print ... 502s ------------- 502s 502s Call: 502s CovMrcd(x = x, trace = FALSE) 502s -> Method: Minimum Regularized Covariance Determinant MRCD(alpha=0.5 ==> h=10) 502s 502s Robust Estimate of Location: 502s salaryP fatherWc sstatus teacherSc motherLev 502s 2.78 59.44 9.28 25.41 6.70 502s 502s Robust Estimate of Covariance: 502s salaryP fatherWc sstatus teacherSc motherLev 502s salaryP 0.1582 -0.2826 0.4112 0.1754 0.0153 502s fatherWc -0.2826 902.9210 201.5815 -2.1236 18.8736 502s sstatus 0.4112 201.5815 65.4580 -0.3876 4.7794 502s teacherSc 0.1754 -2.1236 -0.3876 0.7233 -0.0322 502s motherLev 0.0153 18.8736 4.7794 -0.0322 0.5417 502s -------------------------------------------------------- 502s salinity 28 3 14 3.586919 502s Best subsample: 503s [1] 1 7 8 12 13 14 18 20 21 22 25 26 27 28 503s Outliers: 0 503s Too many to print ... 503s ------------- 503s 503s Call: 503s CovMrcd(x = x, trace = FALSE) 503s -> Method: Minimum Regularized Covariance Determinant MRCD(alpha=0.5 ==> h=14) 503s 503s Robust Estimate of Location: 503s X1 X2 X3 503s 10.95 3.71 21.99 503s 503s Robust Estimate of Covariance: 503s X1 X2 X3 503s X1 14.153 0.718 -3.359 503s X2 0.718 3.565 -0.722 503s X3 -3.359 -0.722 1.607 503s -------------------------------------------------------- 503s wood 20 5 10 -33.100492 503s Best subsample: 503s [1] 1 2 3 5 11 14 15 17 18 20 503s Outliers: 0 503s Too many to print ... 503s ------------- 503s 503s Call: 503s CovMrcd(x = x, trace = FALSE) 503s -> Method: Minimum Regularized Covariance Determinant MRCD(alpha=0.5 ==> h=10) 503s 503s Robust Estimate of Location: 503s x1 x2 x3 x4 x5 503s 0.572 0.120 0.504 0.545 0.899 503s 503s Robust Estimate of Covariance: 503s x1 x2 x3 x4 x5 503s x1 0.007543 0.001720 0.000412 -0.001230 -0.001222 503s x2 0.001720 0.000568 0.000355 -0.000533 -0.000132 503s x3 0.000412 0.000355 0.002478 0.000190 0.000811 503s x4 -0.001230 -0.000533 0.000190 0.002327 0.000967 503s x5 -0.001222 -0.000132 0.000811 0.000967 0.001894 503s -------------------------------------------------------- 503s hbk 75 3 38 1.539545 503s Best subsample: 503s [1] 15 17 18 19 20 21 22 23 24 26 27 29 32 33 35 36 38 40 41 43 48 49 50 51 54 503s [26] 55 56 58 59 63 64 66 67 70 71 72 73 74 503s Outliers: 0 503s Too many to print ... 503s ------------- 503s 503s Call: 503s CovMrcd(x = x, trace = FALSE) 503s -> Method: Minimum Regularized Covariance Determinant MRCD(alpha=0.5 ==> h=38) 503s 503s Robust Estimate of Location: 503s X1 X2 X3 503s 1.60 2.37 1.64 503s 503s Robust Estimate of Covariance: 503s X1 X2 X3 503s X1 2.810 0.124 1.248 503s X2 0.124 1.017 0.208 503s X3 1.248 0.208 2.218 503s -------------------------------------------------------- 503s Animals 28 2 14 16.278395 503s Best subsample: 503s [1] 1 3 4 5 10 11 18 19 20 21 22 23 26 27 503s Outliers: 0 503s Too many to print ... 503s ------------- 503s 503s Call: 503s CovMrcd(x = x, trace = FALSE) 503s -> Method: Minimum Regularized Covariance Determinant MRCD(alpha=0.5 ==> h=14) 503s 503s Robust Estimate of Location: 503s body brain 503s 19.5 56.8 503s 503s Robust Estimate of Covariance: 503s body brain 503s body 2802 5179 503s brain 5179 13761 503s -------------------------------------------------------- 503s bushfire 38 5 19 28.483413 503s Best subsample: 503s [1] 1 2 3 4 5 14 15 16 17 18 19 20 21 22 23 24 25 26 27 503s Outliers: 0 503s Too many to print ... 503s ------------- 503s 503s Call: 503s CovMrcd(x = x, trace = FALSE) 503s -> Method: Minimum Regularized Covariance Determinant MRCD(alpha=0.5 ==> h=19) 503s 503s Robust Estimate of Location: 503s V1 V2 V3 V4 V5 503s 103 145 287 221 281 503s 503s Robust Estimate of Covariance: 503s V1 V2 V3 V4 V5 503s V1 366 249 -1993 -503 -396 503s V2 249 252 -1223 -291 -233 503s V3 -1993 -1223 14246 3479 2718 503s V4 -503 -291 3479 1083 748 503s V5 -396 -233 2718 748 660 503s -------------------------------------------------------- 503s lactic 20 2 10 2.593141 503s Best subsample: 503s [1] 1 2 3 4 5 7 8 9 10 11 503s Outliers: 0 503s Too many to print ... 503s ------------- 503s 503s Call: 503s CovMrcd(x = x, trace = FALSE) 503s -> Method: Minimum Regularized Covariance Determinant MRCD(alpha=0.5 ==> h=10) 503s 503s Robust Estimate of Location: 503s X Y 503s 2.60 3.63 503s 503s Robust Estimate of Covariance: 503s X Y 503s X 8.13 13.54 503s Y 13.54 24.17 503s -------------------------------------------------------- 503s pension 18 2 9 18.931204 503s Best subsample: 503s [1] 2 3 4 5 6 8 9 11 12 503s Outliers: 0 503s Too many to print ... 503s ------------- 503s 503s Call: 503s CovMrcd(x = x, trace = FALSE) 503s -> Method: Minimum Regularized Covariance Determinant MRCD(alpha=0.5 ==> h=9) 503s 503s Robust Estimate of Location: 503s Income Reserves 503s 45.7 466.9 503s 503s Robust Estimate of Covariance: 503s Income Reserves 503s Income 2127 23960 503s Reserves 23960 348275 503s -------------------------------------------------------- 503s vaso 39 2 20 -1.864710 503s Best subsample: 503s [1] 3 4 8 14 18 20 21 22 23 24 25 26 27 28 33 34 35 37 38 39 503s Outliers: 0 503s Too many to print ... 503s ------------- 503s 503s Call: 503s CovMrcd(x = x, trace = FALSE) 503s -> Method: Minimum Regularized Covariance Determinant MRCD(alpha=0.5 ==> h=20) 503s 503s Robust Estimate of Location: 503s Volume Rate 503s 1.14 1.77 503s 503s Robust Estimate of Covariance: 503s Volume Rate 503s Volume 0.44943 -0.00465 503s Rate -0.00465 0.34480 503s -------------------------------------------------------- 503s wagnerGrowth 63 6 32 9.287760 503s Best subsample: 503s [1] 2 3 4 5 6 7 9 10 11 12 16 18 20 23 25 27 31 32 35 36 38 41 44 48 52 503s [26] 53 54 55 56 57 60 62 503s Outliers: 0 503s Too many to print ... 503s ------------- 503s 503s Call: 503s CovMrcd(x = x, trace = FALSE) 503s -> Method: Minimum Regularized Covariance Determinant MRCD(alpha=0.5 ==> h=32) 503s 503s Robust Estimate of Location: 503s Region PA GPA HS GHS y 503s 10.719 33.816 -2.144 2.487 0.293 4.918 503s 503s Robust Estimate of Covariance: 503s Region PA GPA HS GHS y 503s Region 56.7128 17.4919 -2.9710 -0.6491 -0.4545 -10.4287 503s PA 17.4919 29.9968 -7.6846 -1.3141 0.5418 -35.6434 503s GPA -2.9710 -7.6846 6.3238 1.1257 -0.4757 12.4707 503s HS -0.6491 -1.3141 1.1257 1.1330 -0.0915 3.3617 503s GHS -0.4545 0.5418 -0.4757 -0.0915 0.1468 -1.1228 503s y -10.4287 -35.6434 12.4707 3.3617 -1.1228 67.4215 503s -------------------------------------------------------- 503s fish 159 6 79 22.142828 503s Best subsample: 503s [1] 2 3 4 5 6 7 8 9 10 11 12 14 15 16 17 18 19 20 21 503s [20] 22 23 24 25 26 27 35 36 37 42 43 44 45 46 47 48 49 50 51 503s [39] 52 53 54 55 56 57 58 59 60 71 105 106 107 109 110 111 113 114 115 503s [58] 116 117 118 119 120 122 123 124 125 126 127 128 129 130 131 132 134 135 136 503s [77] 137 138 139 503s Outliers: 0 503s Too many to print ... 503s ------------- 503s 503s Call: 503s CovMrcd(x = x, trace = FALSE) 503s -> Method: Minimum Regularized Covariance Determinant MRCD(alpha=0.5 ==> h=79) 503s 503s Robust Estimate of Location: 503s Weight Length1 Length2 Length3 Height Width 503s 291.7 23.8 25.9 28.9 30.4 14.7 503s 503s Robust Estimate of Covariance: 503s Weight Length1 Length2 Length3 Height Width 503s Weight 77155.07 1567.55 1713.74 2213.16 1912.62 -103.97 503s Length1 1567.55 45.66 41.57 52.14 38.66 -2.39 503s Length2 1713.74 41.57 54.26 56.77 42.72 -2.55 503s Length3 2213.16 52.14 56.77 82.57 58.84 -3.65 503s Height 1912.62 38.66 42.72 58.84 70.51 -3.80 503s Width -103.97 -2.39 -2.55 -3.65 -3.80 1.19 503s -------------------------------------------------------- 503s pottery 27 6 14 -6.897459 503s Best subsample: 503s [1] 1 2 4 5 6 10 11 13 14 15 19 21 22 26 503s Outliers: 0 503s Too many to print ... 503s ------------- 503s 503s Call: 503s CovMrcd(x = x, trace = FALSE) 503s -> Method: Minimum Regularized Covariance Determinant MRCD(alpha=0.5 ==> h=14) 503s 503s Robust Estimate of Location: 503s SI AL FE MG CA TI 503s 54.39 14.93 9.78 3.82 5.11 0.86 503s 503s Robust Estimate of Covariance: 503s SI AL FE MG CA TI 503s SI 17.47469 -0.16656 0.39943 4.48192 -0.71153 0.06515 503s AL -0.16656 3.93154 -0.35738 -2.29899 0.14770 -0.02050 503s FE 0.39943 -0.35738 0.20434 0.37562 -0.22460 0.00943 503s MG 4.48192 -2.29899 0.37562 2.82339 -0.16027 0.02943 503s CA -0.71153 0.14770 -0.22460 -0.16027 0.88443 -0.01711 503s TI 0.06515 -0.02050 0.00943 0.02943 -0.01711 0.00114 503s -------------------------------------------------------- 503s rice 105 6 53 -8.916472 503s Best subsample: 503s [1] 4 6 8 10 13 15 16 17 18 25 27 29 30 31 32 33 34 36 37 503s [20] 38 44 45 47 51 52 53 54 55 59 60 65 67 70 72 76 79 80 81 503s [39] 82 83 84 85 86 90 92 93 94 95 97 98 99 101 105 503s Outliers: 0 503s Too many to print ... 503s ------------- 503s 503s Call: 503s CovMrcd(x = x, trace = FALSE) 503s -> Method: Minimum Regularized Covariance Determinant MRCD(alpha=0.5 ==> h=53) 503s 503s Robust Estimate of Location: 503s Favor Appearance Taste Stickiness 503s -0.1741 0.0774 -0.0472 0.1868 503s Toughness Overall_evaluation 503s -0.0346 -0.0683 503s 503s Robust Estimate of Covariance: 503s Favor Appearance Taste Stickiness Toughness 503s Favor 0.402 0.306 0.378 0.364 -0.134 503s Appearance 0.306 0.508 0.474 0.407 -0.146 503s Taste 0.378 0.474 0.708 0.611 -0.258 503s Stickiness 0.364 0.407 0.611 0.795 -0.320 503s Toughness -0.134 -0.146 -0.258 -0.320 0.302 503s Overall_evaluation 0.453 0.536 0.746 0.745 -0.327 503s Overall_evaluation 503s Favor 0.453 503s Appearance 0.536 503s Taste 0.746 503s Stickiness 0.745 503s Toughness -0.327 503s Overall_evaluation 0.963 503s -------------------------------------------------------- 503s un86 73 7 37 19.832993 503s Best subsample: 503s [1] 9 10 12 14 16 17 18 20 23 24 25 26 27 31 32 33 37 39 42 48 49 50 51 52 55 503s [26] 56 57 60 62 63 64 65 67 70 71 72 73 503s Outliers: 0 503s Too many to print ... 503s ------------- 503s 503s Call: 503s CovMrcd(x = x, trace = FALSE) 503s -> Method: Minimum Regularized Covariance Determinant MRCD(alpha=0.5 ==> h=37) 503s 503s Robust Estimate of Location: 503s POP MOR CAR DR GNP DEN TB 503s 14.462 66.892 6.670 0.858 1.251 55.518 0.429 503s 503s Robust Estimate of Covariance: 503s POP MOR CAR DR GNP DEN 503s POP 3.00e+02 1.58e+02 9.83e+00 2.74e+00 5.51e-01 6.87e+01 503s MOR 1.58e+02 2.96e+03 -4.24e+02 -4.72e+01 -5.40e+01 -1.01e+03 503s CAR 9.83e+00 -4.24e+02 9.12e+01 8.71e+00 1.13e+01 1.96e+02 503s DR 2.74e+00 -4.72e+01 8.71e+00 1.25e+00 1.03e+00 2.74e+01 503s GNP 5.51e-01 -5.40e+01 1.13e+01 1.03e+00 2.31e+00 2.36e+01 503s DEN 6.87e+01 -1.01e+03 1.96e+02 2.74e+01 2.36e+01 3.12e+03 503s TB 2.04e-02 -1.81e+00 3.42e-01 2.57e-02 2.09e-02 -6.88e-01 503s TB 503s POP 2.04e-02 503s MOR -1.81e+00 503s CAR 3.42e-01 503s DR 2.57e-02 503s GNP 2.09e-02 503s DEN -6.88e-01 503s TB 2.59e-02 503s -------------------------------------------------------- 503s wages 39 10 14 35.698016 503s Best subsample: 503s [1] 1 2 5 6 9 10 11 13 15 19 23 25 26 28 503s Outliers: 0 503s Too many to print ... 503s ------------- 503s 503s Call: 503s CovMrcd(x = x, trace = FALSE) 503s -> Method: Minimum Regularized Covariance Determinant MRCD(alpha=0.5 ==> h=14) 503s 503s Robust Estimate of Location: 503s HRS RATE ERSP ERNO NEIN ASSET AGE DEP 503s 2167.71 2.96 1113.50 300.43 382.29 7438.00 39.06 2.41 503s RACE SCHOOL 503s 33.00 10.45 503s 503s Robust Estimate of Covariance: 503s HRS RATE ERSP ERNO NEIN ASSET 503s HRS 1.97e+03 -4.14e-01 -4.71e+03 -6.58e+02 1.81e+03 3.84e+04 503s RATE -4.14e-01 1.14e-01 1.79e+01 3.08e+00 1.40e+01 3.57e+02 503s ERSP -4.71e+03 1.79e+01 1.87e+04 2.33e+03 -2.06e+03 -3.57e+04 503s ERNO -6.58e+02 3.08e+00 2.33e+03 5.36e+02 -3.42e+02 -5.56e+03 503s NEIN 1.81e+03 1.40e+01 -2.06e+03 -3.42e+02 5.77e+03 1.10e+05 503s ASSET 3.84e+04 3.57e+02 -3.57e+04 -5.56e+03 1.10e+05 2.86e+06 503s AGE -1.83e+01 1.09e-02 6.69e+01 8.78e+00 -5.07e+00 -1.51e+02 503s DEP 4.82e+00 -3.14e-02 -2.52e+01 -2.96e+00 -5.33e+00 -1.03e+02 503s RACE -5.67e+02 -1.33e+00 1.21e+03 1.81e+02 -9.13e+02 -1.96e+04 503s SCHOOL 5.33e+00 1.87e-01 1.86e+01 3.12e+00 3.20e+01 7.89e+02 503s AGE DEP RACE SCHOOL 503s HRS -1.83e+01 4.82e+00 -5.67e+02 5.33e+00 503s RATE 1.09e-02 -3.14e-02 -1.33e+00 1.87e-01 503s ERSP 6.69e+01 -2.52e+01 1.21e+03 1.86e+01 503s ERNO 8.78e+00 -2.96e+00 1.81e+02 3.12e+00 503s NEIN -5.07e+00 -5.33e+00 -9.13e+02 3.20e+01 503s ASSET -1.51e+02 -1.03e+02 -1.96e+04 7.89e+02 503s AGE 5.71e-01 -1.56e-01 4.58e+00 -5.00e-02 503s DEP -1.56e-01 8.08e-02 -3.02e-01 -4.47e-02 503s RACE 4.58e+00 -3.02e-01 2.36e+02 -4.54e+00 503s SCHOOL -5.00e-02 -4.47e-02 -4.54e+00 4.23e-01 503s -------------------------------------------------------- 503s airquality 153 4 56 21.136376 503s Best subsample: 503s [1] 2 3 8 10 24 25 28 32 33 35 36 37 38 39 40 41 42 43 46 503s [20] 47 48 49 52 54 56 57 58 59 60 66 67 69 71 72 73 76 78 81 503s [39] 82 84 86 87 89 90 91 92 96 97 98 100 101 105 106 109 110 111 503s Outliers: 0 503s Too many to print ... 503s ------------- 503s 503s Call: 503s CovMrcd(x = x, trace = FALSE) 503s -> Method: Minimum Regularized Covariance Determinant MRCD(alpha=0.5 ==> h=56) 503s 503s Robust Estimate of Location: 503s Ozone Solar.R Wind Temp 503s 41.84 197.21 8.93 80.39 503s 503s Robust Estimate of Covariance: 503s Ozone Solar.R Wind Temp 503s Ozone 1480.7 1562.8 -99.9 347.3 503s Solar.R 1562.8 11401.2 -35.2 276.8 503s Wind -99.9 -35.2 11.4 -23.5 503s Temp 347.3 276.8 -23.5 107.7 503s -------------------------------------------------------- 503s attitude 30 7 15 27.040805 503s Best subsample: 503s [1] 2 3 4 5 7 8 10 12 15 19 22 23 25 27 28 503s Outliers: 0 503s Too many to print ... 503s ------------- 503s 503s Call: 503s CovMrcd(x = x, trace = FALSE) 503s -> Method: Minimum Regularized Covariance Determinant MRCD(alpha=0.5 ==> h=15) 503s 503s Robust Estimate of Location: 503s rating complaints privileges learning raises critical 503s 65.8 66.5 50.1 56.1 66.7 78.1 503s advance 503s 41.7 503s 503s Robust Estimate of Covariance: 503s rating complaints privileges learning raises critical advance 503s rating 138.77 80.02 59.22 107.33 95.83 -1.24 54.36 503s complaints 80.02 97.23 50.59 99.50 79.15 -2.71 42.81 503s privileges 59.22 50.59 84.92 90.03 60.88 22.39 44.93 503s learning 107.33 99.50 90.03 187.67 128.71 15.48 63.67 503s raises 95.83 79.15 60.88 128.71 123.94 -1.46 49.98 503s critical -1.24 -2.71 22.39 15.48 -1.46 61.23 12.88 503s advance 54.36 42.81 44.93 63.67 49.98 12.88 48.61 503s -------------------------------------------------------- 503s attenu 182 5 83 9.710111 503s Best subsample: 503s [1] 41 42 43 44 48 49 51 68 70 72 73 74 75 76 77 82 83 84 85 503s [20] 86 87 88 89 90 91 92 101 102 103 104 106 107 109 110 111 112 113 114 503s [39] 115 116 117 121 122 124 125 126 127 128 129 130 131 132 133 134 135 136 137 503s [58] 138 139 140 141 144 145 146 147 148 149 150 151 152 153 155 156 157 158 159 503s [77] 160 161 162 163 164 165 166 503s Outliers: 0 503s Too many to print ... 503s ------------- 503s 503s Call: 503s CovMrcd(x = x, trace = FALSE) 503s -> Method: Minimum Regularized Covariance Determinant MRCD(alpha=0.5 ==> h=83) 503s 503s Robust Estimate of Location: 503s event mag station dist accel 503s 18.940 5.741 67.988 23.365 0.124 503s 503s Robust Estimate of Covariance: 503s event mag station dist accel 503s event 2.86e+01 -2.31e+00 1.02e+02 2.68e+01 -1.99e-01 503s mag -2.31e+00 6.17e-01 -7.03e+00 4.67e-01 2.59e-02 503s station 1.02e+02 -7.03e+00 1.66e+03 1.62e+02 7.96e-02 503s dist 2.68e+01 4.67e-01 1.62e+02 3.61e+02 -1.23e+00 503s accel -1.99e-01 2.59e-02 7.96e-02 -1.23e+00 9.42e-03 503s -------------------------------------------------------- 503s USJudgeRatings 43 12 22 -23.463708 503s Best subsample: 503s [1] 2 3 4 6 9 11 15 16 18 19 24 25 26 27 28 29 32 33 34 36 37 38 503s Outliers: 0 503s Too many to print ... 503s ------------- 503s 503s Call: 503s CovMrcd(x = x, trace = FALSE) 503s -> Method: Minimum Regularized Covariance Determinant MRCD(alpha=0.5 ==> h=22) 503s 503s Robust Estimate of Location: 503s CONT INTG DMNR DILG CFMG DECI PREP FAMI ORAL WRIT PHYS RTEN 503s 7.24 8.42 8.10 8.19 7.95 8.00 7.96 7.96 7.81 7.89 8.40 8.20 503s 503s Robust Estimate of Covariance: 503s CONT INTG DMNR DILG CFMG DECI PREP 503s CONT 0.61805 -0.05601 -0.09540 0.00694 0.09853 0.06261 0.03939 503s INTG -0.05601 0.23560 0.27537 0.20758 0.16603 0.17281 0.21128 503s DMNR -0.09540 0.27537 0.55349 0.28872 0.24014 0.24293 0.28886 503s DILG 0.00694 0.20758 0.28872 0.34099 0.23502 0.23917 0.29672 503s CFMG 0.09853 0.16603 0.24014 0.23502 0.31649 0.23291 0.27651 503s DECI 0.06261 0.17281 0.24293 0.23917 0.23291 0.30681 0.27737 503s PREP 0.03939 0.21128 0.28886 0.29672 0.27651 0.27737 0.42020 503s FAMI 0.04588 0.20388 0.26072 0.29037 0.27179 0.27737 0.34857 503s ORAL 0.03000 0.21379 0.29606 0.28764 0.27338 0.27424 0.33503 503s WRIT 0.03261 0.20258 0.26931 0.27962 0.26382 0.26610 0.32677 503s PHYS -0.04485 0.13598 0.17659 0.16834 0.14554 0.16467 0.18948 503s RTEN 0.01543 0.22654 0.32117 0.27307 0.23826 0.24669 0.29450 503s FAMI ORAL WRIT PHYS RTEN 503s CONT 0.04588 0.03000 0.03261 -0.04485 0.01543 503s INTG 0.20388 0.21379 0.20258 0.13598 0.22654 503s DMNR 0.26072 0.29606 0.26931 0.17659 0.32117 503s DILG 0.29037 0.28764 0.27962 0.16834 0.27307 503s CFMG 0.27179 0.27338 0.26382 0.14554 0.23826 503s DECI 0.27737 0.27424 0.26610 0.16467 0.24669 503s PREP 0.34857 0.33503 0.32677 0.18948 0.29450 503s FAMI 0.47232 0.33762 0.33420 0.19759 0.29015 503s ORAL 0.33762 0.40361 0.32208 0.19794 0.29544 503s WRIT 0.33420 0.32208 0.38733 0.19276 0.28184 503s PHYS 0.19759 0.19794 0.19276 0.20284 0.18097 503s RTEN 0.29015 0.29544 0.28184 0.18097 0.36877 503s -------------------------------------------------------- 503s USArrests 50 4 25 17.834643 503s Best subsample: 503s [1] 4 7 12 13 14 15 16 19 21 23 25 26 27 29 30 32 34 35 36 38 41 45 46 49 50 503s Outliers: 0 503s Too many to print ... 503s ------------- 503s 503s Call: 503s CovMrcd(x = x, trace = FALSE) 503s -> Method: Minimum Regularized Covariance Determinant MRCD(alpha=0.5 ==> h=25) 503s 503s Robust Estimate of Location: 503s Murder Assault UrbanPop Rape 503s 5.38 121.68 63.80 16.33 503s 503s Robust Estimate of Covariance: 503s Murder Assault UrbanPop Rape 503s Murder 17.8 316.3 48.5 31.1 503s Assault 316.3 6863.0 1040.0 548.9 503s UrbanPop 48.5 1040.0 424.8 93.6 503s Rape 31.1 548.9 93.6 63.8 503s -------------------------------------------------------- 503s longley 16 7 8 31.147844 503s Best subsample: 503s [1] 5 6 7 9 10 11 13 14 503s Outliers: 0 503s Too many to print ... 503s ------------- 503s 503s Call: 503s CovMrcd(x = x, trace = FALSE) 503s -> Method: Minimum Regularized Covariance Determinant MRCD(alpha=0.5 ==> h=8) 503s 503s Robust Estimate of Location: 503s GNP.deflator GNP Unemployed Armed.Forces Population 503s 104.3 410.8 278.8 300.1 118.2 503s Year Employed 503s 1955.4 66.5 503s 503s Robust Estimate of Covariance: 503s GNP.deflator GNP Unemployed Armed.Forces Population 503s GNP.deflator 85.0 652.3 784.4 -370.7 48.7 503s GNP 652.3 7502.9 7328.6 -3414.2 453.9 503s Unemployed 784.4 7328.6 10760.3 -4646.7 548.1 503s Armed.Forces -370.7 -3414.2 -4646.7 2824.3 -253.9 503s Population 48.7 453.9 548.1 -253.9 40.2 503s Year 33.5 312.7 378.8 -176.1 23.4 503s Employed 23.9 224.8 263.6 -128.3 16.8 503s Year Employed 503s GNP.deflator 33.5 23.9 503s GNP 312.7 224.8 503s Unemployed 378.8 263.6 503s Armed.Forces -176.1 -128.3 503s Population 23.4 16.8 503s Year 18.9 11.7 503s Employed 11.7 10.3 503s -------------------------------------------------------- 503s Loblolly 84 3 42 11.163448 503s Best subsample: 503s [1] 3 4 5 6 10 21 22 23 24 28 29 33 34 35 36 39 40 41 42 45 46 47 48 51 52 503s [26] 53 54 57 58 59 63 64 65 66 70 71 76 77 81 82 83 84 503s Outliers: 0 503s Too many to print ... 503s ------------- 503s 503s Call: 503s CovMrcd(x = x, trace = FALSE) 503s -> Method: Minimum Regularized Covariance Determinant MRCD(alpha=0.5 ==> h=42) 503s 503s Robust Estimate of Location: 503s height age Seed 503s 44.20 17.26 6.76 503s 503s Robust Estimate of Covariance: 503s height age Seed 503s height 326.74 139.18 3.50 503s age 139.18 68.48 -2.72 503s Seed 3.50 -2.72 25.43 503s -------------------------------------------------------- 503s quakes 1000 4 500 11.802478 503s Best subsample: 503s Too long... 503s Outliers: 0 503s Too many to print ... 503s ------------- 503s 503s Call: 503s CovMrcd(x = x, trace = FALSE) 503s -> Method: Minimum Regularized Covariance Determinant MRCD(alpha=0.5 ==> h=500) 503s 503s Robust Estimate of Location: 503s lat long depth mag 503s -20.59 182.13 432.46 4.42 503s 503s Robust Estimate of Covariance: 503s lat long depth mag 503s lat 15.841 5.702 -106.720 -0.441 503s long 5.702 7.426 -577.189 -0.136 503s depth -106.720 -577.189 66701.479 3.992 503s mag -0.441 -0.136 3.992 0.144 503s -------------------------------------------------------- 503s ======================================================== 503s > ##doexactfit() 503s > 503s BEGIN TEST tmest4.R 503s 503s R version 4.3.3 (2024-02-29) -- "Angel Food Cake" 503s Copyright (C) 2024 The R Foundation for Statistical Computing 503s Platform: powerpc64le-unknown-linux-gnu (64-bit) 503s 503s R is free software and comes with ABSOLUTELY NO WARRANTY. 503s You are welcome to redistribute it under certain conditions. 503s Type 'license()' or 'licence()' for distribution details. 503s 503s R is a collaborative project with many contributors. 503s Type 'contributors()' for more information and 503s 'citation()' on how to cite R or R packages in publications. 503s 503s Type 'demo()' for some demos, 'help()' for on-line help, or 503s 'help.start()' for an HTML browser interface to help. 503s Type 'q()' to quit R. 503s 503s > ## VT::15.09.2013 - this will render the output independent 503s > ## from the version of the package 503s > suppressPackageStartupMessages(library(rrcov)) 504s > 504s > library(MASS) 504s > dodata <- function(nrep = 1, time = FALSE, full = TRUE) { 504s + domest <- function(x, xname, nrep = 1) { 504s + n <- dim(x)[1] 504s + p <- dim(x)[2] 504s + mm <- CovMest(x) 504s + crit <- log(mm@crit) 504s + ## c1 <- mm@psi@c1 504s + ## M <- mm$psi@M 504s + 504s + xres <- sprintf("%3d %3d %12.6f\n", dim(x)[1], dim(x)[2], crit) 504s + lpad <- lname-nchar(xname) 504s + cat(pad.right(xname,lpad), xres) 504s + 504s + dist <- getDistance(mm) 504s + quantiel <- qchisq(0.975, p) 504s + ibad <- which(dist >= quantiel) 504s + names(ibad) <- NULL 504s + nbad <- length(ibad) 504s + cat("Outliers: ",nbad,"\n") 504s + if(nbad > 0) 504s + print(ibad) 504s + cat("-------------\n") 504s + show(mm) 504s + cat("--------------------------------------------------------\n") 504s + } 504s + 504s + options(digits = 5) 504s + set.seed(101) # <<-- sub-sampling algorithm now based on R's RNG and seed 504s + 504s + lname <- 20 504s + 504s + data(heart) 504s + data(starsCYG) 504s + data(phosphor) 504s + data(stackloss) 504s + data(coleman) 504s + data(salinity) 504s + data(wood) 504s + data(hbk) 504s + 504s + data(Animals, package = "MASS") 504s + brain <- Animals[c(1:24, 26:25, 27:28),] 504s + data(milk) 504s + data(bushfire) 504s + 504s + tmp <- sys.call() 504s + cat("\nCall: ", deparse(substitute(tmp)),"\n") 504s + 504s + cat("Data Set n p c1 M LOG(det) Time\n") 504s + cat("======================================================================\n") 504s + domest(heart[, 1:2], data(heart), nrep) 504s + domest(starsCYG, data(starsCYG), nrep) 504s + domest(data.matrix(subset(phosphor, select = -plant)), data(phosphor), nrep) 504s + domest(stack.x, data(stackloss), nrep) 504s + domest(data.matrix(subset(coleman, select = -Y)), data(coleman), nrep) 504s + domest(data.matrix(subset(salinity, select = -Y)), data(salinity), nrep) 504s + domest(data.matrix(subset(wood, select = -y)), data(wood), nrep) 504s + domest(data.matrix(subset(hbk, select = -Y)), data(hbk), nrep) 504s + 504s + 504s + domest(brain, "Animals", nrep) 504s + domest(milk, data(milk), nrep) 504s + domest(bushfire, data(bushfire), nrep) 504s + cat("======================================================================\n") 504s + } 504s > 504s > # generate contaminated data using the function gendata with different 504s > # number of outliers and check if the M-estimate breaks - i.e. the 504s > # largest eigenvalue is larger than e.g. 5. 504s > # For n=50 and p=10 and d=5 the M-estimate can break for number of 504s > # outliers grater than 20. 504s > dogen <- function(){ 504s + eig <- vector("numeric",26) 504s + for(i in 0:25) { 504s + gg <- gendata(eps=i) 504s + mm <- CovMest(gg$x, t0=gg$tgood, S0=gg$sgood, arp=0.001) 504s + eig[i+1] <- ev <- getEvals(mm)[1] 504s + # cat(i, ev, "\n") 504s + 504s + stopifnot(ev < 5 || i > 20) 504s + } 504s + # plot(0:25, eig, type="l", xlab="Number of outliers", ylab="Largest Eigenvalue") 504s + } 504s > 504s > # 504s > # generate data 50x10 as multivariate normal N(0,I) and add 504s > # eps % outliers by adding d=5.0 to each component. 