0s autopkgtest [01:50:08]: starting date and time: 2024-03-28 01:50:08+0000 0s autopkgtest [01:50:08]: git checkout: 4a1cd702 l/adt_testbed: don't blame the testbed for unsolvable build deps 0s autopkgtest [01:50:08]: host juju-7f2275-prod-proposed-migration-environment-2; command line: /home/ubuntu/autopkgtest/runner/autopkgtest --output-dir /tmp/autopkgtest-work.cb1j28vr/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@bos02-s390x-9.secgroup --name adt-noble-s390x-r-cran-rrcov-20240328-015008-juju-7f2275-prod-proposed-migration-environment-2-1426101c-a08c-4160-aa59-25bdbc97f54c --image adt/ubuntu-noble-s390x-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://ftpmaster.internal/ubuntu/ 92s autopkgtest [01:51:40]: testbed dpkg architecture: s390x 92s autopkgtest [01:51:40]: testbed apt version: 2.7.12 92s autopkgtest [01:51:40]: @@@@@@@@@@@@@@@@@@@@ test bed setup 93s Get:1 http://ftpmaster.internal/ubuntu noble-proposed InRelease [117 kB] 94s Get:2 http://ftpmaster.internal/ubuntu noble-proposed/multiverse Sources [55.9 kB] 94s Get:3 http://ftpmaster.internal/ubuntu noble-proposed/universe Sources [3958 kB] 95s Get:4 http://ftpmaster.internal/ubuntu noble-proposed/restricted Sources [8504 B] 95s Get:5 http://ftpmaster.internal/ubuntu noble-proposed/main Sources [474 kB] 96s Get:6 http://ftpmaster.internal/ubuntu noble-proposed/main s390x Packages [651 kB] 96s Get:7 http://ftpmaster.internal/ubuntu noble-proposed/main s390x c-n-f Metadata [3032 B] 96s Get:8 http://ftpmaster.internal/ubuntu noble-proposed/restricted s390x Packages [1372 B] 96s Get:9 http://ftpmaster.internal/ubuntu noble-proposed/restricted s390x c-n-f Metadata [116 B] 96s Get:10 http://ftpmaster.internal/ubuntu noble-proposed/universe s390x Packages [4042 kB] 97s Get:11 http://ftpmaster.internal/ubuntu noble-proposed/universe s390x c-n-f Metadata [7292 B] 97s Get:12 http://ftpmaster.internal/ubuntu noble-proposed/multiverse s390x Packages [46.2 kB] 97s Get:13 http://ftpmaster.internal/ubuntu noble-proposed/multiverse s390x c-n-f Metadata [116 B] 98s Fetched 9364 kB in 4s (2089 kB/s) 98s Reading package lists... 100s Reading package lists... 101s Building dependency tree... 101s Reading state information... 101s Calculating upgrade... 101s The following packages will be upgraded: 101s binutils binutils-common binutils-s390x-linux-gnu dmsetup gcc-13-base 101s gcc-14-base initramfs-tools initramfs-tools-bin initramfs-tools-core jq 101s libbinutils libctf-nobfd0 libctf0 libdevmapper1.02.1 libexpat1 libftdi1-2 101s libgcc-s1 libjq1 libpam-modules libpam-modules-bin libpam-runtime libpam0g 101s libseccomp2 libsframe1 libstdc++6 libusb-1.0-0 101s 26 upgraded, 0 newly installed, 0 to remove and 0 not upgraded. 101s Need to get 5444 kB of archives. 101s After this operation, 17.4 kB of additional disk space will be used. 101s Get:1 http://ftpmaster.internal/ubuntu noble/main s390x libpam0g s390x 1.5.3-5ubuntu3 [69.8 kB] 101s Get:2 http://ftpmaster.internal/ubuntu noble/main s390x libpam-modules-bin s390x 1.5.3-5ubuntu3 [57.4 kB] 101s Get:3 http://ftpmaster.internal/ubuntu noble/main s390x libpam-modules s390x 1.5.3-5ubuntu3 [289 kB] 102s Get:4 http://ftpmaster.internal/ubuntu noble/main s390x gcc-14-base s390x 14-20240315-1ubuntu1 [47.0 kB] 102s Get:5 http://ftpmaster.internal/ubuntu noble/main s390x libstdc++6 s390x 14-20240315-1ubuntu1 [908 kB] 102s Get:6 http://ftpmaster.internal/ubuntu noble/main s390x libgcc-s1 s390x 14-20240315-1ubuntu1 [35.9 kB] 102s Get:7 http://ftpmaster.internal/ubuntu noble/main s390x libpam-runtime all 1.5.3-5ubuntu3 [40.8 kB] 102s Get:8 http://ftpmaster.internal/ubuntu noble/main s390x libseccomp2 s390x 2.5.5-1ubuntu2 [53.4 kB] 102s Get:9 http://ftpmaster.internal/ubuntu noble/main s390x libdevmapper1.02.1 s390x 2:1.02.185-3ubuntu2 [142 kB] 102s Get:10 http://ftpmaster.internal/ubuntu noble/main s390x dmsetup s390x 2:1.02.185-3ubuntu2 [80.4 kB] 102s Get:11 http://ftpmaster.internal/ubuntu noble/main s390x libexpat1 s390x 2.6.1-2 [94.8 kB] 102s Get:12 http://ftpmaster.internal/ubuntu noble/main s390x libusb-1.0-0 s390x 2:1.0.27-1 [54.8 kB] 102s Get:13 http://ftpmaster.internal/ubuntu noble/main s390x libctf0 s390x 2.42-4ubuntu1 [98.4 kB] 102s Get:14 http://ftpmaster.internal/ubuntu noble/main s390x libctf-nobfd0 s390x 2.42-4ubuntu1 [100 kB] 102s Get:15 http://ftpmaster.internal/ubuntu noble/main s390x binutils-s390x-linux-gnu s390x 2.42-4ubuntu1 [2270 kB] 102s Get:16 http://ftpmaster.internal/ubuntu noble/main s390x libbinutils s390x 2.42-4ubuntu1 [477 kB] 102s Get:17 http://ftpmaster.internal/ubuntu noble/main s390x binutils s390x 2.42-4ubuntu1 [3056 B] 102s Get:18 http://ftpmaster.internal/ubuntu noble/main s390x binutils-common s390x 2.42-4ubuntu1 [217 kB] 102s Get:19 http://ftpmaster.internal/ubuntu noble/main s390x libsframe1 s390x 2.42-4ubuntu1 [14.2 kB] 102s Get:20 http://ftpmaster.internal/ubuntu noble/main s390x gcc-13-base s390x 13.2.0-21ubuntu1 [48.3 kB] 102s Get:21 http://ftpmaster.internal/ubuntu noble/main s390x initramfs-tools all 0.142ubuntu23 [9058 B] 102s Get:22 http://ftpmaster.internal/ubuntu noble/main s390x initramfs-tools-core all 0.142ubuntu23 [50.1 kB] 102s Get:23 http://ftpmaster.internal/ubuntu noble/main s390x initramfs-tools-bin s390x 0.142ubuntu23 [20.5 kB] 102s Get:24 http://ftpmaster.internal/ubuntu noble/main s390x jq s390x 1.7.1-3 [66.5 kB] 102s Get:25 http://ftpmaster.internal/ubuntu noble/main s390x libjq1 s390x 1.7.1-3 [168 kB] 102s Get:26 http://ftpmaster.internal/ubuntu noble/main s390x libftdi1-2 s390x 1.5-6build4 [29.3 kB] 103s Preconfiguring packages ... 103s Fetched 5444 kB in 1s (3971 kB/s) 103s (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 ... 52167 files and directories currently installed.) 103s Preparing to unpack .../libpam0g_1.5.3-5ubuntu3_s390x.deb ... 103s Unpacking libpam0g:s390x (1.5.3-5ubuntu3) over (1.5.2-9.1ubuntu3) ... 103s Setting up libpam0g:s390x (1.5.3-5ubuntu3) ... 103s (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 ... 52167 files and directories currently installed.) 103s Preparing to unpack .../libpam-modules-bin_1.5.3-5ubuntu3_s390x.deb ... 103s Unpacking libpam-modules-bin (1.5.3-5ubuntu3) over (1.5.2-9.1ubuntu3) ... 103s Setting up libpam-modules-bin (1.5.3-5ubuntu3) ... 103s pam_namespace.service is a disabled or a static unit not running, not starting it. 103s (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 ... 52167 files and directories currently installed.) 103s Preparing to unpack .../libpam-modules_1.5.3-5ubuntu3_s390x.deb ... 103s Unpacking libpam-modules:s390x (1.5.3-5ubuntu3) over (1.5.2-9.1ubuntu3) ... 103s Setting up libpam-modules:s390x (1.5.3-5ubuntu3) ... 103s Installing new version of config file /etc/security/namespace.init ... 103s (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 ... 52165 files and directories currently installed.) 103s Preparing to unpack .../gcc-14-base_14-20240315-1ubuntu1_s390x.deb ... 103s Unpacking gcc-14-base:s390x (14-20240315-1ubuntu1) over (14-20240303-1ubuntu1) ... 103s Setting up gcc-14-base:s390x (14-20240315-1ubuntu1) ... 103s (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 ... 52165 files and directories currently installed.) 103s Preparing to unpack .../libstdc++6_14-20240315-1ubuntu1_s390x.deb ... 103s Unpacking libstdc++6:s390x (14-20240315-1ubuntu1) over (14-20240303-1ubuntu1) ... 103s Setting up libstdc++6:s390x (14-20240315-1ubuntu1) ... 104s (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 ... 52165 files and directories currently installed.) 104s Preparing to unpack .../libgcc-s1_14-20240315-1ubuntu1_s390x.deb ... 104s Unpacking libgcc-s1:s390x (14-20240315-1ubuntu1) over (14-20240303-1ubuntu1) ... 104s Setting up libgcc-s1:s390x (14-20240315-1ubuntu1) ... 104s (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 ... 52165 files and directories currently installed.) 104s Preparing to unpack .../libpam-runtime_1.5.3-5ubuntu3_all.deb ... 104s Unpacking libpam-runtime (1.5.3-5ubuntu3) over (1.5.2-9.1ubuntu3) ... 104s Setting up libpam-runtime (1.5.3-5ubuntu3) ... 104s (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 ... 52165 files and directories currently installed.) 104s Preparing to unpack .../libseccomp2_2.5.5-1ubuntu2_s390x.deb ... 104s Unpacking libseccomp2:s390x (2.5.5-1ubuntu2) over (2.5.5-1ubuntu1) ... 104s Setting up libseccomp2:s390x (2.5.5-1ubuntu2) ... 104s (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 ... 52165 files and directories currently installed.) 104s Preparing to unpack .../00-libdevmapper1.02.1_2%3a1.02.185-3ubuntu2_s390x.deb ... 104s Unpacking libdevmapper1.02.1:s390x (2:1.02.185-3ubuntu2) over (2:1.02.185-3ubuntu1) ... 104s Preparing to unpack .../01-dmsetup_2%3a1.02.185-3ubuntu2_s390x.deb ... 104s Unpacking dmsetup (2:1.02.185-3ubuntu2) over (2:1.02.185-3ubuntu1) ... 104s Preparing to unpack .../02-libexpat1_2.6.1-2_s390x.deb ... 104s Unpacking libexpat1:s390x (2.6.1-2) over (2.6.0-1) ... 104s Preparing to unpack .../03-libusb-1.0-0_2%3a1.0.27-1_s390x.deb ... 104s Unpacking libusb-1.0-0:s390x (2:1.0.27-1) over (2:1.0.26-1) ... 104s Preparing to unpack .../04-libctf0_2.42-4ubuntu1_s390x.deb ... 104s Unpacking libctf0:s390x (2.42-4ubuntu1) over (2.42-3ubuntu1) ... 104s Preparing to unpack .../05-libctf-nobfd0_2.42-4ubuntu1_s390x.deb ... 104s Unpacking libctf-nobfd0:s390x (2.42-4ubuntu1) over (2.42-3ubuntu1) ... 104s Preparing to unpack .../06-binutils-s390x-linux-gnu_2.42-4ubuntu1_s390x.deb ... 104s Unpacking binutils-s390x-linux-gnu (2.42-4ubuntu1) over (2.42-3ubuntu1) ... 104s Preparing to unpack .../07-libbinutils_2.42-4ubuntu1_s390x.deb ... 104s Unpacking libbinutils:s390x (2.42-4ubuntu1) over (2.42-3ubuntu1) ... 104s Preparing to unpack .../08-binutils_2.42-4ubuntu1_s390x.deb ... 104s Unpacking binutils (2.42-4ubuntu1) over (2.42-3ubuntu1) ... 104s Preparing to unpack .../09-binutils-common_2.42-4ubuntu1_s390x.deb ... 104s Unpacking binutils-common:s390x (2.42-4ubuntu1) over (2.42-3ubuntu1) ... 104s Preparing to unpack .../10-libsframe1_2.42-4ubuntu1_s390x.deb ... 104s Unpacking libsframe1:s390x (2.42-4ubuntu1) over (2.42-3ubuntu1) ... 104s Preparing to unpack .../11-gcc-13-base_13.2.0-21ubuntu1_s390x.deb ... 104s Unpacking gcc-13-base:s390x (13.2.0-21ubuntu1) over (13.2.0-17ubuntu2) ... 104s Preparing to unpack .../12-initramfs-tools_0.142ubuntu23_all.deb ... 104s Unpacking initramfs-tools (0.142ubuntu23) over (0.142ubuntu20) ... 104s Preparing to unpack .../13-initramfs-tools-core_0.142ubuntu23_all.deb ... 104s Unpacking initramfs-tools-core (0.142ubuntu23) over (0.142ubuntu20) ... 104s Preparing to unpack .../14-initramfs-tools-bin_0.142ubuntu23_s390x.deb ... 104s Unpacking initramfs-tools-bin (0.142ubuntu23) over (0.142ubuntu20) ... 104s Preparing to unpack .../15-jq_1.7.1-3_s390x.deb ... 104s Unpacking jq (1.7.1-3) over (1.7.1-2) ... 104s Preparing to unpack .../16-libjq1_1.7.1-3_s390x.deb ... 104s Unpacking libjq1:s390x (1.7.1-3) over (1.7.1-2) ... 104s Preparing to unpack .../17-libftdi1-2_1.5-6build4_s390x.deb ... 104s Unpacking libftdi1-2:s390x (1.5-6build4) over (1.5-6build3) ... 104s Setting up libexpat1:s390x (2.6.1-2) ... 104s Setting up libjq1:s390x (1.7.1-3) ... 104s Setting up binutils-common:s390x (2.42-4ubuntu1) ... 104s Setting up libctf-nobfd0:s390x (2.42-4ubuntu1) ... 104s Setting up libsframe1:s390x (2.42-4ubuntu1) ... 104s Setting up gcc-13-base:s390x (13.2.0-21ubuntu1) ... 104s Setting up libdevmapper1.02.1:s390x (2:1.02.185-3ubuntu2) ... 104s Setting up dmsetup (2:1.02.185-3ubuntu2) ... 104s Setting up jq (1.7.1-3) ... 104s Setting up libusb-1.0-0:s390x (2:1.0.27-1) ... 104s Setting up libbinutils:s390x (2.42-4ubuntu1) ... 104s Setting up initramfs-tools-bin (0.142ubuntu23) ... 104s Setting up libctf0:s390x (2.42-4ubuntu1) ... 104s Setting up binutils-s390x-linux-gnu (2.42-4ubuntu1) ... 104s Setting up binutils (2.42-4ubuntu1) ... 104s Setting up libftdi1-2:s390x (1.5-6build4) ... 104s Setting up initramfs-tools-core (0.142ubuntu23) ... 104s Setting up initramfs-tools (0.142ubuntu23) ... 104s update-initramfs: deferring update (trigger activated) 104s Processing triggers for man-db (2.12.0-3) ... 105s Processing triggers for libc-bin (2.39-0ubuntu6) ... 105s Processing triggers for initramfs-tools (0.142ubuntu23) ... 105s update-initramfs: Generating /boot/initrd.img-6.8.0-11-generic 105s W: No lz4 in /usr/bin:/sbin:/bin, using gzip 108s Using config file '/etc/zipl.conf' 109s Building bootmap in '/boot' 109s Adding IPL section 'ubuntu' (default) 109s Preparing boot device for LD-IPL: vda (0000). 109s Done. 109s Reading package lists... 109s Building dependency tree... 109s Reading state information... 109s 0 upgraded, 0 newly installed, 0 to remove and 218 not upgraded. 110s Hit:1 http://ftpmaster.internal/ubuntu noble-proposed InRelease 110s Hit:2 http://ftpmaster.internal/ubuntu noble InRelease 110s Hit:3 http://ftpmaster.internal/ubuntu noble-updates InRelease 110s Hit:4 http://ftpmaster.internal/ubuntu noble-security InRelease 111s Reading package lists... 111s Reading package lists... 111s Building dependency tree... 111s Reading state information... 112s Calculating upgrade... 112s The following packages were automatically installed and are no longer required: 112s libaio1 libnetplan0 python3-distutils python3-lib2to3 112s Use 'sudo apt autoremove' to remove them. 112s The following packages will be REMOVED: 112s libapt-pkg6.0 libarchive13 libatm1 libcurl3-gnutls libcurl4 libdb5.3 libelf1 112s libext2fs2 libgdbm-compat4 libgdbm6 libglib2.0-0 libgnutls30 libgpgme11 112s libhogweed6 libmagic1 libnettle8 libnpth0 libnvme1 libparted2 libperl5.38 112s libpng16-16 libpsl5 libreadline8 libreiserfscore0 libssl3 libtirpc3 liburcu8 112s libuv1 112s The following NEW packages will be installed: 112s bpfcc-tools bpftrace fontconfig-config fonts-dejavu-core fonts-dejavu-mono 112s hwdata ieee-data libaio1t64 libapt-pkg6.0t64 libarchive13t64 libatm1t64 112s libbpfcc libc-dev-bin libc-devtools libc6-dev libclang-cpp18 libclang1-18 112s libcrypt-dev libcurl3t64-gnutls libcurl4t64 libdb5.3t64 libdeflate0 112s libdw1t64 libelf1t64 libext2fs2t64 libfontconfig1 libfreetype6 libgd3 112s libgdbm-compat4t64 libgdbm6t64 libglib2.0-0t64 libgnutls30t64 libgpgme11t64 112s libhogweed6t64 libjbig0 libjpeg-turbo8 libjpeg8 libllvm18 libmagic1t64 112s libnetplan1 libnettle8t64 libnpth0t64 libnvme1t64 libparted2t64 112s libperl5.38t64 libpng16-16t64 libpsl5t64 libreadline8t64 libreiserfscore0t64 112s libsharpyuv0 libssl3t64 libtiff6 libtirpc3t64 liburcu8t64 libuv1t64 libwebp7 112s libxpm4 linux-headers-6.8.0-20 linux-headers-6.8.0-20-generic 112s linux-image-6.8.0-20-generic linux-libc-dev linux-modules-6.8.0-20-generic 112s linux-modules-extra-6.8.0-20-generic linux-tools-6.8.0-20 112s linux-tools-6.8.0-20-generic linux-tools-common manpages manpages-dev 112s python3-bpfcc python3-netaddr rpcsvc-proto ubuntu-kernel-accessories 112s xdg-user-dirs 112s The following packages have been kept back: 112s s390-tools 112s The following packages will be upgraded: 112s apparmor apt apt-utils base-files bash bind9-dnsutils bind9-host bind9-libs 112s bolt bsdextrautils bsdutils btrfs-progs coreutils cryptsetup-bin curl dbus 112s dbus-bin dbus-daemon dbus-session-bus-common dbus-system-bus-common 112s dbus-user-session dhcpcd-base dirmngr dpkg dpkg-dev e2fsprogs e2fsprogs-l10n 112s eject fdisk file ftp fwupd gawk gir1.2-girepository-2.0 gir1.2-glib-2.0 112s gnupg gnupg-l10n gnupg-utils gpg gpg-agent gpg-wks-client gpgconf gpgsm gpgv 112s groff-base ibverbs-providers inetutils-telnet info install-info iproute2 112s keyboxd kmod kpartx krb5-locales libapparmor1 libaudit-common libaudit1 112s libblkid1 libblockdev-crypto3 libblockdev-fs3 libblockdev-loop3 112s libblockdev-mdraid3 libblockdev-nvme3 libblockdev-part3 libblockdev-swap3 112s libblockdev-utils3 libblockdev3 libbpf1 libbrotli1 libcap-ng0 libcom-err2 112s libcryptsetup12 libdbus-1-3 libdebconfclient0 libdpkg-perl 112s libevent-core-2.1-7 libfdisk1 libfido2-1 libfwupd2 libgirepository-1.0-1 112s libglib2.0-data libgssapi-krb5-2 libgudev-1.0-0 libgusb2 libibverbs1 112s libjcat1 libjson-glib-1.0-0 libjson-glib-1.0-common libk5crypto3 libkmod2 112s libkrb5-3 libkrb5support0 libldap-common libldap2 liblocale-gettext-perl 112s liblzma5 libmagic-mgc libmbim-glib4 libmbim-proxy libmm-glib0 libmount1 112s libnghttp2-14 libnsl2 libnss-systemd libpam-systemd libplymouth5 112s libpolkit-agent-1-0 libpolkit-gobject-1-0 libproc2-0 libprotobuf-c1 112s libpython3-stdlib libpython3.11-minimal libpython3.11-stdlib 112s libpython3.12-minimal libpython3.12-stdlib libqmi-glib5 libqmi-proxy 112s libqrtr-glib0 librtmp1 libsasl2-2 libsasl2-modules libsasl2-modules-db 112s libselinux1 libsemanage-common libsemanage2 libslang2 libsmartcols1 112s libsqlite3-0 libss2 libssh-4 libsystemd-shared libsystemd0 112s libtext-charwidth-perl libtext-iconv-perl libtirpc-common libudev1 112s libudisks2-0 libuuid1 libvolume-key1 libxml2 libxmlb2 libxmuu1 linux-generic 112s linux-headers-generic linux-headers-virtual linux-image-generic 112s linux-image-virtual linux-virtual logsave lshw lsof man-db motd-news-config 112s mount mtr-tiny multipath-tools netplan-generator netplan.io openssh-client 112s openssh-server openssh-sftp-server openssl parted perl perl-base 112s perl-modules-5.38 pinentry-curses plymouth plymouth-theme-ubuntu-text procps 112s python-apt-common python3 python3-apt python3-cryptography python3-dbus 112s python3-distutils python3-gdbm python3-gi python3-lib2to3 python3-minimal 112s python3-netplan python3-pkg-resources python3-pyrsistent python3-setuptools 112s python3-typing-extensions python3-yaml python3.11 python3.11-minimal 112s python3.12 python3.12-minimal readline-common rsync rsyslog s390-tools-data 112s shared-mime-info sudo systemd systemd-dev systemd-resolved systemd-sysv 112s systemd-timesyncd tcpdump telnet tnftp ubuntu-pro-client 112s ubuntu-pro-client-l10n udev udisks2 usb.ids util-linux uuid-runtime 112s vim-common vim-tiny wget xxd xz-utils zlib1g 112s 217 upgraded, 73 newly installed, 28 to remove and 1 not upgraded. 112s Need to get 223 MB of archives. 112s After this operation, 524 MB of additional disk space will be used. 112s Get:1 http://ftpmaster.internal/ubuntu noble-proposed/main s390x motd-news-config all 13ubuntu8 [5098 B] 112s Get:2 http://ftpmaster.internal/ubuntu noble-proposed/main s390x base-files s390x 13ubuntu8 [74.2 kB] 112s Get:3 http://ftpmaster.internal/ubuntu noble-proposed/main s390x bash s390x 5.2.21-2ubuntu3 [845 kB] 113s Get:4 http://ftpmaster.internal/ubuntu noble-proposed/main s390x bsdutils s390x 1:2.39.3-9ubuntu2 [96.1 kB] 113s Get:5 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libbrotli1 s390x 1.1.0-2build1 [375 kB] 113s Get:6 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libgssapi-krb5-2 s390x 1.20.1-6ubuntu1 [149 kB] 113s Get:7 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libkrb5-3 s390x 1.20.1-6ubuntu1 [360 kB] 113s Get:8 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libkrb5support0 s390x 1.20.1-6ubuntu1 [34.6 kB] 113s Get:9 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libk5crypto3 s390x 1.20.1-6ubuntu1 [90.3 kB] 113s Get:10 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libcom-err2 s390x 1.47.0-2.4~exp1ubuntu2 [22.9 kB] 113s Get:11 http://ftpmaster.internal/ubuntu noble-proposed/main s390x zlib1g s390x 1:1.3.dfsg-3.1ubuntu1 [75.7 kB] 113s Get:12 http://ftpmaster.internal/ubuntu noble-proposed/main s390x librtmp1 s390x 2.4+20151223.gitfa8646d.1-2build6 [58.4 kB] 113s Get:13 http://ftpmaster.internal/ubuntu noble-proposed/main s390x udisks2 s390x 2.10.1-6 [298 kB] 113s Get:14 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libudisks2-0 s390x 2.10.1-6 [179 kB] 113s Get:15 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libblkid1 s390x 2.39.3-9ubuntu2 [128 kB] 113s Get:16 http://ftpmaster.internal/ubuntu noble-proposed/main s390x liblzma5 s390x 5.6.0-0.2 [137 kB] 113s Get:17 http://ftpmaster.internal/ubuntu noble-proposed/main s390x kmod s390x 31+20240202-2ubuntu4 [107 kB] 113s Get:18 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libkmod2 s390x 31+20240202-2ubuntu4 [56.3 kB] 113s Get:19 http://ftpmaster.internal/ubuntu noble-proposed/main s390x systemd-dev all 255.4-1ubuntu5 [103 kB] 113s Get:20 http://ftpmaster.internal/ubuntu noble-proposed/main s390x systemd-timesyncd s390x 255.4-1ubuntu5 [35.3 kB] 113s Get:21 http://ftpmaster.internal/ubuntu noble-proposed/main s390x dbus-session-bus-common all 1.14.10-4ubuntu2 [80.3 kB] 113s Get:22 http://ftpmaster.internal/ubuntu noble-proposed/main s390x systemd-sysv s390x 255.4-1ubuntu5 [11.9 kB] 113s Get:23 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libpam-systemd s390x 255.4-1ubuntu5 [242 kB] 113s Get:24 http://ftpmaster.internal/ubuntu noble-proposed/main s390x dbus-user-session s390x 1.14.10-4ubuntu2 [9960 B] 113s Get:25 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libapparmor1 s390x 4.0.0-beta3-0ubuntu2 [50.8 kB] 113s Get:26 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libaudit-common all 1:3.1.2-2.1 [5674 B] 113s Get:27 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libcap-ng0 s390x 0.8.4-2build1 [15.7 kB] 113s Get:28 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libaudit1 s390x 1:3.1.2-2.1 [48.9 kB] 113s Get:29 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libselinux1 s390x 3.5-2ubuntu1 [84.7 kB] 113s Get:30 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libcurl4t64 s390x 8.5.0-2ubuntu8 [363 kB] 113s Get:31 http://ftpmaster.internal/ubuntu noble-proposed/main s390x curl s390x 8.5.0-2ubuntu8 [227 kB] 113s Get:32 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libpsl5t64 s390x 0.21.2-1.1 [57.6 kB] 113s Get:33 http://ftpmaster.internal/ubuntu noble-proposed/main s390x wget s390x 1.21.4-1ubuntu2 [351 kB] 113s Get:34 http://ftpmaster.internal/ubuntu noble-proposed/main s390x tnftp s390x 20230507-2build1 [107 kB] 113s Get:35 http://ftpmaster.internal/ubuntu noble-proposed/main s390x tcpdump s390x 4.99.4-3ubuntu2 [490 kB] 113s Get:36 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libsystemd-shared s390x 255.4-1ubuntu5 [2131 kB] 113s Get:37 http://ftpmaster.internal/ubuntu noble-proposed/main s390x systemd-resolved s390x 255.4-1ubuntu5 [304 kB] 113s Get:38 http://ftpmaster.internal/ubuntu noble-proposed/main s390x sudo s390x 1.9.15p5-3ubuntu3 [968 kB] 113s Get:39 http://ftpmaster.internal/ubuntu noble-proposed/main s390x rsync s390x 3.2.7-1build1 [446 kB] 113s Get:40 http://ftpmaster.internal/ubuntu noble-proposed/main s390x python3-cryptography s390x 41.0.7-4build2 [918 kB] 114s Get:41 http://ftpmaster.internal/ubuntu noble-proposed/main s390x openssl s390x 3.0.13-0ubuntu2 [1010 kB] 114s Get:42 http://ftpmaster.internal/ubuntu noble-proposed/main s390x openssh-sftp-server s390x 1:9.6p1-3ubuntu11 [39.0 kB] 114s Get:43 http://ftpmaster.internal/ubuntu noble-proposed/main s390x openssh-client s390x 1:9.6p1-3ubuntu11 [935 kB] 114s Get:44 http://ftpmaster.internal/ubuntu noble-proposed/main s390x openssh-server s390x 1:9.6p1-3ubuntu11 [529 kB] 114s Get:45 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libssh-4 s390x 0.10.6-2build1 [189 kB] 114s Get:46 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libsasl2-modules s390x 2.1.28+dfsg1-5ubuntu1 [76.6 kB] 114s Get:47 http://ftpmaster.internal/ubuntu noble-proposed/main s390x python3.12 s390x 3.12.2-4build3 [645 kB] 114s Get:48 http://ftpmaster.internal/ubuntu noble-proposed/main s390x python3.12-minimal s390x 3.12.2-4build3 [2419 kB] 114s Get:49 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libpython3.12-minimal s390x 3.12.2-4build3 [829 kB] 114s Get:50 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libparted2t64 s390x 3.6-3.1build2 [172 kB] 114s Get:51 http://ftpmaster.internal/ubuntu noble-proposed/main s390x parted s390x 3.6-3.1build2 [44.6 kB] 114s Get:52 http://ftpmaster.internal/ubuntu noble-proposed/main s390x python3.11 s390x 3.11.8-1build4 [589 kB] 114s Get:53 http://ftpmaster.internal/ubuntu noble-proposed/main s390x python3.11-minimal s390x 3.11.8-1build4 [2280 kB] 114s Get:54 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libpython3.11-minimal s390x 3.11.8-1build4 [838 kB] 115s Get:55 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libpython3.11-stdlib s390x 3.11.8-1build4 [1944 kB] 115s Get:56 http://ftpmaster.internal/ubuntu noble-proposed/main s390x shared-mime-info s390x 2.4-1build1 [474 kB] 115s Get:57 http://ftpmaster.internal/ubuntu noble-proposed/main s390x gir1.2-girepository-2.0 s390x 1.79.1-1ubuntu6 [24.5 kB] 115s Get:58 http://ftpmaster.internal/ubuntu noble-proposed/main s390x gir1.2-glib-2.0 s390x 2.79.3-3ubuntu5 [180 kB] 115s Get:59 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libgirepository-1.0-1 s390x 1.79.1-1ubuntu6 [84.0 kB] 115s Get:60 http://ftpmaster.internal/ubuntu noble-proposed/main s390x python3-gi s390x 3.47.0-3build1 [236 kB] 115s Get:61 http://ftpmaster.internal/ubuntu noble-proposed/main s390x python3-dbus s390x 1.3.2-5build2 [100 kB] 115s Get:62 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libnetplan1 s390x 1.0-1 [123 kB] 115s Get:63 http://ftpmaster.internal/ubuntu noble-proposed/main s390x python3-netplan s390x 1.0-1 [23.0 kB] 115s Get:64 http://ftpmaster.internal/ubuntu noble-proposed/main s390x netplan-generator s390x 1.0-1 [59.1 kB] 115s Get:65 http://ftpmaster.internal/ubuntu noble-proposed/main s390x netplan.io s390x 1.0-1 [65.4 kB] 115s Get:66 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libxmlb2 s390x 0.3.15-1build1 [70.6 kB] 115s Get:67 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libgpgme11t64 s390x 1.18.0-4.1ubuntu3 [150 kB] 115s Get:68 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libvolume-key1 s390x 0.3.12-7build1 [40.8 kB] 115s Get:69 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libqrtr-glib0 s390x 1.2.2-1ubuntu3 [17.5 kB] 115s Get:70 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libqmi-glib5 s390x 1.35.2-0ubuntu1 [918 kB] 115s Get:71 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libqmi-proxy s390x 1.35.2-0ubuntu1 [6122 B] 115s Get:72 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libpolkit-agent-1-0 s390x 124-1ubuntu1 [17.8 kB] 115s Get:73 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libpolkit-gobject-1-0 s390x 124-1ubuntu1 [48.3 kB] 115s Get:74 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libmm-glib0 s390x 1.23.4-0ubuntu1 [251 kB] 115s Get:75 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libmbim-glib4 s390x 1.31.2-0ubuntu2 [238 kB] 115s Get:76 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libmbim-proxy s390x 1.31.2-0ubuntu2 [6154 B] 115s Get:77 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libjson-glib-1.0-common all 1.8.0-2build1 [4210 B] 115s Get:78 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libjson-glib-1.0-0 s390x 1.8.0-2build1 [68.4 kB] 115s Get:79 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libgusb2 s390x 0.4.8-1build1 [39.0 kB] 115s Get:80 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libgudev-1.0-0 s390x 1:238-3ubuntu2 [15.7 kB] 115s Get:81 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libarchive13t64 s390x 3.7.2-1.1ubuntu2 [419 kB] 115s Get:82 http://ftpmaster.internal/ubuntu noble-proposed/main s390x fwupd s390x 1.9.15-2 [4435 kB] 116s Get:83 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libcurl3t64-gnutls s390x 8.5.0-2ubuntu8 [356 kB] 116s Get:84 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libfwupd2 s390x 1.9.15-2 [136 kB] 116s Get:85 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libblockdev3 s390x 3.1.0-1build1 [52.3 kB] 116s Get:86 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libblockdev-utils3 s390x 3.1.0-1build1 [19.2 kB] 116s Get:87 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libblockdev-swap3 s390x 3.1.0-1build1 [7778 B] 116s Get:88 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libblockdev-part3 s390x 3.1.0-1build1 [15.4 kB] 116s Get:89 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libnvme1t64 s390x 1.8-3 [78.7 kB] 116s Get:90 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libblockdev-nvme3 s390x 3.1.0-1build1 [18.3 kB] 116s Get:91 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libblockdev-mdraid3 s390x 3.1.0-1build1 [13.2 kB] 116s Get:92 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libblockdev-loop3 s390x 3.1.0-1build1 [7138 B] 116s Get:93 http://ftpmaster.internal/ubuntu noble-proposed/main s390x logsave s390x 1.47.0-2.4~exp1ubuntu2 [22.5 kB] 116s Get:94 http://ftpmaster.internal/ubuntu noble-proposed/main s390x e2fsprogs-l10n all 1.47.0-2.4~exp1ubuntu2 [5996 B] 116s Get:95 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libext2fs2t64 s390x 1.47.0-2.4~exp1ubuntu2 [235 kB] 116s Get:96 http://ftpmaster.internal/ubuntu noble-proposed/main s390x e2fsprogs s390x 1.47.0-2.4~exp1ubuntu2 [615 kB] 116s Get:97 http://ftpmaster.internal/ubuntu noble/main s390x libreiserfscore0t64 s390x 1:3.6.27-7.1 [85.5 kB] 116s Get:98 http://ftpmaster.internal/ubuntu noble-proposed/main s390x btrfs-progs s390x 6.6.3-1.1build1 [959 kB] 116s Get:99 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libblockdev-fs3 s390x 3.1.0-1build1 [36.5 kB] 116s Get:100 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libblockdev-crypto3 s390x 3.1.0-1build1 [21.6 kB] 116s Get:101 http://ftpmaster.internal/ubuntu noble-proposed/main s390x bolt s390x 0.9.6-2build1 [142 kB] 116s Get:102 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libglib2.0-0t64 s390x 2.79.3-3ubuntu5 [1566 kB] 116s Get:103 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libjcat1 s390x 0.2.0-2build2 [34.4 kB] 116s Get:104 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libldap2 s390x 2.6.7+dfsg-1~exp1ubuntu6 [202 kB] 117s Get:105 http://ftpmaster.internal/ubuntu noble-proposed/main s390x ubuntu-pro-client-l10n s390x 31.2.2 [19.4 kB] 117s Get:106 http://ftpmaster.internal/ubuntu noble-proposed/main s390x ubuntu-pro-client s390x 31.2.2 [214 kB] 117s Get:107 http://ftpmaster.internal/ubuntu noble-proposed/main s390x gnupg-utils s390x 2.4.4-2ubuntu15 [116 kB] 117s Get:108 http://ftpmaster.internal/ubuntu noble-proposed/main s390x keyboxd s390x 2.4.4-2ubuntu15 [83.1 kB] 117s Get:109 http://ftpmaster.internal/ubuntu noble/main s390x libnpth0t64 s390x 1.6-3.1 [8148 B] 117s Get:110 http://ftpmaster.internal/ubuntu noble-proposed/main s390x gpgv s390x 2.4.4-2ubuntu15 [165 kB] 117s Get:111 http://ftpmaster.internal/ubuntu noble-proposed/main s390x gpg-wks-client s390x 2.4.4-2ubuntu15 [76.8 kB] 117s Get:112 http://ftpmaster.internal/ubuntu noble-proposed/main s390x gpg-agent s390x 2.4.4-2ubuntu15 [240 kB] 117s Get:113 http://ftpmaster.internal/ubuntu noble-proposed/main s390x gpg s390x 2.4.4-2ubuntu15 [589 kB] 117s Get:114 http://ftpmaster.internal/ubuntu noble-proposed/main s390x dirmngr s390x 2.4.4-2ubuntu15 [340 kB] 117s Get:115 http://ftpmaster.internal/ubuntu noble-proposed/main s390x gnupg all 2.4.4-2ubuntu15 [359 kB] 117s Get:116 http://ftpmaster.internal/ubuntu noble-proposed/main s390x python3-apt s390x 2.7.7 [171 kB] 117s Get:117 http://ftpmaster.internal/ubuntu noble-proposed/main s390x apt-utils s390x 2.7.14 [214 kB] 117s Get:118 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libapt-pkg6.0t64 s390x 2.7.14 [1014 kB] 117s Get:119 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libnettle8t64 s390x 3.9.1-2.2 [210 kB] 117s Get:120 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libhogweed6t64 s390x 3.9.1-2.2 [204 kB] 117s Get:121 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libgnutls30t64 s390x 3.8.3-1.1ubuntu2 [1044 kB] 117s Get:122 http://ftpmaster.internal/ubuntu noble-proposed/main s390x apt s390x 2.7.14 [1390 kB] 117s Get:123 http://ftpmaster.internal/ubuntu noble-proposed/main s390x gpgconf s390x 2.4.4-2ubuntu15 [111 kB] 117s Get:124 http://ftpmaster.internal/ubuntu noble-proposed/main s390x gpgsm s390x 2.4.4-2ubuntu15 [244 kB] 117s Get:125 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libreadline8t64 s390x 8.2-4 [170 kB] 117s Get:126 http://ftpmaster.internal/ubuntu noble-proposed/main s390x gawk s390x 1:5.2.1-2build2 [496 kB] 117s Get:127 http://ftpmaster.internal/ubuntu noble-proposed/main s390x fdisk s390x 2.39.3-9ubuntu2 [124 kB] 117s Get:128 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libpython3.12-stdlib s390x 3.12.2-4build3 [2046 kB] 117s Get:129 http://ftpmaster.internal/ubuntu noble-proposed/main s390x perl-base s390x 5.38.2-3.2 [1961 kB] 117s Get:130 http://ftpmaster.internal/ubuntu noble-proposed/main s390x perl-modules-5.38 all 5.38.2-3.2 [3110 kB] 118s Get:131 http://ftpmaster.internal/ubuntu noble-proposed/main s390x python3-gdbm s390x 3.12.2-3ubuntu1.1 [19.0 kB] 118s Get:132 http://ftpmaster.internal/ubuntu noble-proposed/main s390x man-db s390x 2.12.0-3build4 [1246 kB] 118s Get:133 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libgdbm6t64 s390x 1.23-5.1 [36.4 kB] 118s Get:134 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libgdbm-compat4t64 s390x 1.23-5.1 [6880 B] 118s Get:135 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libperl5.38t64 s390x 5.38.2-3.2 [5007 kB] 118s Get:136 http://ftpmaster.internal/ubuntu noble-proposed/main s390x perl s390x 5.38.2-3.2 [231 kB] 118s Get:137 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libdb5.3t64 s390x 5.3.28+dfsg2-6 [763 kB] 118s Get:138 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libsasl2-modules-db s390x 2.1.28+dfsg1-5ubuntu1 [21.1 kB] 118s Get:139 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libsasl2-2 s390x 2.1.28+dfsg1-5ubuntu1 [57.8 kB] 118s Get:140 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libfido2-1 