504s > # - if eps <0 and eps <=0.5, the number of outliers is eps*n 504s > # - if eps >= 1, it is the number of outliers 504s > # - use the center and cov of the good data as good start 504s > # - use the center and the cov of all data as a bad start 504s > # If using a good start, the M-estimate must iterate to 504s > # the good solution: the largest eigenvalue is less then e.g. 5 504s > # 504s > gendata <- function(n=50, p=10, eps=0, d=5.0){ 504s + 504s + if(eps < 0 || eps > 0.5 && eps < 1.0 || eps > 0.5*n) 504s + stop("eps is out of range") 504s + 504s + library(MASS) 504s + 504s + x <- mvrnorm(n, rep(0,p), diag(p)) 504s + bad <- vector("numeric") 504s + nbad = if(eps < 1) eps*n else eps 504s + if(nbad > 0){ 504s + bad <- sample(n, nbad) 504s + x[bad,] <- x[bad,] + d 504s + } 504s + cov1 <- cov.wt(x) 504s + cov2 <- if(nbad <= 0) cov1 else cov.wt(x[-bad,]) 504s + 504s + list(x=x, bad=sort(bad), tgood=cov2$center, sgood=cov2$cov, tbad=cov1$center, sbad=cov1$cov) 504s + } 504s > 504s > pad.right <- function(z, pads) 504s + { 504s + ## Pads spaces to right of text 504s + padding <- paste(rep(" ", pads), collapse = "") 504s + paste(z, padding, sep = "") 504s + } 504s > 504s > 504s > ## -- now do it: 504s > dodata() 504s 504s Call: dodata() 504s Data Set n p c1 M LOG(det) Time 504s ====================================================================== 504s heart 12 2 7.160341 504s Outliers: 3 504s [1] 2 6 12 504s ------------- 504s 504s Call: 504s CovMest(x = x) 504s -> Method: M-Estimates 504s 504s Robust Estimate of Location: 504s height weight 504s 34.9 27.0 504s 504s Robust Estimate of Covariance: 504s height weight 504s height 102 155 504s weight 155 250 504s -------------------------------------------------------- 504s starsCYG 47 2 -5.994588 504s Outliers: 7 504s [1] 7 9 11 14 20 30 34 504s ------------- 504s 504s Call: 504s CovMest(x = x) 504s -> Method: M-Estimates 504s 504s Robust Estimate of Location: 504s log.Te log.light 504s 4.42 4.95 504s 504s Robust Estimate of Covariance: 504s log.Te log.light 504s log.Te 0.0169 0.0587 504s log.light 0.0587 0.3523 504s -------------------------------------------------------- 504s phosphor 18 2 8.867522 504s Outliers: 3 504s [1] 1 6 10 504s ------------- 504s 504s Call: 504s CovMest(x = x) 504s -> Method: M-Estimates 504s 504s Robust Estimate of Location: 504s inorg organic 504s 15.4 39.1 504s 504s Robust Estimate of Covariance: 504s inorg organic 504s inorg 169 213 504s organic 213 308 504s -------------------------------------------------------- 504s stackloss 21 3 7.241400 504s Outliers: 9 504s [1] 1 2 3 15 16 17 18 19 21 504s ------------- 504s 504s Call: 504s CovMest(x = x) 504s -> Method: M-Estimates 504s 504s Robust Estimate of Location: 504s Air.Flow Water.Temp Acid.Conc. 504s 59.5 20.8 87.3 504s 504s Robust Estimate of Covariance: 504s Air.Flow Water.Temp Acid.Conc. 504s Air.Flow 9.34 8.69 8.52 504s Water.Temp 8.69 13.72 9.13 504s Acid.Conc. 8.52 9.13 34.54 504s -------------------------------------------------------- 504s coleman 20 5 2.574752 504s Outliers: 7 504s [1] 2 6 9 10 12 13 15 504s ------------- 504s 504s Call: 504s CovMest(x = x) 504s -> Method: M-Estimates 504s 504s Robust Estimate of Location: 504s salaryP fatherWc sstatus teacherSc motherLev 504s 2.82 48.44 5.30 25.19 6.51 504s 504s Robust Estimate of Covariance: 504s salaryP fatherWc sstatus teacherSc motherLev 504s salaryP 0.2850 0.1045 1.7585 0.3074 0.0355 504s fatherWc 0.1045 824.8305 260.7062 3.7507 17.7959 504s sstatus 1.7585 260.7062 105.6135 4.1140 5.7714 504s teacherSc 0.3074 3.7507 4.1140 0.6753 0.1563 504s motherLev 0.0355 17.7959 5.7714 0.1563 0.4147 504s -------------------------------------------------------- 504s salinity 28 3 3.875096 504s Outliers: 9 504s [1] 3 5 10 11 15 16 17 23 24 504s ------------- 504s 504s Call: 504s CovMest(x = x) 504s -> Method: M-Estimates 504s 504s Robust Estimate of Location: 504s X1 X2 X3 504s 10.02 3.21 22.36 504s 504s Robust Estimate of Covariance: 504s X1 X2 X3 504s X1 15.353 1.990 -5.075 504s X2 1.990 5.210 -0.769 504s X3 -5.075 -0.769 2.314 504s -------------------------------------------------------- 504s wood 20 5 -35.156305 504s Outliers: 7 504s [1] 4 6 7 8 11 16 19 504s ------------- 504s 504s Call: 504s CovMest(x = x) 504s -> Method: M-Estimates 504s 504s Robust Estimate of Location: 504s x1 x2 x3 x4 x5 504s 0.587 0.122 0.531 0.538 0.892 504s 504s Robust Estimate of Covariance: 504s x1 x2 x3 x4 x5 504s x1 6.45e-03 1.21e-03 2.03e-03 -3.77e-04 -1.05e-03 504s x2 1.21e-03 3.12e-04 8.16e-04 -3.34e-05 1.52e-05 504s x3 2.03e-03 8.16e-04 4.27e-03 -5.60e-04 2.27e-04 504s x4 -3.77e-04 -3.34e-05 -5.60e-04 1.83e-03 1.18e-03 504s x5 -1.05e-03 1.52e-05 2.27e-04 1.18e-03 1.78e-03 504s -------------------------------------------------------- 504s hbk 75 3 1.432485 504s Outliers: 14 504s [1] 1 2 3 4 5 6 7 8 9 10 11 12 13 14 504s ------------- 504s 504s Call: 504s CovMest(x = x) 504s -> Method: M-Estimates 504s 504s Robust Estimate of Location: 504s X1 X2 X3 504s 1.54 1.78 1.69 504s 504s Robust Estimate of Covariance: 504s X1 X2 X3 504s X1 1.6485 0.0739 0.1709 504s X2 0.0739 1.6780 0.2049 504s X3 0.1709 0.2049 1.5584 504s -------------------------------------------------------- 504s Animals 28 2 18.194822 504s Outliers: 10 504s [1] 2 6 7 9 12 14 15 16 25 28 504s ------------- 504s 504s Call: 504s CovMest(x = x) 504s -> Method: M-Estimates 504s 504s Robust Estimate of Location: 504s body brain 504s 18.7 64.9 504s 504s Robust Estimate of Covariance: 504s body brain 504s body 4993 8466 504s brain 8466 30335 504s -------------------------------------------------------- 504s milk 86 8 -25.041802 504s Outliers: 20 504s [1] 1 2 3 11 12 13 14 15 16 17 18 20 27 41 44 47 70 74 75 77 504s ------------- 504s 504s Call: 504s CovMest(x = x) 504s -> Method: M-Estimates 504s 504s Robust Estimate of Location: 504s X1 X2 X3 X4 X5 X6 X7 X8 504s 1.03 35.88 33.04 26.11 25.09 25.02 123.12 14.39 504s 504s Robust Estimate of Covariance: 504s X1 X2 X3 X4 X5 X6 X7 504s X1 4.89e-07 9.64e-05 1.83e-04 1.76e-04 1.57e-04 1.48e-04 6.53e-04 504s X2 9.64e-05 2.05e+00 3.38e-01 2.37e-01 1.70e-01 2.71e-01 1.91e+00 504s X3 1.83e-04 3.38e-01 1.16e+00 8.56e-01 8.48e-01 8.31e-01 8.85e-01 504s X4 1.76e-04 2.37e-01 8.56e-01 6.83e-01 6.55e-01 6.40e-01 6.91e-01 504s X5 1.57e-04 1.70e-01 8.48e-01 6.55e-01 6.93e-01 6.52e-01 6.90e-01 504s X6 1.48e-04 2.71e-01 8.31e-01 6.40e-01 6.52e-01 6.61e-01 6.95e-01 504s X7 6.53e-04 1.91e+00 8.85e-01 6.91e-01 6.90e-01 6.95e-01 4.40e+00 504s X8 5.56e-06 2.60e-01 1.98e-01 1.29e-01 1.12e-01 1.19e-01 4.12e-01 504s X8 504s X1 5.56e-06 504s X2 2.60e-01 504s X3 1.98e-01 504s X4 1.29e-01 504s X5 1.12e-01 504s X6 1.19e-01 504s X7 4.12e-01 504s X8 1.65e-01 504s -------------------------------------------------------- 504s bushfire 38 5 23.457490 504s Outliers: 15 504s [1] 7 8 9 10 11 29 30 31 32 33 34 35 36 37 38 504s ------------- 504s 504s Call: 504s CovMest(x = x) 504s -> Method: M-Estimates 504s 504s Robust Estimate of Location: 504s V1 V2 V3 V4 V5 504s 107 147 263 215 277 504s 504s Robust Estimate of Covariance: 504s V1 V2 V3 V4 V5 504s V1 775 560 -4179 -925 -759 504s V2 560 478 -2494 -510 -431 504s V3 -4179 -2494 27433 6441 5196 504s V4 -925 -510 6441 1607 1276 504s V5 -759 -431 5196 1276 1020 504s -------------------------------------------------------- 504s ====================================================================== 504s > dogen() 504s > #cat('Time elapsed: ', proc.time(),'\n') # for ``statistical reasons'' 504s > 504s BEGIN TEST tmve4.R 504s 504s R version 4.3.3 (2024-02-29) -- "Angel Food Cake" 504s Copyright (C) 2024 The R Foundation for Statistical Computing 504s Platform: powerpc64le-unknown-linux-gnu (64-bit) 504s 504s R is free software and comes with ABSOLUTELY NO WARRANTY. 504s You are welcome to redistribute it under certain conditions. 504s Type 'license()' or 'licence()' for distribution details. 504s 504s R is a collaborative project with many contributors. 504s Type 'contributors()' for more information and 504s 'citation()' on how to cite R or R packages in publications. 504s 504s Type 'demo()' for some demos, 'help()' for on-line help, or 504s 'help.start()' for an HTML browser interface to help. 504s Type 'q()' to quit R. 504s 504s > dodata <- function(nrep=1, time=FALSE, short=FALSE, full=TRUE, method = c("FASTMVE","MASS")){ 504s + ##@bdescr 504s + ## Test the function covMve() on the literature datasets: 504s + ## 504s + ## Call covMve() for all regression datasets available in rrco/robustbasev and print: 504s + ## - execution time (if time == TRUE) 504s + ## - objective fucntion 504s + ## - best subsample found (if short == false) 504s + ## - outliers identified (with cutoff 0.975) (if short == false) 504s + ## - estimated center and covarinance matrix if full == TRUE) 504s + ## 504s + ##@edescr 504s + ## 504s + ##@in nrep : [integer] number of repetitions to use for estimating the 504s + ## (average) execution time 504s + ##@in time : [boolean] whether to evaluate the execution time 504s + ##@in short : [boolean] whether to do short output (i.e. only the 504s + ## objective function value). If short == FALSE, 504s + ## the best subsample and the identified outliers are 504s + ## printed. See also the parameter full below 504s + ##@in full : [boolean] whether to print the estimated cente and covariance matrix 504s + ##@in method : [character] select a method: one of (FASTMCD, MASS) 504s + 504s + domve <- function(x, xname, nrep=1){ 504s + n <- dim(x)[1] 504s + p <- dim(x)[2] 504s + alpha <- 0.5 504s + h <- h.alpha.n(alpha, n, p) 504s + if(method == "MASS"){ 504s + mve <- cov.mve(x, quantile.used=h) 504s + quan <- h #default: floor((n+p+1)/2) 504s + crit <- mve$crit 504s + best <- mve$best 504s + mah <- mahalanobis(x, mve$center, mve$cov) 504s + quantiel <- qchisq(0.975, p) 504s + wt <- as.numeric(mah < quantiel) 504s + } 504s + else{ 504s + mve <- CovMve(x, trace=FALSE) 504s + quan <- as.integer(mve@quan) 504s + crit <- log(mve@crit) 504s + best <- mve@best 504s + wt <- mve@wt 504s + } 504s + 504s + 504s + if(time){ 504s + xtime <- system.time(dorep(x, nrep, method))[1]/nrep 504s + xres <- sprintf("%3d %3d %3d %12.6f %10.3f\n", dim(x)[1], dim(x)[2], quan, crit, xtime) 504s + } 504s + else{ 504s + xres <- sprintf("%3d %3d %3d %12.6f\n", dim(x)[1], dim(x)[2], quan, crit) 504s + } 504s + 504s + lpad<-lname-nchar(xname) 504s + cat(pad.right(xname,lpad), xres) 504s + 504s + if(!short){ 504s + cat("Best subsample: \n") 504s + print(best) 504s + 504s + ibad <- which(wt == 0) 504s + names(ibad) <- NULL 504s + nbad <- length(ibad) 504s + cat("Outliers: ", nbad, "\n") 504s + if(nbad > 0) 504s + print(ibad) 504s + if(full){ 504s + cat("-------------\n") 504s + show(mve) 504s + } 504s + cat("--------------------------------------------------------\n") 504s + } 504s + } 504s + 504s + options(digits = 5) 504s + set.seed(101) # <<-- sub-sampling algorithm now based on R's RNG and seed 504s + 504s + lname <- 20 504s + 504s + ## VT::15.09.2013 - this will render the output independent 504s + ## from the version of the package 504s + suppressPackageStartupMessages(library(rrcov)) 504s + 504s + method <- match.arg(method) 504s + if(method == "MASS") 504s + library(MASS) 504s + 504s + 504s + data(heart) 504s + data(starsCYG) 504s + data(phosphor) 504s + data(stackloss) 504s + data(coleman) 504s + data(salinity) 504s + data(wood) 504s + 504s + data(hbk) 504s + 504s + data(Animals, package = "MASS") 504s + brain <- Animals[c(1:24, 26:25, 27:28),] 504s + data(milk) 504s + data(bushfire) 504s + 504s + tmp <- sys.call() 504s + cat("\nCall: ", deparse(substitute(tmp)),"\n") 504s + 504s + cat("Data Set n p Half LOG(obj) Time\n") 504s + cat("========================================================\n") 504s + domve(heart[, 1:2], data(heart), nrep) 504s + domve(starsCYG, data(starsCYG), nrep) 504s + domve(data.matrix(subset(phosphor, select = -plant)), data(phosphor), nrep) 504s + domve(stack.x, data(stackloss), nrep) 504s + domve(data.matrix(subset(coleman, select = -Y)), data(coleman), nrep) 504s + domve(data.matrix(subset(salinity, select = -Y)), data(salinity), nrep) 504s + domve(data.matrix(subset(wood, select = -y)), data(wood), nrep) 504s + domve(data.matrix(subset(hbk, select = -Y)),data(hbk), nrep) 504s + 504s + domve(brain, "Animals", nrep) 504s + domve(milk, data(milk), nrep) 504s + domve(bushfire, data(bushfire), nrep) 504s + cat("========================================================\n") 504s + } 504s > 504s > dogen <- function(nrep=1, eps=0.49, method=c("FASTMVE", "MASS")){ 504s + 504s + domve <- function(x, nrep=1){ 504s + gc() 504s + xtime <- system.time(dorep(x, nrep, method))[1]/nrep 504s + cat(sprintf("%6d %3d %10.2f\n", dim(x)[1], dim(x)[2], xtime)) 504s + xtime 504s + } 504s + 504s + set.seed(1234) 504s + 504s + ## VT::15.09.2013 - this will render the output independent 504s + ## from the version of the package 504s + suppressPackageStartupMessages(library(rrcov)) 504s + library(MASS) 504s + 504s + method <- match.arg(method) 504s + 504s + ap <- c(2, 5, 10, 20, 30) 504s + an <- c(100, 500, 1000, 10000, 50000) 504s + 504s + tottime <- 0 504s + cat(" n p Time\n") 504s + cat("=====================\n") 504s + for(i in 1:length(an)) { 504s + for(j in 1:length(ap)) { 504s + n <- an[i] 504s + p <- ap[j] 504s + if(5*p <= n){ 504s + xx <- gendata(n, p, eps) 504s + X <- xx$X 504s + tottime <- tottime + domve(X, nrep) 504s + } 504s + } 504s + } 504s + 504s + cat("=====================\n") 504s + cat("Total time: ", tottime*nrep, "\n") 504s + } 504s > 504s > docheck <- function(n, p, eps){ 504s + xx <- gendata(n,p,eps) 504s + mve <- CovMve(xx$X) 504s + check(mve, xx$xind) 504s + } 504s > 504s > check <- function(mcd, xind){ 504s + ## check if mcd is robust w.r.t xind, i.e. check how many of xind 504s + ## did not get zero weight 504s + mymatch <- xind %in% which(mcd@wt == 0) 504s + length(xind) - length(which(mymatch)) 504s + } 504s > 504s > dorep <- function(x, nrep=1, method=c("FASTMVE","MASS")){ 504s + 504s + method <- match.arg(method) 504s + for(i in 1:nrep) 504s + if(method == "MASS") 504s + cov.mve(x) 504s + else 504s + CovMve(x) 504s + } 504s > 504s > #### gendata() #### 504s > # Generates a location contaminated multivariate 504s > # normal sample of n observations in p dimensions 504s > # (1-eps)*Np(0,Ip) + eps*Np(m,Ip) 504s > # where 504s > # m = (b,b,...,b) 504s > # Defaults: eps=0 and b=10 504s > # 504s > gendata <- function(n,p,eps=0,b=10){ 504s + 504s + if(missing(n) || missing(p)) 504s + stop("Please specify (n,p)") 504s + if(eps < 0 || eps >= 0.5) 504s + stop(message="eps must be in [0,0.5)") 504s + X <- mvrnorm(n,rep(0,p),diag(1,nrow=p,ncol=p)) 504s + nbad <- as.integer(eps * n) 504s + if(nbad > 0){ 504s + Xbad <- mvrnorm(nbad,rep(b,p),diag(1,nrow=p,ncol=p)) 504s + xind <- sample(n,nbad) 504s + X[xind,] <- Xbad 504s + } 504s + list(X=X, xind=xind) 504s + } 504s > 504s > pad.right <- function(z, pads) 504s + { 504s + ### Pads spaces to right of text 504s + padding <- paste(rep(" ", pads), collapse = "") 504s + paste(z, padding, sep = "") 504s + } 504s > 504s > whatis<-function(x){ 504s + if(is.data.frame(x)) 504s + cat("Type: data.frame\n") 504s + else if(is.matrix(x)) 504s + cat("Type: matrix\n") 504s + else if(is.vector(x)) 504s + cat("Type: vector\n") 504s + else 504s + cat("Type: don't know\n") 504s + } 504s > 504s > ## VT::15.09.2013 - this will render the output independent 504s > ## from the version of the package 504s > suppressPackageStartupMessages(library(rrcov)) 504s > 504s > dodata() 505s 505s Call: dodata() 505s Data Set n p Half LOG(obj) Time 505s ======================================================== 505s heart 12 2 7 3.827606 505s Best subsample: 505s [1] 1 4 7 8 9 10 11 505s Outliers: 3 505s [1] 2 6 12 505s ------------- 505s 505s Call: 505s CovMve(x = x, trace = FALSE) 505s -> Method: Minimum volume ellipsoid estimator 505s 505s Robust Estimate of Location: 505s height weight 505s 34.9 27.0 505s 505s Robust Estimate of Covariance: 505s height weight 505s height 142 217 505s weight 217 350 505s -------------------------------------------------------- 505s starsCYG 47 2 25 -2.742997 505s Best subsample: 505s [1] 2 4 6 8 12 13 16 23 24 25 26 28 31 32 33 37 38 39 41 42 43 44 45 46 47 505s Outliers: 7 505s [1] 7 9 11 14 20 30 34 505s ------------- 505s 505s Call: 505s CovMve(x = x, trace = FALSE) 505s -> Method: Minimum volume ellipsoid estimator 505s 505s Robust Estimate of Location: 505s log.Te log.light 505s 4.41 4.93 505s 505s Robust Estimate of Covariance: 505s log.Te log.light 505s log.Te 0.0173 0.0578 505s log.light 0.0578 0.3615 505s -------------------------------------------------------- 505s phosphor 18 2 10 4.443101 505s Best subsample: 505s [1] 3 5 8 9 11 12 13 14 15 17 505s Outliers: 3 505s [1] 1 6 10 505s ------------- 505s 505s Call: 505s CovMve(x = x, trace = FALSE) 505s -> Method: Minimum volume ellipsoid estimator 505s 505s Robust Estimate of Location: 505s inorg organic 505s 15.2 39.4 505s 505s Robust Estimate of Covariance: 505s inorg organic 505s inorg 188 230 505s organic 230 339 505s -------------------------------------------------------- 505s stackloss 21 3 12 3.327582 505s Best subsample: 505s [1] 4 5 6 7 8 9 10 11 12 13 14 20 505s Outliers: 3 505s [1] 1 2 3 505s ------------- 505s 505s Call: 505s CovMve(x = x, trace = FALSE) 505s -> Method: Minimum volume ellipsoid estimator 505s 505s Robust Estimate of Location: 505s Air.Flow Water.Temp Acid.Conc. 505s 56.7 20.2 85.5 505s 505s Robust Estimate of Covariance: 505s Air.Flow Water.Temp Acid.Conc. 505s Air.Flow 34.31 11.07 23.54 505s Water.Temp 11.07 9.23 7.85 505s Acid.Conc. 23.54 7.85 47.35 505s -------------------------------------------------------- 505s coleman 20 5 13 2.065143 505s Best subsample: 505s [1] 1 3 4 5 7 8 11 14 16 17 18 19 20 505s Outliers: 5 505s [1] 2 6 9 10 13 505s ------------- 505s 505s Call: 505s CovMve(x = x, trace = FALSE) 505s -> Method: Minimum volume ellipsoid estimator 505s 505s Robust Estimate of Location: 505s salaryP fatherWc sstatus teacherSc motherLev 505s 2.79 44.26 3.59 25.08 6.38 505s 505s Robust Estimate of Covariance: 505s salaryP fatherWc sstatus teacherSc motherLev 505s salaryP 0.2920 1.1188 2.0421 0.3487 0.0748 505s fatherWc 1.1188 996.7540 338.6587 7.1673 23.1783 505s sstatus 2.0421 338.6587 148.2501 4.4894 7.8135 505s teacherSc 0.3487 7.1673 4.4894 0.9082 0.3204 505s motherLev 0.0748 23.1783 7.8135 0.3204 0.6024 505s -------------------------------------------------------- 505s salinity 28 3 16 2.002555 505s Best subsample: 505s [1] 1 7 8 9 12 13 14 18 19 20 21 22 25 26 27 28 505s Outliers: 5 505s [1] 5 11 16 23 24 505s ------------- 505s 505s Call: 505s CovMve(x = x, trace = FALSE) 505s -> Method: Minimum volume ellipsoid estimator 505s 505s Robust Estimate of Location: 505s X1 X2 X3 505s 10.2 3.1 22.4 505s 505s Robust Estimate of Covariance: 505s X1 X2 X3 505s X1 14.387 1.153 -4.072 505s X2 1.153 5.005 -0.954 505s X3 -4.072 -0.954 2.222 505s -------------------------------------------------------- 505s wood 20 5 13 -5.471407 505s Best subsample: 505s [1] 1 2 3 5 9 10 12 13 14 15 17 18 20 505s Outliers: 5 505s [1] 4 6 8 11 19 505s ------------- 505s 505s Call: 505s CovMve(x = x, trace = FALSE) 505s -> Method: Minimum volume ellipsoid estimator 505s 505s Robust Estimate of Location: 505s x1 x2 x3 x4 x5 505s 0.576 0.123 0.531 0.538 0.889 505s 505s Robust Estimate of Covariance: 505s x1 x2 x3 x4 x5 505s x1 7.45e-03 1.11e-03 1.83e-03 -2.90e-05 -5.65e-04 505s x2 1.11e-03 3.11e-04 7.68e-04 3.37e-05 3.85e-05 505s x3 1.83e-03 7.68e-04 4.30e-03 -9.96e-04 -6.27e-05 505s x4 -2.90e-05 3.37e-05 -9.96e-04 3.02e-03 1.91e-03 505s x5 -5.65e-04 3.85e-05 -6.27e-05 1.91e-03 2.25e-03 505s -------------------------------------------------------- 505s hbk 75 3 39 1.096831 505s Best subsample: 505s [1] 15 17 18 19 20 21 24 27 28 30 32 33 35 36 40 41 42 43 44 46 48 49 50 53 54 505s [26] 55 56 58 59 64 65 66 67 70 71 72 73 74 75 505s Outliers: 14 505s [1] 1 2 3 4 5 6 7 8 9 10 11 12 13 14 505s ------------- 505s 505s Call: 505s CovMve(x = x, trace = FALSE) 505s -> Method: Minimum volume ellipsoid estimator 505s 505s Robust Estimate of Location: 505s X1 X2 X3 505s 1.48 1.86 1.73 505s 505s Robust Estimate of Covariance: 505s X1 X2 X3 505s X1 1.695 0.230 0.265 505s X2 0.230 1.679 0.119 505s X3 0.265 0.119 1.683 505s -------------------------------------------------------- 505s Animals 28 2 15 8.945423 505s Best subsample: 505s [1] 1 3 4 5 10 11 17 18 21 22 23 24 26 27 28 505s Outliers: 9 505s [1] 2 6 7 9 12 14 15 16 25 505s ------------- 505s 505s Call: 505s CovMve(x = x, trace = FALSE) 505s -> Method: Minimum volume ellipsoid estimator 505s 505s Robust Estimate of Location: 505s body brain 505s 48.3 127.3 505s 505s Robust Estimate of Covariance: 505s body brain 505s body 10767 16872 505s brain 16872 46918 505s -------------------------------------------------------- 505s milk 86 8 47 -1.160085 505s Best subsample: 505s [1] 4 5 7 8 9 10 11 19 21 22 23 24 26 30 31 33 34 35 36 37 38 39 42 43 45 505s [26] 46 54 56 57 59 60 61 62 63 64 65 66 67 69 72 76 78 79 81 82 83 85 505s Outliers: 18 505s [1] 1 2 3 12 13 14 15 16 17 18 20 27 41 44 47 70 74 75 505s ------------- 505s 505s Call: 505s CovMve(x = x, trace = FALSE) 505s -> Method: Minimum volume ellipsoid estimator 505s 505s Robust Estimate of Location: 505s X1 X2 X3 X4 X5 X6 X7 X8 505s 1.03 35.91 33.02 26.08 25.06 24.99 122.93 14.38 505s 505s Robust Estimate of Covariance: 505s X1 X2 X3 X4 X5 X6 X7 505s X1 6.00e-07 1.51e-04 3.34e-04 3.09e-04 2.82e-04 2.77e-04 1.09e-03 505s X2 1.51e-04 2.03e+00 3.83e-01 3.04e-01 2.20e-01 3.51e-01 2.18e+00 505s X3 3.34e-04 3.83e-01 1.58e+00 1.21e+00 1.18e+00 1.20e+00 1.60e+00 505s X4 3.09e-04 3.04e-01 1.21e+00 9.82e-01 9.39e-01 9.53e-01 1.36e+00 505s X5 2.82e-04 2.20e-01 1.18e+00 9.39e-01 9.67e-01 9.52e-01 1.34e+00 505s X6 2.77e-04 3.51e-01 1.20e+00 9.53e-01 9.52e-01 9.92e-01 1.38e+00 505s X7 1.09e-03 2.18e+00 1.60e+00 1.36e+00 1.34e+00 1.38e+00 6.73e+00 505s X8 3.33e-05 2.92e-01 2.65e-01 1.83e-01 1.65e-01 1.76e-01 5.64e-01 505s X8 505s X1 3.33e-05 505s X2 2.92e-01 505s X3 2.65e-01 505s X4 1.83e-01 505s X5 1.65e-01 505s X6 1.76e-01 505s X7 5.64e-01 505s X8 1.80e-01 505s -------------------------------------------------------- 505s bushfire 38 5 22 5.644315 505s Best subsample: 505s [1] 1 2 3 4 5 6 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 505s Outliers: 15 505s [1] 7 8 9 10 11 29 30 31 32 33 34 35 36 37 38 505s ------------- 505s 505s Call: 505s CovMve(x = x, trace = FALSE) 505s -> Method: Minimum volume ellipsoid estimator 505s 505s Robust Estimate of Location: 505s V1 V2 V3 V4 V5 505s 107 147 263 215 277 505s 505s Robust Estimate of Covariance: 505s V1 V2 V3 V4 V5 505s V1 519 375 -2799 -619 -509 505s V2 375 320 -1671 -342 -289 505s V3 -2799 -1671 18373 4314 3480 505s V4 -619 -342 4314 1076 854 505s V5 -509 -289 3480 854 683 505s -------------------------------------------------------- 505s ======================================================== 505s > 505s BEGIN TEST togk4.R 505s 505s R version 4.3.3 (2024-02-29) -- "Angel Food Cake" 505s Copyright (C) 2024 The R Foundation for Statistical Computing 505s Platform: powerpc64le-unknown-linux-gnu (64-bit) 505s 505s R is free software and comes with ABSOLUTELY NO WARRANTY. 505s You are welcome to redistribute it under certain conditions. 505s Type 'license()' or 'licence()' for distribution details. 505s 505s R is a collaborative project with many contributors. 505s Type 'contributors()' for more information and 505s 'citation()' on how to cite R or R packages in publications. 505s 505s Type 'demo()' for some demos, 'help()' for on-line help, or 505s 'help.start()' for an HTML browser interface to help. 505s Type 'q()' to quit R. 505s 505s > ## VT::15.09.2013 - this will render the output independent 505s > ## from the version of the package 505s > suppressPackageStartupMessages(library(rrcov)) 505s > 505s > ## VT::14.01.2020 505s > ## On some platforms minor differences are shown - use 505s > ## IGNORE_RDIFF_BEGIN 505s > ## IGNORE_RDIFF_END 505s > 505s > dodata <- function(nrep=1, time=FALSE, short=FALSE, full=TRUE, method = c("FASTMCD","MASS")){ 505s + domcd <- function(x, xname, nrep=1){ 505s + n <- dim(x)[1] 505s + p <- dim(x)[2] 505s + 505s + mcd<-CovOgk(x) 505s + 505s + xres <- sprintf("%3d %3d\n", dim(x)[1], dim(x)[2]) 505s + 505s + lpad<-lname-nchar(xname) 505s + cat(pad.right(xname,lpad), xres) 505s + 505s + dist <- getDistance(mcd) 505s + quantiel <- qchisq(0.975, p) 505s + ibad <- which(dist >= quantiel) 505s + names(ibad) <- NULL 505s + nbad <- length(ibad) 505s + cat("Outliers: ",nbad,"\n") 505s + if(nbad > 0) 505s + print(ibad) 505s + cat("-------------\n") 505s + show(mcd) 505s + cat("--------------------------------------------------------\n") 505s + } 505s + 505s + lname <- 20 505s + 505s + ## VT::15.09.2013 - this will render the output independent 505s + ## from the version of the package 505s + suppressPackageStartupMessages(library(rrcov)) 505s + 505s + method <- match.arg(method) 505s + 505s + data(heart) 505s + data(starsCYG) 505s + data(phosphor) 505s + data(stackloss) 505s + data(coleman) 505s + data(salinity) 505s + data(wood) 505s + 505s + data(hbk) 505s + 505s + data(Animals, package = "MASS") 505s + brain <- Animals[c(1:24, 26:25, 27:28),] 505s + data(milk) 505s + data(bushfire) 505s + 505s + tmp <- sys.call() 505s + cat("\nCall: ", deparse(substitute(tmp)),"\n") 505s + 505s + cat("Data Set n p Half LOG(obj) Time\n") 505s + cat("========================================================\n") 505s + domcd(heart[, 1:2], data(heart), nrep) 505s + ## This will not work within the function, of course 505s + ## - comment it out 505s + ## IGNORE_RDIFF_BEGIN 505s + ## domcd(starsCYG,data(starsCYG), nrep) 505s + ## IGNORE_RDIFF_END 505s + domcd(data.matrix(subset(phosphor, select = -plant)), data(phosphor), nrep) 505s + domcd(stack.x,data(stackloss), nrep) 505s + domcd(data.matrix(subset(coleman, select = -Y)), data(coleman), nrep) 505s + domcd(data.matrix(subset(salinity, select = -Y)), data(salinity), nrep) 505s + ## IGNORE_RDIFF_BEGIN 505s + ## domcd(data.matrix(subset(wood, select = -y)), data(wood), nrep) 505s + ## IGNORE_RDIFF_END 505s + domcd(data.matrix(subset(hbk, select = -Y)), data(hbk), nrep) 505s + 505s + domcd(brain, "Animals", nrep) 505s + domcd(milk, data(milk), nrep) 505s + domcd(bushfire, data(bushfire), nrep) 505s + cat("========================================================\n") 505s + } 505s > 505s > pad.right <- function(z, pads) 505s + { 505s + ### Pads spaces to right of text 505s + padding <- paste(rep(" ", pads), collapse = "") 505s + paste(z, padding, sep = "") 505s + } 505s > 505s > dodata() 505s 505s Call: dodata() 505s Data Set n p Half LOG(obj) Time 505s ======================================================== 505s heart 12 2 505s Outliers: 5 505s [1] 2 6 8 10 12 505s ------------- 505s 505s Call: 505s CovOgk(x = x) 505s -> Method: Orthogonalized Gnanadesikan-Kettenring Estimator 505s 505s Robust Estimate of Location: 505s height weight 505s 39.76 35.71 505s 505s Robust Estimate of Covariance: 505s height weight 505s height 15.88 32.07 505s weight 32.07 78.28 505s -------------------------------------------------------- 505s phosphor 18 2 505s Outliers: 2 505s [1] 1 6 505s ------------- 505s 505s Call: 505s CovOgk(x = x) 505s -> Method: Orthogonalized Gnanadesikan-Kettenring Estimator 505s 505s Robust Estimate of Location: 505s inorg organic 505s 13.31 40.00 505s 505s Robust Estimate of Covariance: 505s inorg organic 505s inorg 92.82 93.24 505s organic 93.24 152.62 505s -------------------------------------------------------- 505s stackloss 21 3 505s Outliers: 2 505s [1] 1 2 505s ------------- 505s 505s Call: 505s CovOgk(x = x) 505s -> Method: Orthogonalized Gnanadesikan-Kettenring Estimator 505s 505s Robust Estimate of Location: 505s Air.Flow Water.Temp Acid.Conc. 505s 57.72 20.50 85.78 505s 505s Robust Estimate of Covariance: 505s