s390x 1.14.0-1build1 [81.0 kB] 118s Get:141 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libcryptsetup12 s390x 2:2.7.0-1ubuntu2 [264 kB] 118s Get:142 http://ftpmaster.internal/ubuntu noble-proposed/main s390x dhcpcd-base s390x 1:10.0.6-1ubuntu2 [217 kB] 118s Get:143 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libuv1t64 s390x 1.48.0-1.1 [101 kB] 118s Get:144 http://ftpmaster.internal/ubuntu noble-proposed/main s390x bind9-host s390x 1:9.18.24-0ubuntu3 [50.5 kB] 118s Get:145 http://ftpmaster.internal/ubuntu noble-proposed/main s390x bind9-dnsutils s390x 1:9.18.24-0ubuntu3 [162 kB] 118s Get:146 http://ftpmaster.internal/ubuntu noble-proposed/main s390x bind9-libs s390x 1:9.18.24-0ubuntu3 [1243 kB] 118s Get:147 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libssl3t64 s390x 3.0.13-0ubuntu2 [1675 kB] 118s Get:148 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libnss-systemd s390x 255.4-1ubuntu5 [166 kB] 118s Get:149 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libudev1 s390x 255.4-1ubuntu5 [178 kB] 118s Get:150 http://ftpmaster.internal/ubuntu noble-proposed/main s390x systemd s390x 255.4-1ubuntu5 [3533 kB] 119s Get:151 http://ftpmaster.internal/ubuntu noble-proposed/main s390x udev s390x 255.4-1ubuntu5 [1887 kB] 119s Get:152 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libsystemd0 s390x 255.4-1ubuntu5 [443 kB] 119s Get:153 http://ftpmaster.internal/ubuntu noble-proposed/main s390x dbus-system-bus-common all 1.14.10-4ubuntu2 [81.5 kB] 119s Get:154 http://ftpmaster.internal/ubuntu noble-proposed/main s390x dbus-bin s390x 1.14.10-4ubuntu2 [41.4 kB] 119s Get:155 http://ftpmaster.internal/ubuntu noble-proposed/main s390x dbus s390x 1.14.10-4ubuntu2 [24.3 kB] 119s Get:156 http://ftpmaster.internal/ubuntu noble-proposed/main s390x dbus-daemon s390x 1.14.10-4ubuntu2 [118 kB] 119s Get:157 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libdbus-1-3 s390x 1.14.10-4ubuntu2 [213 kB] 119s Get:158 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libmount1 s390x 2.39.3-9ubuntu2 [138 kB] 119s Get:159 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libuuid1 s390x 2.39.3-9ubuntu2 [35.6 kB] 119s Get:160 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libfdisk1 s390x 2.39.3-9ubuntu2 [151 kB] 119s Get:161 http://ftpmaster.internal/ubuntu noble-proposed/main s390x mount s390x 2.39.3-9ubuntu2 [119 kB] 119s Get:162 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libsqlite3-0 s390x 3.45.1-1ubuntu1 [747 kB] 119s Get:163 http://ftpmaster.internal/ubuntu noble-proposed/main s390x dpkg s390x 1.22.6ubuntu5 [1278 kB] 119s Get:164 http://ftpmaster.internal/ubuntu noble-proposed/main s390x python3-minimal s390x 3.12.2-0ubuntu1 [27.1 kB] 119s Get:165 http://ftpmaster.internal/ubuntu noble-proposed/main s390x python3 s390x 3.12.2-0ubuntu1 [24.1 kB] 119s Get:166 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libpython3-stdlib s390x 3.12.2-0ubuntu1 [9804 B] 119s Get:167 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libsmartcols1 s390x 2.39.3-9ubuntu2 [67.9 kB] 119s Get:168 http://ftpmaster.internal/ubuntu noble-proposed/main s390x bsdextrautils s390x 2.39.3-9ubuntu2 [76.3 kB] 119s Get:169 http://ftpmaster.internal/ubuntu noble-proposed/main s390x groff-base s390x 1.23.0-3build1 [1049 kB] 119s Get:170 http://ftpmaster.internal/ubuntu noble-proposed/main s390x pinentry-curses s390x 1.2.1-3ubuntu4 [37.6 kB] 119s Get:171 http://ftpmaster.internal/ubuntu noble-proposed/main s390x readline-common all 8.2-4 [56.4 kB] 119s Get:172 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libxml2 s390x 2.9.14+dfsg-1.3ubuntu2 [818 kB] 119s Get:173 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libbpf1 s390x 1:1.3.0-2build1 [176 kB] 119s Get:174 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libelf1t64 s390x 0.190-1.1build2 [69.7 kB] 119s Get:175 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libtirpc-common all 1.3.4+ds-1.1 [8018 B] 119s Get:176 http://ftpmaster.internal/ubuntu noble-proposed/main s390x lsof s390x 4.95.0-1build2 [248 kB] 119s Get:177 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libnsl2 s390x 1.3.0-3build2 [44.1 kB] 119s Get:178 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libtirpc3t64 s390x 1.3.4+ds-1.1 [85.8 kB] 119s Get:179 http://ftpmaster.internal/ubuntu noble-proposed/main s390x iproute2 s390x 6.1.0-1ubuntu5 [1156 kB] 119s Get:180 http://ftpmaster.internal/ubuntu noble-proposed/main s390x python3-yaml s390x 6.0.1-2build1 [121 kB] 119s Get:181 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libprotobuf-c1 s390x 1.4.1-1ubuntu3 [23.4 kB] 119s Get:182 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libnghttp2-14 s390x 1.59.0-1build1 [77.8 kB] 119s Get:183 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libproc2-0 s390x 2:4.0.4-4ubuntu2 [60.1 kB] 119s Get:184 http://ftpmaster.internal/ubuntu noble-proposed/main s390x procps s390x 2:4.0.4-4ubuntu2 [724 kB] 119s Get:185 http://ftpmaster.internal/ubuntu noble-proposed/main s390x coreutils s390x 9.4-3ubuntu3 [1482 kB] 120s Get:186 http://ftpmaster.internal/ubuntu noble-proposed/main s390x util-linux s390x 2.39.3-9ubuntu2 [1143 kB] 120s Get:187 http://ftpmaster.internal/ubuntu noble-proposed/main s390x file s390x 1:5.45-3 [22.2 kB] 120s Get:188 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libmagic-mgc s390x 1:5.45-3 [305 kB] 120s Get:189 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libmagic1t64 s390x 1:5.45-3 [93.1 kB] 120s Get:190 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libplymouth5 s390x 24.004.60-1ubuntu6 [151 kB] 120s Get:191 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libpng16-16t64 s390x 1.6.43-3 [200 kB] 120s Get:192 http://ftpmaster.internal/ubuntu noble-proposed/main s390x multipath-tools s390x 0.9.4-5ubuntu6 [318 kB] 120s Get:193 http://ftpmaster.internal/ubuntu noble/main s390x liburcu8t64 s390x 0.14.0-3.1 [67.3 kB] 120s Get:194 http://ftpmaster.internal/ubuntu noble-proposed/main s390x liblocale-gettext-perl s390x 1.07-6ubuntu4 [15.8 kB] 120s Get:195 http://ftpmaster.internal/ubuntu noble-proposed/main s390x uuid-runtime s390x 2.39.3-9ubuntu2 [33.4 kB] 120s Get:196 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libdebconfclient0 s390x 0.271ubuntu2 [11.4 kB] 120s Get:197 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libsemanage-common all 3.5-1build4 [10.1 kB] 120s Get:198 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libsemanage2 s390x 3.5-1build4 [96.7 kB] 120s Get:199 http://ftpmaster.internal/ubuntu noble-proposed/main s390x install-info s390x 7.1-3build1 [64.5 kB] 120s Get:200 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libss2 s390x 1.47.0-2.4~exp1ubuntu2 [17.2 kB] 120s Get:201 http://ftpmaster.internal/ubuntu noble-proposed/main s390x eject s390x 2.39.3-9ubuntu2 [26.2 kB] 120s Get:202 http://ftpmaster.internal/ubuntu noble-proposed/main s390x krb5-locales all 1.20.1-6ubuntu1 [13.8 kB] 120s Get:203 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libglib2.0-data all 2.79.3-3ubuntu5 [46.6 kB] 120s Get:204 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libslang2 s390x 2.3.3-3build1 [501 kB] 120s Get:205 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libtext-charwidth-perl s390x 0.04-11build2 [9484 B] 120s Get:206 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libtext-iconv-perl s390x 1.7-8build2 [13.8 kB] 120s Get:207 http://ftpmaster.internal/ubuntu noble-proposed/main s390x python-apt-common all 2.7.7 [19.8 kB] 120s Get:208 http://ftpmaster.internal/ubuntu noble-proposed/main s390x python3-setuptools all 68.1.2-2ubuntu1 [396 kB] 120s Get:209 http://ftpmaster.internal/ubuntu noble-proposed/main s390x python3-pkg-resources all 68.1.2-2ubuntu1 [168 kB] 120s Get:210 http://ftpmaster.internal/ubuntu noble-proposed/main s390x rsyslog s390x 8.2312.0-3ubuntu7 [536 kB] 120s Get:211 http://ftpmaster.internal/ubuntu noble-proposed/main s390x vim-tiny s390x 2:9.1.0016-1ubuntu6 [879 kB] 121s Get:212 http://ftpmaster.internal/ubuntu noble-proposed/main s390x vim-common all 2:9.1.0016-1ubuntu6 [385 kB] 121s Get:213 http://ftpmaster.internal/ubuntu noble/main s390x xdg-user-dirs s390x 0.18-1 [18.5 kB] 121s Get:214 http://ftpmaster.internal/ubuntu noble-proposed/main s390x xxd s390x 2:9.1.0016-1ubuntu6 [63.5 kB] 121s Get:215 http://ftpmaster.internal/ubuntu noble-proposed/main s390x apparmor s390x 4.0.0-beta3-0ubuntu2 [710 kB] 121s Get:216 http://ftpmaster.internal/ubuntu noble-proposed/main s390x ftp all 20230507-2build1 [4724 B] 121s Get:217 http://ftpmaster.internal/ubuntu noble-proposed/main s390x inetutils-telnet s390x 2:2.5-3ubuntu3 [105 kB] 121s Get:218 http://ftpmaster.internal/ubuntu noble-proposed/main s390x info s390x 7.1-3build1 [152 kB] 121s Get:219 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libxmuu1 s390x 2:1.1.3-3build1 [8860 B] 121s Get:220 http://ftpmaster.internal/ubuntu noble-proposed/main s390x lshw s390x 02.19.git.2021.06.19.996aaad9c7-2build2 [346 kB] 121s Get:221 http://ftpmaster.internal/ubuntu noble/main s390x manpages all 6.05.01-1 [1340 kB] 121s Get:222 http://ftpmaster.internal/ubuntu noble-proposed/main s390x mtr-tiny s390x 0.95-1.1build1 [57.0 kB] 121s Get:223 http://ftpmaster.internal/ubuntu noble-proposed/main s390x plymouth-theme-ubuntu-text s390x 24.004.60-1ubuntu6 [10.2 kB] 121s Get:224 http://ftpmaster.internal/ubuntu noble-proposed/main s390x plymouth s390x 24.004.60-1ubuntu6 [147 kB] 121s Get:225 http://ftpmaster.internal/ubuntu noble-proposed/main s390x telnet all 0.17+2.5-3ubuntu3 [3682 B] 121s Get:226 http://ftpmaster.internal/ubuntu noble-proposed/main s390x usb.ids all 2024.03.18-1 [223 kB] 121s Get:227 http://ftpmaster.internal/ubuntu noble-proposed/main s390x xz-utils s390x 5.6.0-0.2 [274 kB] 121s Get:228 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libllvm18 s390x 1:18.1.2-1ubuntu2 [33.4 MB] 124s Get:229 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libclang-cpp18 s390x 1:18.1.2-1ubuntu2 [16.1 MB] 125s Get:230 http://ftpmaster.internal/ubuntu noble-proposed/universe s390x libbpfcc s390x 0.29.1+ds-1ubuntu4 [697 kB] 125s Get:231 http://ftpmaster.internal/ubuntu noble-proposed/universe s390x python3-bpfcc all 0.29.1+ds-1ubuntu4 [40.2 kB] 125s Get:232 http://ftpmaster.internal/ubuntu noble/main s390x ieee-data all 20220827.1 [2113 kB] 125s Get:233 http://ftpmaster.internal/ubuntu noble/main s390x python3-netaddr all 0.8.0-2ubuntu1 [319 kB] 125s Get:234 http://ftpmaster.internal/ubuntu noble-proposed/universe s390x bpfcc-tools all 0.29.1+ds-1ubuntu4 [687 kB] 125s Get:235 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libclang1-18 s390x 1:18.1.2-1ubuntu2 [9349 kB] 126s Get:236 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libdw1t64 s390x 0.190-1.1build2 [286 kB] 126s Get:237 http://ftpmaster.internal/ubuntu noble-proposed/universe s390x bpftrace s390x 0.20.2-1ubuntu1 [1139 kB] 126s Get:238 http://ftpmaster.internal/ubuntu noble-proposed/main s390x cryptsetup-bin s390x 2:2.7.0-1ubuntu2 [211 kB] 126s Get:239 http://ftpmaster.internal/ubuntu noble-proposed/main s390x dpkg-dev all 1.22.6ubuntu5 [1074 kB] 126s Get:240 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libdpkg-perl all 1.22.6ubuntu5 [269 kB] 126s Get:241 http://ftpmaster.internal/ubuntu noble/main s390x fonts-dejavu-mono all 2.37-8 [502 kB] 126s Get:242 http://ftpmaster.internal/ubuntu noble/main s390x fonts-dejavu-core all 2.37-8 [835 kB] 126s Get:243 http://ftpmaster.internal/ubuntu noble/main s390x fontconfig-config s390x 2.15.0-1.1ubuntu1 [37.4 kB] 126s Get:244 http://ftpmaster.internal/ubuntu noble-proposed/main s390x gnupg-l10n all 2.4.4-2ubuntu15 [65.8 kB] 126s Get:245 http://ftpmaster.internal/ubuntu noble/main s390x hwdata all 0.379-1 [29.1 kB] 126s Get:246 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libibverbs1 s390x 50.0-2build1 [70.0 kB] 126s Get:247 http://ftpmaster.internal/ubuntu noble-proposed/main s390x ibverbs-providers s390x 50.0-2build1 [408 kB] 126s Get:248 http://ftpmaster.internal/ubuntu noble/main s390x libaio1t64 s390x 0.3.113-6 [7290 B] 126s Get:249 http://ftpmaster.internal/ubuntu noble/main s390x libatm1t64 s390x 1:2.5.1-5.1 [24.5 kB] 126s Get:250 http://ftpmaster.internal/ubuntu noble/main s390x libc-dev-bin s390x 2.39-0ubuntu6 [20.2 kB] 126s Get:251 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libfreetype6 s390x 2.13.2+dfsg-1build2 [437 kB] 126s Get:252 http://ftpmaster.internal/ubuntu noble/main s390x libfontconfig1 s390x 2.15.0-1.1ubuntu1 [150 kB] 126s Get:253 http://ftpmaster.internal/ubuntu noble/main s390x libjpeg-turbo8 s390x 2.1.5-2ubuntu1 [128 kB] 126s Get:254 http://ftpmaster.internal/ubuntu noble/main s390x libjpeg8 s390x 8c-2ubuntu11 [2146 B] 126s Get:255 http://ftpmaster.internal/ubuntu noble/main s390x libdeflate0 s390x 1.19-1 [46.0 kB] 126s Get:256 http://ftpmaster.internal/ubuntu noble/main s390x libjbig0 s390x 2.1-6.1ubuntu1 [29.8 kB] 126s Get:257 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libsharpyuv0 s390x 1.3.2-0.4build2 [14.9 kB] 126s Get:258 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libwebp7 s390x 1.3.2-0.4build2 [207 kB] 126s Get:259 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libtiff6 s390x 4.5.1+git230720-4ubuntu1 [218 kB] 126s Get:260 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libxpm4 s390x 1:3.5.17-1build1 [41.4 kB] 126s Get:261 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libgd3 s390x 2.3.3-9ubuntu3 [141 kB] 126s Get:262 http://ftpmaster.internal/ubuntu noble/main s390x libc-devtools s390x 2.39-0ubuntu6 [30.6 kB] 126s Get:263 http://ftpmaster.internal/ubuntu noble-proposed/main s390x linux-libc-dev s390x 6.8.0-20.20 [1592 kB] 126s Get:264 http://ftpmaster.internal/ubuntu noble/main s390x libcrypt-dev s390x 1:4.4.36-4 [135 kB] 126s Get:265 http://ftpmaster.internal/ubuntu noble/main s390x rpcsvc-proto s390x 1.4.2-0ubuntu6 [64.7 kB] 126s Get:266 http://ftpmaster.internal/ubuntu noble/main s390x libc6-dev s390x 2.39-0ubuntu6 [1629 kB] 127s Get:267 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libevent-core-2.1-7 s390x 2.1.12-stable-9build1 [94.3 kB] 127s Get:268 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libldap-common all 2.6.7+dfsg-1~exp1ubuntu6 [31.3 kB] 127s Get:269 http://ftpmaster.internal/ubuntu noble-proposed/main s390x linux-modules-6.8.0-20-generic s390x 6.8.0-20.20 [21.0 MB] 128s Get:270 http://ftpmaster.internal/ubuntu noble-proposed/main s390x linux-image-6.8.0-20-generic s390x 6.8.0-20.20 [9872 kB] 129s Get:271 http://ftpmaster.internal/ubuntu noble-proposed/main s390x linux-modules-extra-6.8.0-20-generic s390x 6.8.0-20.20 [11.7 MB] 130s Get:272 http://ftpmaster.internal/ubuntu noble-proposed/main s390x linux-generic s390x 6.8.0-20.20+1 [1734 B] 130s Get:273 http://ftpmaster.internal/ubuntu noble-proposed/main s390x linux-image-generic s390x 6.8.0-20.20+1 [9688 B] 130s Get:274 http://ftpmaster.internal/ubuntu noble-proposed/main s390x linux-virtual s390x 6.8.0-20.20+1 [1682 B] 130s Get:275 http://ftpmaster.internal/ubuntu noble-proposed/main s390x linux-image-virtual s390x 6.8.0-20.20+1 [9700 B] 130s Get:276 http://ftpmaster.internal/ubuntu noble-proposed/main s390x linux-headers-virtual s390x 6.8.0-20.20+1 [1642 B] 130s Get:277 http://ftpmaster.internal/ubuntu noble-proposed/main s390x linux-headers-6.8.0-20 all 6.8.0-20.20 [13.6 MB] 132s Get:278 http://ftpmaster.internal/ubuntu noble-proposed/main s390x linux-headers-6.8.0-20-generic s390x 6.8.0-20.20 [2579 kB] 132s Get:279 http://ftpmaster.internal/ubuntu noble-proposed/main s390x linux-headers-generic s390x 6.8.0-20.20+1 [9608 B] 132s Get:280 http://ftpmaster.internal/ubuntu noble-proposed/main s390x linux-tools-common all 6.8.0-20.20 [437 kB] 132s Get:281 http://ftpmaster.internal/ubuntu noble-proposed/main s390x linux-tools-6.8.0-20 s390x 6.8.0-20.20 [2674 kB] 132s Get:282 http://ftpmaster.internal/ubuntu noble-proposed/main s390x linux-tools-6.8.0-20-generic s390x 6.8.0-20.20 [1724 B] 132s Get:283 http://ftpmaster.internal/ubuntu noble/main s390x manpages-dev all 6.05.01-1 [2018 kB] 132s Get:284 http://ftpmaster.internal/ubuntu noble-proposed/main s390x python3-distutils all 3.12.2-3ubuntu1.1 [133 kB] 132s Get:285 http://ftpmaster.internal/ubuntu noble-proposed/main s390x python3-lib2to3 all 3.12.2-3ubuntu1.1 [79.1 kB] 132s Get:286 http://ftpmaster.internal/ubuntu noble-proposed/main s390x python3-pyrsistent s390x 0.20.0-1build1 [55.8 kB] 132s Get:287 http://ftpmaster.internal/ubuntu noble-proposed/main s390x python3-typing-extensions all 4.10.0-1 [60.7 kB] 132s Get:288 http://ftpmaster.internal/ubuntu noble-proposed/main s390x s390-tools-data all 2.31.0-0ubuntu3 [17.8 kB] 132s Get:289 http://ftpmaster.internal/ubuntu noble/main s390x ubuntu-kernel-accessories s390x 1.536build1 [10.5 kB] 132s Get:290 http://ftpmaster.internal/ubuntu noble-proposed/main s390x kpartx s390x 0.9.4-5ubuntu6 [32.8 kB] 133s Preconfiguring packages ... 133s Fetched 223 MB in 21s (10.8 MB/s) 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 ... 52166 files and directories currently installed.) 133s Preparing to unpack .../motd-news-config_13ubuntu8_all.deb ... 133s Unpacking motd-news-config (13ubuntu8) over (13ubuntu7) ... 133s Preparing to unpack .../base-files_13ubuntu8_s390x.deb ... 133s Unpacking base-files (13ubuntu8) over (13ubuntu7) ... 133s Setting up base-files (13ubuntu8) ... 134s motd-news.service is a disabled or a static unit not running, not starting it. 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 ... 52166 files and directories currently installed.) 134s Preparing to unpack .../bash_5.2.21-2ubuntu3_s390x.deb ... 134s Unpacking bash (5.2.21-2ubuntu3) over (5.2.21-2ubuntu2) ... 134s Setting up bash (5.2.21-2ubuntu3) ... 134s 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 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 ... 52166 files and directories currently installed.) 134s Preparing to unpack .../bsdutils_1%3a2.39.3-9ubuntu2_s390x.deb ... 134s Unpacking bsdutils (1:2.39.3-9ubuntu2) over (1:2.39.3-6ubuntu2) ... 134s Setting up bsdutils (1:2.39.3-9ubuntu2) ... 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 ... 52166 files and directories currently installed.) 134s Preparing to unpack .../0-libbrotli1_1.1.0-2build1_s390x.deb ... 134s Unpacking libbrotli1:s390x (1.1.0-2build1) over (1.1.0-2) ... 134s Preparing to unpack .../1-libgssapi-krb5-2_1.20.1-6ubuntu1_s390x.deb ... 134s Unpacking libgssapi-krb5-2:s390x (1.20.1-6ubuntu1) over (1.20.1-5build1) ... 134s Preparing to unpack .../2-libkrb5-3_1.20.1-6ubuntu1_s390x.deb ... 134s Unpacking libkrb5-3:s390x (1.20.1-6ubuntu1) over (1.20.1-5build1) ... 134s Preparing to unpack .../3-libkrb5support0_1.20.1-6ubuntu1_s390x.deb ... 134s Unpacking libkrb5support0:s390x (1.20.1-6ubuntu1) over (1.20.1-5build1) ... 134s Preparing to unpack .../4-libk5crypto3_1.20.1-6ubuntu1_s390x.deb ... 134s Unpacking libk5crypto3:s390x (1.20.1-6ubuntu1) over (1.20.1-5build1) ... 134s Preparing to unpack .../5-libcom-err2_1.47.0-2.4~exp1ubuntu2_s390x.deb ... 134s Unpacking libcom-err2:s390x (1.47.0-2.4~exp1ubuntu2) over (1.47.0-2ubuntu1) ... 134s Preparing to unpack .../6-zlib1g_1%3a1.3.dfsg-3.1ubuntu1_s390x.deb ... 134s Unpacking zlib1g:s390x (1:1.3.dfsg-3.1ubuntu1) over (1:1.3.dfsg-3ubuntu1) ... 134s Setting up zlib1g:s390x (1:1.3.dfsg-3.1ubuntu1) ... 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 ... 52166 files and directories currently installed.) 134s Preparing to unpack .../librtmp1_2.4+20151223.gitfa8646d.1-2build6_s390x.deb ... 134s Unpacking librtmp1:s390x (2.4+20151223.gitfa8646d.1-2build6) over (2.4+20151223.gitfa8646d.1-2build4) ... 134s Preparing to unpack .../udisks2_2.10.1-6_s390x.deb ... 134s Unpacking udisks2 (2.10.1-6) over (2.10.1-1ubuntu2) ... 135s Preparing to unpack .../libudisks2-0_2.10.1-6_s390x.deb ... 135s Unpacking libudisks2-0:s390x (2.10.1-6) over (2.10.1-1ubuntu2) ... 135s Preparing to unpack .../libblkid1_2.39.3-9ubuntu2_s390x.deb ... 135s Unpacking libblkid1:s390x (2.39.3-9ubuntu2) over (2.39.3-6ubuntu2) ... 135s Setting up libblkid1:s390x (2.39.3-9ubuntu2) ... 135s (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 ... 52166 files and directories currently installed.) 135s Preparing to unpack .../liblzma5_5.6.0-0.2_s390x.deb ... 135s Unpacking liblzma5:s390x (5.6.0-0.2) over (5.4.5-0.3) ... 135s Setting up liblzma5:s390x (5.6.0-0.2) ... 135s (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 ... 52166 files and directories currently installed.) 135s Preparing to unpack .../0-kmod_31+20240202-2ubuntu4_s390x.deb ... 135s Unpacking kmod (31+20240202-2ubuntu4) over (30+20230601-2ubuntu1) ... 135s Preparing to unpack .../1-libkmod2_31+20240202-2ubuntu4_s390x.deb ... 135s Unpacking libkmod2:s390x (31+20240202-2ubuntu4) over (30+20230601-2ubuntu1) ... 135s Preparing to unpack .../2-systemd-dev_255.4-1ubuntu5_all.deb ... 135s Unpacking systemd-dev (255.4-1ubuntu5) over (255.2-3ubuntu2) ... 135s Preparing to unpack .../3-systemd-timesyncd_255.4-1ubuntu5_s390x.deb ... 135s Unpacking systemd-timesyncd (255.4-1ubuntu5) over (255.2-3ubuntu2) ... 135s Preparing to unpack .../4-dbus-session-bus-common_1.14.10-4ubuntu2_all.deb ... 135s Unpacking dbus-session-bus-common (1.14.10-4ubuntu2) over (1.14.10-4ubuntu1) ... 135s Preparing to unpack .../5-systemd-sysv_255.4-1ubuntu5_s390x.deb ... 135s Unpacking systemd-sysv (255.4-1ubuntu5) over (255.2-3ubuntu2) ... 135s Preparing to unpack .../6-libpam-systemd_255.4-1ubuntu5_s390x.deb ... 135s Unpacking libpam-systemd:s390x (255.4-1ubuntu5) over (255.2-3ubuntu2) ... 135s Preparing to unpack .../7-dbus-user-session_1.14.10-4ubuntu2_s390x.deb ... 135s Unpacking dbus-user-session (1.14.10-4ubuntu2) over (1.14.10-4ubuntu1) ... 135s Preparing to unpack .../8-libapparmor1_4.0.0-beta3-0ubuntu2_s390x.deb ... 135s Unpacking libapparmor1:s390x (4.0.0-beta3-0ubuntu2) over (4.0.0~alpha4-0ubuntu1) ... 135s Preparing to unpack .../9-libaudit-common_1%3a3.1.2-2.1_all.deb ... 135s Unpacking libaudit-common (1:3.1.2-2.1) over (1:3.1.2-2) ... 135s Setting up libaudit-common (1:3.1.2-2.1) ... 135s (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 ... 52166 files and directories currently installed.) 135s Preparing to unpack .../libcap-ng0_0.8.4-2build1_s390x.deb ... 135s Unpacking libcap-ng0:s390x (0.8.4-2build1) over (0.8.4-2) ... 135s Setting up libcap-ng0:s390x (0.8.4-2build1) ... 135s (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 ... 52166 files and directories currently installed.) 135s Preparing to unpack .../libaudit1_1%3a3.1.2-2.1_s390x.deb ... 135s Unpacking libaudit1:s390x (1:3.1.2-2.1) over (1:3.1.2-2) ... 135s Setting up libaudit1:s390x (1:3.1.2-2.1) ... 135s (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 ... 52166 files and directories currently installed.) 135s Preparing to unpack .../libselinux1_3.5-2ubuntu1_s390x.deb ... 135s Unpacking libselinux1:s390x (3.5-2ubuntu1) over (3.5-2build1) ... 135s Setting up libselinux1:s390x (3.5-2ubuntu1) ... 135s dpkg: libcurl4:s390x: dependency problems, but removing anyway as you requested: 135s s390-tools depends on libcurl4 (>= 7.16.2). 135s curl depends on libcurl4 (= 8.5.0-2ubuntu2). 135s 135s (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 ... 52166 files and directories currently installed.) 135s Removing libcurl4:s390x (8.5.0-2ubuntu2) ... 135s Selecting previously unselected package libcurl4t64:s390x. 135s (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 ... 52161 files and directories currently installed.) 135s Preparing to unpack .../libcurl4t64_8.5.0-2ubuntu8_s390x.deb ... 135s Unpacking libcurl4t64:s390x (8.5.0-2ubuntu8) ... 135s Preparing to unpack .../curl_8.5.0-2ubuntu8_s390x.deb ... 135s Unpacking curl (8.5.0-2ubuntu8) over (8.5.0-2ubuntu2) ... 135s dpkg: libpsl5:s390x: dependency problems, but removing anyway as you requested: 135s wget depends on libpsl5 (>= 0.16.0). 135s libcurl3-gnutls:s390x depends on libpsl5 (>= 0.16.0). 135s 135s (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 ... 52167 files and directories currently installed.) 135s Removing libpsl5:s390x (0.21.2-1build1) ... 135s Selecting previously unselected package libpsl5t64:s390x. 135s (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 ... 52162 files and directories currently installed.) 135s Preparing to unpack .../00-libpsl5t64_0.21.2-1.1_s390x.deb ... 135s Unpacking libpsl5t64:s390x (0.21.2-1.1) ... 135s Preparing to unpack .../01-wget_1.21.4-1ubuntu2_s390x.deb ... 135s Unpacking wget (1.21.4-1ubuntu2) over (1.21.4-1ubuntu1) ... 135s Preparing to unpack .../02-tnftp_20230507-2build1_s390x.deb ... 135s Unpacking tnftp (20230507-2build1) over (20230507-2) ... 135s Preparing to unpack .../03-tcpdump_4.99.4-3ubuntu2_s390x.deb ... 135s Unpacking tcpdump (4.99.4-3ubuntu2) over (4.99.4-3ubuntu1) ... 135s Preparing to unpack .../04-libsystemd-shared_255.4-1ubuntu5_s390x.deb ... 135s Unpacking libsystemd-shared:s390x (255.4-1ubuntu5) over (255.2-3ubuntu2) ... 135s Preparing to unpack .../05-systemd-resolved_255.4-1ubuntu5_s390x.deb ... 135s Unpacking systemd-resolved (255.4-1ubuntu5) over (255.2-3ubuntu2) ... 135s Preparing to unpack .../06-sudo_1.9.15p5-3ubuntu3_s390x.deb ... 135s Unpacking sudo (1.9.15p5-3ubuntu3) over (1.9.15p5-3ubuntu1) ... 135s Preparing to unpack .../07-rsync_3.2.7-1build1_s390x.deb ... 135s Unpacking rsync (3.2.7-1build1) over (3.2.7-1) ... 135s Preparing to unpack .../08-python3-cryptography_41.0.7-4build2_s390x.deb ... 135s Unpacking python3-cryptography (41.0.7-4build2) over (41.0.7-3) ... 136s Preparing to unpack .../09-openssl_3.0.13-0ubuntu2_s390x.deb ... 136s Unpacking openssl (3.0.13-0ubuntu2) over (3.0.10-1ubuntu4) ... 136s Preparing to unpack .../10-openssh-sftp-server_1%3a9.6p1-3ubuntu11_s390x.deb ... 136s Unpacking openssh-sftp-server (1:9.6p1-3ubuntu11) over (1:9.6p1-3ubuntu2) ... 136s Preparing to unpack .../11-openssh-client_1%3a9.6p1-3ubuntu11_s390x.deb ... 136s Unpacking openssh-client (1:9.6p1-3ubuntu11) over (1:9.6p1-3ubuntu2) ... 136s Preparing to unpack .../12-openssh-server_1%3a9.6p1-3ubuntu11_s390x.deb ... 136s Unpacking openssh-server (1:9.6p1-3ubuntu11) over (1:9.6p1-3ubuntu2) ... 136s Preparing to unpack .../13-libssh-4_0.10.6-2build1_s390x.deb ... 136s Unpacking libssh-4:s390x (0.10.6-2build1) over (0.10.6-2) ... 136s Preparing to unpack .../14-libsasl2-modules_2.1.28+dfsg1-5ubuntu1_s390x.deb ... 136s Unpacking libsasl2-modules:s390x (2.1.28+dfsg1-5ubuntu1) over (2.1.28+dfsg1-4) ... 136s Preparing to unpack .../15-python3.12_3.12.2-4build3_s390x.deb ... 136s Unpacking python3.12 (3.12.2-4build3) over (3.12.2-1) ... 136s Preparing to unpack .../16-python3.12-minimal_3.12.2-4build3_s390x.deb ... 136s Unpacking python3.12-minimal (3.12.2-4build3) over (3.12.2-1) ... 136s Preparing to unpack .../17-libpython3.12-minimal_3.12.2-4build3_s390x.deb ... 136s Unpacking libpython3.12-minimal:s390x (3.12.2-4build3) over (3.12.2-1) ... 136s dpkg: libparted2:s390x: dependency problems, but removing anyway as you requested: 136s parted depends on libparted2 (= 3.6-3). 136s 136s (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 ... 52168 files and directories currently installed.) 136s Removing libparted2:s390x (3.6-3) ... 136s Selecting previously unselected package libparted2t64:s390x. 136s (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 ... 52162 files and directories currently installed.) 136s Preparing to unpack .../00-libparted2t64_3.6-3.1build2_s390x.deb ... 136s Unpacking libparted2t64:s390x (3.6-3.1build2) ... 136s Preparing to unpack .../01-parted_3.6-3.1build2_s390x.deb ... 136s Unpacking parted (3.6-3.1build2) over (3.6-3) ... 136s Preparing to unpack .../02-python3.11_3.11.8-1build4_s390x.deb ... 136s Unpacking python3.11 (3.11.8-1build4) over (3.11.8-1) ... 136s Preparing to unpack .../03-python3.11-minimal_3.11.8-1build4_s390x.deb ... 136s Unpacking python3.11-minimal (3.11.8-1build4) over (3.11.8-1) ... 136s Preparing to unpack .../04-libpython3.11-minimal_3.11.8-1build4_s390x.deb ... 136s Unpacking libpython3.11-minimal:s390x (3.11.8-1build4) over (3.11.8-1) ... 136s Preparing to unpack .../05-libpython3.11-stdlib_3.11.8-1build4_s390x.deb ... 137s Unpacking libpython3.11-stdlib:s390x (3.11.8-1build4) over (3.11.8-1) ... 137s Preparing to unpack .../06-shared-mime-info_2.4-1build1_s390x.deb ... 137s Unpacking shared-mime-info (2.4-1build1) over (2.4-1) ... 137s Preparing to unpack .../07-gir1.2-girepository-2.0_1.79.1-1ubuntu6_s390x.deb ... 137s Unpacking gir1.2-girepository-2.0:s390x (1.79.1-1ubuntu6) over (1.79.1-1) ... 137s Preparing to unpack .../08-gir1.2-glib-2.0_2.79.3-3ubuntu5_s390x.deb ... 137s Unpacking gir1.2-glib-2.0:s390x (2.79.3-3ubuntu5) over (2.79.2-1~ubuntu1) ... 137s Preparing to unpack .../09-libgirepository-1.0-1_1.79.1-1ubuntu6_s390x.deb ... 137s Unpacking libgirepository-1.0-1:s390x (1.79.1-1ubuntu6) over (1.79.1-1) ... 137s Preparing to unpack .../10-python3-gi_3.47.0-3build1_s390x.deb ... 137s Unpacking python3-gi (3.47.0-3build1) over (3.47.0-3) ... 137s Preparing to unpack .../11-python3-dbus_1.3.2-5build2_s390x.deb ... 137s Unpacking python3-dbus (1.3.2-5build2) over (1.3.2-5build1) ... 137s Selecting previously unselected package libnetplan1:s390x. 137s Preparing to unpack .../12-libnetplan1_1.0-1_s390x.deb ... 137s Unpacking libnetplan1:s390x (1.0-1) ... 137s Preparing to unpack .../13-python3-netplan_1.0-1_s390x.deb ... 137s Unpacking python3-netplan (1.0-1) over (0.107.1-3) ... 137s Preparing to unpack .../14-netplan-generator_1.0-1_s390x.deb ... 137s Adding 'diversion of /lib/systemd/system-generators/netplan to /lib/systemd/system-generators/netplan.usr-is-merged by netplan-generator' 137s Unpacking netplan-generator (1.0-1) over (0.107.1-3) ... 137s Preparing to unpack .../15-netplan.io_1.0-1_s390x.deb ... 137s Unpacking netplan.io (1.0-1) over (0.107.1-3) ... 137s Preparing to unpack .../16-libxmlb2_0.3.15-1build1_s390x.deb ... 137s Unpacking libxmlb2:s390x (0.3.15-1build1) over (0.3.15-1) ... 137s dpkg: libgpgme11:s390x: dependency problems, but removing anyway as you requested: 137s libvolume-key1:s390x depends on libgpgme11 (>= 1.4.1). 137s libjcat1:s390x depends on libgpgme11 (>= 1.2.0). 137s 137s (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 ... 52170 files and directories currently installed.) 137s Removing libgpgme11:s390x (1.18.0-4ubuntu1) ... 137s Selecting previously unselected package libgpgme11t64:s390x. 137s (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 ... 52164 files and directories currently installed.) 137s Preparing to unpack .../00-libgpgme11t64_1.18.0-4.1ubuntu3_s390x.deb ... 137s Unpacking libgpgme11t64:s390x (1.18.0-4.1ubuntu3) ... 137s Preparing to unpack .../01-libvolume-key1_0.3.12-7build1_s390x.deb ... 137s Unpacking libvolume-key1:s390x (0.3.12-7build1) over (0.3.12-5build2) ... 137s Preparing to unpack .../02-libqrtr-glib0_1.2.2-1ubuntu3_s390x.deb ... 137s Unpacking libqrtr-glib0:s390x (1.2.2-1ubuntu3) over (1.2.2-1ubuntu2) ... 137s Preparing to unpack .../03-libqmi-glib5_1.35.2-0ubuntu1_s390x.deb ... 137s Unpacking libqmi-glib5:s390x (1.35.2-0ubuntu1) over (1.34.0-2) ... 137s Preparing to unpack .../04-libqmi-proxy_1.35.2-0ubuntu1_s390x.deb ... 137s Unpacking libqmi-proxy (1.35.2-0ubuntu1) over (1.34.0-2) ... 137s Preparing to unpack .../05-libpolkit-agent-1-0_124-1ubuntu1_s390x.deb ... 137s Unpacking libpolkit-agent-1-0:s390x (124-1ubuntu1) over (124-1) ... 137s Preparing to unpack .../06-libpolkit-gobject-1-0_124-1ubuntu1_s390x.deb ... 137s Unpacking libpolkit-gobject-1-0:s390x (124-1ubuntu1) over (124-1) ... 137s Preparing to unpack .../07-libmm-glib0_1.23.4-0ubuntu1_s390x.deb ... 137s Unpacking libmm-glib0:s390x (1.23.4-0ubuntu1) over (1.22.0-3) ... 137s Preparing to unpack .../08-libmbim-glib4_1.31.2-0ubuntu2_s390x.deb ... 137s Unpacking libmbim-glib4:s390x (1.31.2-0ubuntu2) over (1.30.0-1) ... 137s Preparing to unpack .../09-libmbim-proxy_1.31.2-0ubuntu2_s390x.deb ... 137s Unpacking libmbim-proxy (1.31.2-0ubuntu2) over (1.30.0-1) ... 137s Preparing to unpack .../10-libjson-glib-1.0-common_1.8.0-2build1_all.deb ... 137s Unpacking libjson-glib-1.0-common (1.8.0-2build1) over (1.8.0-2) ... 138s Preparing to unpack .../11-libjson-glib-1.0-0_1.8.0-2build1_s390x.deb ... 138s Unpacking libjson-glib-1.0-0:s390x (1.8.0-2build1) over (1.8.0-2) ... 138s Preparing to unpack .../12-libgusb2_0.4.8-1build1_s390x.deb ... 138s Unpacking libgusb2:s390x (0.4.8-1build1) over (0.4.8-1) ... 138s Preparing to unpack .../13-libgudev-1.0-0_1%3a238-3ubuntu2_s390x.deb ... 138s Unpacking libgudev-1.0-0:s390x (1:238-3ubuntu2) over (1:238-3) ... 138s dpkg: libarchive13:s390x: dependency problems, but removing anyway as you requested: 138s fwupd depends on libarchive13 (>= 3.2.1). 138s 138s (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 ... 52171 files and directories currently installed.) 138s Removing libarchive13:s390x (3.7.2-1ubuntu2) ... 138s Selecting previously unselected package libarchive13t64:s390x. 138s (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 ... 52165 files and directories currently installed.) 138s Preparing to unpack .../libarchive13t64_3.7.2-1.1ubuntu2_s390x.deb ... 138s Unpacking libarchive13t64:s390x (3.7.2-1.1ubuntu2) ... 138s Preparing to unpack .../fwupd_1.9.15-2_s390x.deb ... 138s Unpacking fwupd (1.9.15-2) over (1.9.14-1) ... 138s dpkg: libcurl3-gnutls:s390x: dependency problems, but removing anyway as you requested: 138s libfwupd2:s390x depends on libcurl3-gnutls (>= 7.63.0). 138s 138s (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 ... 52172 files and directories currently installed.) 138s Removing libcurl3-gnutls:s390x (8.5.0-2ubuntu2) ... 138s Selecting previously unselected package libcurl3t64-gnutls:s390x. 138s (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 ... 52165 files and directories currently installed.) 138s Preparing to unpack .../0-libcurl3t64-gnutls_8.5.0-2ubuntu8_s390x.deb ... 138s Unpacking libcurl3t64-gnutls:s390x (8.5.0-2ubuntu8) ... 138s Preparing to unpack .../1-libfwupd2_1.9.15-2_s390x.deb ... 138s Unpacking libfwupd2:s390x (1.9.15-2) over (1.9.14-1) ... 138s Preparing to unpack .../2-libblockdev3_3.1.0-1build1_s390x.deb ... 138s Unpacking libblockdev3:s390x (3.1.0-1build1) over (3.1.0-1) ... 138s Preparing to unpack .../3-libblockdev-utils3_3.1.0-1build1_s390x.deb ... 138s Unpacking libblockdev-utils3:s390x (3.1.0-1build1) over (3.1.0-1) ... 138s Preparing to unpack .../4-libblockdev-swap3_3.1.0-1build1_s390x.deb ... 138s Unpacking libblockdev-swap3:s390x (3.1.0-1build1) over (3.1.0-1) ... 138s Preparing to unpack .../5-libblockdev-part3_3.1.0-1build1_s390x.deb ... 138s Unpacking libblockdev-part3:s390x (3.1.0-1build1) over (3.1.0-1) ... 138s dpkg: libnvme1: dependency problems, but removing anyway as you requested: 138s libblockdev-nvme3:s390x depends on libnvme1 (>= 1.7.1). 138s 138s (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 ... 52172 files and directories currently installed.) 138s Removing libnvme1 (1.8-2) ... 138s Selecting previously unselected package libnvme1t64. 138s (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 ... 52165 files and directories currently installed.) 138s Preparing to unpack .../0-libnvme1t64_1.8-3_s390x.deb ... 138s Unpacking libnvme1t64 (1.8-3) ... 138s Preparing to unpack .../1-libblockdev-nvme3_3.1.0-1build1_s390x.deb ... 138s Unpacking libblockdev-nvme3:s390x (3.1.0-1build1) over (3.1.0-1) ... 138s Preparing to unpack .../2-libblockdev-mdraid3_3.1.0-1build1_s390x.deb ... 138s Unpacking libblockdev-mdraid3:s390x (3.1.0-1build1) over (3.1.0-1) ... 138s Preparing to unpack .../3-libblockdev-loop3_3.1.0-1build1_s390x.deb ... 138s Unpacking libblockdev-loop3:s390x (3.1.0-1build1) over (3.1.0-1) ... 138s Preparing to unpack .../4-logsave_1.47.0-2.4~exp1ubuntu2_s390x.deb ... 138s Unpacking logsave (1.47.0-2.4~exp1ubuntu2) over (1.47.0-2ubuntu1) ... 138s Preparing to unpack .../5-e2fsprogs-l10n_1.47.0-2.4~exp1ubuntu2_all.deb ... 138s Unpacking e2fsprogs-l10n (1.47.0-2.4~exp1ubuntu2) over (1.47.0-2ubuntu1) ... 138s dpkg: libext2fs2:s390x: dependency problems, but removing anyway as you requested: 138s libblockdev-fs3:s390x depends on libext2fs2 (>= 1.42.11). 138s e2fsprogs depends on libext2fs2 (= 1.47.0-2ubuntu1). 138s btrfs-progs depends on libext2fs2 (>= 1.42). 138s 138s (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 ... 52173 files and directories currently installed.) 138s Removing libext2fs2:s390x (1.47.0-2ubuntu1) ... 138s Selecting previously unselected package libext2fs2t64:s390x. 138s (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 ... 52166 files and directories currently installed.) 138s Preparing to unpack .../libext2fs2t64_1.47.0-2.4~exp1ubuntu2_s390x.deb ... 138s Adding 'diversion of /lib/s390x-linux-gnu/libe2p.so.2 to /lib/s390x-linux-gnu/libe2p.so.2.usr-is-merged by libext2fs2t64' 138s Adding 'diversion of /lib/s390x-linux-gnu/libe2p.so.2.3 to /lib/s390x-linux-gnu/libe2p.so.2.3.usr-is-merged by libext2fs2t64' 138s Adding 'diversion of /lib/s390x-linux-gnu/libext2fs.so.2 to /lib/s390x-linux-gnu/libext2fs.so.2.usr-is-merged by libext2fs2t64' 138s Adding 'diversion of /lib/s390x-linux-gnu/libext2fs.so.2.4 to /lib/s390x-linux-gnu/libext2fs.so.2.4.usr-is-merged by libext2fs2t64' 138s Unpacking libext2fs2t64:s390x (1.47.0-2.4~exp1ubuntu2) ... 138s Setting up libcom-err2:s390x (1.47.0-2.4~exp1ubuntu2) ... 138s Setting up libext2fs2t64:s390x (1.47.0-2.4~exp1ubuntu2) ... 138s (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 ... 52182 files and directories currently installed.) 138s Preparing to unpack .../e2fsprogs_1.47.0-2.4~exp1ubuntu2_s390x.deb ... 138s Unpacking e2fsprogs (1.47.0-2.4~exp1ubuntu2) over (1.47.0-2ubuntu1) ... 138s dpkg: libreiserfscore0: dependency problems, but removing anyway as you requested: 138s btrfs-progs depends on libreiserfscore0 (>= 1:3.6.27). 138s 138s (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 ... 52182 files and directories currently installed.) 138s Removing libreiserfscore0 (1:3.6.27-7) ... 138s Selecting previously unselected package libreiserfscore0t64. 138s (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 ... 52177 files and directories currently installed.) 138s Preparing to unpack .../libreiserfscore0t64_1%3a3.6.27-7.1_s390x.deb ... 138s Unpacking libreiserfscore0t64 (1:3.6.27-7.1) ... 138s Preparing to unpack .../btrfs-progs_6.6.3-1.1build1_s390x.deb ... 138s Unpacking btrfs-progs (6.6.3-1.1build1) over (6.6.3-1.1) ... 138s Preparing to unpack .../libblockdev-fs3_3.1.0-1build1_s390x.deb ... 138s Unpacking libblockdev-fs3:s390x (3.1.0-1build1) over (3.1.0-1) ... 138s Preparing to unpack .../libblockdev-crypto3_3.1.0-1build1_s390x.deb ... 138s Unpacking libblockdev-crypto3:s390x (3.1.0-1build1) over (3.1.0-1) ... 139s Preparing to unpack .../bolt_0.9.6-2build1_s390x.deb ... 139s Unpacking bolt (0.9.6-2build1) over (0.9.6-2) ... 139s dpkg: libglib2.0-0:s390x: dependency problems, but removing anyway as you requested: 139s s390-tools depends on libglib2.0-0 (>= 2.77.0). 139s libnetplan0:s390x depends on libglib2.0-0 (>= 2.75.3). 139s libjcat1:s390x depends on libglib2.0-0 (>= 2.75.3). 139s 139s (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 ... 52183 files and directories currently installed.) 139s Removing libglib2.0-0:s390x (2.79.2-1~ubuntu1) ... 139s Selecting previously unselected package libglib2.0-0t64:s390x. 139s (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 ... 52158 files and directories currently installed.) 139s Preparing to unpack .../0-libglib2.0-0t64_2.79.3-3ubuntu5_s390x.deb ... 139s libglib2.0-0t64.preinst: Removing /var/lib/dpkg/info/libglib2.0-0:s390x.postrm to avoid loss of /usr/share/glib-2.0/schemas/gschemas.compiled... 139s removed '/var/lib/dpkg/info/libglib2.0-0:s390x.postrm' 139s Unpacking libglib2.0-0t64:s390x (2.79.3-3ubuntu5) ... 139s Preparing to unpack .../1-libjcat1_0.2.0-2build2_s390x.deb ... 139s Unpacking libjcat1:s390x (0.2.0-2build2) over (0.2.0-2) ... 139s Preparing to unpack .../2-libldap2_2.6.7+dfsg-1~exp1ubuntu6_s390x.deb ... 139s Unpacking libldap2:s390x (2.6.7+dfsg-1~exp1ubuntu6) over (2.6.7+dfsg-1~exp1ubuntu1) ... 139s Preparing to unpack .../3-ubuntu-pro-client-l10n_31.2.2_s390x.deb ... 139s Unpacking ubuntu-pro-client-l10n (31.2.2) over (31.1) ... 139s Preparing to unpack .../4-ubuntu-pro-client_31.2.2_s390x.deb ... 139s Unpacking ubuntu-pro-client (31.2.2) over (31.1) ... 139s Preparing to unpack .../5-gnupg-utils_2.4.4-2ubuntu15_s390x.deb ... 139s Unpacking gnupg-utils (2.4.4-2ubuntu15) over (2.4.4-2ubuntu7) ... 139s Preparing to unpack .../6-keyboxd_2.4.4-2ubuntu15_s390x.deb ... 139s Unpacking keyboxd (2.4.4-2ubuntu15) over (2.4.4-2ubuntu7) ... 139s dpkg: libnpth0:s390x: dependency problems, but removing anyway as you requested: 139s gpgv depends on libnpth0 (>= 0.90). 139s gpgsm depends on libnpth0 (>= 0.90). 139s gpg-agent depends on libnpth0 (>= 0.90). 139s gpg depends on libnpth0 (>= 0.90). 139s dirmngr depends on libnpth0 (>= 0.90). 139s 139s (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 ... 52183 files and directories currently installed.) 139s Removing libnpth0:s390x (1.6-3build2) ... 139s Selecting previously unselected package libnpth0t64:s390x. 139s (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 ... 52178 files and directories currently installed.) 139s Preparing to unpack .../libnpth0t64_1.6-3.1_s390x.deb ... 139s Unpacking libnpth0t64:s390x (1.6-3.1) ... 139s Setting up libnpth0t64:s390x (1.6-3.1) ... 139s (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 ... 52184 files and directories currently installed.) 139s Preparing to unpack .../gpgv_2.4.4-2ubuntu15_s390x.deb ... 139s Unpacking gpgv (2.4.4-2ubuntu15) over (2.4.4-2ubuntu7) ... 139s Setting up gpgv (2.4.4-2ubuntu15) ... 139s (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 ... 52184 files and directories currently installed.) 139s Preparing to unpack .../0-gpg-wks-client_2.4.4-2ubuntu15_s390x.deb ... 139s Unpacking gpg-wks-client (2.4.4-2ubuntu15) over (2.4.4-2ubuntu7) ... 139s Preparing to unpack .../1-gpg-agent_2.4.4-2ubuntu15_s390x.deb ... 139s Unpacking gpg-agent (2.4.4-2ubuntu15) over (2.4.4-2ubuntu7) ... 139s Preparing to unpack .../2-gpg_2.4.4-2ubuntu15_s390x.deb ... 139s Unpacking gpg (2.4.4-2ubuntu15) over (2.4.4-2ubuntu7) ... 139s Preparing to unpack .../3-dirmngr_2.4.4-2ubuntu15_s390x.deb ... 139s Unpacking dirmngr (2.4.4-2ubuntu15) over (2.4.4-2ubuntu7) ... 139s Preparing to unpack .../4-gnupg_2.4.4-2ubuntu15_all.deb ... 139s Unpacking gnupg (2.4.4-2ubuntu15) over (2.4.4-2ubuntu7) ... 139s Preparing to unpack .../5-python3-apt_2.7.7_s390x.deb ... 139s Unpacking python3-apt (2.7.7) over (2.7.6) ... 139s Preparing to unpack .../6-apt-utils_2.7.14_s390x.deb ... 139s Unpacking apt-utils (2.7.14) over (2.7.12) ... 139s dpkg: libapt-pkg6.0:s390x: dependency problems, but removing anyway as you requested: 139s apt depends on libapt-pkg6.0 (>= 2.7.12). 139s 139s (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 ... 52182 files and directories currently installed.) 139s Removing libapt-pkg6.0:s390x (2.7.12) ... 139s dpkg: libnettle8:s390x: dependency problems, but removing anyway as you requested: 139s libhogweed6:s390x depends on libnettle8. 139s libgnutls30:s390x depends on libnettle8 (>= 3.9~). 139s 139s Removing libnettle8:s390x (3.9.1-2) ... 139s Selecting previously unselected package libapt-pkg6.0t64:s390x. 139s (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 ... 52126 files and directories currently installed.) 139s Preparing to unpack .../libapt-pkg6.0t64_2.7.14_s390x.deb ... 139s Unpacking libapt-pkg6.0t64:s390x (2.7.14) ... 139s Setting up libapt-pkg6.0t64:s390x (2.7.14) ... 139s Selecting previously unselected package libnettle8t64:s390x. 140s (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 ... 52176 files and directories currently installed.) 140s Preparing to unpack .../libnettle8t64_3.9.1-2.2_s390x.deb ... 140s Unpacking libnettle8t64:s390x (3.9.1-2.2) ... 140s Setting up libnettle8t64:s390x (3.9.1-2.2) ... 140s dpkg: libhogweed6:s390x: dependency problems, but removing anyway as you requested: 140s libgnutls30:s390x depends on libhogweed6 (>= 3.6). 140s 140s (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 ... 52184 files and directories currently installed.) 140s Removing libhogweed6:s390x (3.9.1-2) ... 140s Selecting previously unselected package libhogweed6t64:s390x. 140s (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 ... 52179 files and directories currently installed.) 140s Preparing to unpack .../libhogweed6t64_3.9.1-2.2_s390x.deb ... 140s Unpacking libhogweed6t64:s390x (3.9.1-2.2) ... 140s Setting up libhogweed6t64:s390x (3.9.1-2.2) ... 140s dpkg: libgnutls30:s390x: dependency problems, but removing anyway as you requested: 140s apt depends on libgnutls30 (>= 3.8.1). 140s 140s (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 ... 52185 files and directories currently installed.) 140s Removing libgnutls30:s390x (3.8.3-1ubuntu1) ... 140s Selecting previously unselected package libgnutls30t64:s390x. 140s (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 ... 52176 files and directories currently installed.) 140s Preparing to unpack .../libgnutls30t64_3.8.3-1.1ubuntu2_s390x.deb ... 140s Unpacking libgnutls30t64:s390x (3.8.3-1.1ubuntu2) ... 140s Setting up libgnutls30t64:s390x (3.8.3-1.1ubuntu2) ... 140s (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 ... 52204 files and directories currently installed.) 140s Preparing to unpack .../archives/apt_2.7.14_s390x.deb ... 140s Unpacking apt (2.7.14) over (2.7.12) ... 140s Setting up apt (2.7.14) ... 141s (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 ... 52204 files and directories currently installed.) 141s Preparing to unpack .../gpgconf_2.4.4-2ubuntu15_s390x.deb ... 141s Unpacking gpgconf (2.4.4-2ubuntu15) over (2.4.4-2ubuntu7) ... 141s Preparing to unpack .../gpgsm_2.4.4-2ubuntu15_s390x.deb ... 141s Unpacking gpgsm (2.4.4-2ubuntu15) over (2.4.4-2ubuntu7) ... 141s dpkg: libreadline8:s390x: dependency problems, but removing anyway as you requested: 141s libpython3.12-stdlib:s390x depends on libreadline8 (>= 7.0~beta). 141s gawk depends on libreadline8 (>= 6.0). 141s fdisk depends on libreadline8 (>= 6.0). 141s 141s (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 ... 52204 files and directories currently installed.) 141s Removing libreadline8:s390x (8.2-3) ... 141s Selecting previously unselected package libreadline8t64:s390x. 141s (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 ... 52192 files and directories currently installed.) 141s Preparing to unpack .../libreadline8t64_8.2-4_s390x.deb ... 141s Adding 'diversion of /lib/s390x-linux-gnu/libhistory.so.8 to /lib/s390x-linux-gnu/libhistory.so.8.usr-is-merged by libreadline8t64' 141s Adding 'diversion of /lib/s390x-linux-gnu/libhistory.so.8.2 to /lib/s390x-linux-gnu/libhistory.so.8.2.usr-is-merged by libreadline8t64' 141s Adding 'diversion of /lib/s390x-linux-gnu/libreadline.so.8 to /lib/s390x-linux-gnu/libreadline.so.8.usr-is-merged by libreadline8t64' 141s Adding 'diversion of /lib/s390x-linux-gnu/libreadline.so.8.2 to /lib/s390x-linux-gnu/libreadline.so.8.2.usr-is-merged by libreadline8t64' 141s Unpacking libreadline8t64:s390x (8.2-4) ... 141s Setting up libreadline8t64:s390x (8.2-4) ... 141s (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 ... 52212 files and directories currently installed.) 141s Preparing to unpack .../gawk_1%3a5.2.1-2build2_s390x.deb ... 141s Unpacking gawk (1:5.2.1-2build2) over (1:5.2.1-2) ... 141s Preparing to unpack .../fdisk_2.39.3-9ubuntu2_s390x.deb ... 141s Unpacking fdisk (2.39.3-9ubuntu2) over (2.39.3-6ubuntu2) ... 141s Preparing to unpack .../libpython3.12-stdlib_3.12.2-4build3_s390x.deb ... 141s Unpacking libpython3.12-stdlib:s390x (3.12.2-4build3) over (3.12.2-1) ... 141s Preparing to unpack .../perl-base_5.38.2-3.2_s390x.deb ... 141s Unpacking perl-base (5.38.2-3.2) over (5.38.2-3) ... 141s Setting up perl-base (5.38.2-3.2) ... 141s (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 ... 52210 files and directories currently installed.) 141s Preparing to unpack .../perl-modules-5.38_5.38.2-3.2_all.deb ... 141s Unpacking perl-modules-5.38 (5.38.2-3.2) over (5.38.2-3) ... 141s Preparing to unpack .../python3-gdbm_3.12.2-3ubuntu1.1_s390x.deb ... 141s Unpacking python3-gdbm:s390x (3.12.2-3ubuntu1.1) over (3.11.5-1) ... 141s Preparing to unpack .../man-db_2.12.0-3build4_s390x.deb ... 141s Unpacking man-db (2.12.0-3build4) over (2.12.0-3) ... 142s dpkg: libgdbm-compat4:s390x: dependency problems, but removing anyway as you requested: 142s libperl5.38:s390x depends on libgdbm-compat4 (>= 1.18-3). 142s 142s (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 ... 52210 files and directories currently installed.) 142s Removing libgdbm-compat4:s390x (1.23-5) ... 142s dpkg: libgdbm6:s390x: dependency problems, but removing anyway as you requested: 142s libperl5.38:s390x depends on libgdbm6 (>= 1.21). 142s 142s Removing libgdbm6:s390x (1.23-5) ... 142s Selecting previously unselected package libgdbm6t64:s390x. 142s (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 ... 52200 files and directories currently installed.) 142s Preparing to unpack .../libgdbm6t64_1.23-5.1_s390x.deb ... 142s Unpacking libgdbm6t64:s390x (1.23-5.1) ... 142s Selecting previously unselected package libgdbm-compat4t64:s390x. 142s Preparing to unpack .../libgdbm-compat4t64_1.23-5.1_s390x.deb ... 142s Unpacking libgdbm-compat4t64:s390x (1.23-5.1) ... 142s dpkg: libperl5.38:s390x: dependency problems, but removing anyway as you requested: 142s perl depends on libperl5.38 (= 5.38.2-3). 142s 142s (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 ... 52212 files and directories currently installed.) 142s Removing libperl5.38:s390x (5.38.2-3) ... 142s Selecting previously unselected package libperl5.38t64:s390x. 142s (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 ... 51690 files and directories currently installed.) 142s Preparing to unpack .../libperl5.38t64_5.38.2-3.2_s390x.deb ... 142s Unpacking libperl5.38t64:s390x (5.38.2-3.2) ... 142s Preparing to unpack .../perl_5.38.2-3.2_s390x.deb ... 142s Unpacking perl (5.38.2-3.2) over (5.38.2-3) ... 142s dpkg: libdb5.3:s390x: dependency problems, but removing anyway as you requested: 142s libsasl2-modules-db:s390x depends on libdb5.3. 142s iproute2 depends on libdb5.3. 142s 142s (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 ... 52212 files and directories currently installed.) 142s Removing libdb5.3:s390x (5.3.28+dfsg2-4) ... 142s Selecting previously unselected package libdb5.3t64:s390x. 142s (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 ... 52206 files and directories currently installed.) 142s Preparing to unpack .../0-libdb5.3t64_5.3.28+dfsg2-6_s390x.deb ... 142s Unpacking libdb5.3t64:s390x (5.3.28+dfsg2-6) ... 142s Preparing to unpack .../1-libsasl2-modules-db_2.1.28+dfsg1-5ubuntu1_s390x.deb ... 142s Unpacking libsasl2-modules-db:s390x (2.1.28+dfsg1-5ubuntu1) over (2.1.28+dfsg1-4) ... 142s Preparing to unpack .../2-libsasl2-2_2.1.28+dfsg1-5ubuntu1_s390x.deb ... 142s Unpacking libsasl2-2:s390x (2.1.28+dfsg1-5ubuntu1) over (2.1.28+dfsg1-4) ... 142s Preparing to unpack .../3-libfido2-1_1.14.0-1build1_s390x.deb ... 142s Unpacking libfido2-1:s390x (1.14.0-1build1) over (1.14.0-1) ... 142s Preparing to unpack .../4-libcryptsetup12_2%3a2.7.0-1ubuntu2_s390x.deb ... 142s Unpacking libcryptsetup12:s390x (2:2.7.0-1ubuntu2) over (2:2.7.0-1ubuntu1) ... 142s Preparing to unpack .../5-dhcpcd-base_1%3a10.0.6-1ubuntu2_s390x.deb ... 142s Unpacking dhcpcd-base (1:10.0.6-1ubuntu2) over (1:10.0.6-1ubuntu1) ... 142s dpkg: libuv1:s390x: dependency problems, but removing anyway as you requested: 142s bind9-libs:s390x depends on libuv1 (>= 1.40.0). 142s 142s (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 ... 52212 files and directories currently installed.) 142s Removing libuv1:s390x (1.48.0-1) ... 142s Selecting previously unselected package libuv1t64:s390x. 142s (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 ... 52207 files and directories currently installed.) 142s Preparing to unpack .../libuv1t64_1.48.0-1.1_s390x.deb ... 142s Unpacking libuv1t64:s390x (1.48.0-1.1) ... 142s Preparing to unpack .../bind9-host_1%3a9.18.24-0ubuntu3_s390x.deb ... 142s Unpacking bind9-host (1:9.18.24-0ubuntu3) over (1:9.18.21-0ubuntu1) ... 142s Preparing to unpack .../bind9-dnsutils_1%3a9.18.24-0ubuntu3_s390x.deb ... 142s Unpacking bind9-dnsutils (1:9.18.24-0ubuntu3) over (1:9.18.21-0ubuntu1) ... 142s Preparing to unpack .../bind9-libs_1%3a9.18.24-0ubuntu3_s390x.deb ... 142s Unpacking bind9-libs:s390x (1:9.18.24-0ubuntu3) over (1:9.18.21-0ubuntu1) ... 142s dpkg: libssl3:s390x: dependency problems, but removing anyway as you requested: 142s systemd depends on libssl3 (>= 3.0.0). 142s s390-tools depends on libssl3 (>= 3.0.0). 142s linux-headers-6.8.0-11-generic depends on libssl3 (>= 3.0.0). 142s 142s (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 ... 52213 files and directories currently installed.) 142s Removing libssl3:s390x (3.0.10-1ubuntu4) ... 142s Selecting previously unselected package libssl3t64:s390x. 142s (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 ... 52202 files and directories currently installed.) 142s Preparing to unpack .../libssl3t64_3.0.13-0ubuntu2_s390x.deb ... 142s Unpacking libssl3t64:s390x (3.0.13-0ubuntu2) ... 142s Setting up libssl3t64:s390x (3.0.13-0ubuntu2) ... 143s (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 ... 52215 files and directories currently installed.) 143s Preparing to unpack .../libnss-systemd_255.4-1ubuntu5_s390x.deb ... 143s Unpacking libnss-systemd:s390x (255.4-1ubuntu5) over (255.2-3ubuntu2) ... 143s Preparing to unpack .../libudev1_255.4-1ubuntu5_s390x.deb ... 143s Unpacking libudev1:s390x (255.4-1ubuntu5) over (255.2-3ubuntu2) ... 143s Setting up libudev1:s390x (255.4-1ubuntu5) ... 143s (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 ... 52215 files and directories currently installed.) 143s Preparing to unpack .../libuuid1_2.39.3-9ubuntu2_s390x.deb ... 143s Unpacking libuuid1:s390x (2.39.3-9ubuntu2) over (2.39.3-6ubuntu2) ... 143s Setting up libuuid1:s390x (2.39.3-9ubuntu2) ... 143s (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 ... 52215 files and directories currently installed.) 143s Preparing to unpack .../libfdisk1_2.39.3-9ubuntu2_s390x.deb ... 143s Unpacking libfdisk1:s390x (2.39.3-9ubuntu2) over (2.39.3-6ubuntu2) ... 143s Preparing to unpack .../mount_2.39.3-9ubuntu2_s390x.deb ... 143s Unpacking mount (2.39.3-9ubuntu2) over (2.39.3-6ubuntu2) ... 143s Preparing to unpack .../libsqlite3-0_3.45.1-1ubuntu1_s390x.deb ... 143s Unpacking libsqlite3-0:s390x (3.45.1-1ubuntu1) over (3.45.1-1) ... 143s Preparing to unpack .../dpkg_1.22.6ubuntu5_s390x.deb ... 143s Unpacking dpkg (1.22.6ubuntu5) over (1.22.4ubuntu5) ... 144s Setting up dpkg (1.22.6ubuntu5) ... 144s Setting up libpython3.12-minimal:s390x (3.12.2-4build3) ... 144s Setting up python3.12-minimal (3.12.2-4build3) ... 145s (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 ... 52215 files and directories currently installed.) 145s Preparing to unpack .../python3_3.12.2-0ubuntu1_s390x.deb ... 145s Unpacking python3 (3.12.2-0ubuntu1) over (3.12.1-0ubuntu2) ... 145s Preparing to unpack .../libpython3-stdlib_3.12.2-0ubuntu1_s390x.deb ... 145s Unpacking libpython3-stdlib:s390x (3.12.2-0ubuntu1) over (3.12.1-0ubuntu2) ... 145s Preparing to unpack .../libsmartcols1_2.39.3-9ubuntu2_s390x.deb ... 145s Unpacking libsmartcols1:s390x (2.39.3-9ubuntu2) over (2.39.3-6ubuntu2) ... 145s Setting up libsmartcols1:s390x (2.39.3-9ubuntu2) ... 145s (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 ... 52215 files and directories currently installed.) 145s Preparing to unpack .../0-bsdextrautils_2.39.3-9ubuntu2_s390x.deb ... 145s Unpacking bsdextrautils (2.39.3-9ubuntu2) over (2.39.3-6ubuntu2) ... 145s Preparing to unpack .../1-groff-base_1.23.0-3build1_s390x.deb ... 145s Unpacking groff-base (1.23.0-3build1) over (1.23.0-3) ... 145s Preparing to unpack .../2-pinentry-curses_1.2.1-3ubuntu4_s390x.deb ... 145s Unpacking pinentry-curses (1.2.1-3ubuntu4) over (1.2.1-3ubuntu1) ... 145s Preparing to unpack .../3-readline-common_8.2-4_all.deb ... 145s Unpacking readline-common (8.2-4) over (8.2-3) ... 145s Preparing to unpack .../4-libxml2_2.9.14+dfsg-1.3ubuntu2_s390x.deb ... 145s Unpacking libxml2:s390x (2.9.14+dfsg-1.3ubuntu2) over (2.9.14+dfsg-1.3ubuntu1) ... 145s Preparing to unpack .../5-libbpf1_1%3a1.3.0-2build1_s390x.deb ... 145s Unpacking libbpf1:s390x (1:1.3.0-2build1) over (1:1.3.0-2) ... 145s dpkg: libelf1:s390x: dependency problems, but removing anyway as you requested: 145s linux-headers-6.8.0-11-generic depends on libelf1 (>= 0.144). 145s iproute2 depends on libelf1 (>= 0.131). 145s 145s (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 ... 52215 files and directories currently installed.) 145s Removing libelf1:s390x (0.190-1) ... 145s Selecting previously unselected package libelf1t64:s390x. 146s (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 ... 52210 files and directories currently installed.) 146s Preparing to unpack .../libelf1t64_0.190-1.1build2_s390x.deb ... 146s Unpacking libelf1t64:s390x (0.190-1.1build2) ... 146s Preparing to unpack .../libtirpc-common_1.3.4+ds-1.1_all.deb ... 146s Unpacking libtirpc-common (1.3.4+ds-1.1) over (1.3.4+ds-1build1) ... 146s Preparing to unpack .../lsof_4.95.0-1build2_s390x.deb ... 146s Unpacking lsof (4.95.0-1build2) over (4.95.0-1build1) ... 146s Preparing to unpack .../libnsl2_1.3.0-3build2_s390x.deb ... 146s Unpacking libnsl2:s390x (1.3.0-3build2) over (1.3.0-3) ... 146s dpkg: libtirpc3:s390x: dependency problems, but removing anyway as you requested: 146s iproute2 depends on libtirpc3 (>= 1.0.2). 146s 146s (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 ... 52215 files and directories currently installed.) 146s Removing libtirpc3:s390x (1.3.4+ds-1build1) ... 146s Selecting previously unselected package libtirpc3t64:s390x. 146s (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 ... 52209 files and directories currently installed.) 146s Preparing to unpack .../0-libtirpc3t64_1.3.4+ds-1.1_s390x.deb ... 146s Adding 'diversion of /lib/s390x-linux-gnu/libtirpc.so.3 to /lib/s390x-linux-gnu/libtirpc.so.3.usr-is-merged by libtirpc3t64' 146s Adding 'diversion of /lib/s390x-linux-gnu/libtirpc.so.3.0.0 to /lib/s390x-linux-gnu/libtirpc.so.3.0.0.usr-is-merged by libtirpc3t64' 146s Unpacking libtirpc3t64:s390x (1.3.4+ds-1.1) ... 146s Preparing to unpack .../1-iproute2_6.1.0-1ubuntu5_s390x.deb ... 146s Unpacking iproute2 (6.1.0-1ubuntu5) over (6.1.0-1ubuntu2) ... 146s Preparing to unpack .../2-python3-yaml_6.0.1-2build1_s390x.deb ... 146s Unpacking python3-yaml (6.0.1-2build1) over (6.0.1-2) ... 146s Preparing to unpack .../3-libprotobuf-c1_1.4.1-1ubuntu3_s390x.deb ... 146s Unpacking libprotobuf-c1:s390x (1.4.1-1ubuntu3) over (1.4.1-1ubuntu2) ... 146s Preparing to unpack .../4-libnghttp2-14_1.59.0-1build1_s390x.deb ... 146s Unpacking libnghttp2-14:s390x (1.59.0-1build1) over (1.59.0-1) ... 146s Preparing to unpack .../5-libproc2-0_2%3a4.0.4-4ubuntu2_s390x.deb ... 146s Unpacking libproc2-0:s390x (2:4.0.4-4ubuntu2) over (2:4.0.4-4ubuntu1) ... 146s Preparing to unpack .../6-procps_2%3a4.0.4-4ubuntu2_s390x.deb ... 146s Unpacking procps (2:4.0.4-4ubuntu2) over (2:4.0.4-4ubuntu1) ... 146s Preparing to unpack .../7-coreutils_9.4-3ubuntu3_s390x.deb ... 146s Unpacking coreutils (9.4-3ubuntu3) over (9.4-2ubuntu4) ... 146s Setting up coreutils (9.4-3ubuntu3) ... 146s (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 ... 52220 files and directories currently installed.) 146s Preparing to unpack .../util-linux_2.39.3-9ubuntu2_s390x.deb ... 146s Unpacking util-linux (2.39.3-9ubuntu2) over (2.39.3-6ubuntu2) ... 146s Setting up util-linux (2.39.3-9ubuntu2) ... 147s fstrim.service is a disabled or a static unit not running, not starting it. 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 ... 52220 files and directories currently installed.) 147s Removing libatm1:s390x (1:2.5.1-5) ... 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 ... 52215 files and directories currently installed.) 147s Preparing to unpack .../file_1%3a5.45-3_s390x.deb ... 147s Unpacking file (1:5.45-3) over (1:5.45-2) ... 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 ... 52215 files and directories currently installed.) 147s Removing libmagic1:s390x (1:5.45-2) ... 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 ... 52205 files and directories currently installed.) 147s Preparing to unpack .../libmagic-mgc_1%3a5.45-3_s390x.deb ... 147s Unpacking libmagic-mgc (1:5.45-3) over (1:5.45-2) ... 147s Selecting previously unselected package libmagic1t64:s390x. 147s Preparing to unpack .../libmagic1t64_1%3a5.45-3_s390x.deb ... 147s Unpacking libmagic1t64:s390x (1:5.45-3) ... 147s Preparing to unpack .../libplymouth5_24.004.60-1ubuntu6_s390x.deb ... 147s Unpacking libplymouth5:s390x (24.004.60-1ubuntu6) over (24.004.60-1ubuntu3) ... 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 ... 52216 files and directories currently installed.) 147s Removing libpng16-16:s390x (1.6.43-1) ... 147s Selecting previously unselected package libpng16-16t64:s390x. 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 ... 52206 files and directories currently installed.) 147s Preparing to unpack .../libpng16-16t64_1.6.43-3_s390x.deb ... 147s Unpacking libpng16-16t64:s390x (1.6.43-3) ... 147s Preparing to unpack .../multipath-tools_0.9.4-5ubuntu6_s390x.deb ... 147s Unpacking multipath-tools (0.9.4-5ubuntu6) over (0.9.4-5ubuntu3) ... 147s dpkg: liburcu8:s390x: dependency problems, but removing anyway as you requested: 147s xfsprogs depends on liburcu8 (>= 0.13.0). 147s 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 ... 52216 files and directories currently installed.) 147s Removing liburcu8:s390x (0.14.0-3) ... 147s Selecting previously unselected package liburcu8t64:s390x. 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 ... 52197 files and directories currently installed.) 147s Preparing to unpack .../liburcu8t64_0.14.0-3.1_s390x.deb ... 147s Unpacking liburcu8t64:s390x (0.14.0-3.1) ... 147s Preparing to unpack .../liblocale-gettext-perl_1.07-6ubuntu4_s390x.deb ... 147s Unpacking liblocale-gettext-perl (1.07-6ubuntu4) over (1.07-6build1) ... 147s Preparing to unpack .../uuid-runtime_2.39.3-9ubuntu2_s390x.deb ... 147s Unpacking uuid-runtime (2.39.3-9ubuntu2) over (2.39.3-6ubuntu2) ... 147s Preparing to unpack .../libdebconfclient0_0.271ubuntu2_s390x.deb ... 147s Unpacking libdebconfclient0:s390x (0.271ubuntu2) over (0.271ubuntu1) ... 147s Setting up libdebconfclient0:s390x (0.271ubuntu2) ... 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 ... 52217 files and directories currently installed.) 147s Preparing to unpack .../libsemanage-common_3.5-1build4_all.deb ... 147s Unpacking libsemanage-common (3.5-1build4) over (3.5-1build2) ... 147s Setting up libsemanage-common (3.5-1build4) ... 148s (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 ... 52217 files and directories currently installed.) 148s Preparing to unpack .../libsemanage2_3.5-1build4_s390x.deb ... 148s Unpacking libsemanage2:s390x (3.5-1build4) over (3.5-1build2) ... 148s Setting up libsemanage2:s390x (3.5-1build4) ... 148s (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 ... 52217 files and directories currently installed.) 148s Preparing to unpack .../install-info_7.1-3build1_s390x.deb ... 148s Unpacking install-info (7.1-3build1) over (7.1-3) ... 148s Setting up install-info (7.1-3build1) ... 148s (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 ... 52217 files and directories currently installed.) 148s Preparing to unpack .../00-libss2_1.47.0-2.4~exp1ubuntu2_s390x.deb ... 148s Unpacking libss2:s390x (1.47.0-2.4~exp1ubuntu2) over (1.47.0-2ubuntu1) ... 148s Preparing to unpack .../01-eject_2.39.3-9ubuntu2_s390x.deb ... 148s Unpacking eject (2.39.3-9ubuntu2) over (2.39.3-6ubuntu2) ... 148s Preparing to unpack .../02-krb5-locales_1.20.1-6ubuntu1_all.deb ... 148s Unpacking krb5-locales (1.20.1-6ubuntu1) over (1.20.1-5build1) ... 148s Preparing to unpack .../03-libglib2.0-data_2.79.3-3ubuntu5_all.deb ... 148s Unpacking libglib2.0-data (2.79.3-3ubuntu5) over (2.79.2-1~ubuntu1) ... 148s Preparing to unpack .../04-libslang2_2.3.3-3build1_s390x.deb ... 148s Unpacking libslang2:s390x (2.3.3-3build1) over (2.3.3-3) ... 148s Preparing to unpack .../05-libtext-charwidth-perl_0.04-11build2_s390x.deb ... 148s Unpacking libtext-charwidth-perl:s390x (0.04-11build2) over (0.04-11build1) ... 148s Preparing to unpack .../06-libtext-iconv-perl_1.7-8build2_s390x.deb ... 148s Unpacking libtext-iconv-perl:s390x (1.7-8build2) over (1.7-8build1) ... 148s Preparing to unpack .../07-python-apt-common_2.7.7_all.deb ... 148s Unpacking python-apt-common (2.7.7) over (2.7.6) ... 148s Preparing to unpack .../08-python3-setuptools_68.1.2-2ubuntu1_all.deb ... 148s Unpacking python3-setuptools (68.1.2-2ubuntu1) over (68.1.2-2) ... 148s Preparing to unpack .../09-python3-pkg-resources_68.1.2-2ubuntu1_all.deb ... 148s Unpacking python3-pkg-resources (68.1.2-2ubuntu1) over (68.1.2-2) ... 148s Preparing to unpack .../10-rsyslog_8.2312.0-3ubuntu7_s390x.deb ... 148s Unpacking rsyslog (8.2312.0-3ubuntu7) over (8.2312.0-3ubuntu3) ... 148s Preparing to unpack .../11-vim-tiny_2%3a9.1.0016-1ubuntu6_s390x.deb ... 148s Unpacking vim-tiny (2:9.1.0016-1ubuntu6) over (2:9.1.0016-1ubuntu2) ... 148s Preparing to unpack .../12-vim-common_2%3a9.1.0016-1ubuntu6_all.deb ... 148s Unpacking vim-common (2:9.1.0016-1ubuntu6) over (2:9.1.0016-1ubuntu2) ... 148s Selecting previously unselected package xdg-user-dirs. 148s Preparing to unpack .../13-xdg-user-dirs_0.18-1_s390x.deb ... 148s Unpacking xdg-user-dirs (0.18-1) ... 148s Preparing to unpack .../14-xxd_2%3a9.1.0016-1ubuntu6_s390x.deb ... 148s Unpacking xxd (2:9.1.0016-1ubuntu6) over (2:9.1.0016-1ubuntu2) ... 148s Preparing to unpack .../15-apparmor_4.0.0-beta3-0ubuntu2_s390x.deb ... 149s Unpacking apparmor (4.0.0-beta3-0ubuntu2) over (4.0.0~alpha4-0ubuntu1) ... 149s Preparing to unpack .../16-ftp_20230507-2build1_all.deb ... 149s Unpacking ftp (20230507-2build1) over (20230507-2) ... 149s Preparing to unpack .../17-inetutils-telnet_2%3a2.5-3ubuntu3_s390x.deb ... 149s Unpacking inetutils-telnet (2:2.5-3ubuntu3) over (2:2.5-3ubuntu1) ... 149s Preparing to unpack .../18-info_7.1-3build1_s390x.deb ... 149s Unpacking info (7.1-3build1) over (7.1-3) ... 149s Preparing to unpack .../19-libxmuu1_2%3a1.1.3-3build1_s390x.deb ... 149s Unpacking libxmuu1:s390x (2:1.1.3-3build1) over (2:1.1.3-3) ... 149s Preparing to unpack .../20-lshw_02.19.git.2021.06.19.996aaad9c7-2build2_s390x.deb ... 149s Unpacking lshw (02.19.git.2021.06.19.996aaad9c7-2build2) over (02.19.git.2021.06.19.996aaad9c7-2build1) ... 149s Selecting previously unselected package manpages. 149s Preparing to unpack .../21-manpages_6.05.01-1_all.deb ... 149s Unpacking manpages (6.05.01-1) ... 149s Preparing to unpack .../22-mtr-tiny_0.95-1.1build1_s390x.deb ... 149s Unpacking mtr-tiny (0.95-1.1build1) over (0.95-1.1) ... 149s Preparing to unpack .../23-plymouth-theme-ubuntu-text_24.004.60-1ubuntu6_s390x.deb ... 