Air.Flow Water.Temp Acid.Conc. 505s Air.Flow 38.423 11.306 18.605 505s Water.Temp 11.306 6.806 5.889 505s Acid.Conc. 18.605 5.889 29.840 505s -------------------------------------------------------- 505s coleman 20 5 505s Outliers: 3 505s [1] 1 6 10 505s ------------- 505s 505s Call: 505s CovOgk(x = x) 505s -> Method: Orthogonalized Gnanadesikan-Kettenring Estimator 505s 505s Robust Estimate of Location: 505s salaryP fatherWc sstatus teacherSc motherLev 505s 2.723 43.202 2.912 25.010 6.290 505s 505s Robust Estimate of Covariance: 505s salaryP fatherWc sstatus teacherSc motherLev 505s salaryP 0.12867 2.80048 0.92026 0.15118 0.06413 505s fatherWc 2.80048 678.72549 227.36415 9.30826 16.15102 505s sstatus 0.92026 227.36415 101.39094 3.38013 5.63283 505s teacherSc 0.15118 9.30826 3.38013 0.57112 0.27701 505s motherLev 0.06413 16.15102 5.63283 0.27701 0.44801 505s -------------------------------------------------------- 505s salinity 28 3 505s Outliers: 3 505s [1] 3 5 16 505s ------------- 505s 505s Call: 505s CovOgk(x = x) 505s -> Method: Orthogonalized Gnanadesikan-Kettenring Estimator 505s 505s Robust Estimate of Location: 505s X1 X2 X3 505s 10.74 2.68 22.99 505s 505s Robust Estimate of Covariance: 505s X1 X2 X3 505s X1 8.1047 -0.6365 -0.4720 505s X2 -0.6365 3.0976 -1.3520 505s X3 -0.4720 -1.3520 2.3648 505s -------------------------------------------------------- 505s hbk 75 3 505s Outliers: 14 505s [1] 1 2 3 4 5 6 7 8 9 10 11 12 13 14 505s ------------- 505s 505s Call: 505s CovOgk(x = x) 505s -> Method: Orthogonalized Gnanadesikan-Kettenring Estimator 505s 505s Robust Estimate of Location: 505s X1 X2 X3 505s 1.538 1.780 1.687 505s 505s Robust Estimate of Covariance: 505s X1 X2 X3 505s X1 1.11350 0.04992 0.11541 505s X2 0.04992 1.13338 0.13843 505s X3 0.11541 0.13843 1.05261 505s -------------------------------------------------------- 505s Animals 28 2 505s Outliers: 12 505s [1] 2 6 7 9 12 14 15 16 17 24 25 28 505s ------------- 505s 505s Call: 505s CovOgk(x = x) 505s -> Method: Orthogonalized Gnanadesikan-Kettenring Estimator 505s 505s Robust Estimate of Location: 505s body brain 505s 39.65 105.83 505s 505s Robust Estimate of Covariance: 505s body brain 505s body 3981 7558 505s brain 7558 16594 505s -------------------------------------------------------- 505s milk 86 8 505s Outliers: 22 505s [1] 1 2 3 11 12 13 14 15 16 17 18 20 27 41 44 47 50 70 74 75 77 85 505s ------------- 505s 505s Call: 505s CovOgk(x = x) 505s -> Method: Orthogonalized Gnanadesikan-Kettenring Estimator 505s 505s Robust Estimate of Location: 505s X1 X2 X3 X4 X5 X6 X7 X8 505s 1.03 35.80 33.10 26.15 25.13 25.06 123.06 14.39 505s 505s Robust Estimate of Covariance: 505s X1 X2 X3 X4 X5 X6 X7 505s X1 4.074e-07 5.255e-05 1.564e-04 1.506e-04 1.340e-04 1.234e-04 5.308e-04 505s X2 5.255e-05 1.464e+00 3.425e-01 2.465e-01 1.847e-01 2.484e-01 1.459e+00 505s X3 1.564e-04 3.425e-01 1.070e+00 7.834e-01 7.665e-01 7.808e-01 7.632e-01 505s X4 1.506e-04 2.465e-01 7.834e-01 6.178e-01 5.868e-01 5.959e-01 5.923e-01 505s X5 1.340e-04 1.847e-01 7.665e-01 5.868e-01 6.124e-01 5.967e-01 5.868e-01 505s X6 1.234e-04 2.484e-01 7.808e-01 5.959e-01 5.967e-01 6.253e-01 5.819e-01 505s X7 5.308e-04 1.459e+00 7.632e-01 5.923e-01 5.868e-01 5.819e-01 3.535e+00 505s X8 1.990e-07 1.851e-01 1.861e-01 1.210e-01 1.041e-01 1.116e-01 3.046e-01 505s X8 505s X1 1.990e-07 505s X2 1.851e-01 505s X3 1.861e-01 505s X4 1.210e-01 505s X5 1.041e-01 505s X6 1.116e-01 505s X7 3.046e-01 505s X8 1.292e-01 505s -------------------------------------------------------- 505s bushfire 38 5 505s Outliers: 17 505s [1] 7 8 9 10 11 12 28 29 30 31 32 33 34 35 36 37 38 505s ------------- 505s 505s Call: 505s CovOgk(x = x) 505s -> Method: Orthogonalized Gnanadesikan-Kettenring Estimator 505s 505s Robust Estimate of Location: 505s V1 V2 V3 V4 V5 505s 104.5 146.0 275.6 217.8 279.3 505s 505s Robust Estimate of Covariance: 505s V1 V2 V3 V4 V5 505s V1 266.8 203.2 -1380.7 -311.1 -252.2 505s V2 203.2 178.4 -910.9 -185.9 -155.9 505s V3 -1380.7 -910.9 8279.7 2035.5 1615.4 505s V4 -311.1 -185.9 2035.5 536.5 418.6 505s V5 -252.2 -155.9 1615.4 418.6 329.2 505s -------------------------------------------------------- 505s ======================================================== 505s > 505s BEGIN TEST tqda.R 505s 505s R version 4.3.3 (2024-02-29) -- "Angel Food Cake" 505s Copyright (C) 2024 The R Foundation for Statistical Computing 505s Platform: powerpc64le-unknown-linux-gnu (64-bit) 505s 505s R is free software and comes with ABSOLUTELY NO WARRANTY. 505s You are welcome to redistribute it under certain conditions. 505s Type 'license()' or 'licence()' for distribution details. 505s 505s R is a collaborative project with many contributors. 505s Type 'contributors()' for more information and 505s 'citation()' on how to cite R or R packages in publications. 505s 505s Type 'demo()' for some demos, 'help()' for on-line help, or 505s 'help.start()' for an HTML browser interface to help. 505s Type 'q()' to quit R. 505s 505s > ## VT::15.09.2013 - this will render the output independent 505s > ## from the version of the package 505s > suppressPackageStartupMessages(library(rrcov)) 506s > 506s > dodata <- function(method) { 506s + 506s + options(digits = 5) 506s + set.seed(101) # <<-- sub-sampling algorithm now based on R's RNG and seed 506s + 506s + tmp <- sys.call() 506s + cat("\nCall: ", deparse(substitute(tmp)),"\n") 506s + cat("===================================================\n") 506s + 506s + data(hemophilia); show(QdaCov(as.factor(gr)~., data=hemophilia, method=method)) 506s + data(anorexia, package="MASS"); show(QdaCov(Treat~., data=anorexia, method=method)) 506s + data(Pima.tr, package="MASS"); show(QdaCov(type~., data=Pima.tr, method=method)) 506s + data(iris); # show(QdaCov(Species~., data=iris, method=method)) 506s + data(crabs, package="MASS"); # show(QdaCov(sp~., data=crabs, method=method)) 506s + 506s + show(QdaClassic(as.factor(gr)~., data=hemophilia)) 506s + show(QdaClassic(Treat~., data=anorexia)) 506s + show(QdaClassic(type~., data=Pima.tr)) 506s + show(QdaClassic(Species~., data=iris)) 506s + ## show(QdaClassic(sp~., data=crabs)) 506s + cat("===================================================\n") 506s + } 506s > 506s > 506s > ## -- now do it: 506s > dodata(method="mcd") 506s 506s Call: dodata(method = "mcd") 506s =================================================== 506s Call: 506s QdaCov(as.factor(gr) ~ ., data = hemophilia, method = method) 506s 506s Prior Probabilities of Groups: 506s carrier normal 506s 0.6 0.4 506s 506s Group means: 506s AHFactivity AHFantigen 506s carrier -0.30795 -0.0059911 506s normal -0.12920 -0.0603000 506s 506s Group: carrier 506s AHFactivity AHFantigen 506s AHFactivity 0.023784 0.015376 506s AHFantigen 0.015376 0.024035 506s 506s Group: normal 506s AHFactivity AHFantigen 506s AHFactivity 0.0057546 0.0042606 506s AHFantigen 0.0042606 0.0084914 506s Call: 506s QdaCov(Treat ~ ., data = anorexia, method = method) 506s 506s Prior Probabilities of Groups: 506s CBT Cont FT 506s 0.40278 0.36111 0.23611 506s 506s Group means: 506s Prewt Postwt 506s CBT 82.633 82.950 506s Cont 81.558 81.108 506s FT 84.331 94.762 506s 506s Group: CBT 506s Prewt Postwt 506s Prewt 9.8671 8.6611 506s Postwt 8.6611 11.8966 506s 506s Group: Cont 506s Prewt Postwt 506s Prewt 32.5705 -4.3705 506s Postwt -4.3705 22.5079 506s 506s Group: FT 506s Prewt Postwt 506s Prewt 33.056 10.814 506s Postwt 10.814 14.265 506s Call: 506s QdaCov(type ~ ., data = Pima.tr, method = method) 506s 506s Prior Probabilities of Groups: 506s No Yes 506s 0.66 0.34 506s 506s Group means: 506s npreg glu bp skin bmi ped age 506s No 1.8602 107.69 67.344 25.29 30.642 0.40777 24.667 506s Yes 5.3167 145.85 74.283 31.80 34.095 0.49533 37.883 506s 506s Group: No 506s npreg glu bp skin bmi ped age 506s npreg 2.221983 -0.18658 1.86507 -0.44427 0.1725348 -0.0683616 2.63439 506s glu -0.186582 471.88789 45.28021 8.95404 30.6551510 -0.6359899 3.50218 506s bp 1.865066 45.28021 110.09787 26.11192 14.4739180 -0.2104074 13.23392 506s skin -0.444272 8.95404 26.11192 118.30521 52.3115719 -0.2995751 8.65861 506s bmi 0.172535 30.65515 14.47392 52.31157 43.3140415 0.0079866 6.75720 506s ped -0.068362 -0.63599 -0.21041 -0.29958 0.0079866 0.0587710 -0.18683 506s age 2.634387 3.50218 13.23392 8.65861 6.7572019 -0.1868284 12.09493 506s 506s Group: Yes 506s npreg glu bp skin bmi ped age 506s npreg 17.875215 -13.740021 9.03580 4.498580 1.787458 0.079504 26.92283 506s glu -13.740021 917.719003 55.30399 27.976265 10.755113 0.092673 38.94970 506s bp 9.035798 55.303991 129.97953 34.130200 10.104275 0.198342 32.95351 506s skin 4.498580 27.976265 34.13020 101.842647 30.297210 0.064739 3.59427 506s bmi 1.787458 10.755113 10.10428 30.297210 22.529467 0.084369 -6.64317 506s ped 0.079504 0.092673 0.19834 0.064739 0.084369 0.066667 0.11199 506s age 26.922828 38.949697 32.95351 3.594266 -6.643165 0.111992 143.69752 506s Call: 506s QdaClassic(as.factor(gr) ~ ., data = hemophilia) 506s 506s Prior Probabilities of Groups: 506s carrier normal 506s 0.6 0.4 506s 506s Group means: 506s AHFactivity AHFantigen 506s carrier -0.30795 -0.0059911 506s normal -0.13487 -0.0778567 506s 506s Group: carrier 506s AHFactivity AHFantigen 506s AHFactivity 0.023784 0.015376 506s AHFantigen 0.015376 0.024035 506s 506s Group: normal 506s AHFactivity AHFantigen 506s AHFactivity 0.020897 0.015515 506s AHFantigen 0.015515 0.017920 506s Call: 506s QdaClassic(Treat ~ ., data = anorexia) 506s 506s Prior Probabilities of Groups: 506s CBT Cont FT 506s 0.40278 0.36111 0.23611 506s 506s Group means: 506s Prewt Postwt 506s CBT 82.690 85.697 506s Cont 81.558 81.108 506s FT 83.229 90.494 506s 506s Group: CBT 506s Prewt Postwt 506s Prewt 23.479 19.910 506s Postwt 19.910 69.755 506s 506s Group: Cont 506s Prewt Postwt 506s Prewt 32.5705 -4.3705 506s Postwt -4.3705 22.5079 506s 506s Group: FT 506s Prewt Postwt 506s Prewt 25.167 22.883 506s Postwt 22.883 71.827 506s Call: 506s QdaClassic(type ~ ., data = Pima.tr) 506s 506s Prior Probabilities of Groups: 506s No Yes 506s 0.66 0.34 506s 506s Group means: 506s npreg glu bp skin bmi ped age 506s No 2.9167 113.11 69.545 27.205 31.074 0.41548 29.235 506s Yes 4.8382 145.06 74.588 33.118 34.709 0.54866 37.691 506s 506s Group: No 506s npreg glu bp skin bmi ped age 506s npreg 7.878499 10.77226 8.190840 2.910305 -0.035751 -0.207341 16.82888 506s glu 10.772265 709.56118 81.430257 13.237682 19.037867 -0.518609 59.01307 506s bp 8.190840 81.43026 122.845246 33.879944 16.612630 -0.077183 46.78695 506s skin 2.910305 13.23768 33.879944 119.446391 50.125920 0.074282 18.47068 506s bmi -0.035751 19.03787 16.612630 50.125920 40.722996 0.145242 6.99999 506s ped -0.207341 -0.51861 -0.077183 0.074282 0.145242 0.071388 -0.53814 506s age 16.828880 59.01307 46.786954 18.470680 6.999988 -0.538138 91.08183 506s 506s Group: Yes 506s npreg glu bp skin bmi ped age 506s npreg 15.77941 -8.199298 6.42493 -0.51800 -1.03288 -0.133011 21.93437 506s glu -8.19930 907.250219 23.71115 87.51536 9.98156 -0.082159 58.12291 506s bp 6.42493 23.711150 134.18613 19.70588 5.15891 -0.795470 26.30378 506s skin -0.51800 87.515364 19.70588 151.32924 28.28551 0.347951 26.67867 506s bmi -1.03288 9.981563 5.15891 28.28551 23.14529 0.457694 -7.91216 506s ped -0.13301 -0.082159 -0.79547 0.34795 0.45769 0.128883 -0.41737 506s age 21.93437 58.122915 26.30378 26.67867 -7.91216 -0.417375 131.79873 506s Call: 506s QdaClassic(Species ~ ., data = iris) 506s 506s Prior Probabilities of Groups: 506s setosa versicolor virginica 506s 0.33333 0.33333 0.33333 506s 506s Group means: 506s Sepal.Length Sepal.Width Petal.Length Petal.Width 506s setosa 5.006 3.428 1.462 0.246 506s versicolor 5.936 2.770 4.260 1.326 506s virginica 6.588 2.974 5.552 2.026 506s 506s Group: setosa 506s Sepal.Length Sepal.Width Petal.Length Petal.Width 506s Sepal.Length 0.124249 0.099216 0.0163551 0.0103306 506s Sepal.Width 0.099216 0.143690 0.0116980 0.0092980 506s Petal.Length 0.016355 0.011698 0.0301592 0.0060694 506s Petal.Width 0.010331 0.009298 0.0060694 0.0111061 506s 506s Group: versicolor 506s Sepal.Length Sepal.Width Petal.Length Petal.Width 506s Sepal.Length 0.266433 0.085184 0.182898 0.055780 506s Sepal.Width 0.085184 0.098469 0.082653 0.041204 506s Petal.Length 0.182898 0.082653 0.220816 0.073102 506s Petal.Width 0.055780 0.041204 0.073102 0.039106 506s 506s Group: virginica 506s Sepal.Length Sepal.Width Petal.Length Petal.Width 506s Sepal.Length 0.404343 0.093763 0.303290 0.049094 506s Sepal.Width 0.093763 0.104004 0.071380 0.047629 506s Petal.Length 0.303290 0.071380 0.304588 0.048824 506s Petal.Width 0.049094 0.047629 0.048824 0.075433 506s =================================================== 506s > dodata(method="m") 506s 506s Call: dodata(method = "m") 506s =================================================== 506s Call: 506s QdaCov(as.factor(gr) ~ ., data = hemophilia, method = method) 506s 506s Prior Probabilities of Groups: 506s carrier normal 506s 0.6 0.4 506s 506s Group means: 506s AHFactivity AHFantigen 506s carrier -0.29810 -0.0028222 506s normal -0.13081 -0.0675283 506s 506s Group: carrier 506s AHFactivity AHFantigen 506s AHFactivity 0.026018 0.017653 506s AHFantigen 0.017653 0.030128 506s 506s Group: normal 506s AHFactivity AHFantigen 506s AHFactivity 0.0081933 0.0065737 506s AHFantigen 0.0065737 0.0118565 506s Call: 506s QdaCov(Treat ~ ., data = anorexia, method = method) 506s 506s Prior Probabilities of Groups: 506s CBT Cont FT 506s 0.40278 0.36111 0.23611 506s 506s Group means: 506s Prewt Postwt 506s CBT 82.436 82.631 506s Cont 81.559 80.272 506s FT 85.120 94.657 506s 506s Group: CBT 506s Prewt Postwt 506s Prewt 23.630 25.128 506s Postwt 25.128 38.142 506s 506s Group: Cont 506s Prewt Postwt 506s Prewt 35.8824 -8.2405 506s Postwt -8.2405 23.7416 506s 506s Group: FT 506s Prewt Postwt 506s Prewt 33.805 18.206 506s Postwt 18.206 24.639 506s Call: 506s QdaCov(type ~ ., data = Pima.tr, method = method) 506s 506s Prior Probabilities of Groups: 506s No Yes 506s 0.66 0.34 506s 506s Group means: 506s npreg glu bp skin bmi ped age 506s No 2.5225 111.26 68.081 26.640 30.801 0.40452 26.306 506s Yes 5.0702 144.32 75.088 31.982 34.267 0.47004 37.140 506s 506s Group: No 506s npreg glu bp skin bmi ped age 506s npreg 5.74219 14.47051 6.63766 4.98559 0.826570 -0.128106 10.71303 506s glu 14.47051 591.08717 68.81219 44.73311 40.658393 -0.545716 38.01918 506s bp 6.63766 68.81219 121.02716 30.46466 16.789801 -0.320065 25.29371 506s skin 4.98559 44.73311 30.46466 136.52176 56.604475 -0.250711 19.73259 506s bmi 0.82657 40.65839 16.78980 56.60447 47.859747 0.046358 6.94523 506s ped -0.12811 -0.54572 -0.32006 -0.25071 0.046358 0.061485 -0.34653 506s age 10.71303 38.01918 25.29371 19.73259 6.945227 -0.346527 35.66101 506s 506s Group: Yes 506s npreg glu bp skin bmi ped age 506s npreg 15.98861 -1.2430 10.48556 9.05947 2.425316 0.162453 30.149872 506s glu -1.24304 867.1076 46.43838 25.92297 5.517382 1.044360 31.152650 506s bp 10.48556 46.4384 130.12536 17.21407 6.343942 -0.235121 41.091494 506s skin 9.05947 25.9230 17.21407 85.96314 26.089017 0.170061 14.562516 506s bmi 2.42532 5.5174 6.34394 26.08902 22.051976 0.097786 -5.297971 506s ped 0.16245 1.0444 -0.23512 0.17006 0.097786 0.057112 0.055286 506s age 30.14987 31.1527 41.09149 14.56252 -5.297971 0.055286 137.440921 506s Call: 506s QdaClassic(as.factor(gr) ~ ., data = hemophilia) 506s 506s Prior Probabilities of Groups: 506s carrier normal 506s 0.6 0.4 506s 506s Group means: 506s AHFactivity AHFantigen 506s carrier -0.30795 -0.0059911 506s normal -0.13487 -0.0778567 506s 506s Group: carrier 506s AHFactivity AHFantigen 506s AHFactivity 0.023784 0.015376 506s AHFantigen 0.015376 0.024035 506s 506s Group: normal 506s AHFactivity AHFantigen 506s AHFactivity 0.020897 0.015515 506s AHFantigen 0.015515 0.017920 506s Call: 506s QdaClassic(Treat ~ ., data = anorexia) 506s 506s Prior Probabilities of Groups: 506s CBT Cont FT 506s 0.40278 0.36111 0.23611 506s 506s Group means: 506s Prewt Postwt 506s CBT 82.690 85.697 506s Cont 81.558 81.108 506s FT 83.229 90.494 506s 506s Group: CBT 506s Prewt Postwt 506s Prewt 23.479 19.910 506s Postwt 19.910 69.755 506s 506s Group: Cont 506s Prewt Postwt 506s Prewt 32.5705 -4.3705 506s Postwt -4.3705 22.5079 506s 506s Group: FT 506s Prewt Postwt 506s Prewt 25.167 22.883 506s Postwt 22.883 71.827 506s Call: 506s QdaClassic(type ~ ., data = Pima.tr) 506s 506s Prior Probabilities of Groups: 506s No Yes 506s 0.66 0.34 506s 506s Group means: 506s npreg glu bp skin bmi ped age 506s No 2.9167 113.11 69.545 27.205 31.074 0.41548 29.235 506s Yes 4.8382 145.06 74.588 33.118 34.709 0.54866 37.691 506s 506s Group: No 506s npreg glu bp skin bmi ped age 506s npreg 7.878499 10.77226 8.190840 2.910305 -0.035751 -0.207341 16.82888 506s glu 10.772265 709.56118 81.430257 13.237682 19.037867 -0.518609 59.01307 506s bp 8.190840 81.43026 122.845246 33.879944 16.612630 -0.077183 46.78695 506s skin 2.910305 13.23768 33.879944 119.446391 50.125920 0.074282 18.47068 506s bmi -0.035751 19.03787 16.612630 50.125920 40.722996 0.145242 6.99999 506s ped -0.207341 -0.51861 -0.077183 0.074282 0.145242 0.071388 -0.53814 506s age 16.828880 59.01307 46.786954 18.470680 6.999988 -0.538138 91.08183 506s 506s Group: Yes 506s npreg glu bp skin bmi ped age 506s npreg 15.77941 -8.199298 6.42493 -0.51800 -1.03288 -0.133011 21.93437 506s glu -8.19930 907.250219 23.71115 87.51536 9.98156 -0.082159 58.12291 506s bp 6.42493 23.711150 134.18613 19.70588 5.15891 -0.795470 26.30378 506s skin -0.51800 87.515364 19.70588 151.32924 28.28551 0.347951 26.67867 506s bmi -1.03288 9.981563 5.15891 28.28551 23.14529 0.457694 -7.91216 506s ped -0.13301 -0.082159 -0.79547 0.34795 0.45769 0.128883 -0.41737 506s age 21.93437 58.122915 26.30378 26.67867 -7.91216 -0.417375 131.79873 506s Call: 506s QdaClassic(Species ~ ., data = iris) 506s 506s Prior Probabilities of Groups: 506s setosa versicolor virginica 506s 0.33333 0.33333 0.33333 506s 506s Group means: 506s Sepal.Length Sepal.Width Petal.Length Petal.Width 506s setosa 5.006 3.428 1.462 0.246 506s versicolor 5.936 2.770 4.260 1.326 506s virginica 6.588 2.974 5.552 2.026 506s 506s Group: setosa 506s Sepal.Length Sepal.Width Petal.Length Petal.Width 506s Sepal.Length 0.124249 0.099216 0.0163551 0.0103306 506s Sepal.Width 0.099216 0.143690 0.0116980 0.0092980 506s Petal.Length 0.016355 0.011698 0.0301592 0.0060694 506s Petal.Width 0.010331 0.009298 0.0060694 0.0111061 506s 506s Group: versicolor 506s Sepal.Length Sepal.Width Petal.Length Petal.Width 506s Sepal.Length 0.266433 0.085184 0.182898 0.055780 506s Sepal.Width 0.085184 0.098469 0.082653 0.041204 506s Petal.Length 0.182898 0.082653 0.220816 0.073102 506s Petal.Width 0.055780 0.041204 0.073102 0.039106 506s 506s Group: virginica 506s Sepal.Length Sepal.Width Petal.Length Petal.Width 506s Sepal.Length 0.404343 0.093763 0.303290 0.049094 506s Sepal.Width 0.093763 0.104004 0.071380 0.047629 506s Petal.Length 0.303290 0.071380 0.304588 0.048824 506s Petal.Width 0.049094 0.047629 0.048824 0.075433 506s =================================================== 506s > dodata(method="ogk") 506s 506s Call: dodata(method = "ogk") 506s =================================================== 506s Call: 506s QdaCov(as.factor(gr) ~ ., data = hemophilia, method = method) 506s 506s Prior Probabilities of Groups: 506s carrier normal 506s 0.6 0.4 506s 506s Group means: 506s AHFactivity AHFantigen 506s carrier -0.29324 0.00033953 506s normal -0.12744 -0.06628182 506s 506s Group: carrier 506s AHFactivity AHFantigen 506s AHFactivity 0.019260 0.013026 506s AHFantigen 0.013026 0.021889 506s 506s Group: normal 506s AHFactivity AHFantigen 506s AHFactivity 0.0049651 0.0039707 506s AHFantigen 0.0039707 0.0066084 506s Call: 506s QdaCov(Treat ~ ., data = anorexia, method = method) 506s 506s Prior Probabilities of Groups: 506s CBT Cont FT 506s 0.40278 0.36111 0.23611 506s 506s Group means: 506s Prewt Postwt 506s CBT 82.587 82.709 506s Cont 81.558 81.108 506s FT 85.110 94.470 506s 506s Group: CBT 506s Prewt Postwt 506s Prewt 10.452 15.115 506s Postwt 15.115 37.085 506s 506s Group: Cont 506s Prewt Postwt 506s Prewt 31.3178 -4.2024 506s Postwt -4.2024 21.6422 506s 506s Group: FT 506s Prewt Postwt 506s Prewt 5.5309 1.4813 506s Postwt 1.4813 7.5501 506s Call: 506s QdaCov(type ~ ., data = Pima.tr, method = method) 506s 506s Prior Probabilities of Groups: 506s No Yes 506s 0.66 0.34 506s 506s Group means: 506s npreg glu bp skin bmi ped age 506s No 2.4286 110.35 67.495 25.905 30.275 0.39587 26.248 506s Yes 5.1964 142.71 75.357 32.732 34.809 0.48823 37.607 506s 506s Group: No 506s npreg glu bp skin bmi ped age 506s npreg 3.97823 8.70612 4.58776 4.16463 0.250612 -0.117238 8.21769 506s glu 8.70612 448.91392 51.71120 38.66213 21.816345 -0.296524 24.29370 506s bp 4.58776 51.71120 99.41188 24.27574 10.491311 -0.290753 20.02975 506s skin 4.16463 38.66213 24.27574 98.61950 41.682404 -0.335213 16.60454 506s bmi 0.25061 21.81634 10.49131 41.68240 35.237101 -0.019774 5.12042 506s ped -0.11724 -0.29652 -0.29075 -0.33521 -0.019774 0.051431 -0.36275 506s age 8.21769 24.29370 20.02975 16.60454 5.120417 -0.362748 31.32916 506s 506s Group: Yes 506s npreg glu bp skin bmi ped age 506s npreg 15.26499 6.30612 3.01913 3.76690 0.94825 0.12076 22.64860 506s glu 6.30612 688.16837 22.22704 12.81633 3.55791 0.68833 32.28061 506s bp 3.01913 22.22704 103.97959 9.95281 2.09860 0.45672 31.17602 506s skin 3.76690 12.81633 9.95281 67.51754 19.51489 0.59831 -2.35523 506s bmi 0.94825 3.55791 2.09860 19.51489 17.20331 0.24347 -6.88221 506s ped 0.12076 0.68833 0.45672 0.59831 0.24347 0.05933 0.43798 506s age 22.64860 32.28061 31.17602 -2.35523 -6.88221 0.43798 111.16709 506s Call: 506s QdaClassic(as.factor(gr) ~ ., data = hemophilia) 506s 506s Prior Probabilities of Groups: 506s carrier normal 506s 0.6 0.4 506s 506s Group means: 506s AHFactivity AHFantigen 506s carrier -0.30795 -0.0059911 506s normal -0.13487 -0.0778567 506s 506s Group: carrier 506s AHFactivity AHFantigen 506s AHFactivity 0.023784 0.015376 506s AHFantigen 0.015376 0.024035 506s 506s Group: normal 506s AHFactivity AHFantigen 506s AHFactivity 0.020897 0.015515 506s AHFantigen 0.015515 0.017920 506s Call: 506s QdaClassic(Treat ~ ., data = anorexia) 506s 506s Prior Probabilities of Groups: 506s CBT Cont FT 506s 0.40278 0.36111 0.23611 506s 506s Group means: 506s Prewt Postwt 506s CBT 82.690 85.697 506s Cont 81.558 81.108 506s FT 83.229 90.494 506s 506s Group: CBT 506s Prewt Postwt 506s Prewt 23.479 19.910 506s Postwt 19.910 69.755 506s 506s Group: Cont 506s Prewt Postwt 506s Prewt 32.5705 -4.3705 506s Postwt -4.3705 22.5079 506s 506s Group: FT 506s Prewt Postwt 506s Prewt 25.167 22.883 506s Postwt 22.883 71.827 506s Call: 506s QdaClassic(type ~ ., data = Pima.tr) 506s 506s Prior Probabilities of Groups: 506s No Yes 506s 0.66 0.34 506s 506s Group means: 506s npreg glu bp skin bmi ped age 506s No 2.9167 113.11 69.545 27.205 31.074 0.41548 29.235 506s Yes 4.8382 145.06 74.588 33.118 34.709 0.54866 37.691 506s 506s Group: No 506s npreg glu bp skin bmi ped age 506s npreg 7.878499 10.77226 8.190840 2.910305 -0.035751 -0.207341 16.82888 506s glu 10.772265 709.56118 81.430257 13.237682 19.037867 -0.518609 59.01307 506s bp 8.190840 81.43026 122.845246 33.879944 16.612630 -0.077183 46.78695 506s skin 2.910305 13.23768 33.879944 119.446391 50.125920 0.074282 18.47068 506s bmi -0.035751 19.03787 16.612630 50.125920 40.722996 0.145242 6.99999 506s ped -0.207341 -0.51861 -0.077183 0.074282 0.145242 0.071388 -0.53814 506s age 16.828880 59.01307 46.786954 18.470680 6.999988 -0.538138 91.08183 506s 506s Group: Yes 506s npreg glu bp skin bmi ped age 506s npreg 15.77941 -8.199298 6.42493 -0.51800 -1.03288 -0.133011 21.93437 506s glu -8.19930 907.250219 23.71115 87.51536 9.98156 -0.082159 58.12291 506s bp 6.42493 23.711150 134.18613 19.70588 5.15891 -0.795470 26.30378 506s skin -0.51800 87.515364 19.70588 151.32924 28.28551 0.347951 26.67867 506s bmi -1.03288 9.981563 5.15891 28.28551 23.14529 0.457694 -7.91216 506s ped -0.13301 -0.082159 -0.79547 0.34795 0.45769 0.128883 -0.41737 506s age 21.93437 58.122915 26.30378 26.67867 -7.91216 -0.417375 131.79873 506s Call: 506s QdaClassic(Species ~ ., data = iris) 506s 506s Prior Probabilities of Groups: 506s setosa versicolor virginica 506s 0.33333 0.33333 0.33333 506s 506s Group means: 506s Sepal.Length Sepal.Width Petal.Length Petal.Width 506s setosa 5.006 3.428 1.462 0.246 506s versicolor 5.936 2.770 4.260 1.326 506s virginica 6.588 2.974 5.552 2.026 506s 506s Group: setosa 506s Sepal.Length Sepal.Width Petal.Length Petal.Width 506s Sepal.Length 0.124249 0.099216 0.0163551 0.0103306 506s Sepal.Width 0.099216 0.143690 0.0116980 0.0092980 506s Petal.Length 0.016355 0.011698 0.0301592 0.0060694 506s Petal.Width 0.010331 0.009298 0.0060694 0.0111061 506s 506s Group: versicolor 506s Sepal.Length Sepal.Width Petal.Length Petal.Width 506s Sepal.Length 0.266433 0.085184 0.182898 0.055780 506s Sepal.Width 0.085184 0.098469 0.082653 0.041204 506s Petal.Length 0.182898 0.082653 0.220816 0.073102 506s Petal.Width 0.055780 0.041204 0.073102 0.039106 506s 506s Group: virginica 506s Sepal.Length Sepal.Width Petal.Length Petal.Width 506s Sepal.Length 0.404343 0.093763 0.303290 0.049094 506s Sepal.Width 0.093763 0.104004 0.071380 0.047629 506s Petal.Length 0.303290 0.071380 0.304588 0.048824 506s Petal.Width 0.049094 0.047629 0.048824 0.075433 506s =================================================== 506s > dodata(method="sde") 506s 506s Call: dodata(method = "sde") 506s =================================================== 506s Call: 506s QdaCov(as.factor(gr) ~ ., data = hemophilia, method = method) 506s 506s Prior Probabilities of Groups: 506s carrier normal 506s 0.6 0.4 506s 506s Group means: 506s AHFactivity AHFantigen 506s carrier -0.29834 -0.0032286 506s normal -0.12944 -0.0676930 506s 506s Group: carrier 506s AHFactivity AHFantigen 506s AHFactivity 0.025398 0.017810 506s AHFantigen 0.017810 0.030639 506s 506s Group: normal 506s AHFactivity AHFantigen 506s AHFactivity 0.0083435 0.0067686 506s AHFantigen 0.0067686 0.0119565 506s Call: 506s QdaCov(Treat ~ ., data = anorexia, method = method) 506s 506s Prior Probabilities of Groups: 506s CBT Cont FT 506s 0.40278 0.36111 0.23611 506s 506s Group means: 506s Prewt Postwt 506s CBT 82.949 83.323 506s Cont 81.484 80.840 506s FT 84.596 93.835 506s 506s Group: CBT 506s Prewt Postwt 506s Prewt 22.283 17.084 506s Postwt 17.084 25.308 506s 506s Group: Cont 506s Prewt Postwt 506s Prewt 37.1864 -8.8896 506s Postwt -8.8896 31.1930 506s 506s Group: FT 506s Prewt Postwt 506s Prewt 20.7108 3.1531 506s Postwt 3.1531 25.7046 506s Call: 506s QdaCov(type ~ ., data = Pima.tr, method = method) 506s 506s Prior Probabilities of Groups: 506s No Yes 506s 0.66 0.34 506s 506s Group means: 506s npreg glu bp skin bmi ped age 506s No 2.2567 109.91 67.538 25.484 30.355 0.38618 25.628 506s Yes 5.2216 141.64 75.048 32.349 34.387 0.47742 37.634 506s 506s Group: No 506s npreg glu bp skin bmi ped age 506s npreg 4.396832 10.20629 5.43346 4.38313 7.9891e-01 -0.09389257 7.45638 506s glu 10.206286 601.12211 56.62047 49.67071 3.3829e+01 -0.31896741 31.64508 506s bp 5.433462 56.62047 120.38052 34.38984 1.4817e+01 -0.21784446 26.44853 506s skin 4.383134 49.67071 34.38984 136.94931 6.1576e+01 -0.47532490 17.74141 506s bmi 0.798908 33.82928 14.81668 61.57578 5.1441e+01 0.00061983 8.56856 506s ped -0.093893 -0.31897 -0.21784 -0.47532 6.1983e-04 0.06012655 -0.26872 506s age 7.456376 31.64508 26.44853 17.74141 8.5686e+00 -0.26872005 29.93856 506s 506s Group: Yes 506s npreg glu bp skin bmi ped age 506s npreg 15.91978 7.7491 7.24229 10.46802 5.40627 0.320434 25.88314 506s glu 7.74907 856.4955 58.59554 29.65331 11.44745 1.388745 38.24430 506s bp 7.24229 58.5955 89.66288 21.36597 6.46859 0.764486 36.30462 506s skin 10.46802 29.6533 21.36597 86.79253 26.22071 0.620654 5.28665 506s bmi 5.40627 11.4475 6.46859 26.22071 20.12351 0.211701 0.71583 506s ped 0.32043 1.3887 0.76449 0.62065 0.21170 0.062727 0.93743 506s age 25.88314 38.2443 36.30462 5.28665 0.71583 0.937430 136.24335 506s Call: 506s QdaClassic(as.factor(gr) ~ ., data = hemophilia) 506s 506s Prior Probabilities of Groups: 506s carrier normal 506s 0.6 0.4 506s 506s Group means: 506s AHFactivity AHFantigen 506s carrier -0.30795 -0.0059911 506s normal -0.13487 -0.0778567 506s 506s Group: carrier 506s AHFactivity AHFantigen 506s AHFactivity 0.023784 0.015376 506s AHFantigen 0.015376 0.024035 506s 506s Group: normal 506s AHFactivity AHFantigen 506s AHFactivity 0.020897 0.015515 506s AHFantigen 0.015515 0.017920 506s Call: 506s QdaClassic(Treat ~ ., data = anorexia) 506s 506s Prior Probabilities of Groups: 506s CBT Cont FT 506s 0.40278 0.36111 0.23611 506s 506s Group means: 506s Prewt Postwt 506s CBT 82.690 85.697 506s Cont 81.558 81.108 506s FT 83.229 90.494 506s 506s Group: CBT 506s Prewt Postwt 506s Prewt 23.479 19.910 506s Postwt 19.910 69.755 506s 506s Group: Cont 506s Prewt Postwt 506s Prewt 32.5705 -4.3705 506s Postwt -4.3705 22.5079 506s 506s Group: FT 506s Prewt Postwt 506s Prewt 25.167 22.883 506s Postwt 22.883 71.827 506s Call: 506s QdaClassic(type ~ ., data = Pima.tr) 506s 506s Prior Probabilities of Groups: 506s No Yes 506s 0.66 0.34 506s 506s Group means: 506s npreg glu bp skin bmi ped age 506s No 2.9167 113.11 69.545 27.205 31.074 0.41548 29.235 506s Yes 4.8382 145.06 74.588 33.118 34.709 0.54866 37.691 506s 506s Group: No 506s npreg glu bp skin bmi ped age 506s npreg 7.878499 10.77226 8.190840 2.910305 -0.035751 -0.207341 16.82888 506s glu 10.772265 709.56118 81.430257 13.237682 19.037867 -0.518609 59.01307 506s bp 8.190840 81.43026 122.845246 33.879944 16.612630 -0.077183 46.78695 506s skin 2.910305 13.23768 33.879944 119.446391 50.125920 0.074282 18.47068 506s bmi -0.035751 19.03787 16.612630 50.125920 40.722996 0.145242 6.99999 506s ped -0.207341 -0.51861 -0.077183 0.074282 0.145242 0.071388 -0.53814 506s age 16.828880 59.01307 46.786954 18.470680 6.999988 -0.538138 91.08183 506s 506s Group: Yes 506s npreg glu bp skin bmi ped age 506s npreg 15.77941 -8.199298 6.42493 -0.51800 -1.03288 -0.133011 21.93437 506s glu -8.19930 907.250219 23.71115 87.51536 9.98156 -0.082159 58.12291 506s bp 6.42493 23.711150 134.18613 19.70588 5.15891 -0.795470 26.30378 506s skin -0.51800 87.515364 19.70588 151.32924 28.28551 0.347951 26.67867 506s bmi -1.03288 9.981563 5.15891 28.28551 23.14529 0.457694 -7.91216 506s ped -0.13301 -0.082159 -0.79547 0.34795 0.45769 0.128883 -0.41737 506s age 21.93437 58.122915 26.30378 26.67867 -7.91216 -0.417375 131.79873 506s Call: 506s QdaClassic(Species ~ ., data = iris) 506s 506s Prior Probabilities of Groups: 506s setosa versicolor virginica 506s 0.33333 0.33333 0.33333 506s 506s Group means: 506s Sepal.Length Sepal.Width Petal.Length Petal.Width 506s setosa 5.006 3.428 1.462 0.246 506s versicolor 5.936 2.770 4.260 1.326 506s virginica 6.588 2.974 5.552 2.026 506s 506s Group: setosa 506s Sepal.Length Sepal.Width Petal.Length Petal.Width 506s Sepal.Length 0.124249 0.099216 0.0163551 0.0103306 506s Sepal.Width 0.099216 0.143690 0.0116980 0.0092980 506s Petal.Length 0.016355 0.011698 0.0301592 0.0060694 506s Petal.Width 0.010331 0.009298 0.0060694 0.0111061 506s 506s Group: versicolor 506s Sepal.Length Sepal.Width Petal.Length Petal.Width 506s Sepal.Length 0.266433 0.085184 0.182898 0.055780 506s Sepal.Width 0.085184 0.098469 0.082653 0.041204 506s Petal.Length 0.182898 0.082653 0.220816 0.073102 506s Petal.Width 0.055780 0.041204 0.073102 0.039106 506s 506s Group: virginica 506s Sepal.Length Sepal.Width Petal.Length Petal.Width 506s Sepal.Length 0.404343 0.093763 0.303290 0.049094 506s Sepal.Width 0.093763 0.104004 0.071380 0.047629 506s Petal.Length 0.303290 0.071380 0.304588 0.048824 506s Petal.Width 0.049094 0.047629 0.048824 0.075433 506s =================================================== 506s > 506s BEGIN TEST tsde.R 506s 506s R version 4.3.3 (2024-02-29) -- "Angel Food Cake" 506s Copyright (C) 2024 The R Foundation for Statistical Computing 506s Platform: powerpc64le-unknown-linux-gnu (64-bit) 506s 506s R is free software and comes with ABSOLUTELY NO WARRANTY. 506s You are welcome to redistribute it under certain conditions. 506s Type 'license()' or 'licence()' for distribution details. 506s 506s R is a collaborative project with many contributors. 506s Type 'contributors()' for more information and 506s 'citation()' on how to cite R or R packages in publications. 506s 506s Type 'demo()' for some demos, 'help()' for on-line help, or 506s 'help.start()' for an HTML browser interface to help. 506s Type 'q()' to quit R. 506s 506s > ## Test for singularity 506s > doexact <- function(){ 506s + exact <-function(){ 506s + n1 <- 45 506s + p <- 2 506s + x1 <- matrix(rnorm(p*n1),nrow=n1, ncol=p) 506s + x1[,p] <- x1[,p] + 3 506s + ## library(MASS) 506s + ## x1 <- mvrnorm(n=n1, mu=c(0,3), Sigma=diag(1,nrow=p)) 506s + 506s + n2 <- 55 506s + m1 <- 0 506s + m2 <- 3 506s + x2 <- cbind(rnorm(n2),rep(m2,n2)) 506s + x<-rbind(x1,x2) 506s + colnames(x) <- c("X1","X2") 506s + x 506s + } 506s + print(CovSde(exact())) 506s + } 506s > 506s > dodata <- function(nrep=1, time=FALSE, short=FALSE, full=TRUE){ 506s + 506s + domcd <- function(x, xname, nrep=1){ 506s + n <- dim(x)[1] 506s + p <- dim(x)[2] 506s + 506s + mcd<-CovSde(x) 506s + 506s + if(time){ 506s + xtime <- system.time(dorep(x, nrep))[1]/nrep 506s + xres <- sprintf("%3d %3d %3d\n", dim(x)[1], dim(x)[2], xtime) 506s + } 506s + else{ 506s + xres <- sprintf("%3d %3d\n", dim(x)[1], dim(x)[2]) 506s + } 506s + lpad<-lname-nchar(xname) 506s + cat(pad.right(xname,lpad), xres) 506s + 506s + if(!short){ 506s + 506s + ibad <- which(mcd@wt==0) 506s + names(ibad) <- NULL 506s + nbad <- length(ibad) 506s + cat("Outliers: ",nbad,"\n") 506s + if(nbad > 0) 506s + print(ibad) 506s + if(full){ 506s + cat("-------------\n") 506s + show(mcd) 506s + } 506s + cat("--------------------------------------------------------\n") 506s + } 506s + } 506s + 506s + options(digits = 5) 506s + set.seed(101) # <<-- sub-sampling algorithm now based on R's RNG and seed 506s + 506s + lname <- 20 506s + 506s + ## VT::15.09.2013 - this will render the output independent 506s + ## from the version of the package 506s + suppressPackageStartupMessages(library(rrcov)) 506s + 506s + data(heart) 506s + data(starsCYG) 506s + data(phosphor) 506s + data(stackloss) 506s + data(coleman) 506s + data(salinity) 506s + data(wood) 506s + 506s + data(hbk) 506s + 506s + data(Animals, package = "MASS") 506s + brain <- Animals[c(1:24, 26:25, 27:28),] 506s + data(milk) 506s + data(bushfire) 506s + 506s + tmp <- sys.call() 506s + cat("\nCall: ", deparse(substitute(tmp)),"\n") 506s + 506s + cat("Data Set n p Half LOG(obj) Time\n") 506s + cat("========================================================\n") 506s + domcd(heart[, 1:2], data(heart), nrep) 506s + domcd(starsCYG, data(starsCYG), nrep) 506s + domcd(data.matrix(subset(phosphor, select = -plant)), data(phosphor), nrep) 506s + domcd(stack.x, data(stackloss), nrep) 506s + domcd(data.matrix(subset(coleman, select = -Y)), data(coleman), nrep) 506s + domcd(data.matrix(subset(salinity, select = -Y)), data(salinity), nrep) 506s + domcd(data.matrix(subset(wood, select = -y)), data(wood), nrep) 506s + domcd(data.matrix(subset(hbk, select = -Y)),data(hbk), nrep) 506s + 506s + domcd(brain, "Animals", nrep) 506s + domcd(milk, data(milk), nrep) 506s + domcd(bushfire, data(bushfire), nrep) 506s + ## VT::19.07.2010: test the univariate SDE 506s + for(i in 1:ncol(bushfire)) 506s + domcd(bushfire[i], data(bushfire), nrep) 506s + cat("========================================================\n") 506s + } 506s > 506s > dogen <- function(nrep=1, eps=0.49){ 506s + 506s + library(MASS) 506s + domcd <- function(x, nrep=1){ 506s + gc() 506s + xtime <- system.time(dorep(x, nrep))[1]/nrep 506s + cat(sprintf("%6d %3d %10.2f\n", dim(x)[1], dim(x)[2], xtime)) 506s + xtime 506s + } 506s + 506s + set.seed(1234) 506s + 506s + ## VT::15.09.2013 - this will render the output independent 506s + ## from the version of the package 506s + suppressPackageStartupMessages(library(rrcov)) 506s + 506s + ap <- c(2, 5, 10, 20, 30) 506s + an <- c(100, 500, 1000, 10000, 50000) 506s + 506s + tottime <- 0 506s + cat(" n p Time\n") 506s + cat("=====================\n") 506s + for(i in 1:length(an)) { 506s + for(j in 1:length(ap)) { 506s + n <- an[i] 506s + p <- ap[j] 506s + if(5*p <= n){ 506s + xx <- gendata(n, p, eps) 506s + X <- xx$X 506s + tottime <- tottime + domcd(X, nrep) 506s + } 506s + } 506s + } 506s + 506s + cat("=====================\n") 506s + cat("Total time: ", tottime*nrep, "\n") 506s + } 506s > 506s > docheck <- function(n, p, eps){ 506s + xx <- gendata(n,p,eps) 506s + mcd <- CovSde(xx$X) 506s + check(mcd, xx$xind) 506s + } 506s > 506s > check <- function(mcd, xind){ 506s + ## check if mcd is robust w.r.t xind, i.e. check how many of xind 506s + ## did not get zero weight 506s + mymatch <- xind %in% which(mcd@wt == 0) 506s + length(xind) - length(which(mymatch)) 506s + } 506s > 506s > dorep <- function(x, nrep=1){ 506s + 506s + for(i in 1:nrep) 506s + CovSde(x) 506s + } 506s > 506s > #### gendata() #### 506s > # Generates a location contaminated multivariate 506s > # normal sample of n observations in p dimensions 506s > # (1-eps)*Np(0,Ip) + eps*Np(m,Ip) 506s > # where 506s > # m = (b,b,...,b) 506s > # Defaults: eps=0 and b=10 506s > # 506s > gendata <- function(n,p,eps=0,b=10){ 506s + 506s + if(missing(n) || missing(p)) 506s + stop("Please specify (n,p)") 506s + if(eps < 0 || eps >= 0.5) 506s + stop(message="eps must be in [0,0.5)") 506s + X <- mvrnorm(n,rep(0,p),diag(1,nrow=p,ncol=p)) 506s + nbad <- as.integer(eps * n) 506s + if(nbad > 0){ 506s + Xbad <- mvrnorm(nbad,rep(b,p),diag(1,nrow=p,ncol=p)) 506s + xind <- sample(n,nbad) 506s + X[xind,] <- Xbad 506s + } 506s + list(X=X, xind=xind) 506s + } 506s > 506s > pad.right <- function(z, pads) 506s + { 506s + ### Pads spaces to right of text 506s + padding <- paste(rep(" ", pads), collapse = "") 506s + paste(z, padding, sep = "") 506s + } 506s > 506s > whatis<-function(x){ 506s + if(is.data.frame(x)) 506s + cat("Type: data.frame\n") 506s + else if(is.matrix(x)) 506s + cat("Type: matrix\n") 506s + else if(is.vector(x)) 506s + cat("Type: vector\n") 506s + else 506s + cat("Type: don't know\n") 506s + } 506s > 506s > ## VT::15.09.2013 - this will render the output independent 506s > ## from the version of the package 506s > suppressPackageStartupMessages(library(rrcov)) 507s > 507s > dodata() 507s 507s Call: dodata() 507s Data Set n p Half LOG(obj) Time 507s ======================================================== 507s heart 12 2 507s Outliers: 5 507s [1] 2 6 8 10 12 507s ------------- 507s 507s Call: 507s CovSde(x = x) 507s -> Method: Stahel-Donoho estimator 507s 507s Robust Estimate of Location: 507s height weight 507s 39.8 35.7 507s 507s Robust Estimate of Covariance: 507s height weight 507s height 38.2 77.1 507s weight 77.1 188.1 507s -------------------------------------------------------- 507s starsCYG 47 2 507s Outliers: 7 507s [1] 7 9 11 14 20 30 34 507s ------------- 507s 507s Call: 507s CovSde(x = x) 507s -> Method: Stahel-Donoho estimator 507s 507s Robust Estimate of Location: 507s log.Te log.light 507s 4.42 4.96 507s 507s Robust Estimate of Covariance: 507s log.Te log.light 507s log.Te 0.0163 0.0522 507s log.light 0.0522 0.3243 507s -------------------------------------------------------- 507s phosphor 18 2 507s Outliers: 2 507s [1] 1 6 507s ------------- 507s 507s Call: 507s CovSde(x = x) 507s -> Method: Stahel-Donoho estimator 507s 507s Robust Estimate of Location: 507s inorg organic 507s 13.3 39.7 507s 507s Robust Estimate of Covariance: 507s inorg organic 507s inorg 133 134 507s organic 134 204 507s -------------------------------------------------------- 507s stackloss 21 3 507s Outliers: 6 507s [1] 1 2 3 15 17 21 507s ------------- 507s 507s Call: 507s CovSde(x = x) 507s -> Method: Stahel-Donoho estimator 507s 507s Robust Estimate of Location: 507s Air.Flow Water.Temp Acid.Conc. 507s 57.8 20.7 86.4 507s 507s Robust Estimate of Covariance: 507s Air.Flow Water.Temp Acid.Conc. 507s Air.Flow 39.7 15.6 25.0 507s Water.Temp 15.6 13.0 11.9 507s Acid.Conc. 25.0 11.9 40.3 507s -------------------------------------------------------- 507s coleman 20 5 507s Outliers: 8 507s [1] 1 2 6 10 11 12 15 18 507s ------------- 507s 507s Call: 507s CovSde(x = x) 507s -> Method: Stahel-Donoho estimator 507s 507s Robust Estimate of Location: 507s salaryP fatherWc sstatus teacherSc motherLev 507s 2.78 58.64 9.09 25.37 6.69 507s 507s Robust Estimate of Covariance: 507s salaryP fatherWc sstatus teacherSc motherLev 507s salaryP 0.2556 -1.0144 0.6599 0.2673 0.0339 507s fatherWc -1.0144 1615.9192 382.7846 -4.8287 36.0227 507s sstatus 0.6599 382.7846 108.1781 -0.7904 9.1027 507s teacherSc 0.2673 -4.8287 -0.7904 0.9346 -0.0239 507s motherLev 0.0339 36.0227 9.1027 -0.0239 0.9155 507s -------------------------------------------------------- 507s salinity 28 3 507s Outliers: 9 507s [1] 3 4 5 9 11 16 19 23 24 507s ------------- 507s 507s Call: 507s CovSde(x = x) 507s -> Method: Stahel-Donoho estimator 507s 507s Robust Estimate of Location: 507s X1 X2 X3 507s 10.84 3.35 22.48 507s 507s Robust Estimate of Covariance: 507s X1 X2 X3 507s X1 10.75 -1.62 -2.05 507s X2 -1.62 4.21 -1.43 507s X3 -2.05 -1.43 2.63 507s -------------------------------------------------------- 507s wood 20 5 507s Outliers: 11 507s [1] 4 6 7 8 9 10 12 13 16 19 20 507s ------------- 507s 507s Call: 507s CovSde(x = x) 507s -> Method: Stahel-Donoho estimator 507s 507s Robust Estimate of Location: 507s x1 x2 x3 x4 x5 507s 0.573 0.119 0.517 0.549 0.904 507s 507s Robust Estimate of Covariance: 507s x1 x2 x3 x4 x5 507s x1 0.025185 0.004279 -0.001262 -0.000382 -0.001907 507s x2 0.004279 0.001011 0.000197 -0.000117 0.000247 507s x3 -0.001262 0.000197 0.003042 0.002034 0.001773 507s x4 -0.000382 -0.000117 0.002034 0.007943 0.001137 507s x5 -0.001907 0.000247 0.001773 0.001137 0.005392 507s -------------------------------------------------------- 507s hbk 75 3 507s Outliers: 15 507s [1] 1 2 3 4 5 6 7 8 9 10 11 12 13 14 53 507s ------------- 507s 507s Call: 507s CovSde(x = x) 507s -> Method: Stahel-Donoho estimator 507s 507s Robust Estimate of Location: 507s X1 X2 X3 507s 1.59 1.79 1.67 507s 507s Robust Estimate of Covariance: 507s X1 X2 X3 507s X1 1.6354 0.0793 0.2284 507s X2 0.0793 1.6461 0.3186 507s X3 0.2284 0.3186 1.5673 507s -------------------------------------------------------- 507s Animals 28 2 507s Outliers: 13 507s [1] 2 6 7 8 9 12 13 14 15 16 24 25 28 507s ------------- 507s 507s Call: 507s CovSde(x = x) 507s -> Method: Stahel-Donoho estimator 507s 507s Robust Estimate of Location: 507s body brain 507s 18.7 64.9 507s 507s Robust Estimate of Covariance: 507s body brain 507s body 4702 7973 507s brain 7973 28571 507s -------------------------------------------------------- 507s milk 86 8 507s Outliers: 21 507s [1] 1 2 3 6 11 12 13 14 15 16 17 18 20 27 41 44 47 70 74 75 77 507s ------------- 507s 507s Call: 507s CovSde(x = x) 507s -> Method: Stahel-Donoho estimator 507s 507s Robust Estimate of Location: 507s X1 X2 X3 X4 X5 X6 X7 X8 507s 1.03 35.90 33.04 26.11 25.10 25.02 123.06 14.37 507s 507s Robust Estimate of Covariance: 507s X1 X2 X3 X4 X5 X6 X7 507s X1 4.73e-07 6.57e-05 1.79e-04 1.71e-04 1.62e-04 1.42e-04 6.85e-04 507s X2 6.57e-05 1.57e+00 1.36e-01 9.28e-02 4.18e-02 1.30e-01 1.58e+00 507s X3 1.79e-04 1.36e-01 1.12e+00 8.20e-01 8.27e-01 8.00e-01 6.66e-01 507s X4 1.71e-04 9.28e-02 8.20e-01 6.57e-01 6.41e-01 6.18e-01 5.47e-01 507s X5 1.62e-04 4.18e-02 8.27e-01 6.41e-01 6.93e-01 6.44e-01 5.71e-01 507s X6 1.42e-04 1.30e-01 8.00e-01 6.18e-01 6.44e-01 6.44e-01 5.55e-01 507s X7 6.85e-04 1.58e+00 6.66e-01 5.47e-01 5.71e-01 5.55e-01 4.17e+00 507s X8 1.40e-05 2.33e-01 1.74e-01 1.06e-01 9.44e-02 9.86e-02 3.54e-01 507s X8 507s X1 1.40e-05 507s X2 2.33e-01 507s X3 1.74e-01 507s X4 1.06e-01 507s X5 9.44e-02 507s X6 9.86e-02 507s X7 3.54e-01 507s X8 1.57e-01 507s -------------------------------------------------------- 507s bushfire 38 5 507s Outliers: 23 507s [1] 1 5 6 7 8 9 10 11 12 13 15 16 28 29 30 31 32 33 34 35 36 37 38 507s ------------- 507s 507s Call: 507s CovSde(x = x) 507s -> Method: Stahel-Donoho estimator 507s 507s Robust Estimate of Location: 507s V1 V2 V3 V4 V5 507s 105 148 287 223 283 507s 507s Robust Estimate of Covariance: 507s V1 V2 V3 V4 V5 507s V1 1964 1712 -10230 -2504 -2066 507s V2 1712 1526 -8732 -2145 -1763 507s V3 -10230 -8732 56327 13803 11472 507s V4 -2504 -2145 13803 3509 2894 507s V5 -2066 -1763 11472 2894 2404 507s -------------------------------------------------------- 507s bushfire 38 1 507s Outliers: 2 507s [1] 13 30 507s ------------- 507s 507s Call: 507s CovSde(x = x) 507s -> Method: Stahel-Donoho estimator 507s 507s Robust Estimate of Location: 507s V1 507s 98.5 507s 507s Robust Estimate of Covariance: 507s V1 507s V1 431 507s -------------------------------------------------------- 507s bushfire 38 1 507s Outliers: 6 507s [1] 33 34 35 36 37 38 507s ------------- 507s 507s Call: 507s CovSde(x = x) 507s -> Method: Stahel-Donoho estimator 507s 507s Robust Estimate of Location: 507s V2 507s 141 507s 507s Robust Estimate of Covariance: 507s V2 507s V2 528 507s -------------------------------------------------------- 507s bushfire 38 1 507s Outliers: 0 507s ------------- 507s 507s Call: 507s CovSde(x = x) 507s -> Method: Stahel-Donoho estimator 507s 507s Robust Estimate of Location: 507s V3 507s 238 507s 507s Robust Estimate of Covariance: 507s V3 507s V3 37148 507s -------------------------------------------------------- 507s bushfire 38 1 507s Outliers: 9 507s [1] 8 9 32 33 34 35 36 37 38 507s ------------- 507s 507s Call: 507s CovSde(x = x) 507s -> Method: Stahel-Donoho estimator 507s 507s Robust Estimate of Location: 507s V4 507s 210 507s 507s Robust Estimate of Covariance: 507s V4 507s V4 2543 507s -------------------------------------------------------- 507s bushfire 38 1 507s Outliers: 9 507s [1] 8 9 32 33 34 35 36 37 38 507s ------------- 507s 507s Call: 507s CovSde(x = x) 507s -> Method: Stahel-Donoho estimator 507s 507s Robust Estimate of Location: 507s V5 507s 273 507s 507s Robust Estimate of Covariance: 507s V5 507s V5 1575 507s -------------------------------------------------------- 507s ======================================================== 507s > ##doexact() 507s > 507s BEGIN TEST tsest.R 507s 507s R version 4.3.3 (2024-02-29) -- "Angel Food Cake" 507s Copyright (C) 2024 The R Foundation for Statistical Computing 507s Platform: powerpc64le-unknown-linux-gnu (64-bit) 507s 507s R is free software and comes with ABSOLUTELY NO WARRANTY. 507s You are welcome to redistribute it under certain conditions. 507s Type 'license()' or 'licence()' for distribution details. 507s 507s R is a collaborative project with many contributors. 507s Type 'contributors()' for more information and 507s 'citation()' on how to cite R or R packages in publications. 507s 507s Type 'demo()' for some demos, 'help()' for on-line help, or 507s 'help.start()' for an HTML browser interface to help. 507s Type 'q()' to quit R. 507s 507s > ## VT::15.09.2013 - this will render the output independent 507s > ## from the version of the package 507s > suppressPackageStartupMessages(library(rrcov)) 507s > 507s > library(MASS) 507s > 507s > dodata <- function(nrep = 1, time = FALSE, full = TRUE, method) { 507s + doest <- function(x, xname, nrep = 1, method=c("sfast", "surreal", "bisquare", "rocke", "suser", "MM", "sdet")) { 507s + 507s + method <- match.arg(method) 507s + 507s + lname <- 20 507s + n <- dim(x)[1] 507s + p <- dim(x)[2] 507s + 507s + mm <- if(method == "MM") CovMMest(x) else CovSest(x, method=method) 507s + 507s + crit <- log(mm@crit) 507s + 507s + xres <- sprintf("%3d %3d %12.6f\n", dim(x)[1], dim(x)[2], crit) 507s + lpad <- lname-nchar(xname) 507s + cat(pad.right(xname,lpad), xres) 507s + 507s + dist <- getDistance(mm) 507s + quantiel <- qchisq(0.975, p) 507s + ibad <- which(dist >= quantiel) 507s + names(ibad) <- NULL 507s + nbad <- length(ibad) 507s + cat("Outliers: ",nbad,"\n") 507s + if(nbad > 0) 507s + print(ibad) 507s + cat("-------------\n") 507s + show(mm) 507s + cat("--------------------------------------------------------\n") 507s + } 507s + 507s + options(digits = 5) 507s + set.seed(101) # <<-- sub-sampling algorithm now based on R's RNG and seed 507s + 507s + data(heart) 507s + data(starsCYG) 507s + data(phosphor) 507s + data(stackloss) 507s + data(coleman) 507s + data(salinity) 507s + data(wood) 507s + data(hbk) 507s + 507s + data(Animals, package = "MASS") 507s + brain <- Animals[c(1:24, 26:25, 27:28),] 507s + data(milk) 507s + data(bushfire) 507s + ### 507s + data(rice) 507s + data(hemophilia) 507s + data(fish) 507s + 507s + tmp <- sys.call() 507s + cat("\nCall: ", deparse(substitute(tmp)),"\n") 507s + 507s + cat("Data Set n p LOG(det) Time\n") 507s + cat("===================================================\n") 507s + doest(heart[, 1:2], data(heart), nrep, method=method) 507s + doest(starsCYG, data(starsCYG), nrep, method=method) 507s + doest(data.matrix(subset(phosphor, select = -plant)), data(phosphor), nrep, method=method) 507s + doest(stack.x, data(stackloss), nrep, method=method) 507s + doest(data.matrix(subset(coleman, select = -Y)), data(coleman), nrep, method=method) 507s + doest(data.matrix(subset(salinity, select = -Y)), data(salinity), nrep, method=method) 507s + doest(data.matrix(subset(wood, select = -y)), data(wood), nrep, method=method) 507s + doest(data.matrix(subset(hbk, select = -Y)), data(hbk), nrep, method=method) 507s + 507s + 507s + doest(brain, "Animals", nrep, method=method) 507s + doest(milk, data(milk), nrep, method=method) 507s + doest(bushfire, data(bushfire), nrep, method=method) 507s + 507s + doest(data.matrix(subset(rice, select = -Overall_evaluation)), data(rice), nrep, method=method) 507s + doest(data.matrix(subset(hemophilia, select = -gr)), data(hemophilia), nrep, method=method) 507s + doest(data.matrix(subset(fish, select = -Species)), data(fish), nrep, method=method) 507s + 507s + ## from package 'datasets' 507s + doest(airquality[,1:4], data(airquality), nrep, method=method) 507s + doest(attitude, data(attitude), nrep, method=method) 507s + doest(attenu, data(attenu), nrep, method=method) 507s + doest(USJudgeRatings, data(USJudgeRatings), nrep, method=method) 507s + doest(USArrests, data(USArrests), nrep, method=method) 507s + doest(longley, data(longley), nrep, method=method) 507s + doest(Loblolly, data(Loblolly), nrep, method=method) 507s + doest(quakes[,1:4], data(quakes), nrep, method=method) 507s + 507s + cat("===================================================\n") 507s + } 507s > 507s > # generate contaminated data using the function gendata with different 507s > # number of outliers and check if the M-estimate breaks - i.e. the 507s > # largest eigenvalue is larger than e.g. 5. 507s > # For n=50 and p=10 and d=5 the M-estimate can break for number of 507s > # outliers grater than 20. 507s > dogen <- function(){ 507s + eig <- vector("numeric",26) 507s + for(i in 0:25) { 507s + gg <- gendata(eps=i) 507s + mm <- CovSRocke(gg$x, t0=gg$tgood, S0=gg$sgood) 507s + eig[i+1] <- ev <- getEvals(mm)[1] 507s + cat(i, ev, "\n") 507s + 507s + ## stopifnot(ev < 5 || i > 20) 507s + } 507s + plot(0:25, eig, type="l", xlab="Number of outliers", ylab="Largest Eigenvalue") 507s + } 507s > 507s > # 507s > # generate data 50x10 as multivariate normal N(0,I) and add 507s > # eps % outliers by adding d=5.0 to each component. 