149s Unpacking plymouth-theme-ubuntu-text (24.004.60-1ubuntu6) over (24.004.60-1ubuntu3) ... 149s Preparing to unpack .../24-plymouth_24.004.60-1ubuntu6_s390x.deb ... 149s Unpacking plymouth (24.004.60-1ubuntu6) over (24.004.60-1ubuntu3) ... 149s Preparing to unpack .../25-telnet_0.17+2.5-3ubuntu3_all.deb ... 149s Unpacking telnet (0.17+2.5-3ubuntu3) over (0.17+2.5-3ubuntu1) ... 149s Preparing to unpack .../26-usb.ids_2024.03.18-1_all.deb ... 149s Unpacking usb.ids (2024.03.18-1) over (2024.01.30-1) ... 149s Preparing to unpack .../27-xz-utils_5.6.0-0.2_s390x.deb ... 149s Unpacking xz-utils (5.6.0-0.2) over (5.4.5-0.3) ... 149s Selecting previously unselected package libllvm18:s390x. 149s Preparing to unpack .../28-libllvm18_1%3a18.1.2-1ubuntu2_s390x.deb ... 149s Unpacking libllvm18:s390x (1:18.1.2-1ubuntu2) ... 151s Selecting previously unselected package libclang-cpp18. 151s Preparing to unpack .../29-libclang-cpp18_1%3a18.1.2-1ubuntu2_s390x.deb ... 151s Unpacking libclang-cpp18 (1:18.1.2-1ubuntu2) ... 152s Selecting previously unselected package libbpfcc:s390x. 152s Preparing to unpack .../30-libbpfcc_0.29.1+ds-1ubuntu4_s390x.deb ... 152s Unpacking libbpfcc:s390x (0.29.1+ds-1ubuntu4) ... 152s Selecting previously unselected package python3-bpfcc. 152s Preparing to unpack .../31-python3-bpfcc_0.29.1+ds-1ubuntu4_all.deb ... 152s Unpacking python3-bpfcc (0.29.1+ds-1ubuntu4) ... 152s Selecting previously unselected package ieee-data. 152s Preparing to unpack .../32-ieee-data_20220827.1_all.deb ... 152s Unpacking ieee-data (20220827.1) ... 152s Selecting previously unselected package python3-netaddr. 152s Preparing to unpack .../33-python3-netaddr_0.8.0-2ubuntu1_all.deb ... 152s Unpacking python3-netaddr (0.8.0-2ubuntu1) ... 152s Selecting previously unselected package bpfcc-tools. 152s Preparing to unpack .../34-bpfcc-tools_0.29.1+ds-1ubuntu4_all.deb ... 152s Unpacking bpfcc-tools (0.29.1+ds-1ubuntu4) ... 152s Selecting previously unselected package libclang1-18. 152s Preparing to unpack .../35-libclang1-18_1%3a18.1.2-1ubuntu2_s390x.deb ... 152s Unpacking libclang1-18 (1:18.1.2-1ubuntu2) ... 152s Selecting previously unselected package libdw1t64:s390x. 152s Preparing to unpack .../36-libdw1t64_0.190-1.1build2_s390x.deb ... 152s Unpacking libdw1t64:s390x (0.190-1.1build2) ... 152s Selecting previously unselected package bpftrace. 152s Preparing to unpack .../37-bpftrace_0.20.2-1ubuntu1_s390x.deb ... 152s Unpacking bpftrace (0.20.2-1ubuntu1) ... 152s Preparing to unpack .../38-cryptsetup-bin_2%3a2.7.0-1ubuntu2_s390x.deb ... 152s Unpacking cryptsetup-bin (2:2.7.0-1ubuntu2) over (2:2.7.0-1ubuntu1) ... 152s Preparing to unpack .../39-dpkg-dev_1.22.6ubuntu5_all.deb ... 152s Unpacking dpkg-dev (1.22.6ubuntu5) over (1.22.4ubuntu5) ... 152s Preparing to unpack .../40-libdpkg-perl_1.22.6ubuntu5_all.deb ... 152s Unpacking libdpkg-perl (1.22.6ubuntu5) over (1.22.4ubuntu5) ... 152s Selecting previously unselected package fonts-dejavu-mono. 152s Preparing to unpack .../41-fonts-dejavu-mono_2.37-8_all.deb ... 152s Unpacking fonts-dejavu-mono (2.37-8) ... 152s Selecting previously unselected package fonts-dejavu-core. 152s Preparing to unpack .../42-fonts-dejavu-core_2.37-8_all.deb ... 152s Unpacking fonts-dejavu-core (2.37-8) ... 152s Selecting previously unselected package fontconfig-config. 152s Preparing to unpack .../43-fontconfig-config_2.15.0-1.1ubuntu1_s390x.deb ... 153s Unpacking fontconfig-config (2.15.0-1.1ubuntu1) ... 153s Preparing to unpack .../44-gnupg-l10n_2.4.4-2ubuntu15_all.deb ... 153s Unpacking gnupg-l10n (2.4.4-2ubuntu15) over (2.4.4-2ubuntu7) ... 153s Selecting previously unselected package hwdata. 153s Preparing to unpack .../45-hwdata_0.379-1_all.deb ... 153s Unpacking hwdata (0.379-1) ... 153s Preparing to unpack .../46-libibverbs1_50.0-2build1_s390x.deb ... 153s Unpacking libibverbs1:s390x (50.0-2build1) over (50.0-2) ... 153s Preparing to unpack .../47-ibverbs-providers_50.0-2build1_s390x.deb ... 153s Unpacking ibverbs-providers:s390x (50.0-2build1) over (50.0-2) ... 153s Selecting previously unselected package libaio1t64:s390x. 153s Preparing to unpack .../48-libaio1t64_0.3.113-6_s390x.deb ... 153s Unpacking libaio1t64:s390x (0.3.113-6) ... 153s Selecting previously unselected package libatm1t64:s390x. 153s Preparing to unpack .../49-libatm1t64_1%3a2.5.1-5.1_s390x.deb ... 153s Unpacking libatm1t64:s390x (1:2.5.1-5.1) ... 153s Selecting previously unselected package libc-dev-bin. 153s Preparing to unpack .../50-libc-dev-bin_2.39-0ubuntu6_s390x.deb ... 153s Unpacking libc-dev-bin (2.39-0ubuntu6) ... 153s Selecting previously unselected package libfreetype6:s390x. 153s Preparing to unpack .../51-libfreetype6_2.13.2+dfsg-1build2_s390x.deb ... 153s Unpacking libfreetype6:s390x (2.13.2+dfsg-1build2) ... 153s Selecting previously unselected package libfontconfig1:s390x. 153s Preparing to unpack .../52-libfontconfig1_2.15.0-1.1ubuntu1_s390x.deb ... 153s Unpacking libfontconfig1:s390x (2.15.0-1.1ubuntu1) ... 153s Selecting previously unselected package libjpeg-turbo8:s390x. 153s Preparing to unpack .../53-libjpeg-turbo8_2.1.5-2ubuntu1_s390x.deb ... 153s Unpacking libjpeg-turbo8:s390x (2.1.5-2ubuntu1) ... 153s Selecting previously unselected package libjpeg8:s390x. 153s Preparing to unpack .../54-libjpeg8_8c-2ubuntu11_s390x.deb ... 153s Unpacking libjpeg8:s390x (8c-2ubuntu11) ... 153s Selecting previously unselected package libdeflate0:s390x. 153s Preparing to unpack .../55-libdeflate0_1.19-1_s390x.deb ... 153s Unpacking libdeflate0:s390x (1.19-1) ... 153s Selecting previously unselected package libjbig0:s390x. 153s Preparing to unpack .../56-libjbig0_2.1-6.1ubuntu1_s390x.deb ... 153s Unpacking libjbig0:s390x (2.1-6.1ubuntu1) ... 153s Selecting previously unselected package libsharpyuv0:s390x. 153s Preparing to unpack .../57-libsharpyuv0_1.3.2-0.4build2_s390x.deb ... 153s Unpacking libsharpyuv0:s390x (1.3.2-0.4build2) ... 153s Selecting previously unselected package libwebp7:s390x. 153s Preparing to unpack .../58-libwebp7_1.3.2-0.4build2_s390x.deb ... 153s Unpacking libwebp7:s390x (1.3.2-0.4build2) ... 153s Selecting previously unselected package libtiff6:s390x. 153s Preparing to unpack .../59-libtiff6_4.5.1+git230720-4ubuntu1_s390x.deb ... 153s Unpacking libtiff6:s390x (4.5.1+git230720-4ubuntu1) ... 153s Selecting previously unselected package libxpm4:s390x. 153s Preparing to unpack .../60-libxpm4_1%3a3.5.17-1build1_s390x.deb ... 153s Unpacking libxpm4:s390x (1:3.5.17-1build1) ... 153s Selecting previously unselected package libgd3:s390x. 153s Preparing to unpack .../61-libgd3_2.3.3-9ubuntu3_s390x.deb ... 153s Unpacking libgd3:s390x (2.3.3-9ubuntu3) ... 153s Selecting previously unselected package libc-devtools. 153s Preparing to unpack .../62-libc-devtools_2.39-0ubuntu6_s390x.deb ... 153s Unpacking libc-devtools (2.39-0ubuntu6) ... 153s Selecting previously unselected package linux-libc-dev:s390x. 153s Preparing to unpack .../63-linux-libc-dev_6.8.0-20.20_s390x.deb ... 153s Unpacking linux-libc-dev:s390x (6.8.0-20.20) ... 153s Selecting previously unselected package libcrypt-dev:s390x. 153s Preparing to unpack .../64-libcrypt-dev_1%3a4.4.36-4_s390x.deb ... 153s Unpacking libcrypt-dev:s390x (1:4.4.36-4) ... 153s Selecting previously unselected package rpcsvc-proto. 153s Preparing to unpack .../65-rpcsvc-proto_1.4.2-0ubuntu6_s390x.deb ... 153s Unpacking rpcsvc-proto (1.4.2-0ubuntu6) ... 153s Selecting previously unselected package libc6-dev:s390x. 153s Preparing to unpack .../66-libc6-dev_2.39-0ubuntu6_s390x.deb ... 153s Unpacking libc6-dev:s390x (2.39-0ubuntu6) ... 153s Preparing to unpack .../67-libevent-core-2.1-7_2.1.12-stable-9build1_s390x.deb ... 153s Unpacking libevent-core-2.1-7:s390x 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... 157s Unpacking ubuntu-kernel-accessories (1.536build1) ... 157s Preparing to unpack .../90-kpartx_0.9.4-5ubuntu6_s390x.deb ... 157s Unpacking kpartx (0.9.4-5ubuntu6) over (0.9.4-5ubuntu3) ... 157s Setting up pinentry-curses (1.2.1-3ubuntu4) ... 157s Setting up motd-news-config (13ubuntu8) ... 157s Setting up libtext-iconv-perl:s390x (1.7-8build2) ... 157s Setting up libtext-charwidth-perl:s390x (0.04-11build2) ... 157s Setting up libsharpyuv0:s390x (1.3.2-0.4build2) ... 157s Setting up liburcu8t64:s390x (0.14.0-3.1) ... 157s Setting up tcpdump (4.99.4-3ubuntu2) ... 157s Setting up libibverbs1:s390x (50.0-2build1) ... 157s Setting up ubuntu-kernel-accessories (1.536build1) ... 157s Setting up libapparmor1:s390x (4.0.0-beta3-0ubuntu2) ... 157s Setting up libatm1t64:s390x (1:2.5.1-5.1) ... 157s Setting up libgdbm6t64:s390x (1.23-5.1) ... 157s Setting up bsdextrautils (2.39.3-9ubuntu2) ... 157s Setting up libxpm4:s390x (1:3.5.17-1build1) ... 157s Setting up libgdbm-compat4t64:s390x (1.23-5.1) ... 157s Setting up xdg-user-dirs (0.18-1) ... 157s Setting up ibverbs-providers:s390x (50.0-2build1) ... 157s Setting up linux-headers-6.8.0-20 (6.8.0-20.20) ... 157s Setting up libmagic-mgc (1:5.45-3) ... 157s Setting up gawk (1:5.2.1-2build2) ... 157s Setting up manpages (6.05.01-1) ... 157s Setting up libtirpc-common (1.3.4+ds-1.1) ... 157s Setting up libbrotli1:s390x (1.1.0-2build1) ... 157s Setting up libsqlite3-0:s390x (3.45.1-1ubuntu1) ... 157s Setting up libsasl2-modules:s390x (2.1.28+dfsg1-5ubuntu1) ... 157s Setting up libuv1t64:s390x (1.48.0-1.1) ... 157s Setting up libmagic1t64:s390x (1:5.45-3) ... 157s Setting up rsyslog (8.2312.0-3ubuntu7) ... 157s info: The user `syslog' is already a member of `adm'. 158s Setting up libpsl5t64:s390x (0.21.2-1.1) ... 158s Setting up libnghttp2-14:s390x (1.59.0-1build1) ... 158s Setting up libdeflate0:s390x (1.19-1) ... 158s Setting up linux-libc-dev:s390x (6.8.0-20.20) ... 158s Setting up libreiserfscore0t64 (1:3.6.27-7.1) ... 158s Setting up systemd-dev (255.4-1ubuntu5) ... 158s Setting up libparted2t64:s390x (3.6-3.1build2) ... 158s Setting up krb5-locales (1.20.1-6ubuntu1) ... 158s Setting up file (1:5.45-3) ... 158s Setting up lshw (02.19.git.2021.06.19.996aaad9c7-2build2) ... 158s Setting up libldap-common (2.6.7+dfsg-1~exp1ubuntu6) ... 158s Setting up libprotobuf-c1:s390x (1.4.1-1ubuntu3) ... 158s Setting up libjbig0:s390x (2.1-6.1ubuntu1) ... 158s Setting up xxd (2:9.1.0016-1ubuntu6) ... 158s Setting up libelf1t64:s390x (0.190-1.1build2) ... 158s Setting up libkrb5support0:s390x (1.20.1-6ubuntu1) ... 158s Setting up libdw1t64:s390x (0.190-1.1build2) ... 158s Setting up linux-headers-6.8.0-20-generic (6.8.0-20.20) ... 158s Setting up eject (2.39.3-9ubuntu2) ... 158s Setting up apparmor (4.0.0-beta3-0ubuntu2) ... 158s Installing new version of config file /etc/apparmor.d/abstractions/authentication ... 158s Installing new version of config file /etc/apparmor.d/abstractions/crypto ... 158s Installing new version of config file /etc/apparmor.d/abstractions/kde-open5 ... 158s Installing new version of config file /etc/apparmor.d/abstractions/openssl ... 158s Installing new version of config file /etc/apparmor.d/code ... 158s Installing new version of config file /etc/apparmor.d/firefox ... 159s Reloading AppArmor profiles 160s Setting up libglib2.0-0t64:s390x (2.79.3-3ubuntu5) ... 160s No schema files found: doing nothing. 160s Setting up libglib2.0-data (2.79.3-3ubuntu5) ... 160s Setting up rpcsvc-proto (1.4.2-0ubuntu6) ... 160s Setting up vim-common (2:9.1.0016-1ubuntu6) ... 160s Setting up libqrtr-glib0:s390x (1.2.2-1ubuntu3) ... 160s Setting up libslang2:s390x (2.3.3-3build1) ... 160s Setting up libnvme1t64 (1.8-3) ... 160s Setting up mtr-tiny (0.95-1.1build1) ... 160s Setting up gnupg-l10n (2.4.4-2ubuntu15) ... 160s Setting up librtmp1:s390x (2.4+20151223.gitfa8646d.1-2build6) ... 160s Setting up libdbus-1-3:s390x (1.14.10-4ubuntu2) ... 160s Setting up xz-utils (5.6.0-0.2) ... 160s Setting up perl-modules-5.38 (5.38.2-3.2) ... 160s Setting up libproc2-0:s390x (2:4.0.4-4ubuntu2) ... 160s Setting up fonts-dejavu-mono (2.37-8) ... 160s Setting up libpng16-16t64:s390x (1.6.43-3) ... 160s Setting up libevent-core-2.1-7:s390x (2.1.12-stable-9build1) ... 160s Setting up libss2:s390x (1.47.0-2.4~exp1ubuntu2) ... 160s Setting up usb.ids (2024.03.18-1) ... 160s Setting up sudo (1.9.15p5-3ubuntu3) ... 160s Setting up fonts-dejavu-core (2.37-8) ... 160s Setting up dhcpcd-base (1:10.0.6-1ubuntu2) ... 160s Setting up gir1.2-glib-2.0:s390x (2.79.3-3ubuntu5) ... 160s Setting up libk5crypto3:s390x (1.20.1-6ubuntu1) ... 160s Setting up libjpeg-turbo8:s390x (2.1.5-2ubuntu1) ... 160s Setting up logsave (1.47.0-2.4~exp1ubuntu2) ... 160s Setting up libwebp7:s390x (1.3.2-0.4build2) ... 160s Setting up libfdisk1:s390x (2.39.3-9ubuntu2) ... 160s Setting up libdb5.3t64:s390x (5.3.28+dfsg2-6) ... 160s Setting up libaio1t64:s390x (0.3.113-6) ... 160s Setting up python-apt-common (2.7.7) ... 160s Setting up mount (2.39.3-9ubuntu2) ... 160s Setting up uuid-runtime (2.39.3-9ubuntu2) ... 160s uuidd.service is a disabled or a static unit not running, not starting it. 160s Setting up libmm-glib0:s390x (1.23.4-0ubuntu1) ... 160s Setting up groff-base (1.23.0-3build1) ... 160s Setting up libcrypt-dev:s390x (1:4.4.36-4) ... 160s Setting up libplymouth5:s390x (24.004.60-1ubuntu6) ... 160s Setting up dbus-session-bus-common (1.14.10-4ubuntu2) ... 160s Setting up procps (2:4.0.4-4ubuntu2) ... 161s Setting up gpgconf (2.4.4-2ubuntu15) ... 161s Setting up libcryptsetup12:s390x (2:2.7.0-1ubuntu2) ... 161s Setting up libgirepository-1.0-1:s390x (1.79.1-1ubuntu6) ... 161s Setting up libjson-glib-1.0-common (1.8.0-2build1) ... 161s Setting up libkrb5-3:s390x (1.20.1-6ubuntu1) ... 161s Setting up libpython3.11-minimal:s390x (3.11.8-1build4) ... 161s Setting up libperl5.38t64:s390x (5.38.2-3.2) ... 161s Setting up tnftp (20230507-2build1) ... 161s Setting up dbus-system-bus-common (1.14.10-4ubuntu2) ... 161s Setting up libfido2-1:s390x (1.14.0-1build1) ... 161s Setting up libc-dev-bin (2.39-0ubuntu6) ... 161s Setting up openssl (3.0.13-0ubuntu2) ... 161s Setting up linux-modules-6.8.0-20-generic (6.8.0-20.20) ... 161s Setting up readline-common (8.2-4) ... 161s Setting up libxml2:s390x (2.9.14+dfsg-1.3ubuntu2) ... 161s Setting up libxmuu1:s390x (2:1.1.3-3build1) ... 161s Setting up dbus-bin (1.14.10-4ubuntu2) ... 161s Setting up info (7.1-3build1) ... 161s Setting up liblocale-gettext-perl (1.07-6ubuntu4) ... 161s Setting up gpg (2.4.4-2ubuntu15) ... 161s Setting up libgudev-1.0-0:s390x (1:238-3ubuntu2) ... 161s Setting up libpolkit-gobject-1-0:s390x (124-1ubuntu1) ... 161s Setting up libbpf1:s390x (1:1.3.0-2build1) ... 161s Setting up libmbim-glib4:s390x (1.31.2-0ubuntu2) ... 161s Setting up rsync (3.2.7-1build1) ... 162s rsync.service is a disabled or a static unit not running, not starting it. 162s Setting up libudisks2-0:s390x (2.10.1-6) ... 162s Setting up libkmod2:s390x (31+20240202-2ubuntu4) ... 162s Setting up bolt (0.9.6-2build1) ... 162s bolt.service is a disabled or a static unit not running, not starting it. 162s Setting up s390-tools-data (2.31.0-0ubuntu3) ... 162s Setting up libllvm18:s390x (1:18.1.2-1ubuntu2) ... 162s Setting up gnupg-utils (2.4.4-2ubuntu15) ... 162s Setting up libjpeg8:s390x (8c-2ubuntu11) ... 162s Setting up cryptsetup-bin (2:2.7.0-1ubuntu2) ... 162s Setting up python3.11-minimal (3.11.8-1build4) ... 163s Setting up libclang1-18 (1:18.1.2-1ubuntu2) ... 163s Setting up manpages-dev (6.05.01-1) ... 163s Setting up linux-modules-extra-6.8.0-20-generic (6.8.0-20.20) ... 164s Setting up apt-utils (2.7.14) ... 164s Setting up gpg-agent (2.4.4-2ubuntu15) ... 164s Setting up libpython3.12-stdlib:s390x (3.12.2-4build3) ... 164s Setting up wget (1.21.4-1ubuntu2) ... 164s Setting up fontconfig-config (2.15.0-1.1ubuntu1) ... 164s Setting up libxmlb2:s390x (0.3.15-1build1) ... 164s Setting up btrfs-progs (6.6.3-1.1build1) ... 164s Setting up libpython3.11-stdlib:s390x (3.11.8-1build4) ... 164s Setting up python3.12 (3.12.2-4build3) ... 166s Setting up gpgsm (2.4.4-2ubuntu15) ... 166s Setting up inetutils-telnet (2:2.5-3ubuntu3) ... 166s Setting up parted (3.6-3.1build2) ... 166s Setting up e2fsprogs (1.47.0-2.4~exp1ubuntu2) ... 166s update-initramfs: deferring update (trigger activated) 166s e2scrub_all.service is a disabled or a static unit not running, not starting it. 166s Setting up linux-headers-generic (6.8.0-20.20+1) ... 166s Setting up dbus-daemon (1.14.10-4ubuntu2) ... 166s Setting up libmbim-proxy (1.31.2-0ubuntu2) ... 166s Setting up vim-tiny (2:9.1.0016-1ubuntu6) ... 166s Setting up kmod (31+20240202-2ubuntu4) ... 167s Setting up libnetplan1:s390x (1.0-1) ... 167s Setting up man-db (2.12.0-3build4) ... 167s Updating database of manual pages ... 168s man-db.service is a disabled or a static unit not running, not starting it. 168s Setting up fdisk (2.39.3-9ubuntu2) ... 168s Setting up libjson-glib-1.0-0:s390x (1.8.0-2build1) ... 168s Setting up libsasl2-modules-db:s390x (2.1.28+dfsg1-5ubuntu1) ... 168s Setting up hwdata (0.379-1) ... 168s Setting up perl (5.38.2-3.2) ... 168s Setting up libfreetype6:s390x (2.13.2+dfsg-1build2) ... 168s Setting up gir1.2-girepository-2.0:s390x (1.79.1-1ubuntu6) ... 168s Setting up dbus (1.14.10-4ubuntu2) ... 168s A reboot is required to replace the running dbus-daemon. 168s Please reboot the system when convenient. 169s Setting up shared-mime-info (2.4-1build1) ... 169s Setting up libblockdev-utils3:s390x (3.1.0-1build1) ... 169s Setting up libgssapi-krb5-2:s390x (1.20.1-6ubuntu1) ... 169s Setting up libsystemd-shared:s390x (255.4-1ubuntu5) ... 169s Setting up ftp (20230507-2build1) ... 169s Setting up keyboxd (2.4.4-2ubuntu15) ... 169s Setting up libdpkg-perl (1.22.6ubuntu5) ... 169s Setting up libsasl2-2:s390x (2.1.28+dfsg1-5ubuntu1) ... 169s Setting up libssh-4:s390x (0.10.6-2build1) ... 169s Setting up libblockdev-nvme3:s390x (3.1.0-1build1) ... 169s Setting up libblockdev-fs3:s390x (3.1.0-1build1) ... 169s Setting up ieee-data (20220827.1) ... 169s Setting up libtiff6:s390x (4.5.1+git230720-4ubuntu1) ... 169s Setting up libpolkit-agent-1-0:s390x (124-1ubuntu1) ... 169s Setting up libc6-dev:s390x (2.39-0ubuntu6) ... 169s Setting up libgpgme11t64:s390x (1.18.0-4.1ubuntu3) ... 169s Setting up libfontconfig1:s390x (2.15.0-1.1ubuntu1) ... 169s Setting up libclang-cpp18 (1:18.1.2-1ubuntu2) ... 169s Setting up libbpfcc:s390x (0.29.1+ds-1ubuntu4) ... 169s Setting up linux-tools-common (6.8.0-20.20) ... 169s Setting up libarchive13t64:s390x (3.7.2-1.1ubuntu2) ... 169s Setting up libldap2:s390x (2.6.7+dfsg-1~exp1ubuntu6) ... 169s Setting up libpython3-stdlib:s390x (3.12.2-0ubuntu1) ... 169s Setting up python3.11 (3.11.8-1build4) ... 170s Setting up telnet (0.17+2.5-3ubuntu3) ... 170s Setting up libblockdev-mdraid3:s390x (3.1.0-1build1) ... 170s Setting up linux-headers-virtual (6.8.0-20.20+1) ... 170s Setting up libcurl4t64:s390x (8.5.0-2ubuntu8) ... 170s Setting up bpftrace (0.20.2-1ubuntu1) ... 170s Setting up bind9-libs:s390x (1:9.18.24-0ubuntu3) ... 170s Setting up linux-image-6.8.0-20-generic (6.8.0-20.20) ... 171s I: /boot/vmlinuz is now a symlink to vmlinuz-6.8.0-20-generic 171s I: /boot/initrd.img is now a symlink to initrd.img-6.8.0-20-generic 171s Setting up libtirpc3t64:s390x (1.3.4+ds-1.1) ... 171s Setting up e2fsprogs-l10n (1.47.0-2.4~exp1ubuntu2) ... 171s Setting up libblockdev-swap3:s390x (3.1.0-1build1) ... 171s Setting up iproute2 (6.1.0-1ubuntu5) ... 171s Setting up openssh-client (1:9.6p1-3ubuntu11) ... 171s Setting up libgusb2:s390x (0.4.8-1build1) ... 171s Setting up libblockdev-loop3:s390x (3.1.0-1build1) ... 171s Setting up libcurl3t64-gnutls:s390x (8.5.0-2ubuntu8) ... 171s Setting up libqmi-glib5:s390x (1.35.2-0ubuntu1) ... 171s Setting up linux-tools-6.8.0-20 (6.8.0-20.20) ... 171s Setting up python3 (3.12.2-0ubuntu1) ... 171s Setting up systemd (255.4-1ubuntu5) ... 172s Setting up libblockdev3:s390x (3.1.0-1build1) ... 172s Setting up libjcat1:s390x (0.2.0-2build2) ... 172s Setting up dpkg-dev (1.22.6ubuntu5) ... 172s Setting up libblockdev-part3:s390x (3.1.0-1build1) ... 172s Setting up dirmngr (2.4.4-2ubuntu15) ... 172s Setting up linux-tools-6.8.0-20-generic (6.8.0-20.20) ... 172s Setting up python3-cryptography (41.0.7-4build2) ... 172s Setting up python3-gi (3.47.0-3build1) ... 173s Setting up libgd3:s390x (2.3.3-9ubuntu3) ... 173s Setting up systemd-timesyncd (255.4-1ubuntu5) ... 173s Setting up udev (255.4-1ubuntu5) ... 174s Setting up python3-typing-extensions (4.10.0-1) ... 174s Setting up lsof (4.95.0-1build2) ... 174s Setting up python3-pyrsistent:s390x (0.20.0-1build1) ... 174s Setting up python3-netaddr (0.8.0-2ubuntu1) ... 174s Setting up kpartx (0.9.4-5ubuntu6) ... 174s Setting up libnsl2:s390x (1.3.0-3build2) ... 174s Setting up gnupg (2.4.4-2ubuntu15) ... 174s Setting up python3-netplan (1.0-1) ... 174s Setting up curl (8.5.0-2ubuntu8) ... 174s Setting up libvolume-key1:s390x (0.3.12-7build1) ... 174s Setting up linux-image-virtual (6.8.0-20.20+1) ... 174s Setting up netplan-generator (1.0-1) ... 174s Removing 'diversion of /lib/systemd/system-generators/netplan to /lib/systemd/system-generators/netplan.usr-is-merged by netplan-generator' 174s Setting up bind9-host (1:9.18.24-0ubuntu3) ... 174s Setting up python3-lib2to3 (3.12.2-3ubuntu1.1) ... 175s Setting up python3-bpfcc (0.29.1+ds-1ubuntu4) ... 175s Setting up libc-devtools (2.39-0ubuntu6) ... 175s Setting up systemd-resolved (255.4-1ubuntu5) ... 175s Setting up python3-pkg-resources (68.1.2-2ubuntu1) ... 176s Setting up python3-distutils (3.12.2-3ubuntu1.1) ... 176s python3.12: can't get files for byte-compilation 176s Setting up openssh-sftp-server (1:9.6p1-3ubuntu11) ... 176s Setting up linux-image-generic (6.8.0-20.20+1) ... 176s Setting up systemd-sysv (255.4-1ubuntu5) ... 176s Setting up python3-dbus (1.3.2-5build2) ... 176s Setting up python3-setuptools (68.1.2-2ubuntu1) ... 177s Setting up gpg-wks-client (2.4.4-2ubuntu15) ... 177s Setting up openssh-server (1:9.6p1-3ubuntu11) ... 177s Replacing config file /etc/ssh/sshd_config with new version 178s Created symlink /etc/systemd/system/ssh.service.requires/ssh.socket → /usr/lib/systemd/system/ssh.socket. 180s Setting up linux-generic (6.8.0-20.20+1) ... 180s Setting up libblockdev-crypto3:s390x (3.1.0-1build1) ... 180s Setting up python3-gdbm:s390x (3.12.2-3ubuntu1.1) ... 180s Setting up plymouth (24.004.60-1ubuntu6) ... 180s update-initramfs: Generating /boot/initrd.img-6.8.0-11-generic 180s W: No lz4 in /usr/bin:/sbin:/bin, using gzip 183s Not invoking zipl: initrd doesn't exist yet 183s update-rc.d: warning: start and stop actions are no longer supported; falling back to defaults 184s update-rc.d: warning: start and stop actions are no longer supported; falling back to defaults 184s Setting up python3-apt (2.7.7) ... 184s Setting up libfwupd2:s390x (1.9.15-2) ... 184s Setting up libnss-systemd:s390x (255.4-1ubuntu5) ... 184s Setting up python3-yaml (6.0.1-2build1) ... 184s Setting up libqmi-proxy (1.35.2-0ubuntu1) ... 184s Setting up multipath-tools (0.9.4-5ubuntu6) ... 185s Setting up netplan.io (1.0-1) ... 185s Setting up linux-virtual (6.8.0-20.20+1) ... 185s Setting up plymouth-theme-ubuntu-text (24.004.60-1ubuntu6) ... 185s update-initramfs: deferring update (trigger activated) 185s Setting up bpfcc-tools (0.29.1+ds-1ubuntu4) ... 185s Setting up libpam-systemd:s390x (255.4-1ubuntu5) ... 185s Setting up bind9-dnsutils (1:9.18.24-0ubuntu3) ... 185s Setting up ubuntu-pro-client (31.2.2) ... 186s Setting up fwupd (1.9.15-2) ... 187s fwupd-offline-update.service is a disabled or a static unit not running, not starting it. 187s fwupd-refresh.service is a disabled or a static unit not running, not starting it. 187s Setting up ubuntu-pro-client-l10n (31.2.2) ... 187s Setting up udisks2 (2.10.1-6) ... 188s Setting up dbus-user-session (1.14.10-4ubuntu2) ... 188s Processing triggers for install-info (7.1-3build1) ... 188s Processing triggers for initramfs-tools (0.142ubuntu23) ... 188s update-initramfs: Generating /boot/initrd.img-6.8.0-11-generic 188s W: No lz4 in /usr/bin:/sbin:/bin, using gzip 191s Not invoking zipl: initrd doesn't exist yet 191s Processing triggers for libc-bin (2.39-0ubuntu6) ... 191s Processing triggers for ufw (0.36.2-5) ... 191s Processing triggers for debianutils (5.17) ... 191s Processing triggers for linux-image-6.8.0-20-generic (6.8.0-20.20) ... 191s /etc/kernel/postinst.d/initramfs-tools: 191s update-initramfs: Generating /boot/initrd.img-6.8.0-20-generic 191s W: No lz4 in /usr/bin:/sbin:/bin, using gzip 195s Using config file '/etc/zipl.conf' 195s Building bootmap in '/boot' 195s Adding IPL section 'ubuntu' (default) 195s Preparing boot device for LD-IPL: vda (0000). 195s Done. 195s /etc/kernel/postinst.d/zz-zipl: 195s Using config file '/etc/zipl.conf' 195s Building bootmap in '/boot' 195s Adding IPL section 'ubuntu' (default) 195s Preparing boot device for LD-IPL: vda (0000). 195s Done. 196s Reading package lists... 197s Building dependency tree... 197s Reading state information... 197s The following packages will be REMOVED: 197s libaio1* libnetplan0* python3-distutils* python3-lib2to3* 197s 0 upgraded, 0 newly installed, 4 to remove and 1 not upgraded. 197s After this operation, 1445 kB disk space will be freed. 197s (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 ... 81786 files and directories currently installed.) 197s Removing libaio1:s390x (0.3.113-5) ... 197s Removing libnetplan0:s390x (0.107.1-3) ... 197s Removing python3-distutils (3.12.2-3ubuntu1.1) ... 197s Removing python3-lib2to3 (3.12.2-3ubuntu1.1) ... 197s Processing triggers for libc-bin (2.39-0ubuntu6) ... 198s autopkgtest [01:53:26]: rebooting testbed after setup commands that affected boot 227s autopkgtest [01:53:55]: testbed running kernel: Linux 6.8.0-20-generic #20-Ubuntu SMP Mon Mar 18 10:49:25 UTC 2024 230s autopkgtest [01:53:58]: @@@@@@@@@@@@@@@@@@@@ apt-source r-cran-rrcov 232s Get:1 http://ftpmaster.internal/ubuntu noble/universe r-cran-rrcov 1.7-5-1 (dsc) [2146 B] 232s Get:2 http://ftpmaster.internal/ubuntu noble/universe r-cran-rrcov 1.7-5-1 (tar) [1563 kB] 232s Get:3 http://ftpmaster.internal/ubuntu noble/universe r-cran-rrcov 1.7-5-1 (diff) [3124 B] 232s gpgv: Signature made Thu Feb 1 16:08:31 2024 UTC 232s gpgv: using RSA key F1F007320A035541F0A663CA578A0494D1C646D1 232s gpgv: issuer "tille@debian.org" 232s gpgv: Can't check signature: No public key 232s dpkg-source: warning: cannot verify inline signature for ./r-cran-rrcov_1.7-5-1.dsc: no acceptable signature found 232s autopkgtest [01:54:00]: testing package r-cran-rrcov version 1.7-5-1 232s autopkgtest [01:54:00]: build not needed 235s autopkgtest [01:54:03]: test run-unit-test: preparing testbed 240s Reading package lists... 241s Building dependency tree... 241s Reading state information... 241s Starting pkgProblemResolver with broken count: 0 241s Starting 2 pkgProblemResolver with broken count: 0 241s Done 241s The following additional packages will be installed: 241s fontconfig libblas3 libcairo2 libdatrie1 libgfortran5 libgomp1 241s libgraphite2-3 libharfbuzz0b libice6 liblapack3 libpango-1.0-0 241s libpangocairo-1.0-0 libpangoft2-1.0-0 libpaper-utils libpaper1 libpixman-1-0 241s libsm6 libtcl8.6 libthai-data libthai0 libtk8.6 libxcb-render0 libxcb-shm0 241s libxft2 libxrender1 libxss1 libxt6t64 r-base-core r-cran-deoptimr 241s r-cran-lattice r-cran-mass r-cran-mvtnorm r-cran-pcapp r-cran-robustbase 241s r-cran-rrcov unzip x11-common xdg-utils zip 241s Suggested packages: 241s tcl8.6 tk8.6 elpa-ess r-doc-info | r-doc-pdf r-mathlib r-base-html 241s Recommended packages: 241s r-recommended r-base-dev r-doc-html libfile-mimeinfo-perl libnet-dbus-perl 241s libx11-protocol-perl x11-utils x11-xserver-utils 241s The following NEW packages will be installed: 241s autopkgtest-satdep fontconfig libblas3 libcairo2 libdatrie1 libgfortran5 241s libgomp1 libgraphite2-3 libharfbuzz0b libice6 liblapack3 libpango-1.0-0 241s libpangocairo-1.0-0 libpangoft2-1.0-0 libpaper-utils libpaper1 libpixman-1-0 241s libsm6 libtcl8.6 libthai-data libthai0 libtk8.6 libxcb-render0 libxcb-shm0 241s libxft2 libxrender1 libxss1 libxt6t64 r-base-core r-cran-deoptimr 241s r-cran-lattice r-cran-mass r-cran-mvtnorm r-cran-pcapp r-cran-robustbase 241s r-cran-rrcov unzip x11-common xdg-utils zip 241s 0 upgraded, 40 newly installed, 0 to remove and 1 not upgraded. 241s Need to get 44.9 MB/44.9 MB of archives. 241s After this operation, 82.1 MB of additional disk space will be used. 241s Get:1 /tmp/autopkgtest.Jgxa7B/1-autopkgtest-satdep.deb autopkgtest-satdep s390x 0 [720 B] 241s Get:2 http://ftpmaster.internal/ubuntu noble/main s390x fontconfig s390x 2.15.0-1.1ubuntu1 [191 kB] 242s Get:3 http://ftpmaster.internal/ubuntu noble/main s390x libblas3 s390x 3.12.0-3 [245 kB] 242s Get:4 http://ftpmaster.internal/ubuntu noble/main s390x libpixman-1-0 s390x 0.42.2-1 [173 kB] 242s Get:5 http://ftpmaster.internal/ubuntu noble/main s390x libxcb-render0 s390x 1.15-1 [17.0 kB] 242s Get:6 http://ftpmaster.internal/ubuntu noble/main s390x libxcb-shm0 s390x 1.15-1 [5782 B] 242s Get:7 http://ftpmaster.internal/ubuntu noble/main s390x libxrender1 s390x 1:0.9.10-1.1 [19.4 kB] 242s Get:8 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libcairo2 s390x 1.18.0-1ubuntu1 [589 kB] 243s Get:9 http://ftpmaster.internal/ubuntu noble/main s390x libdatrie1 s390x 0.2.13-3 [22.6 kB] 243s Get:10 http://ftpmaster.internal/ubuntu noble/main s390x libgfortran5 s390x 14-20240315-1ubuntu1 [600 kB] 243s Get:11 http://ftpmaster.internal/ubuntu noble/main s390x libgomp1 s390x 14-20240315-1ubuntu1 [151 kB] 243s Get:12 http://ftpmaster.internal/ubuntu noble/main s390x libgraphite2-3 s390x 1.3.14-2 [90.4 kB] 243s Get:13 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libharfbuzz0b s390x 8.3.0-2build1 [515 kB] 243s Get:14 http://ftpmaster.internal/ubuntu noble/main s390x x11-common all 1:7.7+23ubuntu2 [23.4 kB] 243s Get:15 http://ftpmaster.internal/ubuntu noble/main s390x libice6 s390x 2:1.0.10-1build2 [40.8 kB] 243s Get:16 http://ftpmaster.internal/ubuntu noble/main s390x liblapack3 s390x 3.12.0-3 [2979 kB] 244s Get:17 http://ftpmaster.internal/ubuntu noble/main s390x libthai-data all 0.1.29-2 [158 kB] 244s Get:18 http://ftpmaster.internal/ubuntu noble/main s390x libthai0 s390x 0.1.29-2 [20.6 kB] 244s Get:19 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libpango-1.0-0 s390x 1.52.1+ds-1 [242 kB] 244s Get:20 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libpangoft2-1.0-0 s390x 1.52.1+ds-1 [44.2 kB] 244s Get:21 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libpangocairo-1.0-0 s390x 1.52.1+ds-1 [28.7 kB] 244s Get:22 http://ftpmaster.internal/ubuntu noble/main s390x libpaper1 s390x 1.1.29 [13.3 kB] 244s Get:23 http://ftpmaster.internal/ubuntu noble/main s390x libpaper-utils s390x 1.1.29 [8452 B] 244s Get:24 http://ftpmaster.internal/ubuntu noble/main s390x libsm6 s390x 2:1.2.3-1build2 [16.9 kB] 244s Get:25 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libtcl8.6 s390x 8.6.14+dfsg-1 [1037 kB] 244s Get:26 http://ftpmaster.internal/ubuntu noble/main s390x libxft2 s390x 2.3.6-1 [44.3 kB] 244s Get:27 http://ftpmaster.internal/ubuntu noble/main s390x libxss1 s390x 1:1.2.3-1build2 [8192 B] 244s Get:28 http://ftpmaster.internal/ubuntu noble/main s390x libtk8.6 s390x 8.6.14-1 [833 kB] 244s Get:29 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libxt6t64 s390x 1:1.2.1-1.2 [184 kB] 244s Get:30 http://ftpmaster.internal/ubuntu noble/main s390x zip s390x 3.0-13 [175 kB] 244s Get:31 http://ftpmaster.internal/ubuntu noble/main s390x unzip s390x 6.0-28ubuntu3 [180 kB] 245s Get:32 http://ftpmaster.internal/ubuntu noble/main s390x xdg-utils all 1.1.3-4.1ubuntu3 [62.0 kB] 245s Get:33 http://ftpmaster.internal/ubuntu noble-proposed/universe s390x r-base-core s390x 4.3.3-2build1 [27.1 MB] 250s Get:34 http://ftpmaster.internal/ubuntu noble/universe s390x r-cran-deoptimr all 1.1-3-1 [74.4 kB] 250s Get:35 http://ftpmaster.internal/ubuntu noble/universe s390x r-cran-lattice s390x 0.22-5-1 [1341 kB] 251s Get:36 http://ftpmaster.internal/ubuntu noble/universe s390x r-cran-mass s390x 7.3-60.0.1-1 [1122 kB] 251s Get:37 http://ftpmaster.internal/ubuntu noble/universe s390x r-cran-mvtnorm s390x 1.2-4-1 [728 kB] 251s Get:38 http://ftpmaster.internal/ubuntu noble/universe s390x r-cran-pcapp s390x 2.0-4-1 [376 kB] 251s Get:39 http://ftpmaster.internal/ubuntu noble/universe s390x r-cran-robustbase s390x 0.99-2-1 [3045 kB] 252s Get:40 http://ftpmaster.internal/ubuntu noble/universe s390x r-cran-rrcov s390x 1.7-5-1 [2405 kB] 253s Preconfiguring packages ... 253s Fetched 44.9 MB in 12s (3812 kB/s) 253s Selecting previously unselected package fontconfig. 253s (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 ... 81562 files and directories currently installed.) 253s Preparing to unpack .../00-fontconfig_2.15.0-1.1ubuntu1_s390x.deb ... 253s Unpacking fontconfig (2.15.0-1.1ubuntu1) ... 253s Selecting previously unselected package libblas3:s390x. 253s Preparing to unpack .../01-libblas3_3.12.0-3_s390x.deb ... 253s Unpacking libblas3:s390x (3.12.0-3) ... 253s Selecting previously unselected package libpixman-1-0:s390x. 253s Preparing to unpack .../02-libpixman-1-0_0.42.2-1_s390x.deb ... 253s Unpacking libpixman-1-0:s390x (0.42.2-1) ... 253s Selecting previously unselected package libxcb-render0:s390x. 253s Preparing to unpack .../03-libxcb-render0_1.15-1_s390x.deb ... 253s Unpacking libxcb-render0:s390x (1.15-1) ... 253s Selecting previously unselected package libxcb-shm0:s390x. 253s Preparing to unpack .../04-libxcb-shm0_1.15-1_s390x.deb ... 253s Unpacking libxcb-shm0:s390x (1.15-1) ... 253s Selecting previously unselected package libxrender1:s390x. 253s Preparing to unpack .../05-libxrender1_1%3a0.9.10-1.1_s390x.deb ... 253s Unpacking libxrender1:s390x (1:0.9.10-1.1) ... 253s Selecting previously unselected package libcairo2:s390x. 253s Preparing to unpack .../06-libcairo2_1.18.0-1ubuntu1_s390x.deb ... 253s Unpacking libcairo2:s390x (1.18.0-1ubuntu1) ... 253s Selecting previously unselected package libdatrie1:s390x. 253s Preparing to unpack .../07-libdatrie1_0.2.13-3_s390x.deb ... 253s Unpacking libdatrie1:s390x (0.2.13-3) ... 254s Selecting previously unselected package libgfortran5:s390x. 254s Preparing to unpack .../08-libgfortran5_14-20240315-1ubuntu1_s390x.deb ... 254s Unpacking libgfortran5:s390x (14-20240315-1ubuntu1) ... 254s Selecting previously unselected package libgomp1:s390x. 254s Preparing to unpack .../09-libgomp1_14-20240315-1ubuntu1_s390x.deb ... 254s Unpacking libgomp1:s390x (14-20240315-1ubuntu1) ... 254s Selecting previously unselected package libgraphite2-3:s390x. 254s Preparing to unpack .../10-libgraphite2-3_1.3.14-2_s390x.deb ... 254s Unpacking libgraphite2-3:s390x (1.3.14-2) ... 254s Selecting previously unselected package libharfbuzz0b:s390x. 254s Preparing to unpack .../11-libharfbuzz0b_8.3.0-2build1_s390x.deb ... 254s Unpacking libharfbuzz0b:s390x (8.3.0-2build1) ... 254s Selecting previously unselected package x11-common. 254s Preparing to unpack .../12-x11-common_1%3a7.7+23ubuntu2_all.deb ... 254s Unpacking x11-common (1:7.7+23ubuntu2) ... 254s Selecting previously unselected package libice6:s390x. 254s Preparing to unpack .../13-libice6_2%3a1.0.10-1build2_s390x.deb ... 254s Unpacking libice6:s390x (2:1.0.10-1build2) ... 254s Selecting previously unselected package liblapack3:s390x. 254s Preparing to unpack .../14-liblapack3_3.12.0-3_s390x.deb ... 254s Unpacking liblapack3:s390x (3.12.0-3) ... 254s Selecting previously unselected package libthai-data. 254s Preparing to unpack .../15-libthai-data_0.1.29-2_all.deb ... 254s Unpacking libthai-data (0.1.29-2) ... 254s Selecting previously unselected package libthai0:s390x. 254s Preparing to unpack .../16-libthai0_0.1.29-2_s390x.deb ... 254s Unpacking libthai0:s390x (0.1.29-2) ... 254s Selecting previously unselected package libpango-1.0-0:s390x. 254s Preparing to unpack .../17-libpango-1.0-0_1.52.1+ds-1_s390x.deb ... 254s Unpacking libpango-1.0-0:s390x (1.52.1+ds-1) ... 254s Selecting previously unselected package libpangoft2-1.0-0:s390x. 254s Preparing to unpack .../18-libpangoft2-1.0-0_1.52.1+ds-1_s390x.deb ... 254s Unpacking libpangoft2-1.0-0:s390x (1.52.1+ds-1) ... 254s Selecting previously unselected package libpangocairo-1.0-0:s390x. 254s Preparing to unpack .../19-libpangocairo-1.0-0_1.52.1+ds-1_s390x.deb ... 254s Unpacking libpangocairo-1.0-0:s390x (1.52.1+ds-1) ... 254s Selecting previously unselected package libpaper1:s390x. 254s Preparing to unpack .../20-libpaper1_1.1.29_s390x.deb ... 254s Unpacking libpaper1:s390x (1.1.29) ... 254s Selecting previously unselected package libpaper-utils. 254s Preparing to unpack .../21-libpaper-utils_1.1.29_s390x.deb ... 254s Unpacking libpaper-utils (1.1.29) ... 254s Selecting previously unselected package libsm6:s390x. 254s Preparing to unpack .../22-libsm6_2%3a1.2.3-1build2_s390x.deb ... 254s Unpacking libsm6:s390x (2:1.2.3-1build2) ... 254s Selecting previously unselected package libtcl8.6:s390x. 254s Preparing to unpack .../23-libtcl8.6_8.6.14+dfsg-1_s390x.deb ... 254s Unpacking libtcl8.6:s390x (8.6.14+dfsg-1) ... 254s Selecting previously unselected package libxft2:s390x. 254s Preparing to unpack .../24-libxft2_2.3.6-1_s390x.deb ... 254s Unpacking libxft2:s390x (2.3.6-1) ... 254s Selecting previously unselected package libxss1:s390x. 254s Preparing to unpack .../25-libxss1_1%3a1.2.3-1build2_s390x.deb ... 254s Unpacking libxss1:s390x (1:1.2.3-1build2) ... 254s Selecting previously unselected package libtk8.6:s390x. 254s Preparing to unpack .../26-libtk8.6_8.6.14-1_s390x.deb ... 254s Unpacking libtk8.6:s390x (8.6.14-1) ... 254s Selecting previously unselected package libxt6t64:s390x. 254s Preparing to unpack .../27-libxt6t64_1%3a1.2.1-1.2_s390x.deb ... 254s Unpacking libxt6t64:s390x (1:1.2.1-1.2) ... 254s Selecting previously unselected package zip. 254s Preparing to unpack .../28-zip_3.0-13_s390x.deb ... 254s Unpacking zip (3.0-13) ... 254s Selecting previously unselected package unzip. 254s Preparing to unpack .../29-unzip_6.0-28ubuntu3_s390x.deb ... 254s Unpacking unzip (6.0-28ubuntu3) ... 254s Selecting previously unselected package xdg-utils. 254s Preparing to unpack .../30-xdg-utils_1.1.3-4.1ubuntu3_all.deb ... 254s Unpacking xdg-utils (1.1.3-4.1ubuntu3) ... 254s Selecting previously unselected package r-base-core. 254s Preparing to unpack .../31-r-base-core_4.3.3-2build1_s390x.deb ... 254s Unpacking r-base-core (4.3.3-2build1) ... 254s Selecting previously unselected package r-cran-deoptimr. 254s Preparing to unpack .../32-r-cran-deoptimr_1.1-3-1_all.deb ... 254s Unpacking r-cran-deoptimr (1.1-3-1) ... 254s Selecting previously unselected package r-cran-lattice. 254s Preparing to unpack .../33-r-cran-lattice_0.22-5-1_s390x.deb ... 254s Unpacking r-cran-lattice (0.22-5-1) ... 254s Selecting previously unselected package r-cran-mass. 254s Preparing to unpack .../34-r-cran-mass_7.3-60.0.1-1_s390x.deb ... 254s Unpacking r-cran-mass (7.3-60.0.1-1) ... 254s Selecting previously unselected package r-cran-mvtnorm. 254s Preparing to unpack .../35-r-cran-mvtnorm_1.2-4-1_s390x.deb ... 254s Unpacking r-cran-mvtnorm (1.2-4-1) ... 255s Selecting previously unselected package r-cran-pcapp. 255s Preparing to unpack .../36-r-cran-pcapp_2.0-4-1_s390x.deb ... 255s Unpacking r-cran-pcapp (2.0-4-1) ... 255s Selecting previously unselected package r-cran-robustbase. 255s Preparing to unpack .../37-r-cran-robustbase_0.99-2-1_s390x.deb ... 255s Unpacking r-cran-robustbase (0.99-2-1) ... 255s Selecting previously unselected package r-cran-rrcov. 255s Preparing to unpack .../38-r-cran-rrcov_1.7-5-1_s390x.deb ... 255s Unpacking r-cran-rrcov (1.7-5-1) ... 255s Selecting previously unselected package autopkgtest-satdep. 255s Preparing to unpack .../39-1-autopkgtest-satdep.deb ... 255s Unpacking autopkgtest-satdep (0) ... 255s Setting up libgraphite2-3:s390x (1.3.14-2) ... 255s Setting up libpixman-1-0:s390x (0.42.2-1) ... 255s Setting up libpaper1:s390x (1.1.29) ... 255s 255s Creating config file /etc/papersize with new version 255s Setting up fontconfig (2.15.0-1.1ubuntu1) ... 257s Regenerating fonts cache... done. 257s Setting up libxrender1:s390x (1:0.9.10-1.1) ... 257s Setting up libdatrie1:s390x (0.2.13-3) ... 257s Setting up libxcb-render0:s390x (1.15-1) ... 257s Setting up unzip (6.0-28ubuntu3) ... 257s Setting up x11-common (1:7.7+23ubuntu2) ... 257s Setting up libxcb-shm0:s390x (1.15-1) ... 257s Setting up libpaper-utils (1.1.29) ... 257s Setting up libgomp1:s390x (14-20240315-1ubuntu1) ... 257s Setting up libcairo2:s390x (1.18.0-1ubuntu1) ... 257s Setting up zip (3.0-13) ... 257s Setting up libblas3:s390x (3.12.0-3) ... 257s update-alternatives: using /usr/lib/s390x-linux-gnu/blas/libblas.so.3 to provide /usr/lib/s390x-linux-gnu/libblas.so.3 (libblas.so.3-s390x-linux-gnu) in auto mode 257s Setting up libtcl8.6:s390x (8.6.14+dfsg-1) ... 257s Setting up libgfortran5:s390x (14-20240315-1ubuntu1) ... 257s Setting up libharfbuzz0b:s390x (8.3.0-2build1) ... 257s Setting up libthai-data (0.1.29-2) ... 257s Setting up libxss1:s390x (1:1.2.3-1build2) ... 257s Setting up xdg-utils (1.1.3-4.1ubuntu3) ... 257s update-alternatives: using /usr/bin/xdg-open to provide /usr/bin/open (open) in auto mode 257s Setting up libice6:s390x (2:1.0.10-1build2) ... 257s Setting up liblapack3:s390x (3.12.0-3) ... 257s update-alternatives: using /usr/lib/s390x-linux-gnu/lapack/liblapack.so.3 to provide /usr/lib/s390x-linux-gnu/liblapack.so.3 (liblapack.so.3-s390x-linux-gnu) in auto mode 257s Setting up libxft2:s390x (2.3.6-1) ... 257s Setting up libtk8.6:s390x (8.6.14-1) ... 257s Setting up libthai0:s390x (0.1.29-2) ... 257s Setting up libsm6:s390x (2:1.2.3-1build2) ... 257s Setting up libpango-1.0-0:s390x (1.52.1+ds-1) ... 257s Setting up libxt6t64:s390x (1:1.2.1-1.2) ... 257s Setting up libpangoft2-1.0-0:s390x (1.52.1+ds-1) ... 257s Setting up libpangocairo-1.0-0:s390x (1.52.1+ds-1) ... 257s Setting up r-base-core (4.3.3-2build1) ... 257s 257s Creating config file /etc/R/Renviron with new version 257s Setting up r-cran-lattice (0.22-5-1) ... 257s Setting up r-cran-deoptimr (1.1-3-1) ... 257s Setting up r-cran-mass (7.3-60.0.1-1) ... 257s Setting up r-cran-mvtnorm (1.2-4-1) ... 257s Setting up r-cran-robustbase (0.99-2-1) ... 257s Setting up r-cran-pcapp (2.0-4-1) ... 257s Setting up r-cran-rrcov (1.7-5-1) ... 257s Setting up autopkgtest-satdep (0) ... 257s Processing triggers for man-db (2.12.0-3build4) ... 258s Processing triggers for install-info (7.1-3build1) ... 258s Processing triggers for libc-bin (2.39-0ubuntu6) ... 261s (Reading database ... 83821 files and directories currently installed.) 261s Removing autopkgtest-satdep (0) ... 262s autopkgtest [01:54:30]: test run-unit-test: [----------------------- 262s BEGIN TEST thubert.R 262s 262s R version 4.3.3 (2024-02-29) -- "Angel Food Cake" 262s Copyright (C) 2024 The R Foundation for Statistical Computing 262s Platform: s390x-ibm-linux-gnu (64-bit) 262s 262s R is free software and comes with ABSOLUTELY NO WARRANTY. 262s You are welcome to redistribute it under certain conditions. 262s Type 'license()' or 'licence()' for distribution details. 262s 262s R is a collaborative project with many contributors. 262s Type 'contributors()' for more information and 262s 'citation()' on how to cite R or R packages in publications. 262s 262s Type 'demo()' for some demos, 'help()' for on-line help, or 262s 'help.start()' for an HTML browser interface to help. 262s Type 'q()' to quit R. 262s 262s > dodata <- function(nrep=1, time=FALSE, short=FALSE, full=TRUE, 262s + method=c("hubert", "hubert.mcd", "locantore", "cov", "classic", 262s + "grid", "proj")) 262s + { 262s + ## Test the PcaXxx() functions on the literature datasets: 262s + ## 262s + ## Call PcaHubert() and the other functions for all regression 262s + ## data sets available in robustbase/rrcov and print: 262s + ## - execution time (if time == TRUE) 262s + ## - loadings 262s + ## - eigenvalues 262s + ## - scores 262s + ## 262s + 262s + dopca <- function(x, xname, nrep=1){ 262s + 262s + n <- dim(x)[1] 262s + p <- dim(x)[2] 262s + if(method == "hubert.mcd") 262s + pca <- PcaHubert(x, k=p) 262s + else if(method == "hubert") 263s + pca <- PcaHubert(x, mcd=FALSE) 263s + else if(method == "locantore") 263s + pca <- PcaLocantore(x) 263s + else if(method == "cov") 263s + pca <- PcaCov(x) 263s + else if(method == "classic") 263s + pca <- PcaClassic(x) 263s + else if(method == "grid") 263s + pca <- PcaGrid(x) 263s + else if(method == "proj") 263s + pca <- PcaProj(x) 263s + else 263s + stop("Undefined PCA method: ", method) 263s + 263s + 263s + e1 <- getEigenvalues(pca)[1] 263s + e2 <- getEigenvalues(pca)[2] 263s + k <- pca@k 263s + 263s + if(time){ 263s + xtime <- system.time(dorep(x, nrep, method))[1]/nrep 263s + xres <- sprintf("%3d %3d %3d %12.6f %12.6f %10.3f\n", dim(x)[1], dim(x)[2], k, e1, e2, xtime) 263s + } 263s + else{ 263s + xres <- sprintf("%3d %3d %3d %12.6f %12.6f\n", dim(x)[1], dim(x)[2], k, e1, e2) 263s + } 263s + lpad<-lname-nchar(xname) 263s + cat(pad.right(xname, lpad), xres) 263s + 263s + if(!short){ 263s + cat("Scores: \n") 263s + print(getScores(pca)) 263s + 263s + if(full){ 263s + cat("-------------\n") 263s + show(pca) 263s + } 263s + cat("----------------------------------------------------------\n") 263s + } 263s + } 263s + 263s + stopifnot(length(nrep) == 1, nrep >= 1) 263s + method <- match.arg(method) 263s + 263s + options(digits = 5) 263s + set.seed(101) # <<-- sub-sampling algorithm now based on R's RNG and seed 263s + 263s + lname <- 20 263s + 263s + ## VT::15.09.2013 - this will render the output independent 263s + ## from the version of the package 263s + suppressPackageStartupMessages(library(rrcov)) 263s + 263s + data(Animals, package = "MASS") 263s + brain <- Animals[c(1:24, 26:25, 27:28),] 263s + 263s + tmp <- sys.call() 263s + cat("\nCall: ", deparse(substitute(tmp)),"\n") 263s + 263s + cat("Data Set n p k e1 e2\n") 263s + cat("==========================================================\n") 263s + dopca(heart[, 1:2], data(heart), nrep) 263s + dopca(starsCYG, data(starsCYG), nrep) 263s + dopca(data.matrix(subset(phosphor, select = -plant)), data(phosphor), nrep) 263s + dopca(stack.x, data(stackloss), nrep) 263s + ## dopca(data.matrix(subset(coleman, select = -Y)), data(coleman), nrep) # differences between the architectures 263s + dopca(data.matrix(subset(salinity, select = -Y)), data(salinity), nrep) 263s + ## dopca(data.matrix(subset(wood, select = -y)), data(wood), nrep) # differences between the architectures 263s + dopca(data.matrix(subset(hbk, select = -Y)),data(hbk), nrep) 263s + 263s + ## dopca(brain, "Animals", nrep) 263s + dopca(milk, data(milk), nrep) 263s + dopca(bushfire, data(bushfire), nrep) 263s + cat("==========================================================\n") 263s + } 263s > 263s > dogen <- function(nrep=1, eps=0.49, method=c("hubert", "hubert.mcd", "locantore", "cov")){ 263s + 263s + dopca <- function(x, nrep=1){ 263s + gc() 263s + xtime <- system.time(dorep(x, nrep, method))[1]/nrep 263s + cat(sprintf("%6d %3d %10.2f\n", dim(x)[1], dim(x)[2], xtime)) 263s + xtime 263s + } 263s + 263s + set.seed(1234) 263s + 263s + ## VT::15.09.2013 - this will render the output independent 263s + ## from the version of the package 263s + suppressPackageStartupMessages(library(rrcov)) 263s + library(MASS) 263s + 263s + method <- match.arg(method) 263s + 263s + ap <- c(2, 5, 10, 20, 30) 263s + an <- c(100, 500, 1000, 10000, 50000) 263s + 263s + tottime <- 0 263s + cat(" n p Time\n") 263s + cat("=====================\n") 263s + for(i in 1:length(an)) { 263s + for(j in 1:length(ap)) { 263s + n <- an[i] 263s + p <- ap[j] 263s + if(5*p <= n){ 263s + xx <- gendata(n, p, eps) 263s + X <- xx$X 263s + ## print(dimnames(X)) 263s + tottime <- tottime + dopca(X, nrep) 263s + } 263s + } 263s + } 263s + 263s + cat("=====================\n") 263s + cat("Total time: ", tottime*nrep, "\n") 263s + } 263s > 263s > dorep <- function(x, nrep=1, method=c("hubert", "hubert.mcd", "locantore", "cov")){ 263s + 263s + method <- match.arg(method) 263s + for(i in 1:nrep) 263s + if(method == "hubert.mcd") 263s + PcaHubert(x) 263s + else if(method == "hubert") 263s + PcaHubert(x, mcd=FALSE) 263s + else if(method == "locantore") 263s + PcaLocantore(x) 263s + else if(method == "cov") 263s + PcaCov(x) 263s + else 263s + stop("Undefined PCA method: ", method) 263s + } 263s > 263s > #### gendata() #### 263s > # Generates a location contaminated multivariate 263s > # normal sample of n observations in p dimensions 263s > # (1-eps)*Np(0,Ip) + eps*Np(m,Ip) 263s > # where 263s > # m = (b,b,...,b) 263s > # Defaults: eps=0 and b=10 263s > # 263s > gendata <- function(n,p,eps=0,b=10){ 263s + 263s + if(missing(n) || missing(p)) 263s + stop("Please specify (n,p)") 263s + if(eps < 0 || eps >= 0.5) 263s + stop(message="eps must be in [0,0.5)") 263s + X <- mvrnorm(n,rep(0,p),diag(1,nrow=p,ncol=p)) 263s + nbad <- as.integer(eps * n) 263s + xind <- vector("numeric") 263s + if(nbad > 0){ 263s + Xbad <- mvrnorm(nbad,rep(b,p),diag(1,nrow=p,ncol=p)) 263s + xind <- sample(n,nbad) 263s + X[xind,] <- Xbad 263s + } 263s + list(X=X, xind=xind) 263s + } 263s > 263s > pad.right <- function(z, pads) 263s + { 263s + ### Pads spaces to right of text 263s + padding <- paste(rep(" ", pads), collapse = "") 263s + paste(z, padding, sep = "") 263s + } 263s > 263s > whatis <- function(x){ 263s + if(is.data.frame(x)) 263s + cat("Type: data.frame\n") 263s + else if(is.matrix(x)) 263s + cat("Type: matrix\n") 263s + else if(is.vector(x)) 263s + cat("Type: vector\n") 263s + else 263s + cat("Type: don't know\n") 263s + } 263s > 263s > ################################################################# 263s > ## VT::27.08.2010 263s > ## bug report from Stephen Milborrow 263s > ## 263s > test.case.1 <- function() 263s + { 263s + X <- matrix(c( 263s + -0.79984, -1.00103, 0.899794, 0.00000, 263s + 0.34279, 0.52832, -1.303783, -1.17670, 263s + -0.79984, -1.00103, 0.899794, 0.00000, 263s + 0.34279, 0.52832, -1.303783, -1.17670, 263s + 0.34279, 0.52832, -1.303783, -1.17670, 263s + 1.48542, 0.66735, 0.716162, 1.17670, 263s + -0.79984, -1.00103, 0.899794, 0.00000, 263s + 1.69317, 1.91864, -0.018363, 1.76505, 263s + -1.00759, -0.16684, -0.385626, 0.58835, 263s + -0.79984, -1.00103, 0.899794, 0.00000), ncol=4, byrow=TRUE) 263s + 263s + cc1 <- PcaHubert(X, k=3) 263s + 263s + cc2 <- PcaLocantore(X, k=3) 263s + cc3 <- PcaCov(X, k=3, cov.control=CovControlSest()) 263s + 263s + cc4 <- PcaProj(X, k=2) # with k=3 will produce warnings in .distances - too small eignevalues 263s + cc5 <- PcaGrid(X, k=2) # dito 263s + 263s + list(cc1, cc2, cc3, cc4, cc5) 263s + } 263s > 263s > ################################################################# 263s > ## VT::05.08.2016 263s > ## bug report from Matthieu Lesnoff 263s > ## 263s > test.case.2 <- function() 263s + { 263s + do.test.case.2 <- function(z) 263s + { 263s + if(missing(z)) 263s + { 263s + set.seed(12345678) 263s + n <- 5 263s + z <- data.frame(v1 = rnorm(n), v2 = rnorm(n), v3 = rnorm(n)) 263s + z 263s + } 263s + 263s + fm <- PcaLocantore(z, k = 2, scale = TRUE) 263s + fm@scale 263s + apply(z, MARGIN = 2, FUN = mad) 263s + scale(z, center = fm@center, scale = fm@scale) 263s + 263s + T <- fm@scores 263s + P <- fm@loadings 263s + E <- scale(z, center = fm@center, scale = fm@scale) - T %*% t(P) 263s + d2 <- apply(E^2, MARGIN = 1, FUN = sum) 263s + ## print(sqrt(d2)); print(fm@od) 263s + print(ret <- all.equal(sqrt(d2), fm@od)) 263s + 263s + ret 263s + } 263s + do.test.case.2() 263s + do.test.case.2(phosphor) 263s + do.test.case.2(stackloss) 263s + do.test.case.2(salinity) 263s + do.test.case.2(hbk) 263s + do.test.case.2(milk) 263s + do.test.case.2(bushfire) 263s + data(rice); do.test.case.2(rice) 263s + data(un86); do.test.case.2(un86) 263s + } 263s > 263s > ## VT::15.09.2013 - this will render the output independent 263s > ## from the version of the package 263s > suppressPackageStartupMessages(library(rrcov)) 263s > 263s > dodata(method="classic") 263s 263s Call: dodata(method = "classic") 263s Data Set n p k e1 e2 263s ========================================================== 263s heart 12 2 2 812.379735 9.084962 263s Scores: 263s PC1 PC2 263s 1 2.7072 1.46576 263s 2 59.9990 -1.43041 263s 3 -3.5619 -1.54067 263s 4 -7.7696 2.52687 263s 5 14.7660 -0.95822 263s 6 -20.0489 6.91079 263s 7 1.4189 2.25961 263s 8 -34.3308 -4.23717 263s 9 -6.0487 -0.97859 263s 10 -33.0102 -3.73143 263s 11 -18.6372 0.25821 263s 12 44.5163 -0.54476 263s ------------- 263s Call: 263s PcaClassic(x = x) 263s 263s Standard deviations: 263s [1] 28.5023 3.0141 263s ---------------------------------------------------------- 263s starsCYG 47 2 2 0.331279 0.079625 263s Scores: 263s PC1 PC2 263s 1 0.2072999 0.089973 263s 2 0.6855999 0.349644 263s 3 -0.0743007 -0.061028 263s 4 0.6855999 0.349644 263s 5 0.1775161 0.015053 263s 6 0.4223986 0.211351 263s 7 -0.2926077 -0.516156 263s 8 0.2188453 0.293607 263s 9 0.5593696 0.028761 263s 10 0.0983878 0.074540 263s 11 0.8258140 -0.711176 263s 12 0.4167063 0.180244 263s 13 0.3799883 0.225541 263s 14 -0.9105236 -0.432014 263s 15 -0.7418831 -0.125322 263s 16 -0.4432862 0.048287 263s 17 -1.0503005 -0.229623 263s 18 -0.8393302 -0.007831 263s 19 -0.8126742 -0.195952 263s 20 0.9842316 -0.688729 263s 21 -0.6230699 -0.108486 263s 22 -0.7814875 -0.130933 263s 23 -0.6017038 0.025840 263s 24 -0.1857772 0.155474 263s 25 -0.0020261 0.070412 263s 26 -0.3640775 0.059510 263s 27 -0.3458392 -0.069204 263s 28 -0.1208393 0.053577 263s 29 -0.6033482 -0.176391 263s 30 1.1440521 -0.676183 263s 31 -0.5960920 -0.013765 263s 32 0.0519296 0.259855 263s 33 0.1861752 0.167779 263s 34 1.3802755 -0.632611 263s 35 -0.6542566 -0.173505 263s 36 0.5583690 0.392215 263s 37 0.0561384 0.230152 263s 38 0.1861752 0.167779 263s 39 0.1353472 0.241376 263s 40 0.5355195 0.197080 263s 41 -0.3980701 0.014294 263s 42 0.0277576 0.145332 263s 43 0.2979736 0.234120 263s 44 0.3049884 0.184614 263s 45 0.4889809 0.311684 263s 46 -0.0514512 0.134108 263s 47 -0.5224950 0.037063 263s ------------- 263s Call: 263s PcaClassic(x = x) 263s 263s Standard deviations: 263s [1] 0.57557 0.28218 263s ---------------------------------------------------------- 263s phosphor 18 2 2 220.403422 68.346121 263s Scores: 263s PC1 PC2 263s 1 4.04290 -15.3459 263s 2 -22.30489 -1.0004 263s 3 -24.52683 3.2836 263s 4 -12.54839 -6.0848 263s 5 -19.37044 2.2979 263s 6 15.20366 -19.9424 263s 7 0.44222 -3.1379 263s 8 -10.64042 3.6933 263s 9 -11.67967 5.9670 263s 10 14.26805 -7.0221 263s 11 -4.98832 1.5268 263s 12 8.74986 7.9379 263s 13 12.26290 6.0251 263s 14 6.27607 7.5768 263s 15 17.53246 3.1560 263s 16 -10.17024 -5.8994 263s 17 21.05826 5.4492 263s 18 16.39281 11.5191 263s ------------- 263s Call: 263s PcaClassic(x = x) 263s 263s Standard deviations: 263s [1] 14.8460 8.2672 263s ---------------------------------------------------------- 263s stackloss 21 3 3 99.576089 19.581136 263s Scores: 263s PC1 PC2 PC3 263s 1 20.15352 -4.359452 0.324585 263s 2 19.81554 -5.300468 0.308294 263s 3 15.45222 -1.599136 -0.203125 263s 4 2.40370 -0.145282 2.370302 263s 5 1.89538 0.070566 0.448061 263s 6 2.14954 -0.037358 1.409182 263s 7 4.43153 5.500810 2.468051 263s 8 4.43153 5.500810 2.468051 263s 9 -1.47521 1.245404 2.511773 263s 10 -5.11183 -4.802083 -2.407870 263s 11 -2.07009 3.667055 -2.261247 263s 12 -2.66223 2.833964 -3.238659 263s 13 -4.43589 -2.920053 -2.375287 263s 14 -0.46404 7.323193 -1.234961 263s 15 -9.31959 6.232579 -0.056064 263s 16 -10.33350 3.409533 -0.104938 263s 17 -14.81094 -9.872607 0.628103 263s 18 -12.44514 -3.285499 0.742143 263s 19 -11.85300 -2.452408 1.719555 263s 20 -5.73994 -2.494520 0.098250 263s 21 9.98843 1.484952 -3.614198 263s ------------- 263s Call: 263s PcaClassic(x = x) 263s 263s Standard deviations: 263s [1] 9.9788 4.4251 1.8986 263s ---------------------------------------------------------- 263s salinity 28 3 3 11.410736 7.075409 263s Scores: 263s PC1 PC2 PC3 263s 1 -0.937789 -2.40535 0.812909 263s 2 -1.752631 -2.57774 2.004437 263s 3 -6.509364 -0.78762 -1.821906 263s 4 -5.619847 -2.41333 -1.586891 263s 5 -7.268242 1.61012 1.563568 263s 6 -4.316558 -3.20411 0.029376 263s 7 -2.379545 -3.32371 0.703101 263s 8 0.013514 -3.50586 1.260502 263s 9 0.265262 -0.16736 -2.886883 263s 10 1.890755 2.43623 -0.986832 263s 11 0.804196 2.56656 0.387577 263s 12 0.935082 -1.03559 -0.074081 263s 13 1.814839 -1.61087 0.612290 263s 14 3.407535 -0.15880 2.026088 263s 15 1.731273 2.95159 -1.840286 263s 16 -6.129708 7.21368 2.632273 263s 17 -0.645124 1.06260 0.028697 263s 18 -1.307532 -2.54679 -0.280273 263s 19 0.483455 -0.55896 -3.097281 263s 20 2.053267 0.47308 -1.858703 263s 21 3.277664 -1.31002 0.453753 263s 22 4.631644 -0.78005 1.519894 263s 23 1.864403 5.32790 -0.849694 263s 24 0.623899 4.29317 0.056461 263s 25 1.301696 0.37871 -0.646220 263s 26 2.852126 -0.79527 -0.347711 263s 27 4.134051 -0.92756 0.449222 263s 28 4.781679 -0.20467 1.736616 263s ------------- 263s Call: 263s PcaClassic(x = x) 263s 263s Standard deviations: 263s [1] 3.3780 2.6600 1.4836 263s ---------------------------------------------------------- 263s hbk 75 3 3 216.162129 1.981077 263s Scores: 263s PC1 PC2 PC3 263s 1 26.2072 -0.660756 0.503340 263s 2 27.0406 -0.108506 -0.225059 263s 3 28.8351 -1.683721 0.263078 263s 4 29.9221 -0.812174 -0.674480 263s 5 29.3181 -0.909915 -0.121600 263s 6 27.5360 -0.599697 0.916574 263s 7 27.6617 -0.073753 0.676620 263s 8 26.5576 -0.882312 0.159620 263s 9 28.8726 -1.074223 -0.673462 263s 10 27.6643 -1.463829 -0.868593 263s 11 34.2019 -0.664473 -0.567265 263s 12 35.4805 -2.730949 -0.259320 263s 13 34.7544 1.325449 0.749884 263s 14 38.9522 8.171389 0.034382 263s 15 -5.5375 0.390704 1.679172 263s 16 -7.4319 0.803850 1.925633 263s 17 -8.5880 0.957577 -1.010312 263s 18 -6.6022 -0.425109 0.625148 263s 19 -6.5596 1.154721 -0.640680 263s 20 -5.2525 0.812527 1.377832 263s 21 -6.2771 0.067747 0.958907 263s 22 -6.2501 1.325491 -1.104428 263s 23 -7.2419 0.839808 0.728712 263s 24 -7.6489 1.131606 0.154897 263s 25 -9.0763 -0.670721 -0.167577 263s 26 -5.5967 0.999411 -0.810000 263s 27 -5.1460 -0.339018 1.326712 263s 28 -7.1659 -0.993461 0.125933 263s 29 -8.2104 -0.169338 -0.073569 263s 30 -6.2499 -1.689222 -0.877481 263s 31 -7.3180 -0.225795 1.687204 263s 32 -7.9446 1.473868 -0.541790 263s 33 -6.3604 1.237472 0.061800 263s 34 -8.9812 -0.710662 -0.830422 263s 35 -5.1698 -0.435484 1.102817 263s 36 -5.9995 -0.058135 -0.713550 263s 37 -5.8753 0.852882 -1.610556 263s 38 -8.4501 0.334363 0.404813 263s 39 -8.1751 -1.300317 0.633282 263s 40 -7.4495 0.672712 -0.829815 263s 41 -5.6213 -1.106765 1.395315 263s 42 -6.8571 -0.900977 -1.509937 263s 43 -7.0633 1.987372 -1.079934 263s 44 -6.3763 -1.867647 -0.251224 263s 45 -8.6456 -0.866053 0.630132 263s 46 -6.5356 -1.763526 -0.189838 263s 47 -8.2224 -1.183284 1.615150 263s 48 -5.6136 -1.100704 1.079239 263s 49 -5.9907 0.220336 1.443387 263s 50 -5.2675 0.142923 0.194023 263s 51 -7.9324 0.324710 1.113289 263s 52 -7.5544 -1.033884 1.792496 263s 53 -6.7119 -1.712257 -1.711778 263s 54 -7.4679 1.856542 0.046658 263s 55 -7.4666 1.161504 -0.725948 263s 56 -6.7110 1.574868 0.534288 263s 57 -8.2571 -0.399824 0.521995 263s 58 -5.9781 1.312567 0.926790 263s 59 -5.6960 -0.394338 -0.332938 263s 60 -6.1017 -0.797579 -1.679359 263s 61 -5.2628 0.919128 -1.436156 263s 62 -9.1245 -0.516135 -0.229065 263s 63 -7.7140 1.659145 0.068510 263s 64 -4.9886 0.173613 0.865810 263s 65 -6.6157 -1.479786 0.098390 263s 66 -7.9511 0.772770 -0.998321 263s 67 -7.1856 0.459602 0.216588 263s 68 -8.7345 -0.860784 -1.238576 263s 69 -8.5833 -0.313481 0.832074 263s 70 -5.8642 -0.142883 -0.870064 263s 71 -5.8879 0.186456 0.464467 263s 72 -7.1865 0.497156 -0.826767 263s 73 -6.8671 -0.058606 -1.335842 263s 74 -7.1398 0.727642 -1.422331 263s 75 -7.2696 -1.347832 -1.496927 263s ------------- 263s Call: 263s PcaClassic(x = x) 263s 263s Standard deviations: 263s [1] 14.70245 1.40751 0.95725 263s ---------------------------------------------------------- 263s milk 86 8 8 15.940298 2.771345 263s Scores: 263s PC1 PC2 PC3 PC4 PC5 PC6 PC7 263s 1 6.471620 1.031110 0.469432 0.5736412 1.0294362 -0.6054039 -0.2005117 263s 2 7.439545 0.320597 0.081922 -0.6305898 0.7128977 -1.1601053 -0.1170582 263s 3 1.240654 -1.840458 0.520870 -0.1717469 0.2752079 -0.3815506 0.6004089 263s 4 5.952685 -1.856375 1.638710 0.3358626 -0.5834205 -0.0665348 -0.1580799 263s 5 -0.706973 0.261795 0.423736 0.2916399 -0.5307716 -0.3325563 -0.0062349 263s 6 2.524050 0.293380 -0.572997 0.2466367 -0.3497882 0.0386014 -0.1418131 263s 7 3.136085 -0.050202 -0.818165 -0.0451560 -0.5226337 -0.1597194 0.1669050 263s 8 3.260390 0.312365 -0.110776 0.4908006 -0.5225353 -0.1972222 -0.1068433 263s 9 -0.808914 -2.355785 1.344204 -0.4743284 -0.1394914 -0.1390080 -0.2620731 263s 10 -2.511226 -0.995321 -0.087218 -0.5950040 0.4268321 0.2561918 0.0891170 263s 11 -9.204096 -0.598364 1.587275 0.0833647 0.1865626 0.0358228 0.0920394 263s 12 -12.946774 1.951332 -0.179186 0.2560603 0.1300954 -0.1179820 -0.0999494 263s 13 -10.011603 0.726323 -2.102423 -1.3105560 0.3291550 0.0660007 -0.0794410 263s 14 -11.983644 0.768224 -0.532227 -0.5161201 -0.0817164 -0.4358934 -0.1734612 263s 15 -10.465714 -0.704271 2.035437 0.3713778 -0.0564830 -0.2696432 -0.1940091 263s 16 -2.527619 -0.286939 0.354497 0.8571223 0.1585009 0.2272835 0.4386955 263s 17 -0.514527 -2.895087 1.657181 0.2208239 0.1961109 0.1280496 -0.0182491 263s 18 -1.763931 0.854269 -0.686282 0.2848209 -0.4813608 -0.2623962 0.4757030 263s 19 -1.538419 -0.866477 1.103818 0.3874507 0.2086661 0.1267277 0.2354264 263s 20 0.732842 -1.455594 1.097358 -0.2530588 -0.0302385 0.2654274 0.6093330 263s 21 -2.530155 1.932885 -0.873095 0.6202295 -0.4153607 0.0048383 0.0067484 263s 22 -0.772646 0.675846 -0.259539 0.4844670 -0.0893266 -0.2785557 -0.0424662 263s 23 0.185417 1.413719 0.066135 1.1014470 0.0468093 0.0288637 0.2539994 263s 24 -0.280536 0.908864 0.113221 1.3370381 0.3289929 0.2588134 -0.0356289 263s 25 -3.503626 1.971233 0.203620 1.1975494 -0.3175317 0.1149685 0.0584396 263s 26 -0.639313 1.175503 0.403906 0.9082134 -0.2648165 -0.1238813 -0.0174853 263s 27 -2.923327 -0.365168 0.149478 0.8201430 -0.1544609 -0.4856934 -0.0058424 263s 28 2.505633 3.050292 -0.554424 2.1416405 -0.0378764 0.1002280 -0.3888580 263s 29 4.649504 1.054863 -0.081018 1.1454466 0.1502080 0.4967323 0.0879775 263s 30 1.049282 1.355215 -0.142701 0.7805566 -0.2059790 0.0193142 0.0815524 263s 31 1.962583 1.595396 -2.050642 0.3556747 0.1384801 0.1197984 0.1608247 263s 32 1.554846 0.095644 -1.423054 -0.3175620 0.4260008 -0.1612463 -0.0567196 263s 33 2.248977 0.010348 -0.062469 0.6388269 0.2098648 0.1330250 0.0906704 263s 34 0.993109 -0.828812 0.284059 0.3446686 0.1899096 -0.0515571 -0.2281197 263s 35 -0.335103 1.614093 -0.920661 1.2502617 0.2435013 0.1264875 0.0469238 263s 36 4.346795 1.208134 0.368889 1.1429977 -0.1362052 -0.0158169 -0.0183852 263s 37 0.992634 2.013738 -1.350619 0.8714694 0.0057776 -0.2122691 0.1760918 263s 38 2.213341 1.706516 -0.705418 1.2670281 -0.0707149 0.0670467 -0.1863588 263s 39 -1.213255 0.644062 0.163988 1.1213961 0.2945355 0.1093574 0.0019574 263s 40 3.942604 -1.704266 0.660327 0.1618506 0.4259076 0.0070193 0.3462765 263s 41 4.262054 1.687193 0.351875 0.5396477 1.0052810 -0.9331689 0.0056063 263s 42 6.865198 -1.091248 1.153585 1.1248797 0.0873276 0.2565221 0.0333265 263s 43 3.476720 0.555449 -1.030771 -0.3015720 -0.1748109 -0.1584968 0.4079902 263s 44 5.691730 -0.141240 0.565189 0.3174238 0.6478440 1.0579977 -0.5387916 263s 45 0.327134 0.152011 -0.394798 0.4998430 0.1599781 0.3159518 0.1623656 263s 46 0.280225 1.569387 -0.100397 1.2800976 0.0446645 0.0946513 0.0461599 263s 47 3.119928 -0.384834 -3.325600 -1.8865310 -0.1334744 0.1249987 -0.2561273 263s 48 0.501542 0.739816 -1.384556 -0.1244721 0.2948958 0.4836170 -0.1182802 263s 49 -1.953218 0.269986 -1.726474 -0.8510637 0.5047958 0.4860651 0.2318735 263s 50 3.706878 -2.400570 1.361047 -0.4949076 0.2180352 0.4080879 0.1156540 263s 51 -1.060358 -0.521609 -1.387412 -1.2767491 -0.0521356 0.1665452 -0.0044412 263s 52 -4.900528 0.157011 -1.015880 -0.9941168 0.2069608 0.3239762 -0.1921715 263s 53 -0.388496 0.062051 -0.643721 -0.8544141 -0.1857141 0.0063293 0.2664606 263s 54 0.109234 -0.018709 -0.242825 -0.2064701 -0.0585165 0.1720867 0.1117397 263s 55 1.176175 0.644539 -0.373694 0.0038605 -0.3436524 0.0194450 -0.0838883 263s 56 0.407259 -0.606637 0.222915 -0.3622451 -0.0737834 0.0228104 0.0297333 263s 57 -1.022756 -0.071860 0.741957 0.2273628 -0.1388444 -0.2396467 -0.2327738 263s 58 0.245419 1.167059 0.225934 0.8318795 -0.5365166 -0.0090816 -0.1680757 263s 59 -1.300617 -1.110325 -0.262740 -0.8857801 -0.0816954 -0.1186886 -0.0928322 263s 60 -1.110561 -0.832357 -0.212713 -0.4754481 -0.4105982 -0.1886992 -0.0602872 263s 61 0.381831 -1.475116 0.601047 -0.6260156 -0.1854501 -0.1749306 -0.0013904 263s 62 2.734462 -1.887861 0.813453 -0.5856987 0.2310656 0.1117041 -0.0293373 263s 63 3.092464 -0.172602 0.017725 0.4874693 -0.5428206 0.0151218 -0.0683340 263s 64 3.092464 -0.172602 0.017725 0.4874693 -0.5428206 0.0151218 -0.0683340 263s 65 0.004744 -2.712679 1.178987 -0.6677199 0.0208119 0.0621903 -0.0655693 263s 66 -2.014851 -1.060090 -0.099959 -0.7225044 -0.1947648 -0.2282902 -0.0505015 263s 67 0.621739 -1.296106 0.255632 -0.3309504 -0.0880200 0.2524306 0.1465779 263s 68 -0.271385 -1.709161 -1.100349 -2.0937671 0.2166264 0.0191278 0.0114174 263s 69 -0.326350 -0.737232 0.021639 -0.3850383 -0.4338287 0.2156624 0.1597594 263s 70 4.187093 9.708082 4.632803 -4.9751240 -0.0881576 0.2392433 0.0568049 263s 71 -1.868507 -1.600166 0.436353 -0.8078214 -0.1530893 0.0479471 -0.1999893 263s 72 2.768081 -0.556824 -0.148923 -0.3197853 -0.5524427 0.0907804 -0.0694488 263s 73 -1.441846 -2.735114 -0.294134 -1.2172969 0.0109453 -0.0562910 0.1505788 263s 74 -10.995490 0.615992 1.950966 1.1687190 0.2798335 0.2713257 0.0652135 263s 75 0.508992 -2.363945 -0.407064 -0.9522316 0.1040307 0.1088110 -0.7368484 263s 76 -1.015714 -0.307662 -1.088162 -1.0181862 -0.0440888 -0.1362208 0.0271200 263s 77 -8.028891 -0.580763 0.933638 0.4619362 0.3379832 -0.1368644 -0.0669441 263s 78 1.763308 -1.336175 -0.127809 -0.7161775 -0.1904861 -0.0900461 0.0037539 263s 79 0.208944 -0.580698 -0.626297 -0.7620610 -0.0262368 -0.2928202 0.0285908 263s 80 -3.230608 1.251352 0.195280 0.8687004 0.1812011 0.2600692 -0.1516375 263s 81 1.498160 0.669731 -0.266114 0.3772866 -0.2769688 -0.1066593 -0.1608395 263s 82 3.232051 -1.776018 0.485524 0.1170945 0.0557260 0.2219872 0.1187681 263s 83 2.999977 -0.228275 -0.467724 -0.4287672 0.0494902 -0.2337809 -0.0718159 263s 84 1.238083 0.320956 -1.806006 -1.0142266 0.2359630 -0.0857149 0.0593938 263s 85 1.276376 -2.081214 2.540850 0.3745805 -0.2596482 -0.1228412 -0.2199985 263s 86 0.930715 0.836457 -1.385153 -0.6074929 -0.2476354 0.1680713 -0.0117324 263s PC8 263s 1 9.0765e-04 263s 2 2.1811e-04 263s 3 1.1834e-03 263s 4 8.4077e-05 263s 5 9.9209e-04 263s 6 1.6277e-03 263s 7 2.4907e-04 263s 8 6.8383e-04 263s 9 -5.0924e-04 263s 10 3.1215e-04 263s 11 3.0654e-04 263s 12 -1.1951e-03 263s 13 -1.2849e-03 263s 14 -9.0801e-04 263s 15 -1.2686e-03 263s 16 -1.8441e-03 263s 17 -2.1068e-03 263s 18 -5.7816e-04 263s 19 -1.2330e-03 263s 20 3.3857e-05 263s 21 3.8623e-04 263s 22 1.3035e-04 263s 23 -3.8648e-04 263s 24 -1.7400e-04 263s 25 -3.9196e-04 263s 26 -7.6996e-04 263s 27 -4.8042e-04 263s 28 -2.0628e-04 263s 29 -4.5672e-04 263s 30 -1.4716e-04 263s 31 -4.6385e-05 263s 32 -2.0481e-04 263s 33 -3.0020e-04 263s 34 -5.8179e-05 263s 35 1.3870e-04 263s 36 -6.7177e-04 263s 37 -3.0799e-04 263s 38 6.2140e-04 263s 39 4.5912e-04 263s 40 -3.7165e-04 263s 41 -5.4362e-04 263s 42 -1.0155e-03 263s 43 1.3449e-04 263s 44 -5.4761e-04 263s 45 1.0300e-03 263s 46 1.1039e-03 263s 47 -6.4858e-04 263s 48 -7.6886e-05 263s 49 3.2590e-04 263s 50 8.6845e-05 263s 51 4.9423e-04 263s 52 9.2973e-04 263s 53 4.4342e-04 263s 54 4.9888e-04 263s 55 7.2171e-04 263s 56 -3.2133e-05 263s 57 -1.8101e-04 263s 58 -5.4969e-06 263s 59 -8.3841e-04 263s 60 5.9446e-05 263s 61 -6.5683e-05 263s 62 -3.4073e-04 263s 63 -6.5145e-04 263s 64 -6.5145e-04 263s 65 1.4986e-04 263s 66 2.8096e-04 263s 67 -6.5170e-05 263s 68 -1.3775e-04 263s 69 6.8225e-06 263s 70 -1.6290e-04 263s 71 3.9009e-04 263s 72 -1.3981e-04 263s 73 6.2613e-04 263s 74 2.6513e-03 263s 75 3.7088e-04 263s 76 9.9539e-04 263s 77 1.2979e-03 263s 78 5.6500e-04 263s 79 3.0940e-04 263s 80 8.7993e-04 263s 81 -3.1353e-04 263s 82 4.9625e-04 263s 83 -6.3951e-04 263s 84 -4.5582e-04 263s 85 5.9440e-04 263s 86 -3.6234e-04 263s ------------- 263s Call: 263s PcaClassic(x = x) 263s 263s Standard deviations: 263s [1] 3.99253025 1.66473582 1.10660264 0.96987790 0.33004256 0.29263512 0.20843280 263s [8] 0.00074024 263s ---------------------------------------------------------- 263s bushfire 38 5 5 38435.075910 1035.305774 263s Scores: 263s PC1 PC2 PC3 PC4 PC5 263s 1 -111.9345 4.9970 -1.00881 -1.224361 3.180569 263s 2 -113.4128 7.4784 -0.79170 -0.235184 2.385812 263s 3 -105.8364 10.9615 -3.15662 -0.251662 1.017328 263s 4 -89.1684 8.7232 -6.15080 -0.075611 1.431111 263s 5 -58.7216 -1.9543 -12.70661 -0.151328 1.425570 263s 6 -35.0370 -12.8434 -17.06841 -0.525664 3.499743 263s 7 -250.2123 -49.4348 23.31261 -19.070238 0.647348 263s 8 -292.6877 -69.7708 -21.30815 13.093808 -1.288764 263s 9 -294.0765 -70.9903 -23.96326 14.940985 -0.939076 263s 10 -290.0193 -57.3747 3.51346 1.858995 0.083107 263s 11 -289.8168 -43.3207 16.08046 -1.745099 -1.506042 263s 12 -290.8645 6.2503 40.52173 -7.496479 -0.033767 263s 13 -232.6865 41.8090 37.19429 -1.280348 -0.470837 263s 14 9.8483 25.1954 -14.56970 0.538484 1.772046 263s 15 137.1924 11.8521 -37.12452 -5.130459 -0.586695 263s 16 92.9804 10.3923 -24.97267 -7.551314 -1.867125 263s 17 90.4493 10.5630 -21.92735 -5.669651 -1.001362 263s 18 78.6325 5.2211 -19.74718 -6.107880 -1.939986 263s 19 82.1178 3.6913 -21.37810 -4.259855 -1.278838 263s 20 92.9044 7.1961 -21.22900 -4.125571 -0.127089 263s 21 74.9157 10.2991 -16.60924 -5.660751 -0.406343 263s 22 66.7350 12.0460 -16.73298 -4.669080 1.333436 263s 23 -62.1981 22.7394 6.03613 -5.182356 -0.453624 263s 24 -116.5696 32.3182 12.74846 -1.465657 -0.097851 263s 25 -53.8907 22.4278 -2.18861 -2.742014 -0.990071 263s 26 -60.6384 20.2952 -3.05206 -2.953685 -0.629061 263s 27 -74.7621 28.9067 -0.65817 1.473357 -0.443957 263s 28 -50.2202 37.3457 -1.44989 5.530426 -1.073521 263s 29 -38.7483 50.2749 2.34469 10.156457 -0.416262 263s 30 -93.3887 51.7884 20.08872 8.798781 -1.620216 263s 31 35.3096 41.7158 13.46272 14.464358 -0.475973 263s 32 290.8493 3.5924 7.41501 15.244293 2.141354 263s 33 326.7236 -29.8194 15.64898 2.612061 0.064931 263s 34 322.9095 -30.6372 16.21520 1.248005 -0.711322 263s 35 328.5307 -29.9533 16.49656 1.138916 0.974792 263s 36 325.6791 -30.6990 16.83840 -0.050949 -1.211360 263s 37 323.8136 -30.7474 19.55764 -1.545150 -0.267580 263s 38 325.2991 -30.5350 20.31878 -1.928580 -0.120425 263s ------------- 263s Call: 263s PcaClassic(x = x) 263s 263s Standard deviations: 263s [1] 196.0487 32.1762 18.4819 6.9412 1.3510 263s ---------------------------------------------------------- 263s ========================================================== 263s > dodata(method="hubert.mcd") 263s 263s Call: dodata(method = "hubert.mcd") 263s Data Set n p k e1 e2 263s ========================================================== 263s heart 12 2 2 358.175786 4.590630 263s Scores: 263s PC1 PC2 263s 1 -12.2285 0.86283 263s 2 -68.9906 -7.43256 263s 3 -5.7035 -1.53793 263s 4 -1.8988 2.90891 263s 5 -24.0044 -2.68946 263s 6 9.9115 8.43321 263s 7 -11.0210 1.77484 263s 8 25.1826 -1.31573 263s 9 -3.2809 -0.74345 263s 10 23.8200 -0.93701 263s 11 9.1344 1.67701 263s 12 -53.6607 -5.08826 263s ------------- 263s Call: 263s PcaHubert(x = x, k = p) 263s 263s Standard deviations: 263s [1] 18.9255 2.1426 263s ---------------------------------------------------------- 263s starsCYG 47 2 2 0.280653 0.005921 263s Scores: 263s PC1 PC2 263s 1 -0.285731 -0.0899858 263s 2 -0.819689 0.0153191 263s 3 0.028077 -0.1501882 263s 4 -0.819689 0.0153191 263s 5 -0.234971 -0.1526225 263s 6 -0.527231 -0.0382380 263s 7 0.372118 -0.5195605 263s 8 -0.357448 0.1009508 263s 9 -0.603553 -0.2533541 263s 10 -0.177170 -0.0722541 263s 11 -0.637339 -1.0390758 263s 12 -0.512526 -0.0662337 263s 13 -0.490978 -0.0120517 263s 14 0.936868 -0.2550656 263s 15 0.684479 -0.0125787 263s 16 0.347708 0.0641382 263s 17 1.009966 -0.0202111 263s 18 0.742477 0.1286170 263s 19 0.773105 -0.0588983 263s 20 -0.795247 -1.0648673 263s 21 0.566048 -0.0319223 263s 22 0.723956 -0.0061308 263s 23 0.505616 0.0899297 263s 24 0.069956 0.0896997 263s 25 -0.080090 -0.0462652 263s 26 0.268755 0.0512425 263s 27 0.289710 -0.0770574 263s 28 0.038341 -0.0269216 263s 29 0.567463 -0.1026188 263s 30 -0.951542 -1.1005280 263s 31 0.512064 0.0504528 263s 32 -0.188059 0.1184850 263s 33 -0.288758 -0.0094200 263s 34 -1.190016 -1.1293460 263s 35 0.615197 -0.0846898 263s 36 -0.710930 0.0938781 263s 37 -0.183223 0.0888774 263s 38 -0.288758 -0.0094200 263s 39 -0.262177 0.0759816 263s 40 -0.630957 -0.0855773 263s 41 0.314679 0.0182135 263s 42 -0.130850 0.0163715 263s 43 -0.415248 0.0205825 263s 44 -0.407188 -0.0287636 263s 45 -0.620693 0.0376892 263s 46 -0.051896 0.0292672 263s 47 0.426662 0.0770340 263s ------------- 263s Call: 263s PcaHubert(x = x, k = p) 263s 263s Standard deviations: 263s [1] 0.529767 0.076946 263s ---------------------------------------------------------- 263s phosphor 18 2 2 285.985489 32.152099 263s Scores: 263s PC1 PC2 263s 1 -2.89681 -18.08811 263s 2 21.34021 -0.40854 263s 3 22.98065 4.13006 263s 4 12.33544 -6.72947 263s 5 17.99823 2.47611 263s 6 -13.35773 -24.10967 263s 7 -0.92957 -5.51314 263s 8 9.16061 2.71354 263s 9 9.89243 5.10403 263s 10 -14.12600 -11.17832 263s 11 3.84175 -0.17605 263s 12 -10.61905 4.37646 263s 13 -13.85065 2.01919 263s 14 -8.11927 4.34325 263s 15 -18.69805 -1.51673 263s 16 9.95352 -6.85784 263s 17 -22.49433 0.29387 263s 18 -18.66592 6.92359 263s ------------- 263s Call: 263s PcaHubert(x = x, k = p) 263s 263s Standard deviations: 263s [1] 16.9111 5.6703 263s ---------------------------------------------------------- 263s stackloss 21 3 3 78.703690 19.249085 263s Scores: 263s PC1 PC2 PC3 263s 1 -20.323997 10.26124 0.92041 263s 2 -19.761418 11.08797 0.92383 263s 3 -16.469919 6.43190 0.22593 263s 4 -4.171902 1.68262 2.50695 263s 5 -3.756174 1.40774 0.57004 263s 6 -3.964038 1.54518 1.53850 263s 7 -7.547376 -3.27780 2.48643 263s 8 -7.547376 -3.27780 2.48643 263s 9 -0.763294 -0.63699 2.53518 263s 10 4.214079 4.46296 -2.28315 263s 11 -0.849132 -2.97767 -2.31393 263s 12 -0.078689 -2.28838 -3.27896 263s 13 3.088921 2.80948 -2.28999 263s 14 -3.307313 -6.14718 -1.35916 263s 15 5.552354 -7.34201 -0.32057 263s 16 7.240091 -4.86180 -0.31031 263s 17 14.908334 6.84995 0.70603 263s 18 10.970281 1.06279 0.68209 263s 19 10.199838 0.37350 1.64712 263s 20 4.273564 1.99328 0.14526 263s 21 -11.992249 2.19025 -3.37391 263s ------------- 263s Call: 263s PcaHubert(x = x, k = p) 263s 263s Standard deviations: 263s [1] 8.8715 4.3874 2.1990 263s ---------------------------------------------------------- 263s salinity 28 3 3 11.651966 4.107426 263s Scores: 263s PC1 PC2 PC3 263s 1 1.68712 1.62591 0.19812128 263s 2 2.35772 2.37290 1.24965734 263s 3 6.80132 -2.14412 0.68142276 263s 4 6.41982 -0.61348 -0.31907921 263s 5 6.36697 -1.98030 4.87319903 263s 6 5.22050 1.20864 0.10252555 263s 7 3.34007 2.02950 0.00064329 263s 8 1.06220 2.89801 -0.35658064 263s 9 0.34692 -2.20572 -1.71677710 263s 10 -2.21421 -2.74842 0.76862599 263s 11 -1.40111 -2.16163 2.21124383 263s 12 -0.38242 0.32284 -0.23732191 263s 13 -1.12809 1.33152 -0.28800043 263s 14 -3.24998 1.35943 1.17514969 263s 15 -2.11006 -3.70114 0.45102357 263s 16 3.46920 -5.41242 8.56937909 263s 17 0.46682 -1.46753 1.48992481 263s 18 2.21807 0.99168 -0.61894625 263s 19 0.28525 -2.00333 -2.16450483 263s 20 -1.66639 -1.76768 -1.06946404 263s 21 -2.58106 1.23534 -0.65557612 263s 22 -4.15573 1.71244 0.08170141 263s 23 -3.07670 -4.87628 2.53200755 263s 24 -1.70808 -3.71657 2.99305849 263s 25 -1.08172 -1.05713 0.02468813 263s 26 -2.23187 0.27323 -0.85760867 263s 27 -3.50498 1.07657 -0.68503455 263s 28 -4.49819 1.43219 0.53416609 263s ------------- 263s Call: 263s PcaHubert(x = x, k = p) 263s 263s Standard deviations: 263s [1] 3.4135 2.0267 1.0764 263s ---------------------------------------------------------- 263s hbk 75 3 3 1.459908 1.201048 263s Scores: 263s PC1 PC2 PC3 263s 1 -31.105415 4.714217 10.4566165 263s 2 -31.707650 5.748724 10.7682402 263s 3 -33.366131 4.625897 12.1570167 263s 4 -34.173377 6.069657 12.4466895 263s 5 -33.780418 5.508823 11.9872893 263s 6 -32.493478 4.684595 10.5679819 263s 7 -32.592637 5.235522 10.3765493 263s 8 -31.293363 4.865797 10.9379676 263s 9 -33.160964 5.714260 12.3098920 263s 10 -31.919786 5.384537 12.3374332 263s 11 -38.231962 6.810641 13.5994385 263s 12 -39.290479 5.393906 15.2942554 263s 13 -39.418445 7.326461 11.5194898 263s 14 -43.906584 13.214819 8.3282743 263s 15 -1.906326 -0.716061 -0.8635112 263s 16 -0.263255 -0.926016 -1.9009292 263s 17 1.776489 1.072332 -0.5496140 263s 18 -0.464648 -0.702441 0.0482897 263s 19 -0.267826 1.283779 -0.2925812 263s 20 -2.122108 -0.165970 -0.8924686 263s 21 -0.937217 -0.548532 -0.4132196 263s 22 -0.423273 1.781869 -0.0323061 263s 23 -0.047532 -0.018909 -1.1259327 263s 24 0.490041 0.520202 -1.1065753 263s 25 2.143049 -0.720869 -0.0495474 263s 26 -1.094748 1.459175 0.2226246 263s 27 -2.070705 -0.898573 0.0023229 263s 28 0.294998 -0.830258 0.5929001 263s 29 1.242995 -0.300216 -0.2010507 263s 30 -0.147958 -0.439099 2.0003038 263s 31 -0.170818 -1.440946 -0.9755627 263s 32 0.958531 1.199730 -1.0129867 263s 33 -0.697307 0.874343 -0.7260649 263s 34 2.278946 -0.261106 0.4196544 263s 35 -1.962829 -0.809318 0.2033113 263s 36 -0.626631 0.600666 0.8004036 263s 37 -0.550885 1.881448 0.7382776 263s 38 1.249717 -0.336214 -0.9349845 263s 39 1.106696 -1.569418 0.1869576 263s 40 0.684034 0.939963 -0.1034965 263s 41 -1.559314 -1.551408 0.3660323 263s 42 0.538741 0.447358 1.6361099 263s 43 0.252685 2.080564 -0.7765259 263s 44 -0.217012 -1.027281 1.7015154 263s 45 1.497600 -1.349234 -0.2698932 263s 46 -0.100388 -1.026443 1.5390401 263s 47 0.811117 -2.195271 -0.5208141 263s 48 -1.462210 -1.321318 0.5600144 263s 49 -1.383976 -0.740714 -0.7348906 263s 50 -1.636773 0.215464 0.3195369 263s 51 0.530918 -0.759743 -1.2069247 263s 52 0.109566 -2.107455 -0.5315473 263s 53 0.564334 0.060847 2.3910630 263s 54 0.272234 1.122711 -1.5060028 263s 55 0.608660 1.197219 -0.5255609 263s 56 -0.565430 0.710345 -1.3708230 263s 57 1.115629 -0.888816 -0.4186014 263s 58 -1.351288 0.374815 -1.1980618 263s 59 -0.998016 0.151228 0.9007970 263s 60 -0.124017 0.764846 1.9005963 263s 61 -1.189858 1.905264 0.7721322 263s 62 2.190589 -0.579614 -0.1377914 263s 63 0.518278 0.931130 -1.4534768 263s 64 -2.124566 -0.194391 -0.0327092 263s 65 -0.154218 -1.050861 1.1309885 263s 66 1.197852 1.044147 -0.2265269 263s 67 0.114174 0.094763 -0.5168926 263s 68 2.201115 -0.032271 0.8573493 263s 69 1.307843 -1.104815 -0.7741270 263s 70 -0.691449 0.676665 1.0004603 263s 71 -1.150975 -0.050861 -0.0717068 263s 72 0.457293 0.861871 0.1026350 263s 73 0.392258 0.897451 0.9178065 263s 74 0.584658 1.450471 0.3201857 263s 75 0.972517 0.063777 1.8223995 263s ------------- 263s Call: 263s PcaHubert(x = x, k = p) 263s 263s Standard deviations: 263s [1] 1.2083 1.0959 1.0168 263s ---------------------------------------------------------- 263s milk 86 8 8 5.739740 2.405262 263s Scores: 263s PC1 PC2 PC3 PC4 PC5 PC6 PC7 263s 1 -5.710924 -1.346213 0.01332091 -0.3709242 -0.566813 0.7529298 -1.2525433 263s 2 -6.578612 -0.440749 1.16354746 0.2870685 -0.573207 0.7368064 -1.6101427 263s 3 -0.720902 1.777381 -0.21532020 -0.3213950 0.287603 -0.4764464 -0.5638337 263s 4 -5.545889 1.621147 -0.85212883 0.4380154 0.022241 0.0718035 0.1176140 263s 5 1.323210 -0.143897 -0.78611461 0.5966857 0.043139 -0.0512545 -0.1419726 263s 6 -1.760792 -0.662792 0.46402240 0.2149752 0.130000 0.0797221 0.1916948 263s 7 -2.344198 -0.363657 0.92442296 0.3921371 0.241463 -0.2370967 0.0636268 263s 8 -2.556824 -0.680132 0.04339934 0.4635077 0.154136 0.0371259 0.0260340 263s 9 1.203234 2.712342 -1.00693092 0.1251739 0.170679 0.2231851 -0.0118196 263s 10 3.151858 1.255826 -0.01678562 -0.5087398 -0.087933 0.0115055 -0.0097828 263s 11 9.562891 1.580419 -2.65612113 -0.1748178 -0.153031 -0.0880112 -0.1648752 263s 12 13.617821 -0.999033 -1.92168237 0.0326918 -0.038488 0.0870082 -0.1809687 263s 13 10.958032 -0.097916 0.95915085 -0.2348663 0.147875 0.1219202 0.0419067 263s 14 12.675941 0.158747 -1.04153243 0.3117402 0.302036 0.1187749 -0.2310830 263s 15 10.726828 1.775339 -3.36786799 0.1285422 0.151594 0.0998947 -0.2028458 263s 16 3.042705 0.212589 -1.23921907 -0.5596596 0.277061 -0.5037073 0.0612182 263s 17 0.780071 2.990008 -1.58490147 -0.5441119 0.436485 -0.0603833 0.1016610 263s 18 2.523916 -0.923373 -0.03221722 0.3830822 0.208008 -0.5505270 -0.1252648 263s 19 1.990563 1.062648 -1.42038451 -0.3602257 -0.068006 -0.1932744 -0.1197842 263s 20 -0.243938 1.674555 -0.72225359 -0.1475652 -0.397855 -0.5385123 -0.0559660 263s 21 3.354424 -2.001060 -0.22542149 0.3346180 0.032502 -0.0953825 0.1293148 263s 22 1.477177 -0.777534 -0.35362339 0.1224412 0.203208 0.0514382 -0.2166274 263s 23 0.502055 -1.618511 -0.85013853 -0.1298862 -0.144328 -0.1941806 -0.1923681 263s 24 0.900504 -1.227820 -1.07180474 -0.5851197 0.112657 0.0467164 0.0405544 263s 25 4.161393 -1.869015 -1.54507759 0.2003123 -0.152582 -0.1382908 0.0864320 263s 26 1.277795 -1.185179 -1.13445511 0.2771556 -0.101901 0.0070037 -0.1279016 263s 27 3.447256 0.257652 -1.13407954 -0.0077859 0.853002 -0.1376443 -0.1897380 263s 28 -1.695730 -3.781876 -0.72940594 -0.0956421 0.064475 0.3665470 0.0726448 263s 29 -3.923610 -1.654818 -0.16117226 -0.4242302 -0.303749 -0.0209844 0.1723890 263s 30 -0.309616 -1.564739 -0.39909943 0.1657509 -0.178739 -0.0600221 -0.0571706 263s 31 -0.960838 -2.242733 1.50477679 -0.2957897 0.163758 -0.1034399 0.0257903 263s 32 -0.671285 -0.459839 1.39124475 -0.3669914 0.246127 0.2094780 -0.2681284 263s 33 -1.589089 -0.390812 -0.16505762 -0.3992573 0.086870 -0.0402114 -0.0399923 263s 34 -0.421868 0.636139 -0.42563447 -0.2985726 0.311365 0.2398515 -0.0540852 263s 35 1.118429 -2.116328 -0.22329747 -0.4864401 0.289927 -0.0503006 0.0101706 263s 36 -3.660291 -1.630831 -0.57876280 0.1294792 -0.260224 0.0912904 -0.1565668 263s 37 -0.087686 -2.530609 0.50076931 -0.0319873 0.194898 -0.1233526 -0.2494283 263s 38 -1.418620 -2.303011 -0.09405565 -0.0931745 0.169466 0.1581787 0.0850095 263s 39 1.815225 -0.838968 -1.10222194 -0.4897630 0.180933 0.0096330 -0.0600652 263s 40 -3.420975 1.398516 -0.17143314 -0.5852146 0.090464 -0.2066323 -0.2974177 263s 41 -3.462295 -1.795174 -0.17500650 -0.1610267 -0.595086 0.5981680 -1.5930268 263s 42 -6.401429 0.451242 -0.78723149 -0.4285618 0.055395 -0.0212476 0.0808936 263s 43 -2.583017 -0.871790 1.29937081 0.2422349 -0.190002 -0.2822972 -0.2625721 263s 44 -5.027244 -0.167503 -0.02382957 -0.8288929 -0.852207 0.7399343 0.4606076 263s 45 0.364494 -0.440380 -0.07746564 -0.4552133 0.095711 -0.1662998 0.1566706 263s 46 0.420706 -1.880819 -0.82180986 -0.1823454 -0.022661 -0.0304227 -0.0516440 263s 47 -1.932985 -0.120002 4.00934170 0.0930728 0.295428 0.2787446 0.3766231 263s 48 0.395402 -1.021393 1.07953292 -0.4599764 -0.132386 0.1895780 0.2771755 263s 49 2.886100 -0.276587 1.48851137 -0.6314648 -0.203963 -0.0891955 0.1347804 263s 50 -3.255379 2.479232 -0.37933775 -0.3651497 -0.415000 0.0045750 0.0671055 263s 51 1.939333 0.617579 1.57113225 0.0310866 -0.039226 0.0409183 0.1830694 263s 52 5.727154 0.275898 0.58814711 -0.1739820 -0.222791 0.2553797 0.1959402 263s 53 1.207873 0.131451 0.80899235 0.2872465 -0.353544 -0.1697200 -0.0987230 263s 54 0.612921 0.040062 0.17807459 -0.0053074 -0.202244 -0.0671788 0.0530276 263s 55 -0.399075 -0.727144 0.26196635 0.3657576 -0.192705 0.0903564 0.0641289 263s 56 0.240719 0.733792 -0.05030509 0.0967214 -0.186906 0.0310231 -0.0594812 263s 57 1.589641 0.289427 -1.02478822 0.2723190 -0.048378 0.2599262 -0.2040853 263s 58 0.423483 -1.262515 -0.85026016 0.4749963 -0.082647 0.0752412 0.1352259 263s 59 1.983684 1.335122 0.42593757 0.1345894 0.096456 0.1153107 -0.0385994 263s 60 1.770171 0.935428 0.14901569 0.3641973 0.274015 -0.0280119 0.0690244 263s 61 0.182845 1.706453 -0.18364654 0.2517421 -0.035773 0.0357087 -0.1363470 263s 62 -2.191617 1.966324 -0.03573689 -0.2203900 -0.235704 0.1682332 -0.1145174 263s 63 -2.442239 -0.209694 -0.06681921 0.3184048 0.206772 -0.0608468 0.2425649 263s 64 -2.442239 -0.209694 -0.06681921 0.3184048 0.206772 -0.0608468 0.2425649 263s 65 0.407575 2.996346 -0.63021113 -0.1335795 0.087668 0.0627032 0.0486166 263s 66 2.660379 1.322824 0.10122110 0.2420451 0.192938 0.0344019 -0.0771918 263s 67 -0.032273 1.315299 -0.04511689 -0.1293380 -0.025923 -0.1655965 0.1887534 263s 68 1.117637 2.005809 1.97078787 -0.0429209 -0.176568 0.1634287 -0.0916254 263s 69 0.970730 0.837158 0.01621375 0.2347502 -0.071757 -0.2464626 0.2907551 263s 70 -2.688271 -5.335891 -0.64225481 4.1819517 -9.523550 2.0943027 -2.8098426 263s 71 2.428718 1.976051 -0.24749122 0.1308738 0.018276 0.1711292 0.1346284 263s 72 -2.061944 0.405943 0.50472914 0.4393739 -0.056420 -0.0031558 0.2663880 263s 73 2.029606 2.874991 0.68310320 -0.2067254 0.511537 -0.2010371 0.0805608 263s 74 11.293757 0.328931 -3.84783031 -0.4130266 -0.210499 -0.1103148 -0.0381326 263s 75 0.120896 2.287914 0.83639076 -0.2462845 0.551353 0.6629701 0.3789055 263s 76 1.859499 0.422019 1.18435547 0.1546108 0.017266 0.0470615 -0.1071011 263s 77 8.435857 1.147499 -2.19924186 -0.4156770 0.386548 0.0294075 -0.1911399 263s 78 -1.090858 1.311287 0.62897430 0.1727009 0.077341 0.0135972 -0.0096934 263s 79 0.560012 0.623617 0.83727267 0.1680787 0.087477 0.0611949 -0.2588084 263s 80 3.873817 -1.133641 -1.27469019 -0.2717298 -0.165066 0.1696232 0.0635047 263s 81 -0.758664 -0.880260 0.00057124 0.2838720 0.016243 0.1527299 -0.0150514 263s 82 -2.709588 1.464049 -0.12598126 -0.3828567 0.213647 -0.1425385 0.1552827 263s 83 -2.213670 0.059563 0.87565603 0.1255703 -0.082005 0.2189829 -0.2938264 263s 84 -0.242242 -0.483552 2.05089334 -0.0681005 -0.101578 0.1304632 -0.2218093 263s 85 -1.032129 2.375018 -2.19321259 0.2332079 -0.066379 0.1854598 -0.0873859 263s 86 0.015327 -0.948155 1.39530555 0.2701225 -0.268889 0.0578145 0.1608678 263s PC8 263s 1 2.1835e-03 263s 2 1.6801e-03 263s 3 1.6623e-03 263s 4 2.6286e-04 263s 5 9.5884e-04 263s 6 1.4430e-03 263s 7 1.8784e-04 263s 8 6.8473e-04 263s 9 -6.8490e-04 263s 10 1.1565e-04 263s 11 5.6907e-06 263s 12 -1.8395e-03 263s 13 -2.1582e-03 263s 14 -1.6294e-03 263s 15 -1.6964e-03 263s 16 -1.9664e-03 263s 17 -2.2448e-03 263s 18 -6.5884e-04 263s 19 -1.1536e-03 263s 20 2.6887e-04 263s 21 3.3199e-05 263s 22 1.1170e-04 263s 23 -1.7617e-04 263s 24 -2.1577e-04 263s 25 -6.1495e-04 263s 26 -7.2903e-04 263s 27 -6.8773e-04 263s 28 -2.0742e-04 263s 29 -2.6937e-04 263s 30 -6.7472e-05 263s 31 -1.3222e-04 263s 32 -1.6516e-04 263s 33 -1.8836e-04 263s 34 -1.1273e-04 263s 35 3.0703e-05 263s 36 -3.0311e-04 263s 37 -1.9380e-04 263s 38 5.5526e-04 263s 39 4.1987e-04 263s 40 8.4807e-05 263s 41 8.8725e-04 263s 42 -6.5647e-04 263s 43 4.3202e-04 263s 44 -5.3330e-04 263s 45 8.9161e-04 263s 46 1.1588e-03 263s 47 -1.2714e-03 263s 48 -4.0376e-04 263s 49 4.1280e-06 263s 50 3.0116e-04 263s 51 5.8510e-05 263s 52 3.3236e-04 263s 53 4.0982e-04 263s 54 4.0428e-04 263s 55 6.1600e-04 263s 56 -4.0496e-05 263s 57 -1.8342e-04 263s 58 -1.6748e-04 263s 59 -1.0894e-03 263s 60 -2.6876e-04 263s 61 -5.8951e-05 263s 62 -1.5517e-04 263s 63 -7.9933e-04 263s 64 -7.9933e-04 263s 65 2.2592e-05 263s 66 2.4984e-05 263s 67 -2.2714e-04 263s 68 -3.3991e-04 263s 69 -3.0375e-04 263s 70 3.4033e-03 263s 71 2.3288e-05 263s 72 -3.4126e-04 263s 73 2.5528e-04 263s 74 2.2760e-03 263s 75 -2.8985e-04 263s 76 7.9077e-04 263s 77 9.4636e-04 263s 78 4.9099e-04 263s 79 3.0501e-04 263s 80 6.5280e-04 263s 81 -3.6570e-04 263s 82 4.9966e-04 263s 83 -4.3245e-04 263s 84 -4.6152e-04 263s 85 7.4691e-04 263s 86 -6.1103e-04 263s ------------- 263s Call: 263s PcaHubert(x = x, k = p) 263s 263s Standard deviations: 263s [1] 2.39577535 1.55089079 0.92557331 0.33680677 0.19792033 0.17855133 0.16041702 263s [8] 0.00054179 263s ---------------------------------------------------------- 263s bushfire 38 5 5 31248.552973 358.974577 263s Scores: 263s PC1 PC2 PC3 PC4 PC5 263s 1 155.972 1.08098 -23.31135 -1.93015 1.218941 263s 2 157.738 0.35648 -20.95658 -2.42375 0.466415 263s 3 150.667 2.12545 -16.20395 -2.00140 -0.582924 263s 4 133.892 5.25124 -15.88873 -2.78469 -0.275261 263s 5 102.462 13.00611 -21.54096 -4.69409 -0.944176 263s 6 77.694 18.75377 -28.71865 -6.44244 0.446350 263s 7 286.266 -11.36184 -98.67134 10.95233 -3.625338 263s 8 326.627 29.92767 -112.60824 -29.26330 -13.710094 263s 9 327.898 32.39553 -113.34314 -31.65905 -13.830781 263s 10 325.131 5.81628 -105.58927 -13.45695 -8.987971 263s 11 326.458 -7.84562 -94.25242 -6.11547 -8.572845 263s 12 333.171 -37.69907 -50.89207 8.98187 -1.742979 263s 13 279.789 -40.78415 -8.06209 7.65884 0.181748 263s 14 37.714 10.54231 13.46530 -1.55051 2.102662 263s 15 -90.034 34.68964 18.98186 0.69260 0.417573 263s 16 -46.492 23.65086 10.07282 4.36090 -0.748517 263s 17 -43.990 20.36443 9.61049 2.83084 -0.127983 263s 18 -32.938 19.11199 2.64850 2.92879 -1.473988 263s 19 -36.555 20.60142 2.01879 0.63832 -1.235075 263s 20 -46.837 19.89630 6.65142 0.89120 0.271108 263s 21 -28.670 15.29534 6.59311 3.29638 0.402194 263s 22 -20.331 15.06559 7.33721 2.16591 2.006327 263s 23 108.644 -7.92707 -1.45130 6.27388 0.356715 263s 24 163.697 -16.15568 0.61663 4.24231 0.464415 263s 25 100.471 -0.30739 0.87762 2.86452 -0.692735 263s 26 106.922 0.90864 -1.91436 2.54557 -0.565023 263s 27 121.966 -3.29641 4.85626 -0.47676 -0.490047 263s 28 98.650 -4.51455 16.64160 -3.08996 -0.839397 263s 29 88.795 -10.85457 30.46708 -5.37360 0.315657 263s 30 142.981 -27.89100 22.40713 -1.67126 -0.680158 263s 31 14.125 -21.60028 29.80480 -8.25272 -0.019693 263s 32 -244.044 -11.76430 24.53390 -12.52294 2.022312 263s 33 -283.842 -13.21931 -6.23565 -2.63367 -0.080728 263s 34 -280.168 -13.41903 -7.69318 -1.24571 -0.722513 263s 35 -285.666 -13.78452 -6.50318 -1.23756 1.074669 263s 36 -282.938 -13.82281 -7.63902 0.20435 -0.971673 263s 37 -281.129 -16.20408 -8.57154 1.85797 0.234486 263s 38 -282.589 -16.91969 -8.36010 2.35589 0.490630 263s ------------- 263s Call: 263s PcaHubert(x = x, k = p) 263s 263s Standard deviations: 263s [1] 176.77260 18.94662 16.21701 3.95755 0.92761 263s ---------------------------------------------------------- 263s ========================================================== 263s > dodata(method="hubert") 263s 263s Call: dodata(method = "hubert") 263s Data Set n p k e1 e2 263s ========================================================== 263s heart 12 2 1 315.227002 NA 263s Scores: 263s PC1 263s 1 13.2197 263s 2 69.9817 263s 3 6.6946 263s 4 2.8899 263s 5 24.9956 263s 6 -8.9203 263s 7 12.0121 263s 8 -24.1915 263s 9 4.2721 263s 10 -22.8289 263s 11 -8.1433 263s 12 54.6519 263s ------------- 263s Call: 263s PcaHubert(x = x, mcd = FALSE) 263s 263s Standard deviations: 263s [1] 17.755 263s ---------------------------------------------------------- 263s starsCYG 47 2 1 0.308922 NA 263s Scores: 263s PC1 263s 1 0.224695 263s 2 0.758653 263s 3 -0.089113 263s 4 0.758653 263s 5 0.173934 263s 6 0.466195 263s 7 -0.433154 263s 8 0.296411 263s 9 0.542517 263s 10 0.116133 263s 11 0.576303 263s 12 0.451490 263s 13 0.429942 263s 14 -0.997904 263s 15 -0.745515 263s 16 -0.408745 263s 17 -1.071002 263s 18 -0.803514 263s 19 -0.834141 263s 20 0.734210 263s 21 -0.627085 263s 22 -0.784992 263s 23 -0.566652 263s 24 -0.130992 263s 25 0.019053 263s 26 -0.329791 263s 27 -0.350747 263s 28 -0.099378 263s 29 -0.628499 263s 30 0.890506 263s 31 -0.573100 263s 32 0.127022 263s 33 0.227721 263s 34 1.128979 263s 35 -0.676234 263s 36 0.649894 263s 37 0.122186 263s 38 0.227721 263s 39 0.201140 263s 40 0.569920 263s 41 -0.375716 263s 42 0.069814 263s 43 0.354212 263s 44 0.346152 263s 45 0.559656 263s 46 -0.009140 263s 47 -0.487699 263s ------------- 263s Call: 263s PcaHubert(x = x, mcd = FALSE) 263s 263s Standard deviations: 263s [1] 0.55581 263s ---------------------------------------------------------- 263s phosphor 18 2 1 215.172048 NA 263s Scores: 263s PC1 263s 1 1.12634 263s 2 -22.10340 263s 3 -23.49216 263s 4 -13.45927 263s 5 -18.60808 263s 6 11.24086 263s 7 -0.14748 263s 8 -9.77075 263s 9 -10.37022 263s 10 12.71798 263s 11 -4.61857 263s 12 10.07037 263s 13 13.16767 263s 14 7.57254 263s 15 17.81362 263s 16 -11.08799 263s 17 21.70358 263s 18 18.24496 263s ------------- 263s Call: 263s PcaHubert(x = x, mcd = FALSE) 263s 263s Standard deviations: 263s [1] 14.669 263s ---------------------------------------------------------- 263s stackloss 21 3 2 77.038636 18.859777 263s Scores: 263s PC1 PC2 263s 1 -20.334936 10.28081 263s 2 -19.772121 11.10736 263s 3 -16.461573 6.43794 263s 4 -4.258672 1.73213 263s 5 -3.773146 1.41928 263s 6 -4.015909 1.57571 263s 7 -7.635560 -3.22715 263s 8 -7.635560 -3.22715 263s 9 -0.855388 -0.58707 263s 10 4.298129 4.41664 263s 11 -0.767202 -3.02229 263s 12 0.038375 -2.35217 263s 13 3.172500 2.76354 263s 14 -3.261224 -6.17206 263s 15 5.553840 -7.34784 263s 16 7.242284 -4.86820 263s 17 14.878925 6.85989 263s 18 10.939223 1.07406 263s 19 10.133645 0.40394 263s 20 4.267234 1.99501 263s 21 -11.859921 2.12579 263s ------------- 263s Call: 263s PcaHubert(x = x, mcd = FALSE) 263s 263s Standard deviations: 263s [1] 8.7772 4.3428 263s ---------------------------------------------------------- 263s salinity 28 3 2 8.001175 5.858089 263s Scores: 263s PC1 PC2 263s 1 2.858444 1.04359 263s 2 3.807704 1.55974 263s 3 6.220733 -4.32114 263s 4 6.388841 -2.83649 263s 5 6.077450 -3.70092 263s 6 5.974494 -0.67230 263s 7 4.531584 0.78322 263s 8 2.725849 2.41297 263s 9 0.100501 -2.13615 263s 10 -2.358003 -1.49718 263s 11 -1.317688 -1.15391 263s 12 0.434635 0.58230 263s 13 0.116019 1.79022 263s 14 -1.771501 2.71749 263s 15 -2.630757 -2.44003 263s 16 2.289743 -5.51829 263s 17 0.637985 -1.26452 263s 18 3.076147 0.19883 263s 19 0.097381 -1.95868 263s 20 -1.572471 -0.93003 263s 21 -1.284185 2.21858 263s 22 -2.531713 3.30313 263s 23 -3.865359 -3.01230 263s 24 -2.143461 -2.41918 263s 25 -0.714414 -0.41227 263s 26 -1.327781 1.18373 263s 27 -2.201166 2.41566 263s 28 -2.931988 3.20536 263s ------------- 263s Call: 263s PcaHubert(x = x, mcd = FALSE) 263s 263s Standard deviations: 263s [1] 2.8286 2.4203 263s ---------------------------------------------------------- 263s hbk 75 3 3 1.459908 1.201048 263s Scores: 263s PC1 PC2 PC3 263s 1 31.105415 -4.714217 10.4566165 263s 2 31.707650 -5.748724 10.7682402 263s 3 33.366131 -4.625897 12.1570167 263s 4 34.173377 -6.069657 12.4466895 263s 5 33.780418 -5.508823 11.9872893 263s 6 32.493478 -4.684595 10.5679819 263s 7 32.592637 -5.235522 10.3765493 263s 8 31.293363 -4.865797 10.9379676 263s 9 33.160964 -5.714260 12.3098920 263s 10 31.919786 -5.384537 12.3374332 263s 11 38.231962 -6.810641 13.5994385 263s 12 39.290479 -5.393906 15.2942554 263s 13 39.418445 -7.326461 11.5194898 263s 14 43.906584 -13.214819 8.3282743 263s 15 1.906326 0.716061 -0.8635112 263s 16 0.263255 0.926016 -1.9009292 263s 17 -1.776489 -1.072332 -0.5496140 263s 18 0.464648 0.702441 0.0482897 263s 19 0.267826 -1.283779 -0.2925812 263s 20 2.122108 0.165970 -0.8924686 263s 21 0.937217 0.548532 -0.4132196 263s 22 0.423273 -1.781869 -0.0323061 263s 23 0.047532 0.018909 -1.1259327 263s 24 -0.490041 -0.520202 -1.1065753 263s 25 -2.143049 0.720869 -0.0495474 263s 26 1.094748 -1.459175 0.2226246 263s 27 2.070705 0.898573 0.0023229 263s 28 -0.294998 0.830258 0.5929001 263s 29 -1.242995 0.300216 -0.2010507 263s 30 0.147958 0.439099 2.0003038 263s 31 0.170818 1.440946 -0.9755627 263s 32 -0.958531 -1.199730 -1.0129867 263s 33 0.697307 -0.874343 -0.7260649 263s 34 -2.278946 0.261106 0.4196544 263s 35 1.962829 0.809318 0.2033113 263s 36 0.626631 -0.600666 0.8004036 263s 37 0.550885 -1.881448 0.7382776 263s 38 -1.249717 0.336214 -0.9349845 263s 39 -1.106696 1.569418 0.1869576 263s 40 -0.684034 -0.939963 -0.1034965 263s 41 1.559314 1.551408 0.3660323 263s 42 -0.538741 -0.447358 1.6361099 263s 43 -0.252685 -2.080564 -0.7765259 263s 44 0.217012 1.027281 1.7015154 263s 45 -1.497600 1.349234 -0.2698932 263s 46 0.100388 1.026443 1.5390401 263s 47 -0.811117 2.195271 -0.5208141 263s 48 1.462210 1.321318 0.5600144 263s 49 1.383976 0.740714 -0.7348906 263s 50 1.636773 -0.215464 0.3195369 263s 51 -0.530918 0.759743 -1.2069247 263s 52 -0.109566 2.107455 -0.5315473 263s 53 -0.564334 -0.060847 2.3910630 263s 54 -0.272234 -1.122711 -1.5060028 263s 55 -0.608660 -1.197219 -0.5255609 263s 56 0.565430 -0.710345 -1.3708230 263s 57 -1.115629 0.888816 -0.4186014 263s 58 1.351288 -0.374815 -1.1980618 263s 59 0.998016 -0.151228 0.9007970 263s 60 0.124017 -0.764846 1.9005963 263s 61 1.189858 -1.905264 0.7721322 263s 62 -2.190589 0.579614 -0.1377914 263s 63 -0.518278 -0.931130 -1.4534768 263s 64 2.124566 0.194391 -0.0327092 263s 65 0.154218 1.050861 1.1309885 263s 66 -1.197852 -1.044147 -0.2265269 263s 67 -0.114174 -0.094763 -0.5168926 263s 68 -2.201115 0.032271 0.8573493 263s 69 -1.307843 1.104815 -0.7741270 263s 70 0.691449 -0.676665 1.0004603 263s 71 1.150975 0.050861 -0.0717068 263s 72 -0.457293 -0.861871 0.1026350 263s 73 -0.392258 -0.897451 0.9178065 263s 74 -0.584658 -1.450471 0.3201857 263s 75 -0.972517 -0.063777 1.8223995 263s ------------- 263s Call: 263s PcaHubert(x = x, mcd = FALSE) 263s 263s Standard deviations: 263s [1] 1.2083 1.0959 1.0168 263s ---------------------------------------------------------- 263s milk 86 8 2 6.040806 2.473780 263s Scores: 263s PC1 PC2 263s 1 -5.768003 -0.9174359 263s 2 -6.664422 0.0280812 263s 3 -0.484521 1.7923710 263s 4 -5.211590 2.0747301 263s 5 1.422641 -0.3268437 263s 6 -1.810360 -0.5469828 263s 7 -2.402924 -0.1987041 263s 8 -2.553389 -0.4963662 263s 9 1.583399 2.5410448 263s 10 3.267946 0.9141367 263s 11 9.924771 0.6501301 263s 12 13.628569 -2.3009846 263s 13 10.774550 -1.1628697 263s 14 12.716376 -1.0670330 263s 15 11.176408 0.7403371 263s 16 3.209269 -0.0804317 263s 17 1.256577 2.8931153 263s 18 2.468720 -1.2008647 263s 19 2.253229 0.8379608 263s 20 0.021073 1.6394221 263s 21 3.205298 -2.3518286 263s 22 1.470733 -0.9618655 263s 23 0.475732 -1.7044535 263s 24 0.930144 -1.3288398 263s 25 4.151553 -2.2882554 263s 26 1.314488 -1.3527439 263s 27 3.613405 -0.0813605 263s 28 -1.909178 -3.6473200 263s 29 -3.987263 -1.3255834 263s 30 -0.370601 -1.5855086 263s 31 -1.273254 -2.1892809 263s 32 -0.816634 -0.4514478 263s 33 -1.553394 -0.2792004 263s 34 -0.275027 0.6359374 263s 35 0.980782 -2.2353223 263s 36 -3.678470 -1.3459182 263s 37 -0.327102 -2.5615283 263s 38 -1.563492 -2.2008288 263s 39 1.876146 -1.0292641 263s 40 -3.204182 1.6694332 263s 41 -3.561892 -1.5844770 263s 42 -6.175135 1.0123714 263s 43 -2.736601 -0.7040261 263s 44 -4.981783 0.2434304 263s 45 0.368802 -0.5011413 263s 46 0.369508 -1.9511091 263s 47 -2.306673 -0.0089446 263s 48 0.215195 -1.1000357 263s 49 2.704678 -0.5919929 263s 50 -2.930879 2.7161936 263s 51 1.846250 0.3732500 263s 52 5.661288 -0.3139157 263s 53 1.154929 -0.0575094 263s 54 0.625715 -0.0733934 263s 55 -0.453714 -0.7535924 263s 56 0.343722 0.6460318 263s 57 1.743002 0.0794685 263s 58 0.433705 -1.3500731 263s 59 2.078550 1.0860506 263s 60 1.867913 0.7162287 263s 61 0.392645 1.6184583 263s 62 -1.958732 2.0993596 263s 63 -2.383251 -0.0253919 263s 64 -2.383251 -0.0253919 263s 65 0.780239 2.9018927 263s 66 2.785329 1.0142893 263s 67 0.131210 1.2703167 263s 68 1.110073 1.8140467 263s 69 1.076878 0.6954148 263s 70 -3.260160 -5.6233069 263s 71 2.647036 1.6892084 263s 72 -2.017340 0.5353349 263s 73 2.247524 2.6406249 263s 74 11.649291 -0.7374197 263s 75 0.280544 2.2306959 263s 76 1.791213 0.1796005 263s 77 8.730344 0.3412271 263s 78 -0.987405 1.3467910 263s 79 0.560808 0.5006661 263s 80 3.897879 -1.5270179 263s 81 -0.792759 -0.8649399 263s 82 -2.493611 1.6796838 263s 83 -2.245966 0.1889555 263s 84 -0.468812 -0.5359088 263s 85 -0.538372 2.4105954 263s 86 -0.185347 -1.0176989 263s ------------- 263s Call: 263s PcaHubert(x = x, mcd = FALSE) 263s 263s Standard deviations: 263s [1] 2.4578 1.5728 263s ---------------------------------------------------------- 264s bushfire 38 5 1 38435.075910 NA 264s Scores: 264s PC1 264s 1 -111.9345 264s 2 -113.4128 264s 3 -105.8364 264s 4 -89.1684 264s 5 -58.7216 264s 6 -35.0370 264s 7 -250.2123 264s 8 -292.6877 264s 9 -294.0765 264s 10 -290.0193 264s 11 -289.8168 264s 12 -290.8645 264s 13 -232.6865 264s 14 9.8483 264s 15 137.1924 264s 16 92.9804 264s 17 90.4493 264s 18 78.6325 264s 19 82.1178 264s 20 92.9044 264s 21 74.9157 264s 22 66.7350 264s 23 -62.1981 264s 24 -116.5696 264s 25 -53.8907 264s 26 -60.6384 264s 27 -74.7621 264s 28 -50.2202 264s 29 -38.7483 264s 30 -93.3887 264s 31 35.3096 264s 32 290.8493 264s 33 326.7236 264s 34 322.9095 264s 35 328.5307 264s 36 325.6791 264s 37 323.8136 264s 38 325.2991 264s ------------- 264s Call: 264s PcaHubert(x = x, mcd = FALSE) 264s 264s Standard deviations: 264s [1] 196.05 264s ---------------------------------------------------------- 264s ========================================================== 264s > 264s > dodata(method="locantore") 264s 264s Call: dodata(method = "locantore") 264s Data