507s > # - if eps <0 and eps <=0.5, the number of outliers is eps*n 507s > # - if eps >= 1, it is the number of outliers 507s > # - use the center and cov of the good data as good start 507s > # - use the center and the cov of all data as a bad start 507s > # If using a good start, the M-estimate must iterate to 507s > # the good solution: the largest eigenvalue is less then e.g. 5 507s > # 507s > gendata <- function(n=50, p=10, eps=0, d=5.0){ 507s + 507s + if(eps < 0 || eps > 0.5 && eps < 1.0 || eps > 0.5*n) 507s + stop("eps is out of range") 507s + 507s + library(MASS) 507s + 507s + x <- mvrnorm(n, rep(0,p), diag(p)) 507s + bad <- vector("numeric") 507s + nbad = if(eps < 1) eps*n else eps 507s + if(nbad > 0){ 507s + bad <- sample(n, nbad) 507s + x[bad,] <- x[bad,] + d 507s + } 507s + cov1 <- cov.wt(x) 507s + cov2 <- if(nbad <= 0) cov1 else cov.wt(x[-bad,]) 507s + 507s + list(x=x, bad=sort(bad), tgood=cov2$center, sgood=cov2$cov, tbad=cov1$center, sbad=cov1$cov) 507s + } 507s > 507s > pad.right <- function(z, pads) 507s + { 507s + ## Pads spaces to right of text 507s + padding <- paste(rep(" ", pads), collapse = "") 507s + paste(z, padding, sep = "") 507s + } 507s > 507s > 507s > ## -- now do it: 507s > dodata(method="sfast") 508s 508s Call: dodata(method = "sfast") 508s Data Set n p LOG(det) Time 508s =================================================== 508s heart 12 2 2.017701 508s Outliers: 3 508s [1] 2 6 12 508s ------------- 508s 508s Call: 508s CovSest(x = x, method = method) 508s -> Method: S-estimates: S-FAST 508s 508s Robust Estimate of Location: 508s [1] 36.1 29.5 508s 508s Robust Estimate of Covariance: 508s height weight 508s height 129 210 508s weight 210 365 508s -------------------------------------------------------- 508s starsCYG 47 2 -1.450032 508s Outliers: 7 508s [1] 7 9 11 14 20 30 34 508s ------------- 508s 508s Call: 508s CovSest(x = x, method = method) 508s -> Method: S-estimates: S-FAST 508s 508s Robust Estimate of Location: 508s [1] 4.42 4.97 508s 508s Robust Estimate of Covariance: 508s log.Te log.light 508s log.Te 0.0176 0.0617 508s log.light 0.0617 0.3880 508s -------------------------------------------------------- 508s phosphor 18 2 2.320721 508s Outliers: 2 508s [1] 1 6 508s ------------- 508s 508s Call: 508s CovSest(x = x, method = method) 508s -> Method: S-estimates: S-FAST 508s 508s Robust Estimate of Location: 508s [1] 14.1 38.8 508s 508s Robust Estimate of Covariance: 508s inorg organic 508s inorg 174 190 508s organic 190 268 508s -------------------------------------------------------- 508s stackloss 21 3 1.470031 508s Outliers: 3 508s [1] 1 2 3 508s ------------- 508s 508s Call: 508s CovSest(x = x, method = method) 508s -> Method: S-estimates: S-FAST 508s 508s Robust Estimate of Location: 508s [1] 57.5 20.5 86.0 508s 508s Robust Estimate of Covariance: 508s Air.Flow Water.Temp Acid.Conc. 508s Air.Flow 38.94 11.66 22.89 508s Water.Temp 11.66 9.96 7.81 508s Acid.Conc. 22.89 7.81 40.48 508s -------------------------------------------------------- 508s coleman 20 5 0.491419 508s Outliers: 2 508s [1] 6 10 508s ------------- 508s 508s Call: 508s CovSest(x = x, method = method) 508s -> Method: S-estimates: S-FAST 508s 508s Robust Estimate of Location: 508s [1] 2.77 45.58 4.13 25.13 6.39 508s 508s Robust Estimate of Covariance: 508s salaryP fatherWc sstatus teacherSc motherLev 508s salaryP 0.2209 1.9568 1.4389 0.2638 0.0674 508s fatherWc 1.9568 940.7409 307.8297 8.3290 21.9143 508s sstatus 1.4389 307.8297 134.0540 4.1808 7.4799 508s teacherSc 0.2638 8.3290 4.1808 0.7604 0.2917 508s motherLev 0.0674 21.9143 7.4799 0.2917 0.5817 508s -------------------------------------------------------- 508s salinity 28 3 0.734619 508s Outliers: 4 508s [1] 5 16 23 24 508s ------------- 508s 508s Call: 508s CovSest(x = x, method = method) 508s -> Method: S-estimates: S-FAST 508s 508s Robust Estimate of Location: 508s [1] 10.31 3.07 22.60 508s 508s Robust Estimate of Covariance: 508s X1 X2 X3 508s X1 13.200 0.784 -3.611 508s X2 0.784 4.441 -1.658 508s X3 -3.611 -1.658 2.877 508s -------------------------------------------------------- 508s wood 20 5 -3.202636 508s Outliers: 2 508s [1] 7 9 508s ------------- 508s 508s Call: 508s CovSest(x = x, method = method) 508s -> Method: S-estimates: S-FAST 508s 508s Robust Estimate of Location: 508s [1] 0.551 0.135 0.496 0.511 0.916 508s 508s Robust Estimate of Covariance: 508s x1 x2 x3 x4 x5 508s x1 0.011361 -0.000791 0.005473 0.004204 -0.004747 508s x2 -0.000791 0.000701 -0.000534 -0.001452 0.000864 508s x3 0.005473 -0.000534 0.004905 0.002960 -0.001914 508s x4 0.004204 -0.001452 0.002960 0.005154 -0.002187 508s x5 -0.004747 0.000864 -0.001914 -0.002187 0.003214 508s -------------------------------------------------------- 508s hbk 75 3 0.283145 508s Outliers: 14 508s [1] 1 2 3 4 5 6 7 8 9 10 11 12 13 14 508s ------------- 508s 508s Call: 508s CovSest(x = x, method = method) 508s -> Method: S-estimates: S-FAST 508s 508s Robust Estimate of Location: 508s [1] 1.53 1.83 1.66 508s 508s Robust Estimate of Covariance: 508s X1 X2 X3 508s X1 1.8091 0.0479 0.2446 508s X2 0.0479 1.8190 0.2513 508s X3 0.2446 0.2513 1.7288 508s -------------------------------------------------------- 508s Animals 28 2 4.685129 508s Outliers: 10 508s [1] 2 6 7 9 12 14 15 16 24 25 508s ------------- 508s 508s Call: 508s CovSest(x = x, method = method) 508s -> Method: S-estimates: S-FAST 508s 508s Robust Estimate of Location: 508s [1] 30.8 84.2 508s 508s Robust Estimate of Covariance: 508s body brain 508s body 14806 28767 508s brain 28767 65195 508s -------------------------------------------------------- 508s milk 86 8 -1.437863 508s Outliers: 15 508s [1] 1 2 3 12 13 14 15 16 17 41 44 47 70 74 75 508s ------------- 508s 508s Call: 508s CovSest(x = x, method = method) 508s -> Method: S-estimates: S-FAST 508s 508s Robust Estimate of Location: 508s [1] 1.03 35.81 32.97 26.04 25.02 24.94 122.81 14.36 508s 508s Robust Estimate of Covariance: 508s X1 X2 X3 X4 X5 X6 X7 508s X1 8.30e-07 2.53e-04 4.43e-04 4.02e-04 3.92e-04 3.96e-04 1.44e-03 508s X2 2.53e-04 2.24e+00 4.77e-01 3.63e-01 2.91e-01 3.94e-01 2.44e+00 508s X3 4.43e-04 4.77e-01 1.58e+00 1.20e+00 1.18e+00 1.19e+00 1.65e+00 508s X4 4.02e-04 3.63e-01 1.20e+00 9.74e-01 9.37e-01 9.39e-01 1.39e+00 508s X5 3.92e-04 2.91e-01 1.18e+00 9.37e-01 9.78e-01 9.44e-01 1.37e+00 508s X6 3.96e-04 3.94e-01 1.19e+00 9.39e-01 9.44e-01 9.82e-01 1.41e+00 508s X7 1.44e-03 2.44e+00 1.65e+00 1.39e+00 1.37e+00 1.41e+00 6.96e+00 508s X8 7.45e-05 3.33e-01 2.82e-01 2.01e-01 1.80e-01 1.91e-01 6.38e-01 508s X8 508s X1 7.45e-05 508s X2 3.33e-01 508s X3 2.82e-01 508s X4 2.01e-01 508s X5 1.80e-01 508s X6 1.91e-01 508s X7 6.38e-01 508s X8 2.01e-01 508s -------------------------------------------------------- 508s bushfire 38 5 2.443148 508s Outliers: 13 508s [1] 7 8 9 10 11 31 32 33 34 35 36 37 38 508s ------------- 508s 508s Call: 508s CovSest(x = x, method = method) 508s -> Method: S-estimates: S-FAST 508s 508s Robust Estimate of Location: 508s [1] 108 149 266 216 278 508s 508s Robust Estimate of Covariance: 508s V1 V2 V3 V4 V5 508s V1 911 688 -3961 -856 -707 508s V2 688 587 -2493 -492 -420 508s V3 -3961 -2493 24146 5765 4627 508s V4 -856 -492 5765 1477 1164 508s V5 -707 -420 4627 1164 925 508s -------------------------------------------------------- 508s rice 105 5 -0.724874 508s Outliers: 7 508s [1] 9 40 42 49 57 58 71 508s ------------- 508s 508s Call: 508s CovSest(x = x, method = method) 508s -> Method: S-estimates: S-FAST 508s 508s Robust Estimate of Location: 508s [1] -0.2472 0.1211 -0.1207 0.0715 0.0640 508s 508s Robust Estimate of Covariance: 508s Favor Appearance Taste Stickiness Toughness 508s Favor 0.423 0.345 0.427 0.405 -0.202 508s Appearance 0.345 0.592 0.570 0.549 -0.316 508s Taste 0.427 0.570 0.739 0.706 -0.393 508s Stickiness 0.405 0.549 0.706 0.876 -0.497 508s Toughness -0.202 -0.316 -0.393 -0.497 0.467 508s -------------------------------------------------------- 508s hemophilia 75 2 -1.868949 508s Outliers: 2 508s [1] 11 36 508s ------------- 508s 508s Call: 508s CovSest(x = x, method = method) 508s -> Method: S-estimates: S-FAST 508s 508s Robust Estimate of Location: 508s [1] -0.2126 -0.0357 508s 508s Robust Estimate of Covariance: 508s AHFactivity AHFantigen 508s AHFactivity 0.0317 0.0112 508s AHFantigen 0.0112 0.0218 508s -------------------------------------------------------- 508s fish 159 6 1.285876 508s Outliers: 21 508s [1] 61 62 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 508s [20] 103 142 508s ------------- 508s 508s Call: 508s CovSest(x = x, method = method) 508s -> Method: S-estimates: S-FAST 508s 508s Robust Estimate of Location: 508s [1] 358.3 24.7 26.9 29.7 30.0 14.7 508s 508s Robust Estimate of Covariance: 508s Weight Length1 Length2 Length3 Height Width 508s Weight 1.33e+05 3.09e+03 3.34e+03 3.78e+03 1.72e+03 2.24e+02 508s Length1 3.09e+03 7.92e+01 8.54e+01 9.55e+01 4.04e+01 7.43e+00 508s Length2 3.34e+03 8.54e+01 9.22e+01 1.03e+02 4.49e+01 8.07e+00 508s Length3 3.78e+03 9.55e+01 1.03e+02 1.18e+02 5.92e+01 7.65e+00 508s Height 1.72e+03 4.04e+01 4.49e+01 5.92e+01 7.12e+01 8.51e-01 508s Width 2.24e+02 7.43e+00 8.07e+00 7.65e+00 8.51e-01 3.57e+00 508s -------------------------------------------------------- 508s airquality 153 4 2.684374 508s Outliers: 7 508s [1] 7 14 23 30 34 77 107 508s ------------- 508s 508s Call: 508s CovSest(x = x, method = method) 508s -> Method: S-estimates: S-FAST 508s 508s Robust Estimate of Location: 508s [1] 39.34 192.12 9.67 78.71 508s 508s Robust Estimate of Covariance: 508s Ozone Solar.R Wind Temp 508s Ozone 973.104 894.011 -61.856 243.560 508s Solar.R 894.011 9677.269 0.388 179.429 508s Wind -61.856 0.388 11.287 -14.310 508s Temp 243.560 179.429 -14.310 96.714 508s -------------------------------------------------------- 508s attitude 30 7 2.091968 508s Outliers: 4 508s [1] 14 16 18 24 508s ------------- 508s 508s Call: 508s CovSest(x = x, method = method) 508s -> Method: S-estimates: S-FAST 508s 508s Robust Estimate of Location: 508s [1] 65.7 66.8 51.9 56.1 66.4 76.7 43.0 508s 508s Robust Estimate of Covariance: 508s rating complaints privileges learning raises critical advance 508s rating 170.59 136.40 77.41 125.46 99.72 8.01 49.52 508s complaints 136.40 170.94 94.62 136.73 120.76 23.52 78.52 508s privileges 77.41 94.62 150.49 112.77 87.92 6.43 72.33 508s learning 125.46 136.73 112.77 173.77 131.46 25.81 81.38 508s raises 99.72 120.76 87.92 131.46 136.76 29.50 91.70 508s critical 8.01 23.52 6.43 25.81 29.50 84.75 30.59 508s advance 49.52 78.52 72.33 81.38 91.70 30.59 116.28 508s -------------------------------------------------------- 508s attenu 182 5 1.148032 508s Outliers: 31 508s [1] 2 5 6 7 8 9 10 11 15 16 19 20 21 22 23 24 25 27 28 508s [20] 29 30 31 32 64 65 80 94 95 96 97 100 508s ------------- 508s 508s Call: 508s CovSest(x = x, method = method) 508s -> Method: S-estimates: S-FAST 508s 508s Robust Estimate of Location: 508s [1] 16.432 5.849 60.297 27.144 0.134 508s 508s Robust Estimate of Covariance: 508s event mag station dist accel 508s event 54.9236 -3.0733 181.0954 -49.4194 -0.0628 508s mag -3.0733 0.6530 -8.4388 6.7388 0.0161 508s station 181.0954 -8.4388 1689.7161 -114.6319 0.7285 508s dist -49.4194 6.7388 -114.6319 597.3606 -1.7988 508s accel -0.0628 0.0161 0.7285 -1.7988 0.0152 508s -------------------------------------------------------- 508s USJudgeRatings 43 12 -1.683847 508s Outliers: 7 508s [1] 5 7 12 13 14 23 31 508s ------------- 508s 508s Call: 508s CovSest(x = x, method = method) 508s -> Method: S-estimates: S-FAST 508s 508s Robust Estimate of Location: 508s [1] 7.43 8.16 7.75 7.89 7.68 7.76 7.67 7.67 7.51 7.58 8.19 7.86 508s 508s Robust Estimate of Covariance: 508s CONT INTG DMNR DILG CFMG DECI PREP FAMI 508s CONT 0.8710 -0.3019 -0.4682 -0.1893 -0.0569 -0.0992 -0.1771 -0.1975 508s INTG -0.3019 0.6401 0.8598 0.6955 0.5732 0.5439 0.7091 0.7084 508s DMNR -0.4682 0.8598 1.2412 0.9107 0.7668 0.7305 0.9292 0.9158 508s DILG -0.1893 0.6955 0.9107 0.8554 0.7408 0.7036 0.8865 0.8791 508s CFMG -0.0569 0.5732 0.7668 0.7408 0.6994 0.6545 0.7788 0.7721 508s DECI -0.0992 0.5439 0.7305 0.7036 0.6545 0.6342 0.7492 0.7511 508s PREP -0.1771 0.7091 0.9292 0.8865 0.7788 0.7492 0.9541 0.9556 508s FAMI -0.1975 0.7084 0.9158 0.8791 0.7721 0.7511 0.9556 0.9785 508s ORAL -0.2444 0.7453 0.9939 0.8917 0.7842 0.7551 0.9554 0.9680 508s WRIT -0.2344 0.7319 0.9649 0.8853 0.7781 0.7511 0.9498 0.9668 508s PHYS -0.1983 0.4676 0.6263 0.5629 0.5073 0.5039 0.5990 0.6140 508s RTEN -0.3152 0.8000 1.0798 0.9234 0.7952 0.7663 0.9637 0.9693 508s ORAL WRIT PHYS RTEN 508s CONT -0.2444 -0.2344 -0.1983 -0.3152 508s INTG 0.7453 0.7319 0.4676 0.8000 508s DMNR 0.9939 0.9649 0.6263 1.0798 508s DILG 0.8917 0.8853 0.5629 0.9234 508s CFMG 0.7842 0.7781 0.5073 0.7952 508s DECI 0.7551 0.7511 0.5039 0.7663 508s PREP 0.9554 0.9498 0.5990 0.9637 508s FAMI 0.9680 0.9668 0.6140 0.9693 508s ORAL 0.9853 0.9744 0.6280 1.0032 508s WRIT 0.9744 0.9711 0.6184 0.9870 508s PHYS 0.6280 0.6184 0.4716 0.6520 508s RTEN 1.0032 0.9870 0.6520 1.0622 508s -------------------------------------------------------- 508s USArrests 50 4 2.411726 508s Outliers: 4 508s [1] 2 28 33 39 508s ------------- 508s 508s Call: 508s CovSest(x = x, method = method) 508s -> Method: S-estimates: S-FAST 508s 508s Robust Estimate of Location: 508s [1] 7.05 150.66 64.66 19.37 508s 508s Robust Estimate of Covariance: 508s Murder Assault UrbanPop Rape 508s Murder 23.8 380.8 19.2 29.7 508s Assault 380.8 8436.2 605.6 645.3 508s UrbanPop 19.2 605.6 246.5 78.8 508s Rape 29.7 645.3 78.8 77.3 508s -------------------------------------------------------- 508s longley 16 7 1.038316 508s Outliers: 5 508s [1] 1 2 3 4 5 508s ------------- 508s 508s Call: 508s CovSest(x = x, method = method) 508s -> Method: S-estimates: S-FAST 508s 508s Robust Estimate of Location: 508s [1] 107.6 440.8 339.7 292.5 121.0 1957.1 67.2 508s 508s Robust Estimate of Covariance: 508s GNP.deflator GNP Unemployed Armed.Forces Population 508s GNP.deflator 100.6 954.7 1147.1 -507.6 74.2 508s GNP 954.7 9430.9 10115.8 -4616.5 730.1 508s Unemployed 1147.1 10115.8 19838.3 -6376.9 850.6 508s Armed.Forces -507.6 -4616.5 -6376.9 3240.2 -351.3 508s Population 74.2 730.1 850.6 -351.3 57.5 508s Year 46.4 450.8 539.5 -233.0 35.3 508s Employed 30.8 310.5 274.0 -160.8 23.3 508s Year Employed 508s GNP.deflator 46.4 30.8 508s GNP 450.8 310.5 508s Unemployed 539.5 274.0 508s Armed.Forces -233.0 -160.8 508s Population 35.3 23.3 508s Year 21.9 14.6 508s Employed 14.6 11.2 508s -------------------------------------------------------- 508s Loblolly 84 3 1.481317 508s Outliers: 14 508s [1] 6 12 18 24 30 36 42 48 54 60 66 72 78 84 508s ------------- 508s 508s Call: 508s CovSest(x = x, method = method) 508s -> Method: S-estimates: S-FAST 508s 508s Robust Estimate of Location: 508s [1] 24.22 9.65 7.50 508s 508s Robust Estimate of Covariance: 508s height age Seed 508s height 525.08 179.21 14.27 508s age 179.21 61.85 2.94 508s Seed 14.27 2.94 25.86 508s -------------------------------------------------------- 508s quakes 1000 4 1.576855 508s Outliers: 223 508s [1] 7 12 15 17 22 25 27 28 32 37 40 41 45 48 53 508s [16] 63 64 73 78 87 91 92 94 99 108 110 117 118 119 120 508s [31] 121 122 126 133 136 141 143 145 148 152 154 155 157 159 160 508s [46] 163 170 192 205 222 226 230 239 243 250 251 252 254 258 263 508s [61] 267 268 271 283 292 300 301 305 311 312 318 320 321 325 328 508s [76] 330 334 352 357 360 365 381 382 384 389 400 402 408 413 416 508s [91] 417 419 426 429 437 441 443 453 456 467 474 477 490 492 496 508s [106] 504 507 508 509 517 524 527 528 531 532 534 536 538 539 541 508s [121] 542 543 544 545 546 547 552 553 560 571 581 583 587 593 594 508s [136] 596 597 605 612 613 618 620 625 629 638 642 647 649 653 655 508s [151] 656 672 675 681 686 699 701 702 712 714 716 721 725 726 735 508s [166] 744 754 756 759 765 766 769 779 781 782 785 787 797 804 813 508s [181] 825 827 837 840 844 852 853 857 860 865 866 869 870 872 873 508s [196] 883 884 887 888 890 891 893 908 909 912 915 916 921 927 930 508s [211] 952 962 963 969 974 980 982 986 987 988 992 997 1000 508s ------------- 508s 508s Call: 508s CovSest(x = x, method = method) 508s -> Method: S-estimates: S-FAST 508s 508s Robust Estimate of Location: 508s [1] -21.54 182.35 369.21 4.54 508s 508s Robust Estimate of Covariance: 508s lat long depth mag 508s lat 2.81e+01 6.19e+00 3.27e+02 -4.56e-01 508s long 6.19e+00 7.54e+00 -5.95e+02 9.56e-02 508s depth 3.27e+02 -5.95e+02 8.36e+04 -2.70e+01 508s mag -4.56e-01 9.56e-02 -2.70e+01 2.35e-01 508s -------------------------------------------------------- 508s =================================================== 508s > dodata(method="sdet") 508s 508s Call: dodata(method = "sdet") 508s Data Set n p LOG(det) Time 508s =================================================== 509s heart 12 2 2.017701 509s Outliers: 3 509s [1] 2 6 12 509s ------------- 509s 509s Call: 509s CovSest(x = x, method = method) 509s -> Method: S-estimates: DET-S 509s 509s Robust Estimate of Location: 509s [1] 36.1 29.5 509s 509s Robust Estimate of Covariance: 509s height weight 509s height 129 210 509s weight 210 365 509s -------------------------------------------------------- 509s starsCYG 47 2 -1.450032 509s Outliers: 7 509s [1] 7 9 11 14 20 30 34 509s ------------- 509s 509s Call: 509s CovSest(x = x, method = method) 509s -> Method: S-estimates: DET-S 509s 509s Robust Estimate of Location: 509s [1] 4.42 4.97 509s 509s Robust Estimate of Covariance: 509s log.Te log.light 509s log.Te 0.0176 0.0617 509s log.light 0.0617 0.3880 509s -------------------------------------------------------- 509s phosphor 18 2 2.320721 509s Outliers: 2 509s [1] 1 6 509s ------------- 509s 509s Call: 509s CovSest(x = x, method = method) 509s -> Method: S-estimates: DET-S 509s 509s Robust Estimate of Location: 509s [1] 14.1 38.8 509s 509s Robust Estimate of Covariance: 509s inorg organic 509s inorg 174 190 509s organic 190 268 509s -------------------------------------------------------- 509s stackloss 21 3 1.470031 509s Outliers: 3 509s [1] 1 2 3 509s ------------- 509s 509s Call: 509s CovSest(x = x, method = method) 509s -> Method: S-estimates: DET-S 509s 509s Robust Estimate of Location: 509s [1] 57.5 20.5 86.0 509s 509s Robust Estimate of Covariance: 509s Air.Flow Water.Temp Acid.Conc. 509s Air.Flow 38.94 11.66 22.89 509s Water.Temp 11.66 9.96 7.81 509s Acid.Conc. 22.89 7.81 40.48 509s -------------------------------------------------------- 509s coleman 20 5 0.491419 509s Outliers: 2 509s [1] 6 10 509s ------------- 509s 509s Call: 509s CovSest(x = x, method = method) 509s -> Method: S-estimates: DET-S 509s 509s Robust Estimate of Location: 509s [1] 2.77 45.58 4.13 25.13 6.39 509s 509s Robust Estimate of Covariance: 509s salaryP fatherWc sstatus teacherSc motherLev 509s salaryP 0.2209 1.9568 1.4389 0.2638 0.0674 509s fatherWc 1.9568 940.7409 307.8297 8.3290 21.9143 509s sstatus 1.4389 307.8297 134.0540 4.1808 7.4799 509s teacherSc 0.2638 8.3290 4.1808 0.7604 0.2917 509s motherLev 0.0674 21.9143 7.4799 0.2917 0.5817 509s -------------------------------------------------------- 509s salinity 28 3 0.734619 509s Outliers: 4 509s [1] 5 16 23 24 509s ------------- 509s 509s Call: 509s CovSest(x = x, method = method) 509s -> Method: S-estimates: DET-S 509s 509s Robust Estimate of Location: 509s [1] 10.31 3.07 22.60 509s 509s Robust Estimate of Covariance: 509s X1 X2 X3 509s X1 13.200 0.784 -3.611 509s X2 0.784 4.441 -1.658 509s X3 -3.611 -1.658 2.877 509s -------------------------------------------------------- 510s wood 20 5 -3.220754 510s Outliers: 4 510s [1] 4 6 8 19 510s ------------- 510s 510s Call: 510s CovSest(x = x, method = method) 510s -> Method: S-estimates: DET-S 510s 510s Robust Estimate of Location: 510s [1] 0.580 0.123 0.530 0.538 0.890 510s 510s Robust Estimate of Covariance: 510s x1 x2 x3 x4 x5 510s x1 8.16e-03 1.39e-03 1.97e-03 -2.82e-04 -7.61e-04 510s x2 1.39e-03 4.00e-04 8.14e-04 -8.51e-05 -5.07e-06 510s x3 1.97e-03 8.14e-04 4.74e-03 -9.59e-04 2.06e-05 510s x4 -2.82e-04 -8.51e-05 -9.59e-04 3.09e-03 1.87e-03 510s x5 -7.61e-04 -5.07e-06 2.06e-05 1.87e-03 2.28e-03 510s -------------------------------------------------------- 510s hbk 75 3 0.283145 510s Outliers: 14 510s [1] 1 2 3 4 5 6 7 8 9 10 11 12 13 14 510s ------------- 510s 510s Call: 510s CovSest(x = x, method = method) 510s -> Method: S-estimates: DET-S 510s 510s Robust Estimate of Location: 510s [1] 1.53 1.83 1.66 510s 510s Robust Estimate of Covariance: 510s X1 X2 X3 510s X1 1.8091 0.0479 0.2446 510s X2 0.0479 1.8190 0.2513 510s X3 0.2446 0.2513 1.7288 510s -------------------------------------------------------- 510s Animals 28 2 4.685129 510s Outliers: 10 510s [1] 2 6 7 9 12 14 15 16 24 25 510s ------------- 510s 510s Call: 510s CovSest(x = x, method = method) 510s -> Method: S-estimates: DET-S 510s 510s Robust Estimate of Location: 510s [1] 30.8 84.2 510s 510s Robust Estimate of Covariance: 510s body brain 510s body 14806 28767 510s brain 28767 65194 510s -------------------------------------------------------- 510s milk 86 8 -1.437863 510s Outliers: 15 511s [1] 1 2 3 12 13 14 15 16 17 41 44 47 70 74 75 511s ------------- 511s 511s Call: 511s CovSest(x = x, method = method) 511s -> Method: S-estimates: DET-S 511s 511s Robust Estimate of Location: 511s [1] 1.03 35.81 32.97 26.04 25.02 24.94 122.81 14.36 511s 511s Robust Estimate of Covariance: 511s X1 X2 X3 X4 X5 X6 X7 511s X1 8.30e-07 2.53e-04 4.43e-04 4.02e-04 3.92e-04 3.96e-04 1.44e-03 511s X2 2.53e-04 2.24e+00 4.77e-01 3.63e-01 2.91e-01 3.94e-01 2.44e+00 511s X3 4.43e-04 4.77e-01 1.58e+00 1.20e+00 1.18e+00 1.19e+00 1.65e+00 511s X4 4.02e-04 3.63e-01 1.20e+00 9.74e-01 9.37e-01 9.39e-01 1.39e+00 511s X5 3.92e-04 2.91e-01 1.18e+00 9.37e-01 9.78e-01 9.44e-01 1.37e+00 511s X6 3.96e-04 3.94e-01 1.19e+00 9.39e-01 9.44e-01 9.82e-01 1.41e+00 511s X7 1.44e-03 2.44e+00 1.65e+00 1.39e+00 1.37e+00 1.41e+00 6.96e+00 511s X8 7.45e-05 3.33e-01 2.82e-01 2.01e-01 1.80e-01 1.91e-01 6.38e-01 511s X8 511s X1 7.45e-05 511s X2 3.33e-01 511s X3 2.82e-01 511s X4 2.01e-01 511s X5 1.80e-01 511s X6 1.91e-01 511s X7 6.38e-01 511s X8 2.01e-01 511s -------------------------------------------------------- 511s bushfire 38 5 2.443148 511s Outliers: 13 511s [1] 7 8 9 10 11 31 32 33 34 35 36 37 38 511s ------------- 511s 511s Call: 511s CovSest(x = x, method = method) 511s -> Method: S-estimates: DET-S 511s 511s Robust Estimate of Location: 511s [1] 108 149 266 216 278 511s 511s Robust Estimate of Covariance: 511s V1 V2 V3 V4 V5 511s V1 911 688 -3961 -856 -707 511s V2 688 587 -2493 -492 -420 511s V3 -3961 -2493 24146 5765 4627 511s V4 -856 -492 5765 1477 1164 511s V5 -707 -420 4627 1164 925 511s -------------------------------------------------------- 511s rice 105 5 -0.724874 511s Outliers: 7 511s [1] 9 40 42 49 57 58 71 511s ------------- 511s 511s Call: 511s CovSest(x = x, method = method) 511s -> Method: S-estimates: DET-S 511s 511s Robust Estimate of Location: 511s [1] -0.2472 0.1211 -0.1207 0.0715 0.0640 511s 511s Robust Estimate of Covariance: 511s Favor Appearance Taste Stickiness Toughness 511s Favor 0.423 0.345 0.427 0.405 -0.202 511s Appearance 0.345 0.592 0.570 0.549 -0.316 511s Taste 0.427 0.570 0.739 0.706 -0.393 511s Stickiness 0.405 0.549 0.706 0.876 -0.497 511s Toughness -0.202 -0.316 -0.393 -0.497 0.467 511s -------------------------------------------------------- 511s hemophilia 75 2 -1.868949 511s Outliers: 2 511s [1] 11 36 511s ------------- 511s 511s Call: 511s CovSest(x = x, method = method) 511s -> Method: S-estimates: DET-S 511s 511s Robust Estimate of Location: 511s [1] -0.2126 -0.0357 511s 511s Robust Estimate of Covariance: 511s AHFactivity AHFantigen 511s AHFactivity 0.0317 0.0112 511s AHFantigen 0.0112 0.0218 511s -------------------------------------------------------- 512s fish 159 6 1.267294 512s Outliers: 33 512s [1] 61 72 73 74 75 76 77 78 79 80 81 82 83 85 86 87 88 89 90 512s [20] 91 92 93 94 95 96 97 98 99 100 101 102 103 142 512s ------------- 512s 512s Call: 512s CovSest(x = x, method = method) 512s -> Method: S-estimates: DET-S 512s 512s Robust Estimate of Location: 512s [1] 381.2 25.6 27.8 30.8 31.0 14.9 512s 512s Robust Estimate of Covariance: 512s Weight Length1 Length2 Length3 Height Width 512s Weight 148372.04 3260.48 3508.71 3976.93 1507.43 127.94 512s Length1 3260.48 77.00 82.52 92.18 27.56 3.29 512s Length2 3508.71 82.52 88.57 99.20 30.83 3.43 512s Length3 3976.93 92.18 99.20 113.97 45.50 2.21 512s Height 1507.43 27.56 30.83 45.50 70.54 -4.95 512s Width 127.94 3.29 3.43 2.21 -4.95 2.28 512s -------------------------------------------------------- 512s airquality 153 4 2.684374 512s Outliers: 7 512s [1] 7 14 23 30 34 77 107 512s ------------- 512s 512s Call: 512s CovSest(x = x, method = method) 512s -> Method: S-estimates: DET-S 512s 512s Robust Estimate of Location: 512s [1] 39.34 192.12 9.67 78.71 512s 512s Robust Estimate of Covariance: 512s Ozone Solar.R Wind Temp 512s Ozone 973.104 894.011 -61.856 243.560 512s Solar.R 894.011 9677.269 0.388 179.429 512s Wind -61.856 0.388 11.287 -14.310 512s Temp 243.560 179.429 -14.310 96.714 512s -------------------------------------------------------- 512s attitude 30 7 2.091968 512s Outliers: 4 512s [1] 14 16 18 24 512s ------------- 512s 512s Call: 512s CovSest(x = x, method = method) 512s -> Method: S-estimates: DET-S 512s 512s Robust Estimate of Location: 512s [1] 65.7 66.8 51.9 56.1 66.4 76.7 43.0 512s 512s Robust Estimate of Covariance: 512s rating complaints privileges learning raises critical advance 512s rating 170.59 136.40 77.41 125.46 99.72 8.01 49.52 512s complaints 136.40 170.94 94.62 136.73 120.76 23.52 78.52 512s privileges 77.41 94.62 150.49 112.77 87.92 6.43 72.33 512s learning 125.46 136.73 112.77 173.77 131.46 25.81 81.38 512s raises 99.72 120.76 87.92 131.46 136.76 29.50 91.70 512s critical 8.01 23.52 6.43 25.81 29.50 84.75 30.59 512s advance 49.52 78.52 72.33 81.38 91.70 30.59 116.28 512s -------------------------------------------------------- 512s attenu 182 5 1.148032 512s Outliers: 31 512s [1] 2 5 6 7 8 9 10 11 15 16 19 20 21 22 23 24 25 27 28 512s [20] 29 30 31 32 64 65 80 94 95 96 97 100 512s ------------- 512s 512s Call: 512s CovSest(x = x, method = method) 512s -> Method: S-estimates: DET-S 512s 512s Robust Estimate of Location: 512s [1] 16.432 5.849 60.297 27.144 0.134 512s 512s Robust Estimate of Covariance: 512s event mag station dist accel 512s event 54.9236 -3.0733 181.0954 -49.4195 -0.0628 512s mag -3.0733 0.6530 -8.4388 6.7388 0.0161 512s station 181.0954 -8.4388 1689.7161 -114.6321 0.7285 512s dist -49.4195 6.7388 -114.6321 597.3609 -1.7988 512s accel -0.0628 0.0161 0.7285 -1.7988 0.0152 512s -------------------------------------------------------- 513s USJudgeRatings 43 12 -1.683847 513s Outliers: 7 513s [1] 5 7 12 13 14 23 31 513s ------------- 513s 513s Call: 513s CovSest(x = x, method = method) 513s -> Method: S-estimates: DET-S 513s 513s Robust Estimate of Location: 513s [1] 7.43 8.16 7.75 7.89 7.68 7.76 7.67 7.67 7.51 7.58 8.19 7.86 513s 513s Robust Estimate of Covariance: 513s CONT INTG DMNR DILG CFMG DECI PREP FAMI 513s CONT 0.8715 -0.3020 -0.4683 -0.1894 -0.0569 -0.0993 -0.1772 -0.1976 513s INTG -0.3020 0.6403 0.8600 0.6956 0.5733 0.5440 0.7093 0.7086 513s DMNR -0.4683 0.8600 1.2416 0.9109 0.7669 0.7307 0.9295 0.9161 513s DILG -0.1894 0.6956 0.9109 0.8555 0.7410 0.7037 0.8867 0.8793 513s CFMG -0.0569 0.5733 0.7669 0.7410 0.6995 0.6546 0.7789 0.7723 513s DECI -0.0993 0.5440 0.7307 0.7037 0.6546 0.6343 0.7493 0.7513 513s PREP -0.1772 0.7093 0.9295 0.8867 0.7789 0.7493 0.9543 0.9559 513s FAMI -0.1976 0.7086 0.9161 0.8793 0.7723 0.7513 0.9559 0.9788 513s ORAL -0.2445 0.7456 0.9942 0.8919 0.7844 0.7553 0.9557 0.9683 513s WRIT -0.2345 0.7321 0.9652 0.8856 0.7783 0.7513 0.9501 0.9671 513s PHYS -0.1986 0.4676 0.6264 0.5628 0.5072 0.5038 0.5990 0.6140 513s RTEN -0.3154 0.8002 1.0801 0.9236 0.7954 0.7665 0.9639 0.9695 513s ORAL WRIT PHYS RTEN 513s CONT -0.2445 -0.2345 -0.1986 -0.3154 513s INTG 0.7456 0.7321 0.4676 0.8002 513s DMNR 0.9942 0.9652 0.6264 1.0801 513s DILG 0.8919 0.8856 0.5628 0.9236 513s CFMG 0.7844 0.7783 0.5072 0.7954 513s DECI 0.7553 0.7513 0.5038 0.7665 513s PREP 0.9557 0.9501 0.5990 0.9639 513s FAMI 0.9683 0.9671 0.6140 0.9695 513s ORAL 0.9856 0.9748 0.6281 1.0035 513s WRIT 0.9748 0.9714 0.6184 0.9873 513s PHYS 0.6281 0.6184 0.4713 0.6520 513s RTEN 1.0035 0.9873 0.6520 1.0624 513s -------------------------------------------------------- 513s USArrests 50 4 2.411726 513s Outliers: 4 513s [1] 2 28 33 39 513s ------------- 513s 513s Call: 513s CovSest(x = x, method = method) 513s -> Method: S-estimates: DET-S 513s 513s Robust Estimate of Location: 513s [1] 7.05 150.66 64.66 19.37 513s 513s Robust Estimate of Covariance: 513s Murder Assault UrbanPop Rape 513s Murder 23.8 380.8 19.2 29.7 513s Assault 380.8 8436.2 605.6 645.3 513s UrbanPop 19.2 605.6 246.5 78.8 513s Rape 29.7 645.3 78.8 77.3 513s -------------------------------------------------------- 513s longley 16 7 1.143113 513s Outliers: 4 513s [1] 1 2 3 4 513s ------------- 513s 513s Call: 513s CovSest(x = x, method = method) 513s -> Method: S-estimates: DET-S 513s 513s Robust Estimate of Location: 513s [1] 107 435 334 293 120 1957 67 513s 513s Robust Estimate of Covariance: 513s GNP.deflator GNP Unemployed Armed.Forces Population 513s GNP.deflator 89.2 850.1 1007.4 -404.4 66.2 513s GNP 850.1 8384.4 9020.8 -3692.0 650.5 513s Unemployed 1007.4 9020.8 16585.4 -4990.7 752.5 513s Armed.Forces -404.4 -3692.0 -4990.7 2474.2 -280.9 513s Population 66.2 650.5 752.5 -280.9 51.2 513s Year 41.9 407.6 481.9 -186.4 31.9 513s Employed 27.9 279.7 255.6 -128.8 21.1 513s Year Employed 513s GNP.deflator 41.9 27.9 513s GNP 407.6 279.7 513s Unemployed 481.9 255.6 513s Armed.Forces -186.4 -128.8 513s Population 31.9 21.1 513s Year 20.2 13.4 513s Employed 13.4 10.1 513s -------------------------------------------------------- 514s Loblolly 84 3 1.481317 514s Outliers: 14 514s [1] 6 12 18 24 30 36 42 48 54 60 66 72 78 84 514s ------------- 514s 514s Call: 514s CovSest(x = x, method = method) 514s -> Method: S-estimates: DET-S 514s 514s Robust Estimate of Location: 514s [1] 24.22 9.65 7.50 514s 514s Robust Estimate of Covariance: 514s height age Seed 514s height 525.08 179.21 14.27 514s age 179.21 61.85 2.94 514s Seed 14.27 2.94 25.86 514s -------------------------------------------------------- 514s quakes 1000 4 1.576855 514s Outliers: 223 514s [1] 7 12 15 17 22 25 27 28 32 37 40 41 45 48 53 514s [16] 63 64 73 78 87 91 92 94 99 108 110 117 118 119 120 514s [31] 121 122 126 133 136 141 143 145 148 152 154 155 157 159 160 514s [46] 163 170 192 205 222 226 230 239 243 250 251 252 254 258 263 514s [61] 267 268 271 283 292 300 301 305 311 312 318 320 321 325 328 514s [76] 330 334 352 357 360 365 381 382 384 389 400 402 408 413 416 514s [91] 417 419 426 429 437 441 443 453 456 467 474 477 490 492 496 514s [106] 504 507 508 509 517 524 527 528 531 532 534 536 538 539 541 514s [121] 542 543 544 545 546 547 552 553 560 571 581 583 587 593 594 514s [136] 596 597 605 612 613 618 620 625 629 638 642 647 649 653 655 514s [151] 656 672 675 681 686 699 701 702 712 714 716 721 725 726 735 514s [166] 744 754 756 759 765 766 769 779 781 782 785 787 797 804 813 514s [181] 825 827 837 840 844 852 853 857 860 865 866 869 870 872 873 514s [196] 883 884 887 888 890 891 893 908 909 912 915 916 921 927 930 514s [211] 952 962 963 969 974 980 982 986 987 988 992 997 1000 514s ------------- 514s 514s Call: 514s CovSest(x = x, method = method) 514s -> Method: S-estimates: DET-S 514s 514s Robust Estimate of Location: 514s [1] -21.54 182.35 369.21 4.54 514s 514s Robust Estimate of Covariance: 514s lat long depth mag 514s lat 2.81e+01 6.19e+00 3.27e+02 -4.56e-01 514s long 6.19e+00 7.54e+00 -5.95e+02 9.56e-02 514s depth 3.27e+02 -5.95e+02 8.36e+04 -2.70e+01 514s mag -4.56e-01 9.56e-02 -2.70e+01 2.35e-01 514s -------------------------------------------------------- 514s =================================================== 514s > ##dodata(method="suser") 514s > ##dodata(method="surreal") 514s > dodata(method="bisquare") 514s 514s Call: dodata(method = "bisquare") 514s Data Set n p LOG(det) Time 514s =================================================== 514s heart 12 2 7.721793 514s Outliers: 3 514s [1] 2 6 12 514s ------------- 514s 514s Call: 514s CovSest(x = x, method = method) 514s -> Method: S-estimates: bisquare 514s 514s Robust Estimate of Location: 514s height weight 514s 36.1 29.4 514s 514s Robust Estimate of Covariance: 514s height weight 514s height 109 177 514s weight 177 307 514s -------------------------------------------------------- 514s starsCYG 47 2 -5.942108 514s Outliers: 7 514s [1] 7 9 11 14 20 30 34 514s ------------- 514s 514s Call: 514s CovSest(x = x, method = method) 514s -> Method: S-estimates: bisquare 514s 514s Robust Estimate of Location: 514s log.Te log.light 514s 4.42 4.97 514s 514s Robust Estimate of Covariance: 514s log.Te log.light 514s log.Te 0.0164 0.0574 514s log.light 0.0574 0.3613 514s -------------------------------------------------------- 514s phosphor 18 2 9.269096 514s Outliers: 2 514s [1] 1 6 514s ------------- 514s 514s Call: 514s CovSest(x = x, method = method) 514s -> Method: S-estimates: bisquare 514s 514s Robust Estimate of Location: 514s inorg organic 514s 14.1 38.7 514s 514s Robust Estimate of Covariance: 514s inorg organic 514s inorg 173 189 514s organic 189 268 514s -------------------------------------------------------- 514s stackloss 21 3 8.411100 514s Outliers: 3 514s [1] 1 2 3 514s ------------- 514s 514s Call: 514s CovSest(x = x, method = method) 514s -> Method: S-estimates: bisquare 514s 514s Robust Estimate of Location: 514s Air.Flow Water.Temp Acid.Conc. 514s 57.5 20.5 86.0 514s 514s Robust Estimate of Covariance: 514s Air.Flow Water.Temp Acid.Conc. 514s Air.Flow 33.82 10.17 20.02 514s Water.Temp 10.17 8.70 6.84 514s Acid.Conc. 20.02 6.84 35.51 514s -------------------------------------------------------- 514s coleman 20 5 4.722046 514s Outliers: 2 514s [1] 6 10 514s ------------- 514s 514s Call: 514s CovSest(x = x, method = method) 514s -> Method: S-estimates: bisquare 514s 514s Robust Estimate of Location: 514s salaryP fatherWc sstatus teacherSc motherLev 514s 2.77 45.59 4.14 25.13 6.39 514s 514s Robust Estimate of Covariance: 514s salaryP fatherWc sstatus teacherSc motherLev 514s salaryP 0.2135 1.8732 1.3883 0.2547 0.0648 514s fatherWc 1.8732 905.6704 296.1916 7.9820 21.0848 514s sstatus 1.3883 296.1916 128.9536 4.0196 7.1917 514s teacherSc 0.2547 7.9820 4.0196 0.7321 0.2799 514s motherLev 0.0648 21.0848 7.1917 0.2799 0.5592 514s -------------------------------------------------------- 514s salinity 28 3 4.169963 514s Outliers: 4 514s [1] 5 16 23 24 514s ------------- 514s 514s Call: 514s CovSest(x = x, method = method) 514s -> Method: S-estimates: bisquare 514s 514s Robust Estimate of Location: 514s X1 X2 X3 514s 10.30 3.07 22.59 514s 514s Robust Estimate of Covariance: 514s X1 X2 X3 514s X1 12.234 0.748 -3.369 514s X2 0.748 4.115 -1.524 514s X3 -3.369 -1.524 2.655 514s -------------------------------------------------------- 514s wood 20 5 -33.862485 514s Outliers: 5 514s [1] 4 6 8 11 19 514s ------------- 514s 514s Call: 514s CovSest(x = x, method = method) 514s -> Method: S-estimates: bisquare 514s 514s Robust Estimate of Location: 514s x1 x2 x3 x4 x5 514s 0.580 0.123 0.530 0.538 0.890 514s 514s Robust Estimate of Covariance: 514s x1 x2 x3 x4 x5 514s x1 5.88e-03 9.96e-04 1.43e-03 -1.96e-04 -5.46e-04 514s x2 9.96e-04 2.86e-04 5.89e-04 -5.78e-05 -2.24e-06 514s x3 1.43e-03 5.89e-04 3.42e-03 -6.95e-04 1.43e-05 514s x4 -1.96e-04 -5.78e-05 -6.95e-04 2.23e-03 1.35e-03 514s x5 -5.46e-04 -2.24e-06 1.43e-05 1.35e-03 1.65e-03 514s -------------------------------------------------------- 514s hbk 75 3 1.472421 514s Outliers: 14 514s [1] 1 2 3 4 5 6 7 8 9 10 11 12 13 14 514s ------------- 514s 514s Call: 514s CovSest(x = x, method = method) 514s -> Method: S-estimates: bisquare 514s 514s Robust Estimate of Location: 514s X1 X2 X3 514s 1.53 1.83 1.66 514s 514s Robust Estimate of Covariance: 514s X1 X2 X3 514s X1 1.6775 0.0447 0.2268 514s X2 0.0447 1.6865 0.2325 514s X3 0.2268 0.2325 1.6032 514s -------------------------------------------------------- 514s Animals 28 2 18.528307 514s Outliers: 11 514s [1] 2 6 7 9 12 14 15 16 24 25 28 514s ------------- 514s 514s Call: 514s CovSest(x = x, method = method) 514s -> Method: S-estimates: bisquare 514s 514s Robust Estimate of Location: 514s body brain 514s 30.7 84.1 514s 514s Robust Estimate of Covariance: 514s body brain 514s body 13278 25795 514s brain 25795 58499 514s -------------------------------------------------------- 514s milk 86 8 -24.816943 514s Outliers: 19 514s [1] 1 2 3 11 12 13 14 15 16 17 20 27 41 44 47 70 74 75 77 514s ------------- 514s 514s Call: 514s CovSest(x = x, method = method) 514s -> Method: S-estimates: bisquare 514s 514s Robust Estimate of Location: 514s X1 X2 X3 X4 X5 X6 X7 X8 514s 1.03 35.81 32.96 26.04 25.02 24.94 122.79 14.35 514s 514s Robust Estimate of Covariance: 514s X1 X2 X3 X4 X5 X6 X7 514s X1 6.80e-07 2.20e-04 3.70e-04 3.35e-04 3.27e-04 3.30e-04 1.21e-03 514s X2 2.20e-04 1.80e+00 3.96e-01 3.03e-01 2.45e-01 3.27e-01 2.00e+00 514s X3 3.70e-04 3.96e-01 1.27e+00 9.68e-01 9.49e-01 9.56e-01 1.37e+00 514s X4 3.35e-04 3.03e-01 9.68e-01 7.86e-01 7.55e-01 7.57e-01 1.15e+00 514s X5 3.27e-04 2.45e-01 9.49e-01 7.55e-01 7.88e-01 7.61e-01 1.14e+00 514s X6 3.30e-04 3.27e-01 9.56e-01 7.57e-01 7.61e-01 7.90e-01 1.17e+00 514s X7 1.21e-03 2.00e+00 1.37e+00 1.15e+00 1.14e+00 1.17e+00 5.71e+00 514s X8 6.57e-05 2.71e-01 2.30e-01 1.64e-01 1.48e-01 1.57e-01 5.27e-01 514s X8 514s X1 6.57e-05 514s X2 2.71e-01 514s X3 2.30e-01 514s X4 1.64e-01 514s X5 1.48e-01 514s X6 1.57e-01 514s X7 5.27e-01 514s X8 1.62e-01 514s -------------------------------------------------------- 514s bushfire 38 5 21.704243 514s Outliers: 13 514s [1] 7 8 9 10 11 31 32 33 34 35 36 37 38 514s ------------- 514s 514s Call: 514s CovSest(x = x, method = method) 514s -> Method: S-estimates: bisquare 514s 514s Robust Estimate of Location: 514s V1 V2 V3 V4 V5 514s 108 149 266 216 278 514s 514s Robust Estimate of Covariance: 514s V1 V2 V3 V4 V5 514s V1 528 398 -2298 -497 -410 514s V2 398 340 -1445 -285 -244 514s V3 -2298 -1445 14026 3348 2687 514s V4 -497 -285 3348 857 676 514s V5 -410 -244 2687 676 537 514s -------------------------------------------------------- 514s rice 105 5 -7.346939 514s Outliers: 8 514s [1] 9 14 40 42 49 57 58 71 514s ------------- 514s 514s Call: 514s CovSest(x = x, method = method) 514s -> Method: S-estimates: bisquare 514s 514s Robust Estimate of Location: 514s Favor Appearance Taste Stickiness Toughness 514s -0.2480 0.1203 -0.1213 0.0710 0.0644 514s 514s Robust Estimate of Covariance: 514s Favor Appearance Taste Stickiness Toughness 514s Favor 0.415 0.338 0.419 0.398 -0.198 514s Appearance 0.338 0.580 0.559 0.539 -0.310 514s Taste 0.419 0.559 0.725 0.693 -0.386 514s Stickiness 0.398 0.539 0.693 0.859 -0.487 514s Toughness -0.198 -0.310 -0.386 -0.487 0.457 514s -------------------------------------------------------- 514s hemophilia 75 2 -7.465173 514s Outliers: 2 514s [1] 11 36 514s ------------- 514s 514s Call: 514s CovSest(x = x, method = method) 514s -> Method: S-estimates: bisquare 514s 514s Robust Estimate of Location: 514s AHFactivity AHFantigen 514s -0.2128 -0.0366 514s 514s Robust Estimate of Covariance: 514s AHFactivity AHFantigen 514s AHFactivity 0.0321 0.0115 514s AHFantigen 0.0115 0.0220 514s -------------------------------------------------------- 514s fish 159 6 13.465134 514s Outliers: 35 514s [1] 38 61 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 514s [20] 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 142 514s ------------- 514s 514s Call: 514s CovSest(x = x, method = method) 514s -> Method: S-estimates: bisquare 514s 514s Robust Estimate of Location: 514s Weight Length1 Length2 Length3 Height Width 514s 381.4 25.6 27.8 30.8 31.0 14.9 514s 514s Robust Estimate of Covariance: 514s Weight Length1 Length2 Length3 Height Width 514s Weight 111094.92 2440.81 2626.59 2976.92 1129.78 95.85 514s Length1 2440.81 57.63 61.75 68.98 20.67 2.46 514s Length2 2626.59 61.75 66.28 74.24 23.13 2.57 514s Length3 2976.92 68.98 74.24 85.29 34.11 1.65 514s Height 1129.78 20.67 23.13 34.11 52.75 -3.70 514s Width 95.85 2.46 2.57 1.65 -3.70 1.71 514s -------------------------------------------------------- 514s airquality 153 4 21.282926 514s Outliers: 8 514s [1] 7 11 14 23 30 34 77 107 514s ------------- 514s 514s Call: 514s CovSest(x = x, method = method) 514s -> Method: S-estimates: bisquare 514s 514s Robust Estimate of Location: 514s Ozone Solar.R Wind Temp 514s 39.40 192.29 9.66 78.74 514s 514s Robust Estimate of Covariance: 514s Ozone Solar.R Wind Temp 514s Ozone 930.566 849.644 -59.157 232.459 514s Solar.R 849.644 9207.569 0.594 168.122 514s Wind -59.157 0.594 10.783 -13.645 514s Temp 232.459 168.122 -13.645 92.048 514s -------------------------------------------------------- 514s attitude 30 7 28.084183 514s Outliers: 6 514s [1] 6 9 14 16 18 24 514s ------------- 514s 514s Call: 514s CovSest(x = x, method = method) 514s -> Method: S-estimates: bisquare 514s 514s Robust Estimate of Location: 514s rating complaints privileges learning raises critical 514s 65.7 66.8 51.9 56.1 66.4 76.7 514s advance 514s 43.0 514s 514s Robust Estimate of Covariance: 514s rating complaints privileges learning raises critical advance 514s rating 143.88 114.95 64.97 105.69 83.95 6.96 41.78 514s complaints 114.95 143.84 79.28 115.00 101.48 19.69 66.13 514s privileges 64.97 79.28 126.38 94.70 73.87 5.37 61.07 514s learning 105.69 115.00 94.70 146.14 110.50 21.67 68.49 514s raises 83.95 101.48 73.87 110.50 115.01 24.91 77.16 514s critical 6.96 19.69 5.37 21.67 24.91 71.74 25.88 514s advance 41.78 66.13 61.07 68.49 77.16 25.88 97.71 514s -------------------------------------------------------- 514s attenu 182 5 10.109049 514s Outliers: 35 514s [1] 2 4 5 6 7 8 9 10 11 15 16 19 20 21 22 23 24 25 27 514s [20] 28 29 30 31 32 64 65 80 93 94 95 96 97 98 99 100 514s ------------- 514s 514s Call: 514s CovSest(x = x, method = method) 514s -> Method: S-estimates: bisquare 514s 514s Robust Estimate of Location: 514s event mag station dist accel 514s 16.418 5.850 60.243 27.307 0.134 514s 514s Robust Estimate of Covariance: 514s event mag station dist accel 514s event 41.9000 -2.3543 137.8110 -39.0321 -0.0447 514s mag -2.3543 0.4978 -6.4461 5.2644 0.0118 514s station 137.8110 -6.4461 1283.9675 -90.1657 0.5554 514s dist -39.0321 5.2644 -90.1657 462.3898 -1.3672 514s accel -0.0447 0.0118 0.5554 -1.3672 0.0114 514s -------------------------------------------------------- 514s USJudgeRatings 43 12 -43.367499 514s Outliers: 10 514s [1] 5 7 8 12 13 14 20 23 31 35 514s ------------- 514s 514s Call: 514s CovSest(x = x, method = method) 514s -> Method: S-estimates: bisquare 514s 514s Robust Estimate of Location: 514s CONT INTG DMNR DILG CFMG DECI PREP FAMI ORAL WRIT PHYS RTEN 514s 7.43 8.16 7.75 7.89 7.69 7.76 7.68 7.67 7.52 7.59 8.19 7.87 514s 514s Robust Estimate of Covariance: 514s CONT INTG DMNR DILG CFMG DECI PREP FAMI 514s CONT 0.6895 -0.2399 -0.3728 -0.1514 -0.0461 -0.0801 -0.1419 -0.1577 514s INTG -0.2399 0.5021 0.6746 0.5446 0.4479 0.4254 0.5564 0.5558 514s DMNR -0.3728 0.6746 0.9753 0.7128 0.5992 0.5715 0.7289 0.7181 514s DILG -0.1514 0.5446 0.7128 0.6691 0.5789 0.5501 0.6949 0.6892 514s CFMG -0.0461 0.4479 0.5992 0.5789 0.5468 0.5118 0.6100 0.6049 514s DECI -0.0801 0.4254 0.5715 0.5501 0.5118 0.4965 0.5872 0.5890 514s PREP -0.1419 0.5564 0.7289 0.6949 0.6100 0.5872 0.7497 0.7511 514s FAMI -0.1577 0.5558 0.7181 0.6892 0.6049 0.5890 0.7511 0.7696 514s ORAL -0.1950 0.5848 0.7798 0.6990 0.6143 0.5921 0.7508 0.7610 514s WRIT -0.1866 0.5747 0.7575 0.6946 0.6101 0.5895 0.7470 0.7607 514s PHYS -0.1620 0.3640 0.4878 0.4361 0.3927 0.3910 0.4655 0.4779 514s RTEN -0.2522 0.6268 0.8462 0.7220 0.6210 0.5991 0.7553 0.7599 514s ORAL WRIT PHYS RTEN 514s CONT -0.1950 -0.1866 -0.1620 -0.2522 514s INTG 0.5848 0.5747 0.3640 0.6268 514s DMNR 0.7798 0.7575 0.4878 0.8462 514s DILG 0.6990 0.6946 0.4361 0.7220 514s CFMG 0.6143 0.6101 0.3927 0.6210 514s DECI 0.5921 0.5895 0.3910 0.5991 514s PREP 0.7508 0.7470 0.4655 0.7553 514s FAMI 0.7610 0.7607 0.4779 0.7599 514s ORAL 0.7745 0.7665 0.4893 0.7866 514s WRIT 0.7665 0.7645 0.4823 0.7745 514s PHYS 0.4893 0.4823 0.3620 0.5062 514s RTEN 0.7866 0.7745 0.5062 0.8313 514s -------------------------------------------------------- 514s USArrests 50 4 19.266763 514s Outliers: 4 514s [1] 2 28 33 39 514s ------------- 514s 514s Call: 514s CovSest(x = x, method = method) 514s -> Method: S-estimates: bisquare 514s 514s Robust Estimate of Location: 514s Murder Assault UrbanPop Rape 514s 7.04 150.55 64.64 19.34 514s 514s Robust Estimate of Covariance: 514s Murder Assault UrbanPop Rape 514s Murder 23.7 378.9 19.1 29.5 514s Assault 378.9 8388.2 601.3 639.7 514s UrbanPop 19.1 601.3 245.3 77.9 514s Rape 29.5 639.7 77.9 76.3 514s -------------------------------------------------------- 514s longley 16 7 13.789499 514s Outliers: 4 514s [1] 1 2 3 4 514s ------------- 514s 514s Call: 514s CovSest(x = x, method = method) 514s -> Method: S-estimates: bisquare 514s 514s Robust Estimate of Location: 514s GNP.deflator GNP Unemployed Armed.Forces Population 514s 107 435 333 293 120 514s Year Employed 514s 1957 67 514s 514s Robust Estimate of Covariance: 515s GNP.deflator GNP Unemployed Armed.Forces Population 515s GNP.deflator 65.05 619.75 734.33 -294.02 48.27 515s GNP 619.75 6112.14 6578.12 -2684.52 474.26 515s Unemployed 734.33 6578.12 12075.90 -3627.79 548.58 515s Armed.Forces -294.02 -2684.52 -3627.79 1797.05 -204.25 515s Population 48.27 474.26 548.58 -204.25 37.36 515s Year 30.58 297.29 351.44 -135.53 23.29 515s Employed 20.36 203.96 186.62 -93.64 15.42 515s Year Employed 515s GNP.deflator 30.58 20.36 515s GNP 297.29 203.96 515s Unemployed 351.44 186.62 515s Armed.Forces -135.53 -93.64 515s Population 23.29 15.42 515s Year 14.70 9.80 515s Employed 9.80 7.36 515s -------------------------------------------------------- 515s Loblolly 84 3 8.518440 515s Outliers: 14 515s [1] 6 12 18 24 30 36 42 48 54 60 66 72 78 84 515s ------------- 515s 515s Call: 515s CovSest(x = x, method = method) 515s -> Method: S-estimates: bisquare 515s 515s Robust Estimate of Location: 515s height age Seed 515s 24.14 9.62 7.51 515s 515s Robust Estimate of Covariance: 515s height age Seed 515s height 464.64 158.43 12.83 515s age 158.43 54.62 2.67 515s Seed 12.83 2.67 22.98 515s -------------------------------------------------------- 515s quakes 1000 4 11.611413 515s Outliers: 234 515s [1] 7 12 15 17 22 25 27 28 32 37 40 41 45 48 53 515s [16] 63 64 73 78 87 91 92 94 99 108 110 117 118 119 120 515s [31] 121 122 126 133 136 141 143 145 148 152 154 155 157 159 160 515s [46] 163 166 170 174 192 205 222 226 230 239 243 250 251 252 254 515s [61] 258 263 267 268 271 283 292 297 300 301 305 311 312 318 320 515s [76] 321 325 328 330 331 334 352 357 360 365 368 376 381 382 384 515s [91] 389 399 400 402 408 413 416 417 418 419 426 429 437 441 443 515s [106] 453 456 467 474 477 490 492 496 504 507 508 509 517 524 527 515s [121] 528 531 532 534 536 538 539 541 542 543 544 545 546 547 552 515s [136] 553 558 560 570 571 581 583 587 593 594 596 597 605 612 613 515s [151] 618 620 625 629 638 642 647 649 653 655 656 672 675 681 686 515s [166] 699 701 702 712 714 716 721 725 726 735 744 753 754 756 759 515s [181] 765 766 769 779 781 782 785 787 797 804 813 825 827 837 840 515s [196] 844 852 853 857 860 865 866 869 870 872 873 883 884 887 888 515s [211] 890 891 893 908 909 912 915 916 921 927 930 952 962 963 969 515s [226] 974 980 982 986 987 988 992 997 1000 515s ------------- 515s 515s Call: 515s CovSest(x = x, method = method) 515s -> Method: S-estimates: bisquare 515s 515s Robust Estimate of Location: 515s lat long depth mag 515s -21.54 182.35 369.29 4.54 515s 515s Robust Estimate of Covariance: 515s lat long depth mag 515s lat 2.18e+01 4.82e+00 2.53e+02 -3.54e-01 515s long 4.82e+00 5.87e+00 -4.63e+02 7.45e-02 515s depth 2.53e+02 -4.63e+02 6.51e+04 -2.10e+01 515s mag -3.54e-01 7.45e-02 -2.10e+01 1.83e-01 515s -------------------------------------------------------- 515s =================================================== 515s > dodata(method="rocke") 515s 515s Call: dodata(method = "rocke") 515s Data Set n p LOG(det) Time 515s =================================================== 515s heart 12 2 7.285196 515s Outliers: 3 515s [1] 2 6 12 515s ------------- 515s 515s Call: 515s CovSest(x = x, method = method) 515s -> Method: S-estimates: Rocke type 515s 515s Robust Estimate of Location: 515s height weight 515s 34.3 26.1 515s 515s Robust Estimate of Covariance: 515s height weight 515s height 105 159 515s weight 159 256 515s -------------------------------------------------------- 515s starsCYG 47 2 -5.929361 515s Outliers: 7 515s [1] 7 9 11 14 20 30 34 515s ------------- 515s 515s Call: 515s CovSest(x = x, method = method) 515s -> Method: S-estimates: Rocke type 515s 515s Robust Estimate of Location: 515s log.Te log.light 515s 4.42 4.93 515s 515s Robust Estimate of Covariance: 515s log.Te log.light 515s log.Te 0.0193 0.0709 515s log.light 0.0709 0.3987 515s -------------------------------------------------------- 515s phosphor 18 2 8.907518 515s Outliers: 3 515s [1] 1 6 10 515s ------------- 515s 515s Call: 515s CovSest(x = x, method = method) 515s -> Method: S-estimates: Rocke type 515s 515s Robust Estimate of Location: 515s inorg organic 515s 15.8 39.4 515s 515s Robust Estimate of Covariance: 515s inorg organic 515s inorg 196 252 515s organic 252 360 515s -------------------------------------------------------- 515s stackloss 21 3 8.143313 515s Outliers: 4 515s [1] 1 2 3 21 515s ------------- 515s 515s Call: 515s CovSest(x = x, method = method) 515s -> Method: S-estimates: Rocke type 515s 515s Robust Estimate of Location: 515s Air.Flow Water.Temp Acid.Conc. 515s 56.8 20.2 86.4 515s 515s Robust Estimate of Covariance: 515s Air.Flow Water.Temp Acid.Conc. 515s Air.Flow 29.26 9.62 14.78 515s Water.Temp 9.62 8.54 6.25 515s Acid.Conc. 14.78 6.25 29.70 515s -------------------------------------------------------- 515s coleman 20 5 4.001659 515s Outliers: 5 515s [1] 2 6 9 10 13 515s ------------- 515s 515s Call: 515s CovSest(x = x, method = method) 515s -> Method: S-estimates: Rocke type 515s 515s Robust Estimate of Location: 515s salaryP fatherWc sstatus teacherSc motherLev 515s 2.81 40.27 2.11 25.01 6.27 515s 515s Robust Estimate of Covariance: 515s salaryP fatherWc sstatus teacherSc motherLev 515s salaryP 0.2850 1.1473 2.0254 0.3536 0.0737 515s fatherWc 1.1473 798.0714 278.0145 6.4590 18.6357 515s sstatus 2.0254 278.0145 128.7601 4.0666 6.3845 515s teacherSc 0.3536 6.4590 4.0666 0.8749 0.2980 515s motherLev 0.0737 18.6357 6.3845 0.2980 0.4948 515s -------------------------------------------------------- 515s salinity 28 3 3.455146 515s Outliers: 9 515s [1] 3 5 10 11 15 16 17 23 24 515s ------------- 515s 515s Call: 515s CovSest(x = x, method = method) 515s -> Method: S-estimates: Rocke type 515s 515s Robust Estimate of Location: 515s X1 X2 X3 515s 9.89 3.10 22.46 515s 515s Robust Estimate of Covariance: 515s X1 X2 X3 515s X1 12.710 1.868 -4.135 515s X2 1.868 4.710 -0.663 515s X3 -4.135 -0.663 1.907 515s -------------------------------------------------------- 515s wood 20 5 -35.020244 515s Outliers: 7 515s [1] 4 6 7 8 11 16 19 515s ------------- 515s 515s Call: 515s CovSest(x = x, method = method) 515s -> Method: S-estimates: Rocke type 515s 515s Robust Estimate of Location: 515s x1 x2 x3 x4 x5 515s 0.588 0.123 0.534 0.535 0.891 515s 515s Robust Estimate of Covariance: 515s x1 x2 x3 x4 x5 515s x1 6.60e-03 1.25e-03 2.16e-03 -3.73e-04 -1.10e-03 515s x2 1.25e-03 3.30e-04 8.91e-04 -1.23e-05 2.62e-05 515s x3 2.16e-03 8.91e-04 4.55e-03 -4.90e-04 1.93e-04 515s x4 -3.73e-04 -1.23e-05 -4.90e-04 2.01e-03 1.36e-03 515s x5 -1.10e-03 2.62e-05 1.93e-04 1.36e-03 1.95e-03 515s -------------------------------------------------------- 515s hbk 75 3 1.413303 515s Outliers: 14 515s [1] 1 2 3 4 5 6 7 8 9 10 11 12 13 14 515s ------------- 515s 515s Call: 515s CovSest(x = x, method = method) 515s -> Method: S-estimates: Rocke type 515s 515s Robust Estimate of Location: 515s X1 X2 X3 515s 1.56 1.77 1.68 515s 515s Robust Estimate of Covariance: 515s X1 X2 X3 515s X1 1.6483 0.0825 0.2133 515s X2 0.0825 1.6928 0.2334 515s X3 0.2133 0.2334 1.5334 515s -------------------------------------------------------- 515s Animals 28 2 17.787210 515s Outliers: 11 515s [1] 2 6 7 9 12 14 15 16 24 25 28 515s ------------- 515s 515s Call: 515s CovSest(x = x, method = method) 515s -> Method: S-estimates: Rocke type 515s 515s Robust Estimate of Location: 515s body brain 515s 60.6 150.2 515s 515s Robust Estimate of Covariance: 515s body brain 515s body 10670 19646 515s brain 19646 41147 515s -------------------------------------------------------- 515s milk 86 8 -25.169970 515s Outliers: 22 515s [1] 1 2 3 11 12 13 14 15 16 17 18 20 27 28 41 44 47 70 73 74 75 77 515s ------------- 515s 515s Call: 515s CovSest(x = x, method = method) 515s -> Method: S-estimates: Rocke type 515s 515s Robust Estimate of Location: 515s X1 X2 X3 X4 X5 X6 X7 X8 515s 1.03 35.87 33.14 26.19 25.17 25.11 123.16 14.41 515s 515s Robust Estimate of Covariance: 515s X1 X2 X3 X4 X5 X6 X7 515s X1 4.47e-07 1.77e-04 1.94e-04 1.79e-04 1.60e-04 1.45e-04 6.45e-04 515s X2 1.77e-04 2.36e+00 4.03e-01 3.08e-01 2.08e-01 3.45e-01 2.18e+00 515s X3 1.94e-04 4.03e-01 1.13e+00 8.31e-01 8.08e-01 7.79e-01 9.83e-01 515s X4 1.79e-04 3.08e-01 8.31e-01 6.62e-01 6.22e-01 5.95e-01 7.82e-01 515s X5 1.60e-04 2.08e-01 8.08e-01 6.22e-01 6.51e-01 5.93e-01 7.60e-01 515s X6 1.45e-04 3.45e-01 7.79e-01 5.95e-01 5.93e-01 5.88e-01 7.81e-01 515s X7 6.45e-04 2.18e+00 9.83e-01 7.82e-01 7.60e-01 7.81e-01 4.81e+00 515s X8 2.47e-05 2.57e-01 2.00e-01 1.37e-01 1.13e-01 1.28e-01 4.38e-01 515s X8 515s X1 2.47e-05 515s X2 2.57e-01 515s X3 2.00e-01 515s X4 1.37e-01 515s X5 1.13e-01 515s X6 1.28e-01 515s X7 4.38e-01 515s X8 1.61e-01 515s -------------------------------------------------------- 515s bushfire 38 5 21.641566 515s Outliers: 13 515s [1] 7 8 9 10 11 31 32 33 34 35 36 37 38 515s ------------- 515s 515s Call: 515s CovSest(x = x, method = method) 515s -> Method: S-estimates: Rocke type 515s 515s Robust Estimate of Location: 515s V1 V2 V3 V4 V5 515s 111 150 256 214 276 515s 515s Robust Estimate of Covariance: 515s V1 V2 V3 V4 V5 515s V1 554 408 -2321 -464 -393 515s V2 408 343 -1361 -244 -215 515s V3 -2321 -1361 14690 3277 2684 515s V4 -464 -244 3277 783 629 515s V5 -393 -215 2684 629 509 515s -------------------------------------------------------- 515s rice 105 5 -7.208835 515s Outliers: 8 515s [1] 9 14 40 42 49 57 58 71 515s ------------- 515s 515s Call: 515s CovSest(x = x, method = method) 515s -> Method: S-estimates: Rocke type 515s 515s Robust Estimate of Location: 515s Favor Appearance Taste Stickiness Toughness 515s -0.21721 0.20948 -0.04581 0.15355 -0.00254 515s 515s Robust Estimate of Covariance: 515s Favor Appearance Taste Stickiness Toughness 515s Favor 0.432 0.337 0.417 0.382 -0.201 515s Appearance 0.337 0.591 0.553 0.510 -0.295 515s Taste 0.417 0.553 0.735 0.683 -0.385 515s Stickiness 0.382 0.510 0.683 0.834 -0.462 515s Toughness -0.201 -0.295 -0.385 -0.462 0.408 515s -------------------------------------------------------- 515s hemophilia 75 2 -7.453807 515s Outliers: 2 515s [1] 46 53 515s ------------- 515s 515s Call: 515s CovSest(x = x, method = method) 515s -> Method: S-estimates: Rocke type 515s 515s Robust Estimate of Location: 515s AHFactivity AHFantigen 515s -0.2276 -0.0637 515s 515s Robust Estimate of Covariance: 515s AHFactivity AHFantigen 515s AHFactivity 0.0405 0.0221 515s AHFantigen 0.0221 0.0263 515s -------------------------------------------------------- 515s fish 159 6 13.110263 515s Outliers: 47 515s [1] 38 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 515s [20] 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 515s [39] 98 99 100 101 102 103 104 140 142 515s ------------- 515s 515s Call: 515s CovSest(x = x, method = method) 515s -> Method: S-estimates: Rocke type 515s 515s Robust Estimate of Location: 515s Weight Length1 Length2 Length3 Height Width 515s 452.1 27.2 29.5 32.6 30.8 15.0 515s 515s Robust Estimate of Covariance: 515s Weight Length1 Length2 Length3 Height Width 515s Weight 132559.85 2817.97 3035.69 3369.07 1231.68 112.19 515s Length1 2817.97 64.16 68.74 75.36 22.52 2.37 515s Length2 3035.69 68.74 73.77 81.12 25.57 2.47 515s Length3 3369.07 75.36 81.12 91.65 37.39 1.40 515s Height 1231.68 22.52 25.57 37.39 50.91 -3.92 515s Width 112.19 2.37 2.47 1.40 -3.92 1.87 515s -------------------------------------------------------- 515s airquality 153 4 21.181656 515s Outliers: 13 515s [1] 6 7 11 14 17 20 23 30 34 53 63 77 107 515s ------------- 515s 515s Call: 515s CovSest(x = x, method = method) 515s -> Method: S-estimates: Rocke type 515s 515s Robust Estimate of Location: 515s Ozone Solar.R Wind Temp 515s 40.21 198.33 9.76 79.35 515s 515s Robust Estimate of Covariance: 515s Ozone Solar.R Wind Temp 515s Ozone 885.7 581.1 -57.3 226.4 515s Solar.R 581.1 8870.9 26.2 -15.1 515s Wind -57.3 26.2 11.8 -13.4 515s Temp 226.4 -15.1 -13.4 89.4 515s -------------------------------------------------------- 515s attitude 30 7 27.836398 515s Outliers: 8 515s [1] 1 9 13 14 17 18 24 26 515s ------------- 515s 515s Call: 515s CovSest(x = x, method = method) 515s -> Method: S-estimates: Rocke type 515s 515s Robust Estimate of Location: 515s rating complaints privileges learning raises critical 515s 64.0 65.4 50.5 54.9 63.1 72.6 515s advance 515s 40.5 515s 515s Robust Estimate of Covariance: 515s rating complaints privileges learning raises critical advance 515s rating 180.10 153.16 42.04 128.90 90.25 18.75 39.81 515s complaints 153.16 192.38 58.32 142.48 94.29 8.13 45.33 515s privileges 42.04 58.32 113.65 82.31 69.53 23.13 61.96 515s learning 128.90 142.48 82.31 156.99 101.74 13.22 49.64 515s raises 90.25 94.29 69.53 101.74 110.85 47.84 55.76 515s critical 18.75 8.13 23.13 13.22 47.84 123.00 36.97 515s advance 39.81 45.33 61.96 49.64 55.76 36.97 53.59 515s -------------------------------------------------------- 515s attenu 182 5 9.726797 515s Outliers: 44 515s [1] 1 2 4 5 6 7 8 9 10 11 13 15 16 19 20 21 22 23 24 515s [20] 25 27 28 29 30 31 32 40 45 60 61 64 65 78 80 81 93 94 95 515s [39] 96 97 98 99 100 108 515s ------------- 515s 515s Call: 515s CovSest(x = x, method = method) 515s -> Method: S-estimates: Rocke type 515s 515s Robust Estimate of Location: 515s event mag station dist accel 515s 16.39 5.82 60.89 27.97 0.12 515s 515s Robust Estimate of Covariance: 515s event mag station dist accel 515s event 4.20e+01 -1.97e+00 1.44e+02 -3.50e+01 4.05e-02 515s mag -1.97e+00 5.05e-01 -4.78e+00 4.63e+00 4.19e-03 515s station 1.44e+02 -4.78e+00 1.47e+03 -5.74e+01 7.88e-01 515s dist -3.50e+01 4.63e+00 -5.74e+01 3.99e+02 -1.18e+00 515s accel 4.05e-02 4.19e-03 7.88e-01 -1.18e+00 7.71e-03 515s -------------------------------------------------------- 515s USJudgeRatings 43 12 -46.356873 515s Outliers: 15 515s [1] 1 5 7 8 12 13 14 17 20 21 23 30 31 35 42 515s ------------- 515s 515s Call: 515s CovSest(x = x, method = method) 515s -> Method: S-estimates: Rocke type 515s 515s Robust Estimate of Location: 515s CONT INTG DMNR DILG CFMG DECI PREP FAMI ORAL WRIT PHYS RTEN 515s 7.56 8.12 7.70 7.91 7.74 7.82 7.66 7.66 7.50 7.58 8.22 7.86 515s 515s Robust Estimate of Covariance: 515s CONT INTG DMNR DILG CFMG DECI PREP 515s CONT 0.63426 -0.20121 -0.31858 -0.09578 0.00521 -0.00436 -0.07140 515s INTG -0.20121 0.28326 0.37540 0.27103 0.20362 0.19838 0.25706 515s DMNR -0.31858 0.37540 0.58265 0.33615 0.25649 0.24804 0.31696 515s DILG -0.09578 0.27103 0.33615 0.32588 0.27022 0.26302 0.32236 515s CFMG 0.00521 0.20362 0.25649 0.27022 0.25929 0.24217 0.27784 515s DECI -0.00436 0.19838 0.24804 0.26302 0.24217 0.23830 0.27284 515s PREP -0.07140 0.25706 0.31696 0.32236 0.27784 0.27284 0.35071 515s FAMI -0.07118 0.25858 0.29511 0.32582 0.27863 0.27657 0.35941 515s ORAL -0.11149 0.27055 0.33919 0.31768 0.27339 0.26739 0.34200 515s WRIT -0.10050 0.26857 0.32570 0.32327 0.27860 0.27201 0.34399 515s PHYS -0.09693 0.15339 0.18416 0.17089 0.13837 0.14895 0.18472 515s RTEN -0.15643 0.31793 0.40884 0.33863 0.27073 0.26854 0.34049 515s FAMI ORAL WRIT PHYS RTEN 515s CONT -0.07118 -0.11149 -0.10050 -0.09693 -0.15643 515s INTG 0.25858 0.27055 0.26857 0.15339 0.31793 515s DMNR 0.29511 0.33919 0.32570 0.18416 0.40884 515s DILG 0.32582 0.31768 0.32327 0.17089 0.33863 515s CFMG 0.27863 0.27339 0.27860 0.13837 0.27073 515s DECI 0.27657 0.26739 0.27201 0.14895 0.26854 515s PREP 0.35941 0.34200 0.34399 0.18472 0.34049 515s FAMI 0.38378 0.35617 0.36094 0.19998 0.35048 515s ORAL 0.35617 0.34918 0.34808 0.19759 0.35217 515s WRIT 0.36094 0.34808 0.35242 0.19666 0.35090 515s PHYS 0.19998 0.19759 0.19666 0.14770 0.20304 515s RTEN 0.35048 0.35217 0.35090 0.20304 0.39451 515s -------------------------------------------------------- 515s USArrests 50 4 19.206310 515s Outliers: 4 515s [1] 2 28 33 39 515s ------------- 515s 515s Call: 515s CovSest(x = x, method = method) 515s -> Method: S-estimates: Rocke type 515s 515s Robust Estimate of Location: 515s Murder Assault UrbanPop Rape 515s 7.55 160.94 65.10 19.97 515s 515s Robust Estimate of Covariance: 515s Murder Assault UrbanPop Rape 515s Murder 25.6 409.5 23.4 32.1 515s Assault 409.5 8530.9 676.9 669.4 515s UrbanPop 23.4 676.9 269.9 76.6 515s Rape 32.1 669.4 76.6 76.6 515s -------------------------------------------------------- 515s longley 16 7 13.387132 515s Outliers: 4 515s [1] 1 2 3 4 515s ------------- 515s 515s Call: 515s CovSest(x = x, method = method) 515s -> Method: S-estimates: Rocke type 515s 515s Robust Estimate of Location: 515s GNP.deflator GNP Unemployed Armed.Forces Population 515s 105.5 422.4 318.3 299.7 119.5 515s Year Employed 515s 1956.1 66.5 515s 515s Robust Estimate of Covariance: 515s GNP.deflator GNP Unemployed Armed.Forces Population 515s GNP.deflator 59.97 582.66 694.99 -237.75 46.12 515s GNP 582.66 5849.82 6383.68 -2207.26 461.15 515s Unemployed 694.99 6383.68 11155.03 -3104.18 534.25 515s Armed.Forces -237.75 -2207.26 -3104.18 1429.11 -171.28 515s Population 46.12 461.15 534.25 -171.28 36.79 515s Year 29.01 287.48 340.95 -112.61 22.85 515s Employed 18.99 193.66 186.31 -76.88 14.94 515s Year Employed 515s GNP.deflator 29.01 18.99 515s GNP 287.48 193.66 515s Unemployed 340.95 186.31 515s Armed.Forces -112.61 -76.88 515s Population 22.85 14.94 515s Year 14.36 9.45 515s Employed 9.45 6.90 515s -------------------------------------------------------- 515s Loblolly 84 3 7.757906 515s Outliers: 27 515s [1] 5 6 11 12 18 23 24 29 30 35 36 41 42 47 48 53 54 59 60 65 66 71 72 77 78 515s [26] 83 84 515s ------------- 515s 515s Call: 515s CovSest(x = x, method = method) 515s -> Method: S-estimates: Rocke type 515s 515s Robust Estimate of Location: 515s height age Seed 515s 21.72 8.60 7.58 515s 515s Robust Estimate of Covariance: 515s height age Seed 515s height 316.590 102.273 5.939 515s age 102.273 33.465 -0.121 515s Seed 5.939 -0.121 27.203 515s -------------------------------------------------------- 516s quakes 1000 4 11.473431 516s Outliers: 237 516s [1] 7 12 15 17 22 25 27 28 32 37 40 41 45 48 53 516s [16] 63 64 73 78 87 91 92 94 99 108 110 117 118 119 120 516s [31] 121 122 126 133 136 141 143 145 148 152 154 155 157 159 160 516s [46] 163 166 170 174 176 192 205 222 226 230 239 243 244 250 251 516s [61] 252 254 258 263 267 268 271 283 292 297 300 301 305 311 312 516s [76] 318 320 321 325 328 330 331 334 352 357 360 365 368 376 381 516s [91] 382 384 389 399 400 402 408 410 413 416 417 418 419 426 429 516s [106] 437 441 443 453 456 467 474 477 490 492 496 504 507 508 509 516s [121] 517 524 527 528 531 532 534 536 538 539 541 542 543 544 545 516s [136] 546 547 552 553 558 560 570 571 581 583 587 593 594 596 597 516s [151] 605 612 613 618 620 625 629 638 642 647 649 653 655 656 672 516s [166] 675 681 686 699 701 702 712 714 716 721 725 726 735 744 753 516s [181] 754 756 759 765 766 769 779 781 782 785 787 797 804 813 825 516s [196] 827 837 840 844 852 853 857 860 865 866 869 870 872 873 883 516s [211] 884 887 888 890 891 893 908 909 912 915 916 921 927 930 952 516s [226] 962 963 969 974 980 982 986 987 988 992 997 1000 516s ------------- 516s 516s Call: 516s CovSest(x = x, method = method) 516s -> Method: S-estimates: Rocke type 516s 516s Robust Estimate of Location: 516s lat long depth mag 516s -21.45 182.54 351.18 4.55 516s 516s Robust Estimate of Covariance: 516s lat long depth mag 516s lat 2.10e+01 4.66e+00 2.45e+02 -3.38e-01 516s long 4.66e+00 5.88e+00 -4.63e+02 9.36e-02 516s depth 2.45e+02 -4.63e+02 6.38e+04 -2.02e+01 516s mag -3.38e-01 9.36e-02 -2.02e+01 1.78e-01 516s -------------------------------------------------------- 516s =================================================== 516s > dodata(method="MM") 516s 516s Call: dodata(method = "MM") 516s Data Set n p LOG(det) Time 516s =================================================== 516s heart 12 2 2.017701 516s Outliers: 1 516s [1] 6 516s ------------- 516s 516s Call: 516s CovMMest(x = x) 516s -> Method: MM-estimates 516s 516s Robust Estimate of Location: 516s height weight 516s 40.0 37.7 516s 516s Robust Estimate of Covariance: 516s height weight 516s height 99.2 205.7 516s weight 205.7 458.9 516s -------------------------------------------------------- 516s starsCYG 47 2 -1.450032 516s Outliers: 7 516s [1] 7 9 11 14 20 30 34 516s ------------- 516s 516s Call: 516s CovMMest(x = x) 516s -> Method: MM-estimates 516s 516s Robust Estimate of Location: 516s log.Te log.light 516s 4.41 4.94 516s 516s Robust Estimate of Covariance: 516s log.Te log.light 516s log.Te 0.0180 0.0526 516s log.light 0.0526 0.3217 516s -------------------------------------------------------- 516s phosphor 18 2 2.320721 516s Outliers: 1 516s [1] 6 516s ------------- 516s 516s Call: 516s CovMMest(x = x) 516s -> Method: MM-estimates 516s 516s Robust Estimate of Location: 516s inorg organic 516s 12.3 41.4 516s 516s Robust Estimate of Covariance: 516s inorg organic 516s inorg 94.2 67.2 516s organic 67.2 162.1 516s -------------------------------------------------------- 516s stackloss 21 3 1.470031 516s Outliers: 0 516s ------------- 516s 516s Call: 516s CovMMest(x = x) 516s -> Method: MM-estimates 516s 516s Robust Estimate of Location: 516s Air.Flow Water.Temp Acid.Conc. 516s 60.2 21.0 86.4 516s 516s Robust Estimate of Covariance: 516s Air.Flow Water.Temp Acid.Conc. 516s Air.Flow 81.13 21.99 23.15 516s Water.Temp 21.99 10.01 6.43 516s Acid.Conc. 23.15 6.43 27.22 516s -------------------------------------------------------- 516s coleman 20 5 0.491419 516s Outliers: 1 516s [1] 10 516s ------------- 516s 516s Call: 516s CovMMest(x = x) 516s -> Method: MM-estimates 516s 516s Robust Estimate of Location: 516s salaryP fatherWc sstatus teacherSc motherLev 516s 2.74 43.14 3.65 25.07 6.32 516s 516s Robust Estimate of Covariance: 516s salaryP fatherWc sstatus teacherSc motherLev 516s salaryP 0.1878 2.0635 1.0433 0.2721 0.0582 516s fatherWc 2.0635 670.2232 211.0609 4.3625 15.6083 516s sstatus 1.0433 211.0609 92.8743 2.6532 5.1816 516s teacherSc 0.2721 4.3625 2.6532 1.2757 0.1613 516s motherLev 0.0582 15.6083 5.1816 0.1613 0.4192 516s -------------------------------------------------------- 516s salinity 28 3 0.734619 516s Outliers: 2 516s [1] 5 16 516s ------------- 516s 516s Call: 516s CovMMest(x = x) 516s -> Method: MM-estimates 516s 516s Robust Estimate of Location: 516s X1 X2 X3 516s 10.46 2.66 23.15 516s 516s Robust Estimate of Covariance: 516s X1 X2 X3 516s X1 10.079 -0.024 -1.899 516s X2 -0.024 3.466 -1.817 516s X3 -1.899 -1.817 3.665 516s -------------------------------------------------------- 516s wood 20 5 -3.202636 516s Outliers: 0 516s ------------- 516s 516s Call: 516s CovMMest(x = x) 516s -> Method: MM-estimates 516s 516s Robust Estimate of Location: 516s x1 x2 x3 x4 x5 516s 0.550 0.133 0.506 0.511 0.909 516s 516s Robust Estimate of Covariance: 516s x1 x2 x3 x4 x5 516s x1 0.008454 -0.000377 0.003720 0.002874 -0.003065 516s x2 -0.000377 0.000516 -0.000399 -0.000933 0.000645 516s x3 0.003720 -0.000399 0.004186 0.001720 -0.001714 516s x4 0.002874 -0.000933 0.001720 0.003993 -0.001028 516s x5 -0.003065 0.000645 -0.001714 -0.001028 0.002744 516s -------------------------------------------------------- 516s hbk 75 3 0.283145 516s Outliers: 14 516s [1] 1 2 3 4 5 6 7 8 9 10 11 12 13 14 516s ------------- 516s 516s Call: 516s CovMMest(x = x) 516s -> Method: MM-estimates 516s 516s Robust Estimate of Location: 516s X1 X2 X3 516s 1.54 1.79 1.68 516s 516s Robust Estimate of Covariance: 516s X1 X2 X3 516s X1 1.8016 0.0739 0.2000 516s X2 0.0739 1.8301 0.2295 516s X3 0.2000 0.2295 1.7101 516s -------------------------------------------------------- 516s Animals 28 2 4.685129 516s Outliers: 10 516s [1] 2 6 7 9 12 14 15 16 24 25 516s ------------- 516s 516s Call: 516s CovMMest(x = x) 516s -> Method: MM-estimates 516s 516s Robust Estimate of Location: 516s body brain 516s 82 148 516s 516s Robust Estimate of Covariance: 516s body brain 516s body 21050 24534 516s brain 24534 35135 516s -------------------------------------------------------- 516s milk 86 8 -1.437863 516s Outliers: 12 516s [1] 1 2 3 12 13 17 41 44 47 70 74 75 516s ------------- 516s 516s Call: 516s CovMMest(x = x) 516s -> Method: MM-estimates 516s 516s Robust Estimate of Location: 516s X1 X2 X3 X4 X5 X6 X7 X8 516s 1.03 35.73 32.87 25.96 24.94 24.85 122.55 14.33 516s 516s Robust Estimate of Covariance: 516s X1 X2 X3 X4 X5 X6 X7 516s X1 1.08e-06 5.36e-04 6.80e-04 5.96e-04 5.87e-04 5.91e-04 2.22e-03 516s X2 5.36e-04 2.42e+00 7.07e-01 5.51e-01 4.89e-01 5.70e-01 3.08e+00 516s X3 6.80e-04 7.07e-01 1.64e+00 1.28e+00 1.25e+00 1.26e+00 2.38e+00 516s X4 5.96e-04 5.51e-01 1.28e+00 1.05e+00 1.01e+00 1.02e+00 2.01e+00 516s X5 5.87e-04 4.89e-01 1.25e+00 1.01e+00 1.05e+00 1.02e+00 1.96e+00 516s X6 5.91e-04 5.70e-01 1.26e+00 1.02e+00 1.02e+00 1.05e+00 2.01e+00 516s X7 2.22e-03 3.08e+00 2.38e+00 2.01e+00 1.96e+00 2.01e+00 9.22e+00 516s X8 1.68e-04 4.13e-01 3.37e-01 2.53e-01 2.34e-01 2.43e-01 8.81e-01 516s X8 516s X1 1.68e-04 516s X2 4.13e-01 516s X3 3.37e-01 516s X4 2.53e-01 516s X5 2.34e-01 516s X6 2.43e-01 516s X7 8.81e-01 516s X8 2.11e-01 516s -------------------------------------------------------- 516s bushfire 38 5 2.443148 516s Outliers: 12 516s [1] 8 9 10 11 31 32 33 34 35 36 37 38 516s ------------- 516s 516s Call: 516s CovMMest(x = x) 516s -> Method: MM-estimates 516s 516s Robust Estimate of Location: 516s V1 V2 V3 V4 V5 516s 109 149 258 215 276 516s 516s Robust Estimate of Covariance: 516s V1 V2 V3 V4 V5 516s V1 708 538 -2705 -558 -464 516s V2 538 497 -1376 -248 -216 516s V3 -2705 -1376 20521 4833 3914 516s V4 -558 -248 4833 1217 969 516s V5 -464 -216 3914 969 778 516s -------------------------------------------------------- 516s rice 105 5 -0.724874 516s Outliers: 5 516s [1] 9 42 49 58 71 516s ------------- 516s 516s Call: 516s CovMMest(x = x) 516s -> Method: MM-estimates 516s 516s Robust Estimate of Location: 516s Favor Appearance Taste Stickiness Toughness 516s -0.2653 0.0969 -0.1371 0.0483 0.0731 516s 516s Robust Estimate of Covariance: 516s Favor Appearance Taste Stickiness Toughness 516s Favor 0.421 0.349 0.427 0.405 -0.191 516s Appearance 0.349 0.605 0.565 0.553 -0.316 516s Taste 0.427 0.565 0.725 0.701 -0.378 516s Stickiness 0.405 0.553 0.701 0.868 -0.484 516s Toughness -0.191 -0.316 -0.378 -0.484 0.464 516s -------------------------------------------------------- 516s hemophilia 75 2 -1.868949 516s Outliers: 2 516s [1] 11 36 516s ------------- 516s 516s Call: 516s CovMMest(x = x) 516s -> Method: MM-estimates 516s 516s Robust Estimate of Location: 516s AHFactivity AHFantigen 516s -0.2342 -0.0333 516s 516s Robust Estimate of Covariance: 516s AHFactivity AHFantigen 516s AHFactivity 0.0309 0.0122 516s AHFantigen 0.0122 0.0231 516s -------------------------------------------------------- 516s fish 159 6 1.285876 516s Outliers: 20 516s [1] 61 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 516s [20] 142 516s ------------- 516s 516s Call: 516s CovMMest(x = x) 516s -> Method: MM-estimates 516s 516s Robust Estimate of Location: 516s Weight Length1 Length2 Length3 Height Width 516s 352.7 24.3 26.4 29.2 29.7 14.6 516s 516s Robust Estimate of Covariance: 516s Weight Length1 Length2 Length3 Height Width 516s Weight 1.20e+05 2.89e+03 3.12e+03 3.51e+03 1.49e+03 2.83e+02 516s Length1 2.89e+03 7.73e+01 8.35e+01 9.28e+01 3.73e+01 9.26e+00 516s Length2 3.12e+03 8.35e+01 9.04e+01 1.01e+02 4.16e+01 1.01e+01 516s Length3 3.51e+03 9.28e+01 1.01e+02 1.14e+02 5.37e+01 1.01e+01 516s Height 1.49e+03 3.73e+01 4.16e+01 5.37e+01 6.75e+01 3.22e+00 516s Width 2.83e+02 9.26e+00 1.01e+01 1.01e+01 3.22e+00 4.18e+00 516s -------------------------------------------------------- 516s airquality 153 4 2.684374 516s Outliers: 6 516s [1] 7 14 23 30 34 77 516s ------------- 516s 516s Call: 516s CovMMest(x = x) 516s -> Method: MM-estimates 516s 516s Robust Estimate of Location: 516s Ozone Solar.R Wind Temp 516s 40.35 186.21 9.86 78.09 516s 516s Robust Estimate of Covariance: 516s Ozone Solar.R Wind Temp 516s Ozone 951.0 959.9 -62.5 224.6 516s Solar.R 959.9 8629.9 -28.1 244.9 516s Wind -62.5 -28.1 11.6 -15.8 516s Temp 224.6 244.9 -15.8 93.1 516s -------------------------------------------------------- 516s attitude 30 7 2.091968 516s Outliers: 4 516s [1] 14 16 18 24 516s ------------- 516s 516s Call: 516s CovMMest(x = x) 516s -> Method: MM-estimates 516s 516s Robust Estimate of Location: 516s rating complaints privileges learning raises critical 516s 65.0 66.5 52.4 56.2 65.3 75.6 516s advance 516s 42.7 516s 516s Robust Estimate of Covariance: 516s rating complaints privileges learning raises critical advance 516s rating 143.5 123.4 62.4 92.5 79.2 17.7 28.2 516s complaints 123.4 159.8 83.9 99.7 96.0 27.3 44.0 516s privileges 62.4 83.9 133.5 78.6 62.0 13.4 46.4 516s learning 92.5 99.7 78.6 136.0 90.9 18.9 62.6 516s raises 79.2 96.0 62.0 90.9 107.6 34.6 63.3 516s critical 17.7 27.3 13.4 18.9 34.6 84.9 25.9 516s advance 28.2 44.0 46.4 62.6 63.3 25.9 94.4 516s -------------------------------------------------------- 516s attenu 182 5 1.148032 516s Outliers: 21 516s [1] 2 7 8 9 10 11 15 16 24 25 28 29 30 31 32 64 65 94 95 516s [20] 96 100 516s ------------- 516s 516s Call: 516s CovMMest(x = x) 516s -> Method: MM-estimates 516s 516s Robust Estimate of Location: 516s event mag station dist accel 516s 15.36 5.95 58.11 33.56 0.14 516s 516s Robust Estimate of Covariance: 516s event mag station dist accel 516s event 4.88e+01 -2.74e+00 1.53e+02 -1.14e+02 5.95e-02 516s mag -2.74e+00 5.32e-01 -6.29e+00 1.10e+01 9.37e-03 516s station 1.53e+02 -6.29e+00 1.29e+03 -2.95e+02 1.04e+00 516s dist -1.14e+02 1.10e+01 -2.95e+02 1.13e+03 -2.41e+00 516s accel 5.95e-02 9.37e-03 1.04e+00 -2.41e+00 1.70e-02 516s -------------------------------------------------------- 516s USJudgeRatings 43 12 -1.683847 516s Outliers: 7 516s [1] 5 7 12 13 14 23 31 516s ------------- 516s 516s Call: 516s CovMMest(x = x) 516s -> Method: MM-estimates 516s 516s Robust Estimate of Location: 516s CONT INTG DMNR DILG CFMG DECI PREP FAMI ORAL WRIT PHYS RTEN 516s 7.45 8.15 7.74 7.87 7.67 7.74 7.65 7.65 7.50 7.57 8.17 7.85 516s 516s Robust Estimate of Covariance: 516s CONT INTG DMNR DILG CFMG DECI PREP FAMI 516s CONT 0.9403 -0.2500 -0.3953 -0.1418 -0.0176 -0.0620 -0.1304 -0.1517 516s INTG -0.2500 0.6314 0.8479 0.6889 0.5697 0.5386 0.7007 0.6985 516s DMNR -0.3953 0.8479 1.2186 0.9027 0.7613 0.7232 0.9191 0.9055 516s DILG -0.1418 0.6889 0.9027 0.8474 0.7344 0.6949 0.8751 0.8655 516s CFMG -0.0176 0.5697 0.7613 0.7344 0.6904 0.6442 0.7683 0.7594 516s DECI -0.0620 0.5386 0.7232 0.6949 0.6442 0.6219 0.7362 0.7360 516s PREP -0.1304 0.7007 0.9191 0.8751 0.7683 0.7362 0.9370 0.9357 516s FAMI -0.1517 0.6985 0.9055 0.8655 0.7594 0.7360 0.9357 0.9547 516s ORAL -0.1866 0.7375 0.9841 0.8816 0.7747 0.7433 0.9400 0.9496 516s WRIT -0.1881 0.7208 0.9516 0.8711 0.7646 0.7357 0.9302 0.9439 516s PHYS -0.1407 0.4673 0.6261 0.5661 0.5105 0.5039 0.5996 0.6112 516s RTEN -0.2494 0.7921 1.0688 0.9167 0.7902 0.7585 0.9533 0.9561 516s ORAL WRIT PHYS RTEN 516s CONT -0.1866 -0.1881 -0.1407 -0.2494 516s INTG 0.7375 0.7208 0.4673 0.7921 516s DMNR 0.9841 0.9516 0.6261 1.0688 516s DILG 0.8816 0.8711 0.5661 0.9167 516s CFMG 0.7747 0.7646 0.5105 0.7902 516s DECI 0.7433 0.7357 0.5039 0.7585 516s PREP 0.9400 0.9302 0.5996 0.9533 516s FAMI 0.9496 0.9439 0.6112 0.9561 516s ORAL 0.9712 0.9558 0.6271 0.9933 516s WRIT 0.9558 0.9483 0.6135 0.9725 516s PHYS 0.6271 0.6135 0.4816 0.6549 516s RTEN 0.9933 0.9725 0.6549 1.0540 516s -------------------------------------------------------- 516s USArrests 50 4 2.411726 516s Outliers: 3 516s [1] 2 33 39 516s ------------- 516s 516s Call: 516s CovMMest(x = x) 516s -> Method: MM-estimates 516s 516s Robust Estimate of Location: 516s Murder Assault UrbanPop Rape 516s 7.52 163.86 65.66 20.64 516s 516s Robust Estimate of Covariance: 516s Murder Assault UrbanPop Rape 516s Murder 19.05 295.96 8.32 23.40 516s Assault 295.96 6905.03 396.53 523.49 516s UrbanPop 8.32 396.53 202.98 62.81 516s Rape 23.40 523.49 62.81 79.10 516s -------------------------------------------------------- 516s longley 16 7 1.038316 516s Outliers: 5 516s [1] 1 2 3 4 5 516s ------------- 516s 516s Call: 516s CovMMest(x = x) 516s -> Method: MM-estimates 516s 516s Robust Estimate of Location: 516s GNP.deflator GNP Unemployed Armed.Forces Population 516s 107.5 440.4 339.4 293.0 120.9 516s Year Employed 516s 1957.0 67.2 516s 516s Robust Estimate of Covariance: 516s GNP.deflator GNP Unemployed Armed.Forces Population 516s GNP.deflator 100.4 953.8 1140.8 -501.8 74.3 516s GNP 953.8 9434.3 10084.3 -4573.8 731.3 516s Unemployed 1140.8 10084.3 19644.6 -6296.3 848.4 516s Armed.Forces -501.8 -4573.8 -6296.3 3192.3 -348.5 516s Population 74.3 731.3 848.4 -348.5 57.7 516s Year 46.3 450.7 537.0 -230.7 35.3 516s Employed 30.8 310.2 273.8 -159.4 23.3 516s Year Employed 516s GNP.deflator 46.3 30.8 516s GNP 450.7 310.2 516s Unemployed 537.0 273.8 516s Armed.Forces -230.7 -159.4 516s Population 35.3 23.3 516s Year 21.9 14.6 516s Employed 14.6 11.2 516s -------------------------------------------------------- 516s Loblolly 84 3 1.481317 516s Outliers: 0 516s ------------- 516s 516s Call: 516s CovMMest(x = x) 516s -> Method: MM-estimates 516s 516s Robust Estimate of Location: 516s height age Seed 516s 31.93 12.79 7.48 516s 516s Robust Estimate of Covariance: 516s height age Seed 516s height 440.644 165.652 6.958 516s age 165.652 63.500 0.681 516s Seed 6.958 0.681 16.564 516s -------------------------------------------------------- 517s quakes 1000 4 1.576855 517s Outliers: 218 517s [1] 7 12 15 17 22 27 32 37 40 41 45 48 53 63 64 517s [16] 73 78 87 91 92 94 99 108 110 117 118 119 120 121 122 517s [31] 126 133 136 141 143 145 148 152 154 155 157 159 160 163 170 517s [46] 192 205 222 226 230 239 243 250 251 252 254 258 263 267 268 517s [61] 271 283 292 300 301 305 311 312 318 320 321 325 328 330 334 517s [76] 352 357 360 365 381 382 384 389 400 402 408 413 416 417 419 517s [91] 429 437 441 443 453 456 467 474 477 490 492 496 504 507 508 517s [106] 509 517 524 527 528 531 532 534 536 538 539 541 542 543 544 517s [121] 545 546 547 552 553 560 571 581 583 587 593 594 596 597 605 517s [136] 612 613 618 620 625 629 638 642 647 649 653 655 656 672 675 517s [151] 681 686 699 701 702 712 714 716 721 725 726 735 744 754 756 517s [166] 759 765 766 769 779 781 782 785 787 797 804 813 825 827 837 517s [181] 840 844 852 853 857 860 865 866 869 870 872 873 883 884 887 517s [196] 888 890 891 893 908 909 912 915 916 921 927 930 962 963 969 517s [211] 974 980 982 986 987 988 997 1000 517s ------------- 517s 517s Call: 517s CovMMest(x = x) 517s -> Method: MM-estimates 517s 517s Robust Estimate of Location: 517s lat long depth mag 517s -21.74 182.37 356.37 4.56 517s 517s Robust Estimate of Covariance: 517s lat long depth mag 517s lat 2.97e+01 6.53e+00 3.46e+02 -4.66e-01 517s long 6.53e+00 6.92e+00 -5.05e+02 5.62e-02 517s depth 3.46e+02 -5.05e+02 7.39e+04 -2.51e+01 517s mag -4.66e-01 5.62e-02 -2.51e+01 2.32e-01 517s -------------------------------------------------------- 517s =================================================== 517s > ##dogen() 517s > ##cat('Time elapsed: ', proc.time(),'\n') # for ``statistical reasons'' 517s > 517s autopkgtest [05:03:36]: test run-unit-test: -----------------------] 518s run-unit-test PASS 518s autopkgtest [05:03:37]: test run-unit-test: - - - - - - - - - - results - - - - - - - - - - 518s autopkgtest [05:03:37]: test pkg-r-autopkgtest: preparing testbed 520s Reading package lists... 520s Building dependency tree... 520s Reading state information... 520s Starting pkgProblemResolver with broken count: 0 520s Starting 2 pkgProblemResolver with broken count: 0 520s Done 520s The following additional packages will be installed: 520s build-essential cpp cpp-13 cpp-13-powerpc64le-linux-gnu 520s cpp-powerpc64le-linux-gnu dctrl-tools g++ g++-13 520s g++-13-powerpc64le-linux-gnu g++-powerpc64le-linux-gnu gcc gcc-13 520s gcc-13-powerpc64le-linux-gnu gcc-powerpc64le-linux-gnu gfortran gfortran-13 520s gfortran-13-powerpc64le-linux-gnu gfortran-powerpc64le-linux-gnu 520s icu-devtools libasan8 libatomic1 libblas-dev libbz2-dev libcc1-0 520s libgcc-13-dev libgfortran-13-dev libicu-dev libisl23 libitm1 libjpeg-dev 520s libjpeg-turbo8-dev libjpeg8-dev liblapack-dev liblsan0 liblzma-dev libmpc3 520s libncurses-dev libpcre2-16-0 libpcre2-32-0 libpcre2-dev libpcre2-posix3 520s libpkgconf3 libpng-dev libquadmath0 libreadline-dev libstdc++-13-dev 520s libtsan2 libubsan1 pkg-config pkg-r-autopkgtest pkgconf pkgconf-bin 520s r-base-dev zlib1g-dev 520s Suggested packages: 520s cpp-doc gcc-13-locales cpp-13-doc debtags gcc-13-doc gcc-multilib autoconf 520s automake libtool flex bison gdb gcc-doc gdb-powerpc64le-linux-gnu 520s gfortran-doc gfortran-13-doc libcoarrays-dev liblapack-doc icu-doc 520s liblzma-doc ncurses-doc readline-doc libstdc++-13-doc texlive-base 520s texlive-latex-base texlive-plain-generic texlive-fonts-recommended 520s texlive-fonts-extra texlive-extra-utils texlive-latex-recommended 520s texlive-latex-extra texinfo 520s Recommended packages: 520s bzip2-doc libpng-tools 520s The following NEW packages will be installed: 520s autopkgtest-satdep build-essential cpp cpp-13 cpp-13-powerpc64le-linux-gnu 520s cpp-powerpc64le-linux-gnu dctrl-tools g++ g++-13 520s g++-13-powerpc64le-linux-gnu g++-powerpc64le-linux-gnu gcc gcc-13 520s gcc-13-powerpc64le-linux-gnu gcc-powerpc64le-linux-gnu gfortran gfortran-13 520s gfortran-13-powerpc64le-linux-gnu gfortran-powerpc64le-linux-gnu 520s icu-devtools libasan8 libatomic1 libblas-dev libbz2-dev libcc1-0 520s libgcc-13-dev libgfortran-13-dev libicu-dev libisl23 libitm1 libjpeg-dev 520s libjpeg-turbo8-dev libjpeg8-dev liblapack-dev liblsan0 liblzma-dev libmpc3 520s libncurses-dev libpcre2-16-0 libpcre2-32-0 libpcre2-dev libpcre2-posix3 520s libpkgconf3 libpng-dev libquadmath0 libreadline-dev libstdc++-13-dev 520s libtsan2 libubsan1 pkg-config pkg-r-autopkgtest pkgconf pkgconf-bin 520s r-base-dev zlib1g-dev 520s 0 upgraded, 55 newly installed, 0 to remove and 0 not upgraded. 520s Need to get 92.5 MB/92.5 MB of archives. 520s After this operation, 355 MB of additional disk space will be used. 520s Get:1 /tmp/autopkgtest.vri19z/2-autopkgtest-satdep.deb autopkgtest-satdep ppc64el 0 [724 B] 520s Get:2 http://ftpmaster.internal/ubuntu noble/main ppc64el libisl23 ppc64el 0.26-3 [864 kB] 521s Get:3 http://ftpmaster.internal/ubuntu noble/main ppc64el libmpc3 ppc64el 1.3.1-1 [61.2 kB] 521s Get:4 http://ftpmaster.internal/ubuntu noble/main ppc64el cpp-13-powerpc64le-linux-gnu ppc64el 13.2.0-21ubuntu1 [10.7 MB] 522s Get:5 http://ftpmaster.internal/ubuntu noble/main ppc64el cpp-13 ppc64el 13.2.0-21ubuntu1 [1034 B] 522s Get:6 http://ftpmaster.internal/ubuntu noble/main ppc64el cpp-powerpc64le-linux-gnu ppc64el 4:13.2.0-7ubuntu1 [5330 B] 522s Get:7 http://ftpmaster.internal/ubuntu noble/main ppc64el cpp ppc64el 4:13.2.0-7ubuntu1 [22.5 kB] 522s Get:8 http://ftpmaster.internal/ubuntu noble/main ppc64el libcc1-0 ppc64el 14-20240315-1ubuntu1 [48.1 kB] 522s Get:9 http://ftpmaster.internal/ubuntu noble/main ppc64el libitm1 ppc64el 14-20240315-1ubuntu1 [32.2 kB] 522s Get:10 http://ftpmaster.internal/ubuntu noble/main ppc64el libatomic1 ppc64el 14-20240315-1ubuntu1 [10.7 kB] 522s Get:11 http://ftpmaster.internal/ubuntu noble/main ppc64el libasan8 ppc64el 14-20240315-1ubuntu1 [2973 kB] 523s Get:12 http://ftpmaster.internal/ubuntu noble/main ppc64el liblsan0 ppc64el 14-20240315-1ubuntu1 [1325 kB] 523s Get:13 http://ftpmaster.internal/ubuntu noble/main ppc64el libtsan2 ppc64el 14-20240315-1ubuntu1 [2702 kB] 523s Get:14 http://ftpmaster.internal/ubuntu noble/main ppc64el libubsan1 ppc64el 14-20240315-1ubuntu1 [1193 kB] 523s Get:15 http://ftpmaster.internal/ubuntu noble/main ppc64el libquadmath0 ppc64el 14-20240315-1ubuntu1 [158 kB] 523s Get:16 http://ftpmaster.internal/ubuntu noble/main ppc64el libgcc-13-dev ppc64el 13.2.0-21ubuntu1 [1579 kB] 524s Get:17 http://ftpmaster.internal/ubuntu noble/main ppc64el gcc-13-powerpc64le-linux-gnu ppc64el 13.2.0-21ubuntu1 [20.6 MB] 526s Get:18 http://ftpmaster.internal/ubuntu noble/main ppc64el gcc-13 ppc64el 13.2.0-21ubuntu1 [479 kB] 526s Get:19 http://ftpmaster.internal/ubuntu noble/main ppc64el gcc-powerpc64le-linux-gnu ppc64el 4:13.2.0-7ubuntu1 [1224 B] 526s Get:20 http://ftpmaster.internal/ubuntu noble/main ppc64el gcc ppc64el 4:13.2.0-7ubuntu1 [5022 B] 526s Get:21 http://ftpmaster.internal/ubuntu noble/main ppc64el libstdc++-13-dev ppc64el 13.2.0-21ubuntu1 [2510 kB] 526s Get:22 http://ftpmaster.internal/ubuntu noble/main ppc64el g++-13-powerpc64le-linux-gnu ppc64el 13.2.0-21ubuntu1 [12.1 MB] 528s Get:23 http://ftpmaster.internal/ubuntu noble/main ppc64el g++-13 ppc64el 13.2.0-21ubuntu1 [14.5 kB] 528s Get:24 http://ftpmaster.internal/ubuntu noble/main ppc64el g++-powerpc64le-linux-gnu ppc64el 4:13.2.0-7ubuntu1 [968 B] 528s Get:25 http://ftpmaster.internal/ubuntu noble/main ppc64el g++ ppc64el 4:13.2.0-7ubuntu1 [1086 B] 528s Get:26 http://ftpmaster.internal/ubuntu noble/main ppc64el build-essential ppc64el 12.10ubuntu1 [4936 B] 528s Get:27 http://ftpmaster.internal/ubuntu noble/main ppc64el dctrl-tools ppc64el 2.24-3build2 [70.6 kB] 528s Get:28 http://ftpmaster.internal/ubuntu noble/main ppc64el libgfortran-13-dev ppc64el 13.2.0-21ubuntu1 [603 kB] 528s Get:29 http://ftpmaster.internal/ubuntu noble/main ppc64el gfortran-13-powerpc64le-linux-gnu ppc64el 13.2.0-21ubuntu1 [11.2 MB] 529s Get:30 http://ftpmaster.internal/ubuntu noble/main ppc64el gfortran-13 ppc64el 13.2.0-21ubuntu1 [10.9 kB] 529s Get:31 http://ftpmaster.internal/ubuntu noble/main ppc64el gfortran-powerpc64le-linux-gnu ppc64el 4:13.2.0-7ubuntu1 [1030 B] 529s Get:32 http://ftpmaster.internal/ubuntu noble/main ppc64el gfortran ppc64el 4:13.2.0-7ubuntu1 [1170 B] 529s Get:33 http://ftpmaster.internal/ubuntu noble/main ppc64el icu-devtools ppc64el 74.2-1ubuntu1 [246 kB] 529s Get:34 http://ftpmaster.internal/ubuntu noble/main ppc64el libblas-dev ppc64el 3.12.0-3 [301 kB] 529s Get:35 http://ftpmaster.internal/ubuntu noble/main ppc64el libbz2-dev ppc64el 1.0.8-5ubuntu1 [51.2 kB] 529s Get:36 http://ftpmaster.internal/ubuntu noble/main ppc64el libicu-dev ppc64el 74.2-1ubuntu1 [12.5 MB] 531s Get:37 http://ftpmaster.internal/ubuntu noble/main ppc64el libjpeg-turbo8-dev ppc64el 2.1.5-2ubuntu1 [357 kB] 531s Get:38 http://ftpmaster.internal/ubuntu noble/main ppc64el libjpeg8-dev ppc64el 8c-2ubuntu11 [1484 B] 531s Get:39 http://ftpmaster.internal/ubuntu noble/main ppc64el libjpeg-dev ppc64el 8c-2ubuntu11 [1486 B] 531s Get:40 http://ftpmaster.internal/ubuntu noble/main ppc64el liblapack-dev ppc64el 3.12.0-3 [6100 kB] 532s Get:41 http://ftpmaster.internal/ubuntu noble/main ppc64el libncurses-dev ppc64el 6.4+20240113-1ubuntu1 [485 kB] 532s Get:42 http://ftpmaster.internal/ubuntu noble/main ppc64el libpcre2-16-0 ppc64el 10.42-4ubuntu1 [245 kB] 532s Get:43 http://ftpmaster.internal/ubuntu noble/main ppc64el libpcre2-32-0 ppc64el 10.42-4ubuntu1 [228 kB] 532s Get:44 http://ftpmaster.internal/ubuntu noble/main ppc64el libpcre2-posix3 ppc64el 10.42-4ubuntu1 [7016 B] 532s Get:45 http://ftpmaster.internal/ubuntu noble/main ppc64el libpcre2-dev ppc64el 10.42-4ubuntu1 [794 kB] 532s Get:46 http://ftpmaster.internal/ubuntu noble/main ppc64el libpkgconf3 ppc64el 1.8.1-2 [36.9 kB] 532s Get:47 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el zlib1g-dev ppc64el 1:1.3.dfsg-3.1ubuntu1 [902 kB] 532s Get:48 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libpng-dev ppc64el 1.6.43-3 [327 kB] 532s Get:49 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el libreadline-dev ppc64el 8.2-4 [230 kB] 532s Get:50 http://ftpmaster.internal/ubuntu noble/main ppc64el pkgconf-bin ppc64el 1.8.1-2 [22.0 kB] 532s Get:51 http://ftpmaster.internal/ubuntu noble/main ppc64el pkgconf ppc64el 1.8.1-2 [16.7 kB] 532s Get:52 http://ftpmaster.internal/ubuntu noble/main ppc64el pkg-config ppc64el 1.8.1-2 [7170 B] 532s Get:53 http://ftpmaster.internal/ubuntu noble-proposed/main ppc64el liblzma-dev ppc64el 5.6.0-0.2 [208 kB] 532s Get:54 http://ftpmaster.internal/ubuntu noble-proposed/universe ppc64el r-base-dev all 4.3.3-2build1 [4334 B] 533s Get:55 http://ftpmaster.internal/ubuntu noble/universe ppc64el pkg-r-autopkgtest all 20231212ubuntu1 [6448 B] 533s Fetched 92.5 MB in 12s (7579 kB/s) 533s Selecting previously unselected package libisl23:ppc64el. 533s (Reading database ... (Reading database ... 5% (Reading database ... 10% (Reading database ... 15% (Reading database ... 20% (Reading database ... 25% (Reading database ... 30% (Reading database ... 35% (Reading database ... 40% (Reading database ... 45% (Reading database ... 50% (Reading database ... 55% (Reading database ... 60% (Reading database ... 65% (Reading database ... 70% (Reading database ... 75% (Reading database ... 80% (Reading database ... 85% (Reading database ... 90% (Reading database ... 95% (Reading database ... 100% (Reading database ... 114204 files and directories currently installed.) 533s Preparing to unpack .../00-libisl23_0.26-3_ppc64el.deb ... 533s Unpacking libisl23:ppc64el (0.26-3) ... 533s Selecting previously unselected package libmpc3:ppc64el. 533s Preparing to unpack .../01-libmpc3_1.3.1-1_ppc64el.deb ... 533s Unpacking libmpc3:ppc64el (1.3.1-1) ... 533s Selecting previously unselected package cpp-13-powerpc64le-linux-gnu. 533s Preparing to unpack .../02-cpp-13-powerpc64le-linux-gnu_13.2.0-21ubuntu1_ppc64el.deb ... 533s Unpacking cpp-13-powerpc64le-linux-gnu (13.2.0-21ubuntu1) ... 533s Selecting previously unselected package cpp-13. 533s Preparing to unpack .../03-cpp-13_13.2.0-21ubuntu1_ppc64el.deb ... 533s Unpacking cpp-13 (13.2.0-21ubuntu1) ... 533s Selecting previously unselected package cpp-powerpc64le-linux-gnu. 533s Preparing to unpack .../04-cpp-powerpc64le-linux-gnu_4%3a13.2.0-7ubuntu1_ppc64el.deb ... 533s Unpacking cpp-powerpc64le-linux-gnu (4:13.2.0-7ubuntu1) ... 533s Selecting previously unselected package cpp. 533s Preparing to unpack .../05-cpp_4%3a13.2.0-7ubuntu1_ppc64el.deb ... 533s Unpacking cpp (4:13.2.0-7ubuntu1) ... 533s Selecting previously unselected package libcc1-0:ppc64el. 533s Preparing to unpack .../06-libcc1-0_14-20240315-1ubuntu1_ppc64el.deb ... 533s Unpacking libcc1-0:ppc64el (14-20240315-1ubuntu1) ... 533s Selecting previously unselected package libitm1:ppc64el. 533s Preparing to unpack .../07-libitm1_14-20240315-1ubuntu1_ppc64el.deb ... 533s Unpacking libitm1:ppc64el (14-20240315-1ubuntu1) ... 533s Selecting previously unselected package libatomic1:ppc64el. 533s Preparing to unpack .../08-libatomic1_14-20240315-1ubuntu1_ppc64el.deb ... 533s Unpacking libatomic1:ppc64el (14-20240315-1ubuntu1) ... 533s Selecting previously unselected package libasan8:ppc64el. 533s Preparing to unpack .../09-libasan8_14-20240315-1ubuntu1_ppc64el.deb ... 533s Unpacking libasan8:ppc64el (14-20240315-1ubuntu1) ... 533s Selecting previously unselected package liblsan0:ppc64el. 533s Preparing to unpack .../10-liblsan0_14-20240315-1ubuntu1_ppc64el.deb ... 533s Unpacking liblsan0:ppc64el (14-20240315-1ubuntu1) ... 533s Selecting previously unselected package libtsan2:ppc64el. 533s Preparing to unpack .../11-libtsan2_14-20240315-1ubuntu1_ppc64el.deb ... 533s Unpacking libtsan2:ppc64el (14-20240315-1ubuntu1) ... 533s Selecting previously unselected package libubsan1:ppc64el. 533s Preparing to unpack .../12-libubsan1_14-20240315-1ubuntu1_ppc64el.deb ... 533s Unpacking libubsan1:ppc64el (14-20240315-1ubuntu1) ... 533s Selecting previously unselected package libquadmath0:ppc64el. 533s Preparing to unpack .../13-libquadmath0_14-20240315-1ubuntu1_ppc64el.deb ... 533s Unpacking libquadmath0:ppc64el (14-20240315-1ubuntu1) ... 533s Selecting previously unselected package libgcc-13-dev:ppc64el. 534s Preparing to unpack .../14-libgcc-13-dev_13.2.0-21ubuntu1_ppc64el.deb ... 534s Unpacking libgcc-13-dev:ppc64el (13.2.0-21ubuntu1) ... 534s Selecting previously unselected package gcc-13-powerpc64le-linux-gnu. 534s Preparing to unpack .../15-gcc-13-powerpc64le-linux-gnu_13.2.0-21ubuntu1_ppc64el.deb ... 534s Unpacking gcc-13-powerpc64le-linux-gnu (13.2.0-21ubuntu1) ... 534s Selecting previously unselected package gcc-13. 534s Preparing to unpack .../16-gcc-13_13.2.0-21ubuntu1_ppc64el.deb ... 534s Unpacking gcc-13 (13.2.0-21ubuntu1) ... 534s Selecting previously unselected package gcc-powerpc64le-linux-gnu. 534s Preparing to unpack .../17-gcc-powerpc64le-linux-gnu_4%3a13.2.0-7ubuntu1_ppc64el.deb ... 534s Unpacking gcc-powerpc64le-linux-gnu (4:13.2.0-7ubuntu1) ... 534s Selecting previously unselected package gcc. 534s Preparing to unpack .../18-gcc_4%3a13.2.0-7ubuntu1_ppc64el.deb ... 534s Unpacking gcc (4:13.2.0-7ubuntu1) ... 534s Selecting previously unselected package libstdc++-13-dev:ppc64el. 534s Preparing to unpack .../19-libstdc++-13-dev_13.2.0-21ubuntu1_ppc64el.deb ... 534s Unpacking libstdc++-13-dev:ppc64el (13.2.0-21ubuntu1) ... 534s Selecting previously unselected package g++-13-powerpc64le-linux-gnu. 534s Preparing to unpack .../20-g++-13-powerpc64le-linux-gnu_13.2.0-21ubuntu1_ppc64el.deb ... 534s Unpacking g++-13-powerpc64le-linux-gnu (13.2.0-21ubuntu1) ... 535s Selecting previously unselected package g++-13. 535s Preparing to unpack .../21-g++-13_13.2.0-21ubuntu1_ppc64el.deb ... 535s Unpacking g++-13 (13.2.0-21ubuntu1) ... 535s Selecting previously unselected package g++-powerpc64le-linux-gnu. 535s Preparing to unpack .../22-g++-powerpc64le-linux-gnu_4%3a13.2.0-7ubuntu1_ppc64el.deb ... 535s Unpacking g++-powerpc64le-linux-gnu (4:13.2.0-7ubuntu1) ... 535s Selecting previously unselected package g++. 535s Preparing to unpack .../23-g++_4%3a13.2.0-7ubuntu1_ppc64el.deb ... 535s Unpacking g++ (4:13.2.0-7ubuntu1) ... 535s Selecting previously unselected package build-essential. 535s Preparing to unpack .../24-build-essential_12.10ubuntu1_ppc64el.deb ... 535s Unpacking build-essential (12.10ubuntu1) ... 535s Selecting previously unselected package dctrl-tools. 535s Preparing to unpack .../25-dctrl-tools_2.24-3build2_ppc64el.deb ... 535s Unpacking dctrl-tools (2.24-3build2) ... 535s Selecting previously unselected package libgfortran-13-dev:ppc64el. 535s Preparing to unpack .../26-libgfortran-13-dev_13.2.0-21ubuntu1_ppc64el.deb ... 535s Unpacking libgfortran-13-dev:ppc64el (13.2.0-21ubuntu1) ... 535s Selecting previously unselected package gfortran-13-powerpc64le-linux-gnu. 535s Preparing to unpack .../27-gfortran-13-powerpc64le-linux-gnu_13.2.0-21ubuntu1_ppc64el.deb ... 535s Unpacking gfortran-13-powerpc64le-linux-gnu (13.2.0-21ubuntu1) ... 535s Selecting previously unselected package gfortran-13. 535s Preparing to unpack .../28-gfortran-13_13.2.0-21ubuntu1_ppc64el.deb ... 535s Unpacking gfortran-13 (13.2.0-21ubuntu1) ... 535s Selecting previously unselected package gfortran-powerpc64le-linux-gnu. 535s Preparing to unpack .../29-gfortran-powerpc64le-linux-gnu_4%3a13.2.0-7ubuntu1_ppc64el.deb ... 535s Unpacking gfortran-powerpc64le-linux-gnu (4:13.2.0-7ubuntu1) ... 535s Selecting previously unselected package gfortran. 535s Preparing to unpack .../30-gfortran_4%3a13.2.0-7ubuntu1_ppc64el.deb ... 535s Unpacking gfortran (4:13.2.0-7ubuntu1) ... 535s Selecting previously unselected package icu-devtools. 535s Preparing to unpack .../31-icu-devtools_74.2-1ubuntu1_ppc64el.deb ... 535s Unpacking icu-devtools (74.2-1ubuntu1) ... 535s Selecting previously unselected package libblas-dev:ppc64el. 535s Preparing to unpack .../32-libblas-dev_3.12.0-3_ppc64el.deb ... 535s Unpacking libblas-dev:ppc64el (3.12.0-3) ... 535s Selecting previously unselected package libbz2-dev:ppc64el. 535s Preparing to unpack .../33-libbz2-dev_1.0.8-5ubuntu1_ppc64el.deb ... 535s Unpacking libbz2-dev:ppc64el (1.0.8-5ubuntu1) ... 535s Selecting previously unselected package libicu-dev:ppc64el. 535s Preparing to unpack .../34-libicu-dev_74.2-1ubuntu1_ppc64el.deb ... 535s Unpacking libicu-dev:ppc64el (74.2-1ubuntu1) ... 536s Selecting previously unselected package libjpeg-turbo8-dev:ppc64el. 536s Preparing to unpack .../35-libjpeg-turbo8-dev_2.1.5-2ubuntu1_ppc64el.deb ... 536s Unpacking libjpeg-turbo8-dev:ppc64el (2.1.5-2ubuntu1) ... 536s Selecting previously unselected package libjpeg8-dev:ppc64el. 536s Preparing to unpack .../36-libjpeg8-dev_8c-2ubuntu11_ppc64el.deb ... 536s Unpacking libjpeg8-dev:ppc64el (8c-2ubuntu11) ... 536s Selecting previously unselected package libjpeg-dev:ppc64el. 536s Preparing to unpack .../37-libjpeg-dev_8c-2ubuntu11_ppc64el.deb ... 536s Unpacking libjpeg-dev:ppc64el (8c-2ubuntu11) ... 536s Selecting previously unselected package liblapack-dev:ppc64el. 536s Preparing to unpack .../38-liblapack-dev_3.12.0-3_ppc64el.deb ... 536s Unpacking liblapack-dev:ppc64el (3.12.0-3) ... 536s Selecting previously unselected package libncurses-dev:ppc64el. 536s Preparing to unpack .../39-libncurses-dev_6.4+20240113-1ubuntu1_ppc64el.deb ... 536s Unpacking libncurses-dev:ppc64el (6.4+20240113-1ubuntu1) ... 536s Selecting previously unselected package libpcre2-16-0:ppc64el. 536s Preparing to unpack .../40-libpcre2-16-0_10.42-4ubuntu1_ppc64el.deb ... 536s Unpacking libpcre2-16-0:ppc64el (10.42-4ubuntu1) ... 536s Selecting previously unselected package libpcre2-32-0:ppc64el. 536s Preparing to unpack .../41-libpcre2-32-0_10.42-4ubuntu1_ppc64el.deb ... 536s Unpacking libpcre2-32-0:ppc64el (10.42-4ubuntu1) ... 536s Selecting previously unselected package libpcre2-posix3:ppc64el. 536s Preparing to unpack .../42-libpcre2-posix3_10.42-4ubuntu1_ppc64el.deb ... 536s Unpacking libpcre2-posix3:ppc64el (10.42-4ubuntu1) ... 536s Selecting previously unselected package libpcre2-dev:ppc64el. 536s Preparing to unpack .../43-libpcre2-dev_10.42-4ubuntu1_ppc64el.deb ... 536s Unpacking libpcre2-dev:ppc64el (10.42-4ubuntu1) ... 536s Selecting previously unselected package libpkgconf3:ppc64el. 536s Preparing to unpack .../44-libpkgconf3_1.8.1-2_ppc64el.deb ... 536s Unpacking libpkgconf3:ppc64el (1.8.1-2) ... 536s Selecting previously unselected package zlib1g-dev:ppc64el. 536s Preparing to unpack .../45-zlib1g-dev_1%3a1.3.dfsg-3.1ubuntu1_ppc64el.deb ... 536s Unpacking zlib1g-dev:ppc64el (1:1.3.dfsg-3.1ubuntu1) ... 536s Selecting previously unselected package libpng-dev:ppc64el. 536s Preparing to unpack .../46-libpng-dev_1.6.43-3_ppc64el.deb ... 536s Unpacking libpng-dev:ppc64el (1.6.43-3) ... 536s Selecting previously unselected package libreadline-dev:ppc64el. 536s Preparing to unpack .../47-libreadline-dev_8.2-4_ppc64el.deb ... 536s Unpacking libreadline-dev:ppc64el (8.2-4) ... 536s Selecting previously unselected package pkgconf-bin. 536s Preparing to unpack .../48-pkgconf-bin_1.8.1-2_ppc64el.deb ... 536s Unpacking pkgconf-bin (1.8.1-2) ... 536s Selecting previously unselected package pkgconf:ppc64el. 536s Preparing to unpack .../49-pkgconf_1.8.1-2_ppc64el.deb ... 536s Unpacking pkgconf:ppc64el (1.8.1-2) ... 536s Selecting previously unselected package pkg-config:ppc64el. 536s Preparing to unpack .../50-pkg-config_1.8.1-2_ppc64el.deb ... 536s Unpacking pkg-config:ppc64el (1.8.1-2) ... 536s Selecting previously unselected package liblzma-dev:ppc64el. 536s Preparing to unpack .../51-liblzma-dev_5.6.0-0.2_ppc64el.deb ... 536s Unpacking liblzma-dev:ppc64el (5.6.0-0.2) ... 536s Selecting previously unselected package r-base-dev. 536s Preparing to unpack .../52-r-base-dev_4.3.3-2build1_all.deb ... 536s Unpacking r-base-dev (4.3.3-2build1) ... 536s Selecting previously unselected package pkg-r-autopkgtest. 536s Preparing to unpack .../53-pkg-r-autopkgtest_20231212ubuntu1_all.deb ... 536s Unpacking pkg-r-autopkgtest (20231212ubuntu1) ... 536s Selecting previously unselected package autopkgtest-satdep. 536s Preparing to unpack .../54-2-autopkgtest-satdep.deb ... 536s Unpacking autopkgtest-satdep (0) ... 536s Setting up libjpeg-turbo8-dev:ppc64el (2.1.5-2ubuntu1) ... 536s Setting up libncurses-dev:ppc64el (6.4+20240113-1ubuntu1) ... 536s Setting up libreadline-dev:ppc64el (8.2-4) ... 536s Setting up libpcre2-16-0:ppc64el (10.42-4ubuntu1) ... 536s Setting up libpcre2-32-0:ppc64el (10.42-4ubuntu1) ... 536s Setting up libpkgconf3:ppc64el (1.8.1-2) ... 536s Setting up libquadmath0:ppc64el (14-20240315-1ubuntu1) ... 536s Setting up libmpc3:ppc64el (1.3.1-1) ... 536s Setting up libatomic1:ppc64el (14-20240315-1ubuntu1) ... 536s Setting up icu-devtools (74.2-1ubuntu1) ... 536s Setting up pkgconf-bin (1.8.1-2) ... 536s Setting up liblzma-dev:ppc64el (5.6.0-0.2) ... 536s Setting up libubsan1:ppc64el (14-20240315-1ubuntu1) ... 536s Setting up zlib1g-dev:ppc64el (1:1.3.dfsg-3.1ubuntu1) ... 536s Setting up libpcre2-posix3:ppc64el (10.42-4ubuntu1) ... 536s Setting up libasan8:ppc64el (14-20240315-1ubuntu1) ... 536s Setting up libtsan2:ppc64el (14-20240315-1ubuntu1) ... 536s Setting up libjpeg8-dev:ppc64el (8c-2ubuntu11) ... 536s Setting up libisl23:ppc64el (0.26-3) ... 536s Setting up cpp-13-powerpc64le-linux-gnu (13.2.0-21ubuntu1) ... 536s Setting up libicu-dev:ppc64el (74.2-1ubuntu1) ... 536s Setting up libcc1-0:ppc64el (14-20240315-1ubuntu1) ... 536s Setting up liblsan0:ppc64el (14-20240315-1ubuntu1) ... 536s Setting up libblas-dev:ppc64el (3.12.0-3) ... 536s update-alternatives: using /usr/lib/powerpc64le-linux-gnu/blas/libblas.so to provide /usr/lib/powerpc64le-linux-gnu/libblas.so (libblas.so-powerpc64le-linux-gnu) in auto mode 536s Setting up dctrl-tools (2.24-3build2) ... 536s Setting up libitm1:ppc64el (14-20240315-1ubuntu1) ... 536s Setting up cpp-powerpc64le-linux-gnu (4:13.2.0-7ubuntu1) ... 536s Setting up libbz2-dev:ppc64el (1.0.8-5ubuntu1) ... 536s Setting up libpcre2-dev:ppc64el (10.42-4ubuntu1) ... 536s Setting up cpp-13 (13.2.0-21ubuntu1) ... 536s Setting up libpng-dev:ppc64el (1.6.43-3) ... 536s Setting up libjpeg-dev:ppc64el (8c-2ubuntu11) ... 536s Setting up pkgconf:ppc64el (1.8.1-2) ... 536s Setting up liblapack-dev:ppc64el (3.12.0-3) ... 536s update-alternatives: using /usr/lib/powerpc64le-linux-gnu/lapack/liblapack.so to provide /usr/lib/powerpc64le-linux-gnu/liblapack.so (liblapack.so-powerpc64le-linux-gnu) in auto mode 536s Setting up pkg-config:ppc64el (1.8.1-2) ... 536s Setting up libgcc-13-dev:ppc64el (13.2.0-21ubuntu1) ... 536s Setting up cpp (4:13.2.0-7ubuntu1) ... 536s Setting up libgfortran-13-dev:ppc64el (13.2.0-21ubuntu1) ... 536s Setting up libstdc++-13-dev:ppc64el (13.2.0-21ubuntu1) ... 536s Setting up gcc-13-powerpc64le-linux-gnu (13.2.0-21ubuntu1) ... 536s Setting up gcc-13 (13.2.0-21ubuntu1) ... 536s Setting up gfortran-13-powerpc64le-linux-gnu (13.2.0-21ubuntu1) ... 536s Setting up g++-13-powerpc64le-linux-gnu (13.2.0-21ubuntu1) ... 536s Setting up gcc-powerpc64le-linux-gnu (4:13.2.0-7ubuntu1) ... 536s Setting up gfortran-13 (13.2.0-21ubuntu1) ... 536s Setting up g++-powerpc64le-linux-gnu (4:13.2.0-7ubuntu1) ... 536s Setting up g++-13 (13.2.0-21ubuntu1) ... 536s Setting up gcc (4:13.2.0-7ubuntu1) ... 536s Setting up gfortran-powerpc64le-linux-gnu (4:13.2.0-7ubuntu1) ... 536s Setting up g++ (4:13.2.0-7ubuntu1) ... 536s update-alternatives: using /usr/bin/g++ to provide /usr/bin/c++ (c++) in auto mode 536s Setting up build-essential (12.10ubuntu1) ... 536s Setting up gfortran (4:13.2.0-7ubuntu1) ... 536s update-alternatives: using /usr/bin/gfortran to provide /usr/bin/f95 (f95) in auto mode 536s update-alternatives: warning: skip creation of /usr/share/man/man1/f95.1.gz because associated file /usr/share/man/man1/gfortran.1.gz (of link group f95) doesn't exist 536s update-alternatives: using /usr/bin/gfortran to provide /usr/bin/f77 (f77) in auto mode 536s update-alternatives: warning: skip creation of /usr/share/man/man1/f77.1.gz because associated file /usr/share/man/man1/gfortran.1.gz (of link group f77) doesn't exist 536s Setting up r-base-dev (4.3.3-2build1) ... 536s Setting up pkg-r-autopkgtest (20231212ubuntu1) ... 536s Setting up autopkgtest-satdep (0) ... 536s Processing triggers for man-db (2.12.0-3build4) ... 538s Processing triggers for install-info (7.1-3build1) ... 538s Processing triggers for libc-bin (2.39-0ubuntu6) ... 540s (Reading database ... 116083 files and directories currently installed.) 540s Removing autopkgtest-satdep (0) ... 541s autopkgtest [05:04:00]: test pkg-r-autopkgtest: /usr/share/dh-r/pkg-r-autopkgtest 541s autopkgtest [05:04:00]: test pkg-r-autopkgtest: [----------------------- 541s Test: Try to load the R library rrcov 541s 541s R version 4.3.3 (2024-02-29) -- "Angel Food Cake" 541s Copyright (C) 2024 The R Foundation for Statistical Computing 541s Platform: powerpc64le-unknown-linux-gnu (64-bit) 541s 541s R is free software and comes with ABSOLUTELY NO WARRANTY. 541s You are welcome to redistribute it under certain conditions. 541s Type 'license()' or 'licence()' for distribution details. 541s 541s R is a collaborative project with many contributors. 541s Type 'contributors()' for more information and 541s 'citation()' on how to cite R or R packages in publications. 541s 541s Type 'demo()' for some demos, 'help()' for on-line help, or 541s 'help.start()' for an HTML browser interface to help. 541s Type 'q()' to quit R. 541s 541s > library('rrcov') 541s Loading required package: robustbase 541s Scalable Robust Estimators with High Breakdown Point (version 1.7-5) 541s 541s > 541s > 541s Other tests are currently unsupported! 541s They will be progressively added. 541s autopkgtest [05:04:00]: test pkg-r-autopkgtest: -----------------------] 542s pkg-r-autopkgtest PASS 542s autopkgtest [05:04:01]: test pkg-r-autopkgtest: - - - - - - - - - - results - - - - - - - - - - 542s autopkgtest [05:04:01]: @@@@@@@@@@@@@@@@@@@@ summary 542s run-unit-test PASS 542s pkg-r-autopkgtest PASS 755s Creating nova instance adt-noble-ppc64el-r-cran-rrcov-20240328-045458-juju-7f2275-prod-proposed-migration-environment-2-b3a97fe5-6620-4cb1-8ba0-0cc2a34ab55b from image adt/ubuntu-noble-ppc64el-server-20240327.img (UUID 74f6a06c-176c-47b3-992a-25e3d3e7cc4c)...