Set n p k e1 e2 264s ========================================================== 264s heart 12 2 2 1.835912 0.084745 264s Scores: 264s PC1 PC2 264s [1,] 7.3042 1.745289 264s [2,] 64.6474 0.164425 264s [3,] 1.1057 -1.404189 264s [4,] -3.1943 2.565728 264s [5,] 19.4154 -0.401369 264s [6,] -15.5709 6.666752 264s [7,] 5.9980 2.509372 264s [8,] -29.5933 -4.805972 264s [9,] -1.3933 -0.899323 264s [10,] -28.2845 -4.270057 264s [11,] -14.0069 0.048311 264s [12,] 49.1484 0.694598 264s ------------- 264s Call: 264s PcaLocantore(x = x) 264s 264s Standard deviations: 264s [1] 1.35496 0.29111 264s ---------------------------------------------------------- 264s starsCYG 47 2 2 0.779919 0.050341 264s Scores: 264s PC1 PC2 264s [1,] 0.174291 -0.0489127 264s [2,] 0.703776 0.0769650 264s [3,] -0.136954 -0.1212071 264s [4,] 0.703776 0.0769650 264s [5,] 0.125991 -0.1134658 264s [6,] 0.413609 0.0121367 264s [7,] -0.466451 -0.5036094 264s [8,] 0.238569 0.1446547 264s [9,] 0.498194 -0.1998666 264s [10,] 0.065125 -0.0353931 264s [11,] 0.562344 -0.9836936 264s [12,] 0.399997 -0.0164068 264s [13,] 0.376370 0.0369013 264s [14,] -1.041009 -0.2611550 264s [15,] -0.798187 -0.0090880 264s [16,] -0.464636 0.0805967 264s [17,] -1.123135 -0.0293034 264s [18,] -0.861603 0.1297588 264s [19,] -0.884955 -0.0588007 264s [20,] 0.721130 -1.0033585 264s [21,] -0.679097 -0.0238366 264s [22,] -0.837884 -0.0041718 264s [23,] -0.623423 0.1002615 264s [24,] -0.188079 0.1168815 264s [25,] -0.032888 -0.0131784 264s [26,] -0.385242 0.0707643 264s [27,] -0.401220 -0.0582501 264s [28,] -0.151978 0.0015702 264s [29,] -0.677776 -0.0945350 264s [30,] 0.878688 -1.0329475 264s [31,] -0.628339 0.0605648 264s [32,] 0.068629 0.1556245 264s [33,] 0.174199 0.0317098 264s [34,] 1.118098 -1.0525206 264s [35,] -0.726168 -0.0784655 264s [36,] 0.592061 0.1512588 264s [37,] 0.064942 0.1258519 264s [38,] 0.174199 0.0317098 264s [39,] 0.144335 0.1160195 264s [40,] 0.519088 -0.0311555 264s [41,] -0.429855 0.0359837 264s [42,] 0.015412 0.0513747 264s [43,] 0.299435 0.0665821 264s [44,] 0.293289 0.0169612 264s [45,] 0.504064 0.0916219 264s [46,] -0.063981 0.0612071 264s [47,] -0.544029 0.0904291 264s ------------- 264s Call: 264s PcaLocantore(x = x) 264s 264s Standard deviations: 264s [1] 0.88313 0.22437 264s ---------------------------------------------------------- 264s phosphor 18 2 2 0.933905 0.279651 264s Scores: 264s PC1 PC2 264s 1 4.5660 -15.58981 264s 2 -21.2978 -0.38905 264s 3 -23.3783 3.96546 264s 4 -11.7131 -5.79023 264s 5 -18.2569 2.81141 264s 6 15.5702 -20.54935 264s 7 1.3671 -3.27043 264s 8 -9.4859 3.92005 264s 9 -10.4501 6.22662 264s 10 15.0583 -7.60532 264s 11 -3.9078 1.56960 264s 12 10.0330 7.52732 264s 13 13.4815 5.50056 264s 14 7.5487 7.24752 264s 15 18.6543 2.46040 264s 16 -9.3301 -5.68285 264s 17 22.2533 4.63689 264s 18 17.7892 10.85633 264s ------------- 264s Call: 264s PcaLocantore(x = x) 264s 264s Standard deviations: 264s [1] 0.96639 0.52882 264s ---------------------------------------------------------- 264s stackloss 21 3 3 1.137747 0.196704 264s Scores: 264s PC1 PC2 PC3 264s [1,] 19.98046 -6.20875 -3.93576 264s [2,] 19.57014 -7.11509 -4.03666 264s [3,] 15.48729 -3.14247 -3.29600 264s [4,] 3.12341 -1.38969 1.50633 264s [5,] 2.35380 -0.84492 -0.25745 264s [6,] 2.73860 -1.11731 0.62444 264s [7,] 5.58533 4.04837 2.11170 264s [8,] 5.58533 4.04837 2.11170 264s [9,] -0.56851 0.17483 2.46656 264s [10,] -5.36478 -4.80766 -2.64915 264s [11,] -1.67190 3.34943 -1.74110 264s [12,] -2.46702 2.71547 -2.72389 264s [13,] -4.54414 -2.99497 -2.44736 264s [14,] 0.35419 6.70241 -0.45563 264s [15,] -8.28612 5.93369 1.94314 264s [16,] -9.51708 3.21466 1.64046 264s [17,] -14.87676 -9.74652 1.10983 264s [18,] -12.00452 -3.40212 1.81609 264s [19,] -11.20939 -2.76816 2.79887 264s [20,] -5.42808 -2.89367 0.23748 264s [21,] 9.83969 0.74095 -5.30190 264s ------------- 264s Call: 264s PcaLocantore(x = x) 264s 264s Standard deviations: 264s [1] 1.06665 0.44351 0.33935 264s ---------------------------------------------------------- 264s salinity 28 3 3 1.038873 0.621380 264s Scores: 264s PC1 PC2 PC3 264s 1 -2.7215590 -0.98924 0.3594538 264s 2 -3.6251829 -1.03361 1.4973993 264s 3 -6.0588883 4.23861 -1.1012038 264s 4 -6.2741857 2.42372 -1.4875092 264s 5 -5.7274076 5.42190 2.9332011 264s 6 -5.8431892 0.57161 -0.3385363 264s 7 -4.4051377 -0.83292 0.0851817 264s 8 -2.6155827 -2.50739 0.3386166 264s 9 -0.0426575 1.19631 -2.5025726 264s 10 2.5297488 1.65029 -0.0110335 264s 11 1.5528097 1.93255 1.4216262 264s 12 -0.3140451 -0.73269 -0.1961364 264s 13 0.0010783 -1.88658 0.1849912 264s 14 1.9554303 -2.13519 1.8471356 264s 15 2.7897250 2.40211 -0.6327944 264s 16 -1.7665706 8.69449 5.6608836 264s 17 -0.4374125 1.72696 0.7230753 264s 18 -2.9752196 -0.54118 -0.6829760 264s 19 -0.0599346 0.84127 -2.8473543 264s 20 1.6597909 0.34191 -1.4847516 264s 21 1.3857395 -2.43924 0.0039271 264s 22 2.6664754 -3.14291 1.0600254 264s 23 4.1202067 3.81886 1.0608640 264s 24 2.4163743 3.45141 1.6874099 264s 25 0.8493897 0.31424 -0.3073115 264s 26 1.4216265 -1.55310 -0.5455012 264s 27 2.3021676 -2.63392 0.0481451 264s 28 3.0877115 -2.85951 1.4378956 264s ------------- 264s Call: 264s PcaLocantore(x = x) 264s 264s Standard deviations: 264s [1] 1.01925 0.78828 0.36470 264s ---------------------------------------------------------- 264s hbk 75 3 3 1.038833 0.363386 264s Scores: 264s PC1 PC2 PC3 264s 1 32.393698 -3.4318297 0.051248 264s 2 33.103072 -4.4154651 0.294662 264s 3 35.038965 -3.5996035 -0.940929 264s 4 35.955809 -4.9285404 -0.479059 264s 5 35.424918 -4.3076292 -0.366699 264s 6 33.753497 -3.2463136 0.289013 264s 7 33.817375 -3.6819421 0.684167 264s 8 32.717119 -3.7074394 -0.279567 264s 9 34.932190 -4.6939061 -0.738196 264s 10 33.737339 -4.5702346 -1.193206 264s 11 40.202273 -5.4336890 -0.229323 264s 12 41.638189 -4.5304173 -1.996311 264s 13 40.768565 -5.0531048 2.123222 264s 14 44.408749 -8.8448536 8.236462 264s 15 0.977343 1.3057899 0.938694 264s 16 -0.900390 1.6169842 1.382855 264s 17 -2.384467 -0.9835430 0.375495 264s 18 -0.143306 0.7859701 -0.237712 264s 19 -0.344479 -0.9791245 0.733869 264s 20 1.199115 0.8330752 1.216827 264s 21 0.184475 0.8630593 0.351029 264s 22 -0.100389 -1.5084406 0.718236 264s 23 -0.847925 0.4823829 0.958677 264s 24 -1.334366 -0.1021190 1.000300 264s 25 -2.669352 0.4692990 -0.811134 264s 26 0.601538 -1.1984283 0.541627 264s 27 1.373423 1.2098621 0.136249 264s 28 -0.721268 0.6164612 -0.963817 264s 29 -1.832615 0.2543279 -0.297658 264s 30 0.120086 -0.1558590 -1.976558 264s 31 -0.747437 1.7749106 0.342824 264s 32 -1.727558 -0.8325772 1.043088 264s 33 -0.073907 -0.3923823 1.083904 264s 34 -2.646454 -0.1350138 -1.101448 264s 35 1.331096 1.0443905 -0.039328 264s 36 0.281192 -0.6569943 -0.404009 264s 37 0.245349 -1.8406517 0.093656 264s 38 -2.049446 0.5320301 0.347219 264s 39 -1.645547 1.3268749 -1.068792 264s 40 -1.216874 -0.8556007 0.201262 264s 41 0.959445 1.6250030 -0.553881 264s 42 -0.603579 -0.9569812 -1.502730 264s 43 -0.946870 -1.6333180 1.324763 264s 44 0.076217 0.5018427 -1.902369 264s 45 -2.140584 1.2192726 -0.677180 264s 46 -0.081677 0.5389288 -1.785347 264s 47 -1.590461 2.1881067 -0.583771 264s 48 0.931421 1.3321181 -0.669782 264s 49 0.512639 1.2123979 0.683099 264s 50 1.095415 0.0045968 0.143109 264s 51 -1.456417 1.1186245 0.619657 264s 52 -0.917904 2.2084467 -0.366392 264s 53 -0.429654 -0.8524437 -2.326637 264s 54 -1.213858 -0.4996891 1.630709 264s 55 -1.253877 -0.9438354 0.692022 264s 56 -0.390657 -0.0427482 1.571167 264s 57 -1.797537 0.8934866 -0.281980 264s 58 0.396886 0.3227454 1.492494 264s 59 0.646360 -0.2194210 -0.562699 264s 60 0.119900 -1.2480691 -1.459763 264s 61 0.867946 -1.7843458 0.232229 264s 62 -2.733997 0.3604288 -0.692947 264s 63 -1.442683 -0.3732483 1.452800 264s 64 1.444934 0.5727959 0.434633 264s 65 -0.147284 0.7055205 -1.413940 264s 66 -1.739552 -0.9838385 0.220303 264s 67 -0.824644 0.1503195 0.411693 264s 68 -2.437638 -0.4835278 -1.392882 264s 69 -2.091970 1.1865192 -0.088483 264s 70 0.403429 -0.7855276 -0.540161 264s 71 0.507512 0.3152001 0.276885 264s 72 -0.944376 -0.8197825 0.044859 264s 73 -0.648597 -1.1160277 -0.658528 264s 74 -0.979453 -1.4589411 0.029182 264s 75 -0.982282 -0.7226425 -1.917060 264s ------------- 264s Call: 264s PcaLocantore(x = x) 264s 264s Standard deviations: 264s [1] 1.01923 0.60282 0.46137 264s ---------------------------------------------------------- 264s milk 86 8 8 1.175171 0.426506 264s Scores: 264s PC1 PC2 PC3 PC4 PC5 PC6 264s [1,] 6.1907998 0.58762698 0.686510 -0.209679 0.3321757 -1.3424985 264s [2,] 7.0503894 -0.49576086 -0.322697 -0.767415 -0.0165833 -1.4596064 264s [3,] 0.7670594 -1.83556812 0.468814 0.346810 -0.0204610 -0.2115383 264s [4,] 5.4656748 -2.29797862 1.612819 -0.378295 -0.2050232 0.3486957 264s [5,] -1.0291160 0.37303007 0.634604 -0.521527 -0.3299543 0.0859469 264s [6,] 2.2186300 0.39396818 -0.236987 -0.033975 -0.2549238 0.2541221 264s [7,] 2.7938591 -0.01152811 -0.600546 -0.098564 -0.3906602 0.3798516 264s [8,] 2.9544176 0.32646226 0.273051 -0.275073 -0.3982959 0.2377581 264s [9,] -1.3344639 -2.45440308 1.001792 -0.104783 -0.1744718 -0.0887272 264s [10,] -2.9294174 -0.79860558 -0.260533 0.375330 0.3425169 -0.2056682 264s [11,] -9.5810648 -0.09577968 1.565111 -0.112002 0.3143032 -0.3190238 264s [12,] -13.1147240 2.95665890 0.228086 -0.180867 0.0136463 -0.4604390 264s [13,] -10.2989319 1.53220781 -2.244629 0.323950 -0.0398642 -0.3463501 264s [14,] -12.2553418 1.62281167 -0.472862 -0.212983 -0.4124280 -0.4253719 264s [15,] -10.8346894 -0.09781844 2.134079 -0.272304 -0.1090226 -0.3725738 264s [16,] -2.8358474 0.28109809 0.945309 0.603249 0.1615955 0.1762086 264s [17,] -1.0353408 -2.75475311 1.677879 0.598578 0.0078965 0.0228522 264s [18,] -2.0271810 1.25894451 -0.266038 -0.168565 -0.3000200 0.2891774 264s [19,] -1.9279394 -0.68339726 1.264416 0.186749 0.3018226 -0.0869321 264s [20,] 0.2568334 -1.62632029 0.854279 -0.088175 0.5458645 0.2217019 264s [21,] -2.7017404 2.45223507 -0.243639 -0.211402 -0.2102323 0.2140100 264s [22,] -1.0386097 0.99459030 0.188462 -0.033434 -0.2857078 -0.1438517 264s [23,] -0.0198126 1.73285416 0.761979 0.005501 0.1671992 -0.0375468 264s [24,] -0.4909448 1.40982693 0.967440 0.521275 0.1625359 -0.0892501 264s [25,] -3.6632699 2.51414455 0.966410 -0.272694 0.0467958 0.1572715 264s [26,] -0.8733564 1.42247465 0.946038 -0.338985 -0.0804141 -0.0080759 264s [27,] -3.2254798 0.26912538 0.799468 0.372442 -0.6886191 -0.0553515 264s [28,] 2.4675785 3.56128696 0.813964 0.118354 -0.1677073 -0.0303774 264s [29,] 4.4177264 1.13316321 0.613509 0.261488 0.4229929 0.1780620 264s [30,] 0.8240097 1.54163297 0.398148 -0.221825 0.0309586 0.0830110 264s [31,] 1.7735990 2.00615332 -1.399933 0.469158 -0.0740282 0.0692312 264s [32,] 1.2348922 0.28918604 -1.239899 0.470999 -0.1511519 -0.3692504 264s [33,] 1.9407276 0.19123540 0.406623 0.389965 0.0994854 -0.0204286 264s [34,] 0.6225565 -0.65636700 0.565253 0.369897 -0.1612501 -0.1774611 264s [35,] -0.4869219 2.26301333 0.071825 0.588101 -0.0579092 -0.0362009 264s [36,] 4.1117242 1.16638974 0.982790 -0.266009 0.0728797 -0.0018914 264s [37,] 0.8415225 2.46677043 -0.526780 0.167456 -0.2370116 -0.0731483 264s [38,] 2.0528334 2.09648023 0.220912 0.206722 -0.1924842 0.0676382 264s [39,] -1.4493644 1.14916103 0.904194 0.455498 0.0678893 -0.1476540 264s [40,] 3.4867792 -1.82367389 0.730183 0.499859 0.2327704 -0.1518819 264s [41,] 4.0222120 1.34765470 0.580852 -0.453301 0.2482908 -1.5306566 264s [42,] 6.4789035 -1.25599522 1.644194 0.381331 0.1699942 0.1847594 264s [43,] 3.1529354 0.44884526 -0.967114 -0.220364 0.0037036 0.0802727 264s [44,] 5.3344976 -0.47975673 0.642789 0.298705 0.9983145 -0.1310548 264s [45,] 0.0325597 0.49900084 0.076948 0.486521 0.1642679 0.1392696 264s [46,] 0.1014401 1.97657735 0.733879 0.127235 0.0650844 -0.0144271 264s [47,] 2.7217685 -0.37859042 -3.696163 0.355401 -0.4123714 0.2114024 264s [48,] 0.2292225 1.01473918 -1.115726 0.434557 0.2668316 0.0103147 264s [49,] -2.2803784 0.59474034 -1.783003 0.549252 0.4660435 -0.0802352 264s [50,] 3.1560404 -2.84820361 0.913015 0.077151 0.5803961 0.0350246 264s [51,] -1.4680905 -0.43078891 -1.733657 0.074684 0.0026718 0.0819023 264s [52,] -5.2469034 0.48385240 -1.246027 0.081379 0.2380924 -0.1663831 264s [53,] -0.7670982 0.00234561 -0.923030 -0.366820 0.1582141 0.0508747 264s [54,] -0.2428655 0.04714401 -0.217187 -0.059549 0.1762969 0.0806339 264s [55,] 0.8723441 0.66109329 -0.224917 -0.360607 -0.0638127 0.1310131 264s [56,] 0.0019700 -0.67624071 0.081304 -0.182908 0.1045597 -0.0281936 264s [57,] -1.3684663 -0.00045069 0.860560 -0.350684 -0.1443970 -0.2270651 264s [58,] 0.0079047 1.36376727 0.750919 -0.437914 -0.1894910 0.2345556 264s [59,] -1.7430794 -1.06973583 -0.569381 -0.055139 -0.1582790 -0.0873605 264s [60,] -1.5171606 -0.69340281 -0.287048 -0.136559 -0.3871182 0.1606979 264s [61,] -0.0955085 -1.64221260 0.263650 -0.265665 -0.0808644 -0.0476862 264s [62,] 2.2259171 -2.22161516 0.426279 0.027834 0.2924338 -0.1784242 264s [63,] 2.7573525 -0.11785122 0.391113 -0.094032 -0.3184760 0.4251268 264s [64,] 2.7573525 -0.11785122 0.391113 -0.094032 -0.3184760 0.4251268 264s [65,] -0.5520071 -2.86186682 0.746248 0.109945 0.0556927 -0.0135739 264s [66,] -2.4472964 -0.94969715 -0.329042 -0.113895 -0.2728443 -0.0523337 264s [67,] 0.1790969 -1.29190443 0.146657 0.140234 0.1534048 0.2318353 264s [68,] -0.8017055 -1.93331421 -1.968273 0.017854 0.1287513 -0.2306786 264s [69,] -0.7356418 -0.68868398 -0.075215 -0.156944 0.0302876 0.4232626 264s [70,] 3.8821693 5.16959880 0.215490 -8.985938 5.2189361 -2.8089276 264s [71,] -2.3478937 -1.60220695 0.058822 -0.111845 -0.0539018 0.0087982 264s [72,] 2.3676739 -0.70331436 -0.214457 -0.307311 -0.1582719 0.3995413 264s [73,] -1.9906385 -2.60946629 -0.730312 0.485522 -0.2391998 0.1009341 264s [74,] -11.2435515 1.44868683 2.482678 0.026711 0.4922865 -0.2822136 264s [75,] 0.0044207 -2.29768358 -0.692425 0.538923 -0.4110598 -0.0824903 264s [76,] -1.4045239 -0.22649785 -1.343257 -0.067382 -0.1322233 -0.1072330 264s [77,] -8.3637576 0.14167751 1.267616 0.384528 -0.0728561 -0.4017300 264s [78,] 1.3022939 -1.47457541 -0.394623 -0.068014 -0.1502832 0.0757414 264s [79,] -0.1950676 -0.58254701 -0.824931 -0.088174 -0.2071634 -0.1896613 264s [80,] -3.4432989 1.73593273 0.777996 0.094211 0.2377017 -0.1520088 264s [81,] 1.2167258 0.77512068 0.085803 -0.214850 -0.2201173 0.0432435 264s [82,] 2.7778798 -1.80071342 0.583878 0.465898 0.0648352 0.2148470 264s [83,] 2.6218578 -0.39825539 -0.553372 -0.145721 -0.0977092 -0.2485337 264s [84,] 0.8946018 0.33790104 -1.974267 0.091828 0.0051986 -0.2606274 264s [85,] 0.7759316 -2.34860124 2.423325 -0.384149 -0.0167182 -0.0353374 264s [86,] 0.6266756 0.87099609 -1.407948 -0.237762 0.0361644 0.1675792 264s PC7 PC8 264s [1,] -0.1014312 1.5884e-03 264s [2,] -0.3831443 1.0212e-03 264s [3,] -0.7164683 1.2035e-03 264s [4,] 0.0892864 3.5409e-04 264s [5,] -0.0943992 1.0547e-03 264s [6,] 0.1184847 1.5031e-03 264s [7,] -0.2509793 1.6850e-05 264s [8,] -0.0136880 7.0308e-04 264s [9,] 0.2238736 -1.9164e-04 264s [10,] 0.0754413 1.3614e-04 264s [11,] 0.0784380 3.5175e-04 264s [12,] 0.2033489 -1.3174e-03 264s [13,] 0.2139525 -1.7101e-03 264s [14,] 0.1209735 -9.1070e-04 264s [15,] 0.2119647 -9.2843e-04 264s [16,] -0.3011483 -2.1474e-03 264s [17,] 0.0660858 -1.9036e-03 264s [18,] -0.5199396 -9.4385e-04 264s [19,] -0.1232622 -1.2649e-03 264s [20,] -0.3900208 -2.6927e-04 264s [21,] 0.0264834 7.6074e-05 264s [22,] -0.0736288 1.7240e-04 264s [23,] -0.2156005 -5.5661e-04 264s [24,] 0.1143327 -2.5248e-04 264s [25,] 0.0481580 -6.1531e-04 264s [26,] -0.0084802 -7.5928e-04 264s [27,] -0.2173883 -3.0971e-04 264s [28,] 0.3288873 -1.8975e-04 264s [29,] 0.0788974 -7.2436e-04 264s [30,] -0.0598663 -3.0463e-04 264s [31,] -0.1511658 -4.8751e-04 264s [32,] -0.0532375 -2.5207e-04 264s [33,] -0.0635290 -3.9270e-04 264s [34,] 0.1598240 1.3024e-04 264s [35,] -0.0355175 -8.5374e-05 264s [36,] -0.0174096 -6.3294e-04 264s [37,] -0.2883141 -5.2809e-04 264s [38,] 0.1426412 5.3331e-04 264s [39,] 0.0313308 4.2738e-04 264s [40,] -0.3536195 -3.4170e-04 264s [41,] -0.3925168 1.4588e-04 264s [42,] -0.0056267 -9.1925e-04 264s [43,] -0.4447402 -1.8415e-04 264s [44,] 0.9184385 -5.9685e-04 264s [45,] -0.0340987 7.2924e-04 264s [46,] -0.0162866 9.7800e-04 264s [47,] 0.2428769 -1.1208e-03 264s [48,] 0.3026758 -4.5769e-04 264s [49,] 0.0246345 -2.6207e-04 264s [50,] 0.0857698 7.6439e-05 264s [51,] 0.1136658 1.3013e-04 264s [52,] 0.3993357 6.2796e-04 264s [53,] -0.1765161 1.1329e-04 264s [54,] 0.0016144 2.5870e-04 264s [55,] 0.1064371 5.8188e-04 264s [56,] 0.0207478 -8.7595e-05 264s [57,] 0.1560065 6.3987e-05 264s [58,] 0.1684561 -5.0193e-05 264s [59,] 0.0778732 -8.5458e-04 264s [60,] 0.0037585 1.0429e-05 264s [61,] -0.0296083 3.1526e-05 264s [62,] 0.0913974 -2.2794e-04 264s [63,] 0.0358917 -7.3721e-04 264s [64,] 0.0358917 -7.3721e-04 264s [65,] 0.1209159 2.9398e-04 264s [66,] -0.0027574 2.9380e-04 264s [67,] -0.0091059 -2.7494e-04 264s [68,] 0.0555970 -3.3016e-04 264s [69,] -0.0149255 -3.1228e-04 264s [70,] 0.9282997 4.7859e-05 264s [71,] 0.2630142 4.2617e-04 264s [72,] 0.1063248 -3.0070e-04 264s [73,] -0.1462452 4.9607e-04 264s [74,] 0.2027591 2.6399e-03 264s [75,] 0.6934350 6.0284e-04 264s [76,] -0.0430524 8.1271e-04 264s [77,] 0.0789302 1.4655e-03 264s [78,] -0.0318359 5.2799e-04 264s [79,] -0.1269568 2.9497e-04 264s [80,] 0.2903958 7.8932e-04 264s [81,] 0.0979443 -3.1531e-04 264s [82,] -0.0548155 4.2140e-04 264s [83,] -0.0371550 -5.6653e-04 264s [84,] -0.0835149 -7.0682e-04 264s [85,] 0.1864954 1.0604e-03 264s [86,] 0.1074252 -7.4859e-04 264s ------------- 264s Call: 264s PcaLocantore(x = x) 264s 264s Standard deviations: 264s [1] 1.08405293 0.65307452 0.28970076 0.11162824 0.09072195 0.06659711 0.05888048 264s [8] 0.00022877 264s ---------------------------------------------------------- 264s bushfire 38 5 5 1.464779 0.043290 264s Scores: 264s PC1 PC2 PC3 PC4 PC5 264s [1,] -69.9562 -13.0364 0.98678 1.054123 2.411188 264s [2,] -71.5209 -10.5459 0.31081 1.631208 1.663470 264s [3,] -63.9308 -7.4622 -2.43241 0.671038 0.465836 264s [4,] -47.0413 -9.6343 -3.83609 0.758349 0.683983 264s [5,] -15.9088 -20.1737 -5.55893 1.181744 -0.053563 264s [6,] 8.3484 -30.7646 -5.51541 1.877227 1.338037 264s [7,] -207.7458 -66.2492 34.48519 -5.894885 -1.051729 264s [8,] -246.4327 -97.0433 -9.57057 22.286225 -9.234869 264s [9,] -247.5984 -98.8613 -12.13406 23.948770 -9.250401 264s [10,] -245.8121 -79.2634 12.47990 13.046128 -5.125478 264s [11,] -246.8887 -62.5899 21.21764 9.111011 -5.080985 264s [12,] -251.1354 -9.2115 31.77448 0.236379 0.707528 264s [13,] -194.0239 27.1288 21.05023 0.940913 1.781359 264s [14,] 51.7182 8.5038 -11.22109 -2.132458 1.984807 264s [15,] 180.5597 -4.8151 -21.36630 -9.390663 -0.817036 264s [16,] 135.7246 -5.0756 -11.33517 -10.015567 -1.670831 264s [17,] 133.0151 -4.0344 -8.95540 -7.702087 -0.923277 264s [18,] 121.2619 -9.0627 -5.96042 -7.210971 -2.092872 264s [19,] 124.9038 -10.6649 -7.22555 -5.349553 -1.771009 264s [20,] 135.5410 -6.8146 -7.52834 -5.562769 -0.396924 264s [21,] 117.1950 -3.5643 -4.67473 -6.862117 -0.234551 264s [22,] 108.9944 -2.3344 -5.90349 -5.928299 1.455538 264s [23,] -21.4031 8.0668 6.19525 -4.784890 0.671394 264s [24,] -76.3499 16.7804 6.52545 -1.391250 1.219282 264s [25,] -12.5732 6.1109 -1.45259 -3.512072 -0.375837 264s [26,] -19.1800 3.4685 -2.02243 -3.490028 -0.169127 264s [27,] -33.6733 12.0757 -3.53322 0.048666 0.067468 264s [28,] -9.3966 21.5055 -5.91671 2.650895 -0.449672 264s [29,] 1.4123 35.8559 -5.98222 5.982362 0.613667 264s [30,] -54.2683 39.6029 7.82694 6.759994 0.035048 264s [31,] 74.8866 34.9048 10.03986 12.592158 0.149308 264s [32,] 331.4144 9.3079 27.73391 17.334531 1.015536 264s [33,] 367.6915 -19.5135 48.52753 10.213314 -1.268047 264s [34,] 363.8686 -20.4079 49.32855 8.986581 -1.930673 264s [35,] 369.4371 -19.5074 49.66761 9.001542 -0.179566 264s [36,] 366.5850 -20.2555 50.30290 7.745330 -2.259131 264s [37,] 364.5463 -19.8198 53.00407 6.757796 -1.083372 264s [38,] 365.9709 -19.3753 53.80168 6.467284 -0.854384 264s ------------- 264s Call: 264s PcaLocantore(x = x) 264s 264s Standard deviations: 264s [1] 1.210280 0.208063 0.177790 0.062694 0.014423 264s ---------------------------------------------------------- 264s ========================================================== 264s > dodata(method="cov") 264s 264s Call: dodata(method = "cov") 264s Data Set n p k e1 e2 264s ========================================================== 264s heart 12 2 2 685.776266 13.127306 264s Scores: 264s PC1 PC2 264s 1 8.18562 1.17998 264s 2 65.41185 -2.80723 264s 3 1.86039 -1.70646 264s 4 -2.26910 2.44051 264s 5 20.19603 -1.47331 264s 6 -14.46264 7.05759 264s 7 6.91264 1.99823 264s 8 -28.95436 -3.81624 264s 9 -0.61523 -1.09711 264s 10 -27.62427 -3.33575 264s 11 -13.17788 0.37931 264s 12 49.94879 -1.62675 264s ------------- 264s Call: 264s PcaCov(x = x) 264s 264s Standard deviations: 264s [1] 26.1873 3.6232 264s ---------------------------------------------------------- 264s starsCYG 47 2 2 0.280150 0.007389 264s Scores: 264s PC1 PC2 264s 1 0.272263 -0.07964458 264s 2 0.804544 0.03382837 264s 3 -0.040587 -0.14464760 264s 4 0.804544 0.03382837 264s 5 0.222468 -0.14305159 264s 6 0.512941 -0.02420304 264s 7 -0.378928 -0.51924735 264s 8 0.341045 0.11236831 264s 9 0.592550 -0.23812462 264s 10 0.163442 -0.06357822 264s 11 0.638370 -1.02323643 264s 12 0.498667 -0.05242075 264s 13 0.476291 0.00142479 264s 14 -0.947664 -0.26343572 264s 15 -0.699020 -0.01711057 264s 16 -0.363464 0.06475681 264s 17 -1.024352 -0.02972862 264s 18 -0.759174 0.12317995 264s 19 -0.786925 -0.06478250 264s 20 0.796654 -1.04660568 264s 21 -0.580307 -0.03463751 264s 22 -0.738591 -0.01126825 264s 23 -0.521748 0.08812607 264s 24 -0.086135 0.09457052 264s 25 0.065975 -0.03907968 264s 26 -0.284322 0.05307219 264s 27 -0.303309 -0.07553370 264s 28 -0.052738 -0.02155274 264s 29 -0.580638 -0.10534741 264s 30 0.953478 -1.07986770 264s 31 -0.527590 0.04855502 264s 32 0.171408 0.12730538 264s 33 0.274054 0.00095808 264s 34 1.192364 -1.10502882 264s 35 -0.628641 -0.08815176 264s 36 0.694595 0.11071187 264s 37 0.167026 0.09762710 264s 38 0.274054 0.00095808 264s 39 0.246168 0.08594248 264s 40 0.617380 -0.06994769 264s 41 -0.329735 0.01934346 264s 42 0.115770 0.02432733 264s 43 0.400071 0.03289494 264s 44 0.392768 -0.01656886 264s 45 0.605229 0.05314718 264s 46 0.036628 0.03601196 264s 47 -0.442606 0.07644144 264s ------------- 264s Call: 264s PcaCov(x = x) 264s 264s Standard deviations: 264s [1] 0.529292 0.085957 264s ---------------------------------------------------------- 264s phosphor 18 2 2 288.018150 22.020514 264s Scores: 264s PC1 PC2 264s 1 2.7987 -19.015683 264s 2 -20.4311 -0.032022 264s 3 -21.8198 4.589809 264s 4 -11.7869 -6.837833 264s 5 -16.9357 2.664785 264s 6 12.9132 -25.602526 264s 7 1.5249 -6.351664 264s 8 -8.0984 2.416616 264s 9 -8.6979 4.843680 264s 10 14.3903 -12.732868 264s 11 -2.9462 -0.760656 264s 12 11.7427 2.991004 264s 13 14.8400 0.459849 264s 14 9.2449 3.095095 264s 15 19.4860 -3.336883 264s 16 -9.4156 -7.096788 264s 17 23.3759 -1.737460 264s 18 19.9173 5.092467 264s ------------- 264s Call: 264s PcaCov(x = x) 264s 264s Standard deviations: 264s [1] 16.9711 4.6926 264s ---------------------------------------------------------- 264s stackloss 21 3 3 28.153060 8.925048 264s Scores: 264s PC1 PC2 PC3 264s [1,] 10.538448 13.596944 12.84989 264s [2,] 9.674846 14.098881 12.89733 264s [3,] 8.993255 9.221043 9.94062 264s [4,] 1.744427 3.649104 0.17292 264s [5,] 0.980215 2.223126 1.34874 264s [6,] 1.362321 2.936115 0.76083 264s [7,] 6.926040 0.637480 -0.11170 264s [8,] 6.926040 0.637480 -0.11170 264s [9,] 0.046655 0.977727 -2.46930 264s [10,] -7.909092 0.926343 0.80232 264s [11,] -0.136672 -3.591094 0.37539 264s [12,] -1.382381 -3.802146 1.01074 264s [13,] -6.181887 -0.077532 0.70744 264s [14,] 3.699843 -4.885854 -0.40226 264s [15,] -2.768005 -7.507870 -6.08487 264s [16,] -5.358811 -6.002058 -5.94256 264s [17,] -17.067135 1.738055 -5.86637 264s [18,] -11.021920 -1.775507 -6.19842 264s [19,] -9.776212 -1.564455 -6.83377 264s [20,] -6.075508 0.369252 -2.08345 264s [21,] 6.301743 2.706174 8.79509 264s ------------- 264s Call: 264s PcaCov(x = x) 264s 264s Standard deviations: 264s [1] 5.3059 2.9875 1.3020 264s ---------------------------------------------------------- 264s salinity 28 3 3 11.801732 3.961826 264s Scores: 264s PC1 PC2 PC3 264s 1 -1.59888 1.582157 0.135248 264s 2 -2.26975 2.429177 1.107832 264s 3 -6.79543 -2.034636 0.853876 264s 4 -6.36795 -0.602960 -0.267268 264s 5 -6.42044 -1.520259 5.022962 264s 6 -5.13821 1.225470 0.016977 264s 7 -3.24014 1.998671 -0.123418 264s 8 -0.93998 2.789889 -0.515656 264s 9 -0.30856 -2.424345 -1.422752 264s 10 2.20362 -2.800513 1.142127 264s 11 1.38120 -2.076832 2.515630 264s 12 0.44997 0.207439 -0.152835 264s 13 1.21669 1.193701 -0.277116 264s 14 3.31664 1.306627 1.213342 264s 15 2.08484 -3.774814 0.905400 264s 16 -3.64862 -4.677257 9.046484 264s 17 -0.46124 -1.411762 1.706719 264s 18 -2.13038 0.890401 -0.633349 264s 19 -0.23610 -2.262304 -1.885048 264s 20 1.70337 -1.970773 -0.781880 264s 21 2.67273 1.038742 -0.610945 264s 22 4.24561 1.547290 0.108927 264s 23 2.99619 -4.785343 3.094945 264s 24 1.64474 -3.564562 3.432429 264s 25 1.11703 -1.158030 0.237700 264s 26 2.30707 0.069668 -0.735809 264s 27 3.59356 0.860498 -0.611380 264s 28 4.57550 1.300407 0.589307 264s ------------- 264s Call: 264s PcaCov(x = x) 264s 264s Standard deviations: 264s [1] 3.43536 1.99043 0.94546 264s ---------------------------------------------------------- 264s hbk 75 3 3 1.436470 1.181766 264s Scores: 264s PC1 PC2 PC3 264s 1 31.105415 -4.714217 10.4566165 264s 2 31.707650 -5.748724 10.7682402 264s 3 33.366131 -4.625897 12.1570167 264s 4 34.173377 -6.069657 12.4466895 264s 5 33.780418 -5.508823 11.9872893 264s 6 32.493478 -4.684595 10.5679819 264s 7 32.592637 -5.235522 10.3765493 264s 8 31.293363 -4.865797 10.9379676 264s 9 33.160964 -5.714260 12.3098920 264s 10 31.919786 -5.384537 12.3374332 264s 11 38.231962 -6.810641 13.5994385 264s 12 39.290479 -5.393906 15.2942554 264s 13 39.418445 -7.326461 11.5194898 264s 14 43.906584 -13.214819 8.3282743 264s 15 1.906326 0.716061 -0.8635112 264s 16 0.263255 0.926016 -1.9009292 264s 17 -1.776489 -1.072332 -0.5496140 264s 18 0.464648 0.702441 0.0482897 264s 19 0.267826 -1.283779 -0.2925812 264s 20 2.122108 0.165970 -0.8924686 264s 21 0.937217 0.548532 -0.4132196 264s 22 0.423273 -1.781869 -0.0323061 264s 23 0.047532 0.018909 -1.1259327 264s 24 -0.490041 -0.520202 -1.1065753 264s 25 -2.143049 0.720869 -0.0495474 264s 26 1.094748 -1.459175 0.2226246 264s 27 2.070705 0.898573 0.0023229 264s 28 -0.294998 0.830258 0.5929001 264s 29 -1.242995 0.300216 -0.2010507 264s 30 0.147958 0.439099 2.0003038 264s 31 0.170818 1.440946 -0.9755627 264s 32 -0.958531 -1.199730 -1.0129867 264s 33 0.697307 -0.874343 -0.7260649 264s 34 -2.278946 0.261106 0.4196544 264s 35 1.962829 0.809318 0.2033113 264s 36 0.626631 -0.600666 0.8004036 264s 37 0.550885 -1.881448 0.7382776 264s 38 -1.249717 0.336214 -0.9349845 264s 39 -1.106696 1.569418 0.1869576 264s 40 -0.684034 -0.939963 -0.1034965 264s 41 1.559314 1.551408 0.3660323 264s 42 -0.538741 -0.447358 1.6361099 264s 43 -0.252685 -2.080564 -0.7765259 264s 44 0.217012 1.027281 1.7015154 264s 45 -1.497600 1.349234 -0.2698932 264s 46 0.100388 1.026443 1.5390401 264s 47 -0.811117 2.195271 -0.5208141 264s 48 1.462210 1.321318 0.5600144 264s 49 1.383976 0.740714 -0.7348906 264s 50 1.636773 -0.215464 0.3195369 264s 51 -0.530918 0.759743 -1.2069247 264s 52 -0.109566 2.107455 -0.5315473 264s 53 -0.564334 -0.060847 2.3910630 264s 54 -0.272234 -1.122711 -1.5060028 264s 55 -0.608660 -1.197219 -0.5255609 264s 56 0.565430 -0.710345 -1.3708230 264s 57 -1.115629 0.888816 -0.4186014 264s 58 1.351288 -0.374815 -1.1980618 264s 59 0.998016 -0.151228 0.9007970 264s 60 0.124017 -0.764846 1.9005963 264s 61 1.189858 -1.905264 0.7721322 264s 62 -2.190589 0.579614 -0.1377914 264s 63 -0.518278 -0.931130 -1.4534768 264s 64 2.124566 0.194391 -0.0327092 264s 65 0.154218 1.050861 1.1309885 264s 66 -1.197852 -1.044147 -0.2265269 264s 67 -0.114174 -0.094763 -0.5168926 264s 68 -2.201115 0.032271 0.8573493 264s 69 -1.307843 1.104815 -0.7741270 264s 70 0.691449 -0.676665 1.0004603 264s 71 1.150975 0.050861 -0.0717068 264s 72 -0.457293 -0.861871 0.1026350 264s 73 -0.392258 -0.897451 0.9178065 264s 74 -0.584658 -1.450471 0.3201857 264s 75 -0.972517 -0.063777 1.8223995 264s ------------- 264s Call: 264s PcaCov(x = x) 264s 264s Standard deviations: 264s [1] 1.1985 1.0871 1.0086 264s ---------------------------------------------------------- 264s milk 86 8 8 5.758630 2.224809 264s Scores: 264s PC1 PC2 PC3 PC4 PC5 PC6 264s 1 5.7090867 1.388263 0.0055924 0.3510505 -0.7335114 -1.41950731 264s 2 6.5825186 0.480410 -1.1356236 -0.3250838 -0.7343177 -1.71595400 264s 3 0.7433619 -1.749281 0.2510521 0.3450575 0.2996413 -0.34585702 264s 4 5.5733255 -1.588521 0.8934908 -0.3412408 0.0087626 0.07235942 264s 5 -1.3030839 0.142394 0.8487785 -0.5847851 0.0588053 -0.08968553 264s 6 1.7708705 0.674240 -0.4153759 -0.1915734 0.1382138 0.12454293 264s 7 2.3570866 0.381017 -0.8771357 -0.3739365 0.2918453 0.13437364 264s 8 2.5700714 0.695006 0.0061108 -0.4323695 0.1643797 -0.00469369 264s 9 -1.1725766 -2.713291 1.0677483 -0.0647875 0.1183120 -0.10762785 264s 10 -3.1357225 -1.255175 0.0666017 0.5083690 -0.1096080 -0.00647493 264s 11 -9.5333894 -1.608943 2.7307809 0.1690156 -0.1682415 -0.06597478 264s 12 -13.6028505 0.941083 2.0136258 -0.1076520 -0.0475905 -0.15295614 264s 13 -10.9497471 0.048776 -0.8765307 0.1518572 0.1428294 -0.00064406 264s 14 -12.6558378 -0.219444 1.1396273 -0.3734679 0.2875578 -0.23870524 264s 15 -10.6924790 -1.818075 3.4560731 -0.1177943 0.1101199 -0.19708172 264s 16 -3.0258070 -0.203186 1.2835368 0.5799363 0.3237454 0.23168871 264s 17 -0.7498665 -2.977505 1.6310512 0.6305329 0.3994006 0.06594881 264s 18 -2.5093526 0.924459 0.0899818 -0.4026675 0.2963072 0.11324019 264s 19 -1.9689970 -1.051282 1.4659908 0.3870104 -0.0708083 -0.02148354 264s 20 0.2695886 -1.646440 0.7597630 0.1750131 -0.3418142 0.21515143 264s 21 -3.3470252 1.989939 0.2887021 -0.3599779 0.0771965 0.16867095 264s 22 -1.4659204 0.777242 0.4090149 -0.1248050 0.1916768 -0.23160291 264s 23 -0.4944476 1.634130 0.8915509 0.1222296 -0.1231015 -0.08351169 264s 24 -0.8945477 1.239223 1.1117165 0.6018455 0.0912200 -0.01204668 264s 25 -4.1499992 1.860190 1.6062973 -0.2139736 -0.1140169 0.16632426 264s 26 -1.2647012 1.188058 1.1893430 -0.2740862 -0.0971504 -0.09851714 264s 27 -3.4280131 -0.267150 1.1969552 0.0354366 0.8482718 -0.18977667 264s 28 1.6896630 3.793723 0.7706325 0.1007287 0.0317704 -0.11269816 264s 29 3.9258127 1.691428 0.1850999 0.4485202 -0.2969916 0.16594044 264s 30 0.3178322 1.577233 0.4455231 -0.1687197 -0.1587136 -0.00823174 264s 31 0.9562350 2.258138 -1.4672169 0.2675668 0.1910110 0.03177387 264s 32 0.6738452 0.470764 -1.3496896 0.3524049 0.2008218 -0.36957179 264s 33 1.5980690 0.413899 0.1999664 0.4232293 0.0768479 -0.04627841 264s 34 0.4365091 -0.626490 0.4718364 0.3392252 0.2554060 -0.19018602 264s 35 -1.1184804 2.124234 0.2650931 0.4791171 0.2927791 -0.01579964 264s 36 3.6673986 1.659798 0.6138972 -0.1092158 -0.2705583 -0.16494176 264s 37 0.0867143 2.541765 -0.4572593 0.0024263 0.2163300 -0.20116352 264s 38 1.4191839 2.315690 0.1365887 0.1028375 0.1595780 -0.02049460 264s 39 -1.8062960 0.845438 1.1469588 0.5022406 0.1603011 -0.08751261 264s 40 3.4380914 -1.358545 0.1956896 0.6314649 0.0716078 -0.21591535 264s 41 3.4608782 1.828575 0.2012565 0.1064437 -0.7454169 -1.64629924 264s 42 6.4162310 -0.402642 0.8070441 0.5146855 0.0331594 0.04373032 264s 43 2.5906567 0.897993 -1.2612252 -0.2620162 -0.1432569 -0.10279385 264s 44 5.0299750 0.203721 0.0439110 0.8775684 -0.9536011 0.15153452 264s 45 -0.3555392 0.454930 0.1173992 0.4688991 0.1137820 0.18752442 264s 46 -0.4155426 1.892410 0.8649578 0.1827426 -0.0186113 -0.04029205 264s 47 1.9328817 0.121936 -3.9578157 -0.1135807 0.2971001 0.18733657 264s 48 -0.3947656 1.028405 -1.0370498 0.4467257 -0.1445498 0.16878692 264s 49 -2.8829860 0.279064 -1.4443310 0.5889970 -0.1883118 0.16947945 264s 50 3.2797246 -2.443968 0.4100655 0.4278962 -0.4414712 0.08598366 264s 51 -1.9272930 -0.622137 -1.5136862 -0.0483369 -0.0272502 0.16006066 264s 52 -5.7161590 -0.298434 -0.5216578 0.1385780 -0.2435931 0.10628617 264s 53 -1.1933277 -0.125878 -0.7556261 -0.3129372 -0.3166453 0.03078643 264s 54 -0.5994394 -0.031069 -0.1296378 0.0061490 -0.1869578 0.09839221 264s 55 0.4104586 0.733465 -0.2088065 -0.3645266 -0.1830137 0.04705775 264s 56 -0.2227671 -0.724741 0.1007592 -0.0838897 -0.1939960 -0.04223579 264s 57 -1.5706297 -0.292436 1.0849660 -0.2559591 -0.0917278 -0.27423151 264s 58 -0.4102168 1.263831 0.9082556 -0.4592777 -0.0676902 0.11089798 264s 59 -1.9640736 -1.340173 -0.3652736 -0.1267573 0.0775692 -0.07977644 264s 60 -1.7490968 -0.941370 -0.0849901 -0.3453455 0.2858594 0.06413468 264s 61 -0.1583416 -1.699326 0.2385988 -0.2231496 -0.0513883 -0.12227279 264s 62 2.2124878 -1.942366 0.0743514 0.2627321 -0.2844018 -0.15848039 264s 63 2.4578489 0.226019 0.1148050 -0.2715718 0.2322085 0.22346659 264s 64 2.4578489 0.226019 0.1148050 -0.2715718 0.2322085 0.22346659 264s 65 -0.3779208 -2.987354 0.6819006 0.1942611 0.0529259 0.01315140 264s 66 -2.6385498 -1.331204 -0.0367809 -0.2327572 0.1845076 -0.08521680 264s 67 0.0526645 -1.301299 0.0912198 0.1634869 -0.0068236 0.24131589 264s 68 -1.1013065 -2.004809 -1.9168056 0.0260663 -0.2029903 -0.12625268 264s 69 -0.9495853 -0.831697 0.0389476 -0.2123483 -0.0202267 0.38463410 264s 70 2.6935893 5.369312 0.6987368 -4.5754846 -9.6833013 -2.32910628 264s 71 -2.4037611 -1.983509 0.3109848 -0.1015686 -0.0071432 0.06410351 264s 72 2.0795505 -0.392730 -0.4534128 -0.4054224 -0.0312781 0.25408988 264s 73 -2.0038405 -2.874605 -0.6269939 0.2408421 0.5184666 0.11140104 264s 74 -11.2683996 -0.361851 3.9219448 0.4045689 -0.2203308 0.05930132 264s 75 -0.1028287 -2.295813 -0.7769187 0.3071821 0.4537196 0.00522380 264s 76 -1.8466137 -0.425825 -1.1261209 -0.1760585 0.0165729 -0.10698465 264s 77 -8.4124493 -1.174820 2.2700712 0.4213953 0.3446597 -0.20636892 264s 78 1.1103236 -1.299480 -0.5787732 -0.1455945 0.0732148 -0.01806218 264s 79 -0.5451834 -0.620170 -0.7830595 -0.1746479 0.0723052 -0.26017118 264s 80 -3.8647223 1.126328 1.3299567 0.2645241 -0.1881443 0.00485531 264s 81 0.7690939 0.887363 0.0513096 -0.2730980 0.0076447 -0.07590882 264s 82 2.7287618 -1.435327 0.1602865 0.4465859 0.2129425 0.16104418 264s 83 2.2241485 -0.042822 -0.8316486 -0.1230697 -0.1193057 -0.35207561 264s 84 0.2452905 0.491732 -2.0050683 0.0286567 -0.1159415 -0.24887542 264s 85 1.0655845 -2.360746 2.2456131 -0.1479972 -0.1186670 -0.14020891 264s 86 -0.0091659 0.952208 -1.3429189 -0.2944676 -0.2433277 0.15354490 264s PC7 PC8 264s 1 -0.09778744 2.3157e-03 264s 2 0.05189698 1.8077e-03 264s 3 0.70506895 1.2838e-03 264s 4 -0.08541140 3.2781e-04 264s 5 0.11768945 8.3496e-04 264s 6 -0.17886391 1.5222e-03 264s 7 0.14143613 1.3261e-04 264s 8 -0.07724578 7.1241e-04 264s 9 -0.12298048 -7.0110e-04 264s 10 0.07569878 2.3093e-05 264s 11 0.29299858 -3.4542e-04 264s 12 0.07764899 -2.1390e-03 264s 13 -0.08945524 -2.2633e-03 264s 14 0.03597787 -1.8891e-03 264s 15 0.11780498 -2.0279e-03 264s 16 0.46501534 -2.3266e-03 264s 17 0.08603290 -2.4073e-03 264s 18 0.52605757 -9.8822e-04 264s 19 0.31007227 -1.3919e-03 264s 20 0.61582059 -2.3549e-05 264s 21 0.01199350 -6.1649e-05 264s 22 0.03654587 1.3302e-05 264s 23 0.27549986 -3.6759e-04 264s 24 -0.04155354 -2.9882e-04 264s 25 0.11473708 -7.9629e-04 264s 26 0.06673183 -8.3728e-04 264s 27 0.16937729 -9.5775e-04 264s 28 -0.41753592 -7.5544e-05 264s 29 -0.03693100 -2.2481e-04 264s 30 0.08461537 -1.3611e-04 264s 31 0.02476253 -1.4319e-04 264s 32 -0.09756048 -1.2234e-04 264s 33 0.06442434 -2.4915e-04 264s 34 -0.17828409 -9.5882e-05 264s 35 0.00881239 -7.1427e-05 264s 36 -0.01041003 -2.8489e-04 264s 37 0.15994729 -3.1472e-04 264s 38 -0.22386895 6.1384e-04 264s 39 0.03666242 2.8506e-04 264s 40 0.35883231 -8.3062e-05 264s 41 0.18521851 8.5509e-04 264s 42 0.00733985 -6.4477e-04 264s 43 0.35466617 3.2923e-04 264s 44 -0.74952524 -7.6869e-05 264s 45 0.09907237 7.9128e-04 264s 46 0.05119980 1.0606e-03 264s 47 -0.48571583 -9.3780e-04 264s 48 -0.27463442 -2.7037e-04 264s 49 0.06787536 -3.0554e-05 264s 50 0.08499400 3.1181e-04 264s 51 -0.09197457 1.1213e-04 264s 52 -0.24513244 3.9100e-04 264s 53 0.24012780 3.2068e-04 264s 54 0.07999888 3.5689e-04 264s 55 -0.09825475 6.6675e-04 264s 56 0.05133674 -7.2984e-05 264s 57 -0.10302363 -2.0693e-04 264s 58 -0.12323360 -1.6620e-04 264s 59 -0.05119989 -1.1016e-03 264s 60 0.00082131 -3.2951e-04 264s 61 0.08128272 -1.1550e-04 264s 62 -0.01789040 -1.1579e-04 264s 63 -0.07188070 -7.8367e-04 264s 64 -0.07188070 -7.8367e-04 264s 65 0.00917085 -2.6800e-05 264s 66 0.03121573 -5.3492e-05 264s 67 0.12202335 -3.0466e-04 264s 68 -0.04764366 -2.6126e-04 264s 69 0.13828337 -3.9331e-04 264s 70 0.10401069 4.2870e-03 264s 71 -0.14369640 3.7669e-05 264s 72 -0.10334451 -2.6456e-04 264s 73 0.17655402 1.0917e-04 264s 74 0.26779696 1.8685e-03 264s 75 -0.75016549 2.1079e-05 264s 76 0.01802016 7.7555e-04 264s 77 0.13081368 6.4286e-04 264s 78 0.01409131 4.9476e-04 264s 79 0.06643384 2.6590e-04 264s 80 -0.12624376 5.9801e-04 264s 81 -0.14074469 -3.2172e-04 264s 82 0.09228230 4.4064e-04 264s 83 -0.06352151 -3.6274e-04 264s 84 -0.02642452 -3.9742e-04 264s 85 -0.03502188 6.9814e-04 264s 86 -0.11749109 -5.1283e-04 264s ------------- 264s Call: 264s PcaCov(x = x) 264s 264s Standard deviations: 264s [1] 2.39971451 1.49157920 0.93184037 0.33183258 0.19628996 0.16485446 0.12784351 264s [8] 0.00052622 264s ---------------------------------------------------------- 264s bushfire 38 5 5 11393.979994 197.523453 264s Scores: 264s PC1 PC2 PC3 PC4 PC5 264s 1 -91.383 -16.17804 0.56195 -0.252428 1.261840 264s 2 -93.033 -13.93251 -0.67212 0.042287 0.470924 264s 3 -85.400 -10.72512 -3.09832 -1.224797 -0.504718 264s 4 -68.381 -12.12202 -3.31950 -0.676880 -0.228383 264s 5 -36.742 -21.04171 -1.98872 0.397655 -0.932613 264s 6 -12.095 -30.21719 0.59595 2.100702 0.384714 264s 7 -227.949 -71.40450 35.57308 -7.880296 -2.710415 264s 8 -262.815 -111.81228 -11.04574 2.397832 -13.646407 264s 9 -263.767 -114.13702 -13.71407 3.131736 -13.825200 264s 10 -264.312 -90.69643 9.72320 0.967173 -8.800150 264s 11 -266.681 -72.85993 16.55010 0.291092 -8.373583 264s 12 -274.050 -18.41395 20.74273 -2.464589 -1.505967 264s 13 -218.299 19.16040 7.69765 0.069012 0.054846 264s 14 29.646 10.52526 -7.50754 0.855493 1.966680 264s 15 159.575 3.86633 -6.95837 -2.753953 0.616068 264s 16 114.286 2.47164 0.62690 -3.146317 -0.501623 264s 17 111.289 3.45086 1.97182 -0.303064 -0.094416 264s 18 99.626 -1.80416 4.88197 -0.013096 -1.438397 264s 19 103.353 -3.50426 3.58993 1.578169 -1.317194 264s 20 113.769 0.84544 3.28254 2.204926 0.131167 264s 21 95.186 3.50703 4.97153 0.916181 0.351658 264s 22 86.996 4.00938 2.95209 1.281788 1.920404 264s 23 -44.232 8.50898 6.30689 -1.038871 0.400078 264s 24 -99.527 13.81377 1.75130 -0.260669 0.394804 264s 25 -34.855 5.99709 -0.57224 -1.660513 -0.620158 264s 26 -41.265 2.94659 -1.04825 -2.243950 -0.440017 264s 27 -56.148 10.14428 -5.41858 0.321752 -0.608412 264s 28 -32.366 20.27795 -8.60687 3.806572 -1.267249 264s 29 -22.438 34.73585 -11.19123 8.296154 -0.511610 264s 30 -79.035 37.05713 -1.51591 9.892959 -1.618635 264s 31 49.465 39.37414 5.95714 22.874813 -1.883481 264s 32 304.825 30.19205 37.68900 45.175923 -1.293939 264s 33 341.237 7.04985 65.43451 44.553009 -3.148116 264s 34 337.467 6.16879 66.48222 43.278480 -3.688631 264s 35 342.929 7.38548 66.91291 43.941556 -1.937887 264s 36 340.143 6.70203 67.85433 42.479161 -3.873639 264s 37 337.931 7.43184 70.50828 42.333220 -2.645830 264s 38 339.281 8.07267 71.34405 42.400459 -2.392774 264s ------------- 264s Call: 264s PcaCov(x = x) 264s 264s Standard deviations: 264s [1] 106.7426 14.0543 4.9184 1.8263 1.0193 264s ---------------------------------------------------------- 264s ========================================================== 264s > dodata(method="grid") 264s 264s Call: dodata(method = "grid") 264s Data Set n p k e1 e2 264s ========================================================== 264s heart 12 2 2 516.143549 23.932102 264s Scores: 264s PC1 PC2 264s [1,] 6.4694 3.8179 264s [2,] 61.7387 19.1814 264s [3,] 1.4722 -1.0161 264s [4,] -3.8056 1.5127 264s [5,] 18.6760 5.3303 264s [6,] -16.8411 1.7900 264s [7,] 4.9962 4.1638 264s [8,] -26.8665 -13.3010 264s [9,] -1.0648 -1.2690 264s [10,] -25.7734 -12.4037 264s [11,] -13.3987 -4.0751 264s [12,] 46.7700 15.1272 264s ------------- 264s Call: 264s PcaGrid(x = x) 264s 264s Standard deviations: 264s [1] 22.719 4.892 264s ---------------------------------------------------------- 264s starsCYG 47 2 2 0.473800 0.026486 264s Scores: 264s PC1 PC2 264s [1,] 0.181489 -0.0300854 264s [2,] 0.695337 0.1492475 264s [3,] -0.120738 -0.1338110 264s [4,] 0.695337 0.1492475 264s [5,] 0.140039 -0.0992368 264s [6,] 0.413314 0.0551030 264s [7,] -0.409428 -0.5478860 264s [8,] 0.225647 0.1690378 264s [9,] 0.519123 -0.1471454 264s [10,] 0.071513 -0.0277935 264s [11,] 0.663045 -0.9203119 264s [12,] 0.402691 0.0253179 264s [13,] 0.373739 0.0759321 264s [14,] -1.005756 -0.3654219 264s [15,] -0.789968 -0.0898580 264s [16,] -0.467328 0.0334465 264s [17,] -1.111148 -0.1431778 264s [18,] -0.867242 0.0417806 264s [19,] -0.871200 -0.1481782 264s [20,] 0.823011 -0.9236455 264s [21,] -0.669994 -0.0923582 264s [22,] -0.829959 -0.0890246 264s [23,] -0.627294 0.0367802 264s [24,] -0.195929 0.0978059 264s [25,] -0.028257 -0.0157122 264s [26,] -0.387346 0.0317797 264s [27,] -0.390054 -0.0981920 264s [28,] -0.148231 -0.0132120 264s [29,] -0.661454 -0.1625514 264s [30,] 0.982767 -0.9369769 264s [31,] -0.628127 -0.0032112 264s [32,] 0.055476 0.1625819 264s [33,] 0.173158 0.0501056 264s [34,] 1.222924 -0.9319795 264s [35,] -0.711235 -0.1515118 264s [36,] 0.576613 0.2117347 264s [37,] 0.054851 0.1325884 264s [38,] 0.173158 0.0501056 264s [39,] 0.134833 0.1309216 264s [40,] 0.522665 0.0228177 264s [41,] -0.428171 -0.0073782 264s [42,] 0.013192 0.0534392 264s [43,] 0.294173 0.0975945 264s [44,] 0.293132 0.0476054 264s [45,] 0.495172 0.1434167 264s [46,] -0.066790 0.0551060 264s [47,] -0.547311 0.0351134 264s ------------- 264s Call: 264s PcaGrid(x = x) 264s 264s Standard deviations: 264s [1] 0.68833 0.16275 264s ---------------------------------------------------------- 264s phosphor 18 2 2 392.155327 50.657228 264s Scores: 264s PC1 PC2 264s 1 5.6537 -15.2305 264s 2 -21.2150 -1.8862 264s 3 -23.5966 2.3112 264s 4 -11.2742 -6.6000 264s 5 -18.4067 1.5202 264s 6 16.9795 -19.4039 264s 7 1.5964 -3.1666 264s 8 -9.7354 3.2429 264s 9 -10.8594 5.4759 264s 10 15.5585 -6.5279 264s 11 -4.0058 1.2905 264s 12 9.4815 8.2139 264s 13 13.0640 6.4346 264s 14 7.0230 7.7600 264s 15 18.4378 3.7658 264s 16 -8.9047 -6.3253 264s 17 21.8748 6.1900 264s 18 16.9843 12.0801 264s ------------- 264s Call: 264s PcaGrid(x = x) 264s 264s Standard deviations: 264s [1] 19.8029 7.1174 264s ---------------------------------------------------------- 264s stackloss 21 3 3 109.445054 16.741203 264s Scores: 264s PC1 PC2 PC3 264s [1,] 15.136434 14.82909 -2.0387704 264s [2,] 14.393636 15.46816 -1.8391595 264s [3,] 12.351209 10.12290 -2.3458098 264s [4,] 2.510036 2.07589 1.8251581 264s [5,] 1.767140 1.78527 -0.0088651 264s [6,] 2.138588 1.93058 0.9081465 264s [7,] 6.966825 -1.75851 0.6274924 264s [8,] 6.966825 -1.75851 0.6274924 264s [9,] -0.089513 -1.09062 2.2894224 264s [10,] -7.146340 2.65628 -0.8983590 264s [11,] -0.461157 -3.09532 -2.6948576 264s [12,] -1.575403 -2.60157 -3.4122582 264s [13,] -5.660744 1.37815 -1.2975809 264s [14,] 2.881484 -5.50628 -2.5762898 264s [15,] -4.917360 -9.13772 0.0676942 264s [16,] -7.145755 -7.22052 0.6665270 264s [17,] -17.173481 1.87173 4.3780920 264s [18,] -11.973894 -2.60174 2.9808153 264s [19,] -10.859648 -3.09549 3.6982160 264s [20,] -6.031899 0.15817 1.2270803 264s [21,] 8.451640 4.98077 -5.4038839 264s ------------- 264s Call: 264s PcaGrid(x = x) 264s 264s Standard deviations: 264s [1] 10.4616 4.0916 2.8271 264s ---------------------------------------------------------- 264s salinity 28 3 3 14.911546 8.034974 264s Scores: 264s PC1 PC2 PC3 264s 1 -2.72400 0.79288 0.688038 264s 2 -3.45684 0.86162 1.941690 264s 3 -5.73471 -4.79507 0.129202 264s 4 -6.17045 -3.04372 -0.352797 264s 5 -4.72453 -5.59543 4.144851 264s 6 -5.75447 -1.07062 0.579975 264s 7 -4.40759 0.47731 0.680203 264s 8 -2.76360 2.30716 0.540271 264s 9 -0.28782 -1.40644 -2.373399 264s 10 2.64361 -1.43362 -0.266957 264s 11 1.91078 -1.66975 1.312215 264s 12 -0.40661 0.68573 -0.200135 264s 13 -0.14911 1.88993 0.044001 264s 14 1.99005 2.43874 1.373229 264s 15 2.88128 -2.21263 -0.863674 264s 16 -0.12935 -8.28831 6.483875 264s 17 -0.16895 -1.68742 0.905190 264s 18 -3.08054 0.23753 -0.269165 264s 19 -0.38685 -1.08501 -2.736860 264s 20 1.45520 -0.33209 -1.686406 264s 21 1.13834 2.53553 -0.381657 264s 22 2.48522 3.42927 0.417050 264s 23 4.56487 -3.36542 0.711908 264s 24 2.94072 -3.08490 1.556939 264s 25 0.82140 -0.26895 -0.406490 264s 26 1.17794 1.61119 -0.863764 264s 27 2.02965 2.80707 -0.489050 264s 28 2.98039 3.21462 0.747622 264s ------------- 264s Call: 264s PcaGrid(x = x) 264s 264s Standard deviations: 264s [1] 3.86155 2.83460 0.95394 264s ---------------------------------------------------------- 264s hbk 75 3 3 3.714805 3.187126 264s Scores: 264s PC1 PC2 PC3 264s 1 8.423138 24.765818 19.413334 264s 2 7.823138 25.295092 20.356662 264s 3 9.023138 27.411905 20.218454 264s 4 8.223138 28.010236 21.568269 264s 5 8.623138 27.442650 21.123471 264s 6 9.123138 25.601873 20.279943 264s 7 8.823138 25.463855 20.770811 264s 8 8.223138 25.264348 19.451646 264s 9 8.023138 27.373593 20.716984 264s 10 7.623138 26.752275 19.666288 264s 11 9.323138 31.108975 24.313778 264s 12 10.323138 33.179719 23.469966 264s 13 10.323138 29.958667 26.231274 264s 14 9.323138 29.345676 34.207755 264s 15 1.723138 -0.077538 0.754886 264s 16 1.423138 -1.818609 -0.080979 264s 17 -1.676862 -1.872341 -0.686878 264s 18 0.623138 -0.077633 -0.548955 264s 19 -0.876862 -0.576068 0.716574 264s 20 1.423138 -0.016144 1.261078 264s 21 0.923138 -0.223313 0.041619 264s 22 -1.276862 -0.299937 1.038679 264s 23 0.323138 -1.327742 0.057038 264s 24 -0.376862 -1.626860 0.034051 264s 25 -0.676862 -1.550331 -2.266849 264s 26 -0.776862 0.290637 1.184359 264s 27 1.623138 0.750760 0.417361 264s 28 0.123138 -0.016334 -1.346603 264s 29 -0.476862 -1.220468 -1.338846 264s 30 -0.476862 1.387213 -1.339036 264s 31 1.423138 -1.059368 -0.824991 264s 32 -1.176862 -1.833934 0.118433 264s 33 -0.176862 -0.691099 0.908323 264s 34 -1.276862 -1.251213 -2.243862 264s 35 1.423138 0.858128 0.325317 264s 36 -0.576862 0.574335 0.102918 264s 37 -1.576862 0.413330 0.892903 264s 38 -0.176862 -1.841691 -1.085702 264s 39 0.423138 -0.752683 -2.205550 264s 40 -1.176862 -0.905930 -0.211430 264s 41 1.723138 0.819721 -0.479993 264s 42 -1.376862 0.666284 -1.093554 264s 43 -1.576862 -1.304659 1.061761 264s 44 0.123138 1.203126 -1.553772 264s 45 0.223138 -1.358581 -2.151818 264s 46 0.123138 1.003714 -1.569097 264s 47 1.323138 -1.159169 -2.136494 264s 48 1.423138 0.919427 -0.472331 264s 49 1.423138 -0.246300 0.340737 264s 50 0.423138 0.727773 0.716479 264s 51 0.623138 -1.665267 -0.771259 264s 52 1.623138 -0.798657 -1.607314 264s 53 -1.376862 1.310494 -1.645816 264s 54 -0.576862 -1.879908 0.716669 264s 55 -1.176862 -1.235698 0.164407 264s 56 0.123138 -1.296997 0.962055 264s 57 0.123138 -1.304849 -1.545920 264s 58 0.723138 -0.714086 1.207441 264s 59 -0.076862 0.881115 0.026199 264s 60 -1.376862 1.226208 -0.549050 264s 61 -1.276862 0.781504 1.322377 264s 62 -0.776862 -1.657699 -2.174806 264s 63 -0.576862 -1.956627 0.409888 264s 64 1.123138 0.712448 0.915891 264s 65 0.323138 0.689271 -1.392672 264s 66 -1.476862 -1.289430 -0.441492 264s 67 -0.076862 -0.905930 -0.211430 264s 68 -1.576862 -0.852389 -2.213213 264s 69 0.323138 -1.696011 -1.676276 264s 70 -0.676862 0.773747 0.118243 264s 71 0.523138 0.152524 0.371386 264s 72 -1.076862 -0.606812 -0.188443 264s 73 -1.376862 0.114117 -0.433924 264s 74 -1.676862 -0.522431 0.018632 264s 75 -1.376862 0.612552 -1.699453 264s ------------- 264s Call: 264s PcaGrid(x = x) 264s 264s Standard deviations: 264s [1] 1.9274 1.7853 1.6714 264s ---------------------------------------------------------- 264s milk 86 8 8 9.206694 2.910585 264s Scores: 264s PC1 PC2 PC3 PC4 PC5 PC6 264s [1,] 6.090978 0.590424 1.1644466 -0.3835606 1.0342867 -0.4752288 264s [2,] 6.903009 -0.575027 0.8613622 -1.1221795 0.7221616 -1.3097951 264s [3,] 0.622903 -1.594239 1.2122863 -0.0555128 0.3252629 -0.2799581 264s [4,] 5.282665 -1.815742 2.2543268 0.9824543 -0.5345577 -0.7331037 264s [5,] -1.039753 0.663906 0.3353811 0.3070599 -0.3224317 -0.4056666 264s [6,] 2.247786 0.218255 -0.3382923 0.1270005 -0.0271307 -0.2035021 264s [7,] 2.784293 -0.291678 -0.4897587 0.0198481 0.0752345 -0.5986846 264s [8,] 2.942266 0.315608 0.1603961 0.3568462 -0.0647311 -0.5316127 264s [9,] -1.420086 -1.751212 1.7027572 0.0708340 -0.9226517 0.0738411 264s [10,] -2.921113 -0.727554 0.0113966 -0.3915037 -0.0772913 0.6062573 264s [11,] -9.568075 0.792291 1.0217507 0.2554182 -0.6254883 0.8899897 264s [12,] -12.885166 3.423607 -1.2579351 -0.4300397 -0.4094558 1.1727128 264s [13,] -10.038470 1.274931 -2.6913262 -1.6219658 -0.3284974 1.1228303 264s [14,] -12.044003 2.096254 -1.2859668 -0.9602250 -0.7937418 0.8264019 264s [15,] -10.798341 1.159257 1.4870766 0.3248231 -1.0787537 0.8723637 264s [16,] -2.841629 0.500846 0.4771762 0.5975365 0.3197882 0.5804087 264s [17,] -1.150691 -1.978038 2.3229313 0.5275273 -0.5339514 0.5421631 264s [18,] -1.992369 1.131288 -0.8385615 0.1156462 0.2253010 -0.3393814 264s [19,] -1.999699 -0.252876 1.2229972 0.5081648 0.0082612 0.3373454 264s [20,] 0.091385 -1.439422 1.1836134 0.6297789 0.0961407 -0.2126653 264s [21,] -2.571346 2.280701 -1.2845660 0.1463583 0.0949331 0.0902039 264s [22,] -0.990078 1.087033 -0.1638640 -0.0351472 0.0743205 -0.0040605 264s [23,] -0.010631 1.704171 0.0038808 0.5765418 0.6086460 0.0329995 264s [24,] -0.440350 1.500798 0.2769870 0.5556999 0.4751445 0.6516120 264s [25,] -3.578249 2.672783 -0.3534268 0.7398104 0.1108289 0.2704730 264s [26,] -0.854914 1.626684 0.2301131 0.5530224 0.0662862 -0.0999969 264s [27,] -3.175381 0.762609 0.5101987 0.0849002 -0.2137237 0.2729808 264s [28,] 2.599844 3.370137 -0.5174736 0.7409946 0.6853156 0.2430943 264s [29,] 4.395534 0.823611 0.1610152 0.8184845 0.7665555 0.0779724 264s [30,] 0.843794 1.438263 -0.2366601 0.4600650 0.3424806 -0.1768083 264s [31,] 1.890815 1.266935 -1.8218143 -0.3909337 0.8390127 0.1026821 264s [32,] 1.300145 -0.085976 -0.8965312 -0.8855787 0.4156780 0.1478055 264s [33,] 1.923087 0.137638 0.3487435 0.2958367 0.4245932 0.1566678 264s [34,] 0.615762 -0.390711 0.8107376 0.0295536 -0.1169590 0.2940241 264s [35,] -0.372946 2.037079 -0.7663299 0.1907237 0.6959350 0.5366205 264s [36,] 4.068134 1.129044 0.5492962 0.7640964 0.4799859 -0.4080205 264s [37,] 0.937617 2.048258 -1.2326566 -0.0942856 0.7885267 -0.1004018 264s [38,] 2.141223 1.877022 -0.5178216 0.3750868 0.4767003 0.1240656 264s [39,] -1.403505 1.327163 0.3165610 0.3989824 0.3505825 0.5915956 264s [40,] 3.337528 -1.689495 1.4737175 0.2584843 0.4308444 -0.0810597 264s [41,] 3.938506 1.384908 0.8103687 -0.5875595 1.1616535 -0.6492603 264s [42,] 6.327471 -1.061362 1.9861187 1.1016484 0.3512405 -0.1540592 264s [43,] 3.120160 -0.064108 -0.8370717 -0.2229341 0.5623447 -0.7152184 264s [44,] 5.290520 -0.669008 0.8597130 0.5518503 0.2470856 0.6454703 264s [45,] 0.058291 0.356399 -0.1896007 0.2427518 0.3705541 0.3975085 264s [46,] 0.150881 1.942057 -0.1140726 0.5656469 0.5227623 0.2151825 264s [47,] 2.870881 -1.446283 -2.8450062 -1.7292144 -0.0888429 -0.1347003 264s [48,] 0.335593 0.500884 -1.3154520 -0.3874864 0.3449038 0.5387692 264s [49,] -2.179494 -0.021237 -1.7792344 -0.8445930 0.4435338 0.6547961 264s [50,] 2.968304 -2.588546 1.8552104 0.4590101 -0.1755089 -0.0550378 264s [51,] -1.399208 -0.820296 -1.3660014 -0.8890243 -0.2344105 0.1236943 264s [52,] -5.112989 0.318983 -1.3852993 -0.8461529 -0.3467685 0.7349666 264s [53,] -0.773103 -0.267333 -0.8154896 -0.3783062 0.0113880 -0.3304648 264s [54,] -0.244565 -0.066211 -0.2541557 0.0043037 0.0390890 0.0074067 264s [55,] 0.894921 0.516411 -0.4443369 0.0708354 -0.0637890 -0.2799646 264s [56,] -0.038706 -0.588256 0.3166588 -0.0196663 -0.1793472 -0.1179341 264s [57,] -1.377469 0.428939 0.7502430 0.1458375 -0.3818977 -0.0380258 264s [58,] 0.042787 1.488605 0.0252606 0.6377516 -0.1524172 -0.1898723 264s [59,] -1.734357 -0.966494 -0.1026850 -0.5656888 -0.4831402 0.0308069 264s [60,] -1.501991 -0.544918 -0.0837127 -0.2362486 -0.5382026 -0.1351338 264s [61,] -0.175102 -1.339436 0.8403933 -0.0907428 -0.4846145 -0.2795153 264s [62,] 2.100915 -2.004702 1.3031556 -0.0041957 -0.2067776 -0.0793613 264s [63,] 2.735432 -0.102018 0.3215454 0.5331904 -0.1499209 -0.3536272 264s [64,] 2.735432 -0.102018 0.3215454 0.5331904 -0.1499209 -0.3536272 264s [65,] -0.665219 -2.325594 1.6287363 0.0607163 -0.6996720 0.1353325 264s [66,] -2.439244 -0.737375 0.0187770 -0.4561269 -0.5425315 -0.0208332 264s [67,] 0.121564 -1.214385 0.4877707 0.1809998 -0.1943262 0.0662506 264s [68,] -0.804267 -2.238327 -0.8547917 -1.3449926 -0.3577254 -0.0293779 264s [69,] -0.761319 -0.676391 -0.0245494 0.2262894 -0.3396872 -0.1166505 264s [70,] 3.385399 4.360467 -0.7946150 -0.0417895 0.4474362 -4.6626174 264s [71,] -2.364955 -1.257673 0.5226907 -0.2346145 -0.7838777 0.1815821 264s [72,] 2.334511 -0.794530 0.0175620 0.1848925 -0.3437761 -0.4522442 264s [73,] -2.023440 -2.449907 0.2525041 -0.6657474 -0.5509480 0.2118442 264s [74,] -11.180192 2.456516 1.1036540 0.8711496 -0.3833194 1.3548314 264s [75,] 0.058297 -2.094811 0.3075211 -0.8052760 -0.9527729 0.5850255 264s [76,] -1.355742 -0.464355 -1.0183333 -0.8525619 -0.1577144 -0.0767323 264s [77,] -8.296881 0.945092 0.8088967 -0.0071463 -0.4527530 1.0614233 264s [78,] 1.251696 -1.460466 0.2511701 -0.2717606 -0.3158308 -0.2964813 264s [79,] -0.192380 -0.662365 -0.3671703 -0.6722658 -0.1243452 -0.2388225 264s [80,] -3.355201 1.915096 -0.1086672 0.3560062 0.0956865 0.6974817 264s [81,] 1.245305 0.736787 -0.1662155 0.1309822 -0.0122872 -0.2182528 264s [82,] 2.679561 -1.666401 1.1576691 0.3960280 -0.0059146 0.0584136 264s [83,] 2.596651 -0.556654 -0.0807307 -0.4468501 0.0964927 -0.3922894 264s [84,] 0.959377 -0.272038 -1.5879803 -1.1153057 0.3412508 -0.1281556 264s [85,] 0.602737 -1.384591 2.8844745 0.9479144 -0.7946454 -0.2014038 264s [86,] 0.698125 0.335743 -1.5248055 -0.4443037 0.0768256 -0.1999790 264s PC7 PC8 264s [1,] 0.9281777 -0.05158594 264s [2,] 0.8397946 -0.04276628 264s [3,] -0.5189230 0.04913688 264s [4,] -0.0178377 0.01578074 264s [5,] -0.0129237 0.01056305 264s [6,] -0.0764270 0.01469518 264s [7,] -0.3059779 0.04237267 264s [8,] -0.0684673 0.02289928 264s [9,] -0.2549733 -0.00832119 264s [10,] -0.0578118 -0.01894694 264s [11,] 0.0415545 -0.03474479 264s [12,] 0.0869267 -0.04485633 264s [13,] -0.2843977 -0.03100709 264s [14,] -0.3375083 -0.02155574 264s [15,] -0.1718828 -0.02996980 264s [16,] -0.4176728 0.03232381 264s [17,] -0.5923252 0.01765700 264s [18,] -0.3190679 0.04476532 264s [19,] -0.0279426 -0.00236626 264s [20,] 0.1299811 0.00586022 264s [21,] 0.0474059 0.00563264 264s [22,] -0.1240299 0.01123557 264s [23,] 0.2232631 0.00551065 264s [24,] 0.0122404 0.00060079 264s [25,] 0.2627442 -0.00824800 264s [26,] 0.2257329 -0.00440907 264s [27,] -0.8496967 0.05266701 264s [28,] 0.3473502 -0.00500580 264s [29,] 0.4172329 -0.00542705 264s [30,] 0.2773880 -0.00014648 264s [31,] -0.1224270 0.02372808 264s [32,] -0.2224748 0.00757892 264s [33,] -0.0633903 0.01236118 264s [34,] -0.2616599 0.00561781 264s [35,] -0.1671986 0.01988458 264s [36,] 0.4502086 -0.00418541 264s [37,] -0.0773232 0.02768282 264s [38,] 0.0464683 0.01134849 264s [39,] -0.0927182 0.00555823 264s [40,] -0.2162796 0.02467605 264s [41,] 0.9440753 -0.04806541 264s [42,] -0.0078920 0.02022925 264s [43,] 0.1152244 0.02074199 264s [44,] 1.0406693 -0.08815111 264s [45,] -0.1376804 0.01424369 264s [46,] 0.1673461 0.00442877 264s [47,] -0.4125225 0.01038694 264s [48,] 0.1556289 -0.02103354 264s [49,] 0.0434415 -0.01782739 264s [50,] 0.2518610 -0.02154540 264s [51,] -0.1186185 -0.00881133 264s [52,] 0.1507435 -0.04523343 264s [53,] 0.2161208 -0.00967982 264s [54,] 0.1374909 -0.00783970 264s [55,] 0.2417108 -0.00895268 264s [56,] 0.1253846 -0.01188643 264s [57,] 0.1390898 -0.01831232 264s [58,] 0.2219634 -0.00364174 264s [59,] -0.2045636 -0.00589047 264s [60,] -0.3679942 0.01673699 264s [61,] -0.0705611 -0.00273407 264s [62,] 0.1447701 -0.02026768 264s [63,] -0.1854788 0.02686899 264s [64,] -0.1854788 0.02686899 264s [65,] -0.2626650 -0.00376657 264s [66,] -0.3044266 0.00484197 264s [67,] -0.1358811 0.00605789 264s [68,] -0.0551482 -0.02379410 264s [69,] -0.0914891 0.00812122 264s [70,] 10.2524854 -0.64367029 264s [71,] -0.1326972 -0.01666774 264s [72,] 0.0051905 0.00656777 264s [73,] -0.8236843 0.03367265 264s [74,] 0.2140104 -0.04092219 264s [75,] -0.5684260 -0.00987116 264s [76,] -0.1225779 -0.00204629 264s [77,] -0.4235612 -0.00450631 264s [78,] -0.1935155 0.00973901 264s [79,] -0.1615883 0.00518643 264s [80,] 0.2915052 -0.02960159 264s [81,] 0.0908823 0.00038216 264s [82,] -0.3392789 0.02605374 264s [83,] 0.1112141 -0.00629308 264s [84,] 0.0510771 -0.00845572 264s [85,] 0.0748700 -0.01174487 264s [86,] 0.2488127 -0.01446339 264s ------------- 264s Call: 264s PcaGrid(x = x) 264s 264s Standard deviations: 264s [1] 3.034253 1.706044 1.167717 0.670864 0.536071 0.396285 0.266625 0.020768 264s ---------------------------------------------------------- 264s bushfire 38 5 5 38232.614428 1580.825276 264s Scores: 264s PC1 PC2 PC3 PC4 PC5 264s [1,] -67.120 -23.70481 -1.06551 1.129721 1.311630 264s [2,] -69.058 -21.42113 -1.54798 0.983735 0.430774 264s [3,] -61.939 -17.23665 -3.81386 -0.635074 -0.600149 264s [4,] -44.952 -16.53458 -5.16114 0.411753 -0.390518 264s [5,] -12.644 -21.62271 -7.14146 3.519877 -1.211923 264s [6,] 12.820 -27.86930 -7.66114 7.230422 0.040330 264s [7,] -194.634 -100.67730 27.43084 -0.026242 -0.134248 264s [8,] -229.349 -129.75912 -19.46346 25.591651 -18.592601 264s [9,] -230.306 -131.28743 -22.22175 27.251157 -19.214683 264s [10,] -231.118 -115.10815 3.70208 16.303210 -10.573515 264s [11,] -234.540 -100.24984 13.67112 10.325539 -8.727961 264s [12,] -246.507 -51.03515 27.61698 -5.352226 0.514087 264s [13,] -195.712 -5.81324 20.04485 -9.226807 1.721886 264s [14,] 49.881 16.90911 -9.97400 -1.900739 2.190429 264s [15,] 179.545 23.96999 -18.71166 -2.987136 1.332713 264s [16,] 135.356 15.81282 -9.24353 -4.703584 0.971669 264s [17,] 132.350 16.65014 -7.01838 -2.428578 1.346198 264s [18,] 121.499 9.75832 -4.45699 -1.587450 0.131923 264s [19,] 125.222 9.17601 -5.88919 0.582516 -0.061642 264s [20,] 135.112 14.63812 -5.90351 0.411704 1.460488 264s [21,] 116.581 14.47390 -3.04021 -1.842579 2.005998 264s [22,] 108.223 14.62103 -4.47428 -1.196993 3.288463 264s [23,] -22.095 3.26439 6.58391 -6.164581 2.125258 264s [24,] -77.831 3.46616 6.59280 -6.373595 1.545789 264s [25,] -13.092 3.41344 -0.99296 -5.076733 0.299636 264s [26,] -19.206 -0.17007 -1.84209 -4.858675 0.347945 264s [27,] -35.022 6.54155 -3.12767 -3.556587 -0.327873 264s [28,] -12.651 20.14894 -4.61607 -2.025539 -1.214190 264s [29,] -4.404 36.39823 -3.81590 -0.633155 -0.602027 264s [30,] -60.018 30.40980 9.44610 -1.763156 -0.765133 264s [31,] 67.689 47.40087 12.70229 9.791794 -0.671751 264s [32,] 324.134 63.46147 31.52512 30.099817 2.406344 264s [33,] 364.639 38.84260 51.20467 30.648590 3.218678 264s [34,] 361.089 37.09494 52.00522 29.394356 2.861158 264s [35,] 366.403 38.88889 52.31879 29.878844 4.650618 264s [36,] 363.821 37.40859 53.10394 28.286557 2.922632 264s [37,] 361.761 37.21276 55.73012 27.648760 4.477279 264s [38,] 363.106 37.78395 56.56345 27.460078 4.845396 264s ------------- 264s Call: 264s PcaGrid(x = x) 264s 264s Standard deviations: 264s [1] 195.5316 39.7596 11.7329 7.3743 1.7656 264s ---------------------------------------------------------- 264s ========================================================== 264s > 264s > ## IGNORE_RDIFF_BEGIN 264s > dodata(method="proj") 264s 264s Call: dodata(method = "proj") 264s Data Set n p k e1 e2 264s ========================================================== 264s heart 12 2 2 512.772467 29.052346 264s Scores: 264s PC1 PC2 264s [1,] 6.7568 3.2826 264s [2,] 63.0869 14.1293 264s [3,] 1.3852 -1.1318 264s [4,] -3.6709 1.8153 264s [5,] 19.0457 3.8035 264s [6,] -16.6413 3.1452 264s [7,] 5.3163 3.7464 264s [8,] -27.8536 -11.0863 264s [9,] -1.1638 -1.1788 264s [10,] -26.6915 -10.2803 264s [11,] -13.6842 -2.9790 264s [12,] 47.8395 11.2980 264s ------------- 264s Call: 264s PcaProj(x = x) 264s 264s Standard deviations: 264s [1] 22.644 5.390 264s ---------------------------------------------------------- 264s starsCYG 47 2 2 0.470874 0.024681 264s Scores: 264s PC1 PC2 264s [1,] 0.181333 -3.1013e-02 264s [2,] 0.696091 1.4569e-01 264s [3,] -0.121421 -1.3319e-01 264s [4,] 0.696091 1.4569e-01 264s [5,] 0.139530 -9.9951e-02 264s [6,] 0.413590 5.2989e-02 264s [7,] -0.412224 -5.4579e-01 264s [8,] 0.226508 1.6788e-01 264s [9,] 0.518364 -1.4980e-01 264s [10,] 0.071370 -2.8159e-02 264s [11,] 0.658332 -9.2369e-01 264s [12,] 0.402815 2.3259e-02 264s [13,] 0.374123 7.4020e-02 264s [14,] -1.007611 -3.6028e-01 264s [15,] -0.790417 -8.5818e-02 264s [16,] -0.467151 3.5835e-02 264s [17,] -1.111866 -1.3750e-01 264s [18,] -0.867017 4.6214e-02 264s [19,] -0.871946 -1.4372e-01 264s [20,] 0.818278 -9.2784e-01 264s [21,] -0.670457 -8.8932e-02 264s [22,] -0.830403 -8.4781e-02 264s [23,] -0.627097 3.9987e-02 264s [24,] -0.195426 9.8806e-02 264s [25,] -0.028337 -1.5568e-02 264s [26,] -0.387178 3.3760e-02 264s [27,] -0.390551 -9.6197e-02 264s [28,] -0.148297 -1.2454e-02 264s [29,] -0.662277 -1.5917e-01 264s [30,] 0.977965 -9.4199e-01 264s [31,] -0.628135 -7.3179e-16 264s [32,] 0.056306 1.6230e-01 264s [33,] 0.173412 4.9220e-02 264s [34,] 1.218143 -9.3822e-01 264s [35,] -0.712000 -1.4787e-01 264s [36,] 0.577688 2.0878e-01 264s [37,] 0.055528 1.3231e-01 264s [38,] 0.173412 4.9220e-02 264s [39,] 0.135501 1.3023e-01 264s [40,] 0.522775 2.0145e-02 264s [41,] -0.428203 -5.1892e-03 264s [42,] 0.013465 5.3371e-02 264s [43,] 0.294668 9.6089e-02 264s [44,] 0.293371 4.6106e-02 264s [45,] 0.495898 1.4088e-01 264s [46,] -0.066508 5.5447e-02 264s [47,] -0.547124 3.7911e-02 264s ------------- 264s Call: 264s PcaProj(x = x) 264s 264s Standard deviations: 264s [1] 0.6862 0.1571 264s ---------------------------------------------------------- 264s phosphor 18 2 2 388.639033 51.954664 264s Scores: 264s PC1 PC2 264s 1 5.8164 -15.1691 264s 2 -21.1936 -2.1132 264s 3 -23.6199 2.0585 264s 4 -11.2029 -6.7203 264s 5 -18.4220 1.3231 264s 6 17.1862 -19.2211 264s 7 1.6302 -3.1493 264s 8 -9.7695 3.1385 264s 9 -10.9174 5.3594 264s 10 15.6275 -6.3610 264s 11 -4.0194 1.2476 264s 12 9.3931 8.3149 264s 13 12.9944 6.5741 264s 14 6.9396 7.8348 264s 15 18.3964 3.9629 264s 16 -8.8365 -6.4202 264s 17 21.8073 6.4237 264s 18 16.8541 12.2611 264s ------------- 264s Call: 264s PcaProj(x = x) 264s 264s Standard deviations: 264s [1] 19.714 7.208 264s ---------------------------------------------------------- 264s stackloss 21 3 3 97.347030 38.052774 264s Scores: 264s PC1 PC2 PC3 264s [1,] 19.08066 -9.06092 -2.64544 264s [2,] 18.55152 -9.90152 -2.76118 264s [3,] 15.04269 -5.37517 -2.31373 264s [4,] 2.79667 -1.78925 1.70823 264s [5,] 2.21768 -1.17513 -0.10495 264s [6,] 2.50717 -1.48219 0.80164 264s [7,] 5.97151 3.25438 2.40268 264s [8,] 5.97151 3.25438 2.40268 264s [9,] -0.68332 0.30263 2.42495 264s [10,] -5.83478 -4.04630 -2.91819 264s [11,] -1.07253 3.51914 -1.87651 264s [12,] -1.89116 2.98559 -2.89885 264s [13,] -4.77650 -2.36509 -2.68671 264s [14,] 1.33353 6.57450 -0.50696 264s [15,] -7.45351 7.08878 1.37012 264s [16,] -9.04093 4.56697 1.02289 264s [17,] -16.15938 -7.50855 0.30909 264s [18,] -12.45541 -1.62432 1.11929 264s [19,] -11.63677 -1.09077 2.14162 264s [20,] -5.79275 -2.08680 -0.06187 264s [21,] 10.13623 -0.76824 -4.70180 264s ------------- 264s Call: 264s PcaProj(x = x) 264s 264s Standard deviations: 264s [1] 9.8665 6.1687 3.2669 264s ---------------------------------------------------------- 264s salinity 28 3 3 12.120566 8.431549 264s Scores: 264s PC1 PC2 PC3 264s 1 -2.52547 1.45945 -1.1943e-01 264s 2 -3.32298 2.15704 8.7594e-01 264s 3 -6.64947 -3.26398 1.0135e+00 264s 4 -6.64427 -1.81382 -1.6392e-01 264s 5 -6.16898 -2.52222 5.1373e+00 264s 6 -5.87594 0.26440 -3.1956e-15 264s 7 -4.23084 1.46250 -2.8008e-01 264s 8 -2.21502 2.76478 -8.3789e-01 264s 9 -0.40186 -2.17785 -1.6702e+00 264s 10 2.27089 -1.84923 7.3391e-01 264s 11 1.37935 -1.29276 2.1418e+00 264s 12 -0.22635 0.60372 -5.0980e-01 264s 13 0.27224 1.73920 -7.0505e-01 264s 14 2.36592 2.40462 6.4320e-01 264s 15 2.37640 -2.83174 5.2669e-01 264s 16 -2.49175 -4.77664 9.0404e+00 264s 17 -0.61250 -1.11672 1.4398e+00 264s 18 -2.91853 0.63310 -8.3666e-01 264s 19 -0.39732 -2.02029 -2.1396e+00 264s 20 1.47554 -1.23407 -1.1712e+00 264s 21 1.70104 1.92401 -1.1292e+00 264s 22 3.14437 2.81928 -5.2415e-01 264s 23 3.62890 -3.51450 2.6740e+00 264s 24 2.04538 -2.63992 3.0718e+00 264s 25 0.77088 -0.54783 -1.3370e-01 264s 26 1.57254 0.89176 -1.2089e+00 264s 27 2.63610 1.97075 -1.1855e+00 264s 28 3.55112 2.67606 -6.0915e-02 264s ------------- 264s Call: 264s PcaProj(x = x) 264s 264s Standard deviations: 264s [1] 3.4815 2.9037 1.3810 264s ---------------------------------------------------------- 264s hbk 75 3 3 3.801978 3.574192 264s Scores: 264s PC1 PC2 PC3 264s 1 28.747049 15.134042 2.3959241 264s 2 29.021724 16.318941 2.6207988 264s 3 31.271908 15.869319 3.4420860 264s 4 31.586189 17.508798 3.6246706 264s 5 31.299168 16.838093 3.2402573 264s 6 30.037754 15.591930 2.1421166 264s 7 29.888160 16.139376 1.9750096 264s 8 28.994463 15.350167 2.8226275 264s 9 30.758047 16.820526 3.7269602 264s 10 29.759314 16.079531 4.0486097 264s 11 35.301371 19.637962 3.7433562 264s 12 37.193371 18.709303 4.9915250 264s 13 35.634808 20.497713 1.4740727 264s 14 36.816439 27.523024 -2.3006796 264s 15 1.237203 -0.331072 -1.3801401 264s 16 -0.451166 -1.118847 -1.9707479 264s 17 -2.604733 0.067276 0.0130015 264s 18 0.179177 -0.804398 -0.1285240 264s 19 -0.765512 0.982349 -0.2513990 264s 20 1.236727 0.259123 -1.4210070 264s 21 0.428326 -0.503724 -0.6830690 264s 22 -0.724774 1.507943 -0.0022175 264s 23 -0.745349 -0.330094 -1.0982084 264s 24 -1.407850 -0.011831 -0.8987075 264s 25 -2.190427 -1.732051 0.4497793 264s 26 0.058631 1.444044 0.0446166 264s 27 1.680557 -0.429402 -0.6031146 264s 28 -0.315122 -1.179169 0.5822607 264s 29 -1.563355 -1.026914 0.1040012 264s 30 0.329957 -0.633156 1.8533795 264s 31 -0.110108 -1.617131 -1.0958807 264s 32 -2.035875 0.463421 -0.6346632 264s 33 -0.356033 0.740564 -0.8116369 264s 34 -2.342887 -1.340168 0.9724491 264s 35 1.607131 -0.379763 -0.3747630 264s 36 0.084455 0.486671 0.6551654 264s 37 -0.436144 1.659467 0.7145344 264s 38 -1.754819 -1.076076 -0.6037590 264s 39 -0.904375 -2.161949 0.3436723 264s 40 -1.455274 0.331839 0.1499308 264s 41 1.539788 -1.212921 -0.1715110 264s 42 -0.688338 -0.048173 1.7491184 264s 43 -1.635822 1.539067 -0.5208916 264s 44 0.511762 -1.165641 1.5020865 264s 45 -1.454500 -2.099954 0.0219268 264s 46 0.362645 -1.208389 1.3758464 264s 47 -0.615800 -2.658098 -0.4629006 264s 48 1.426278 -1.027667 0.0582638 264s 49 0.809592 -0.533893 -1.1232120 264s 50 0.996105 0.469082 -0.0988805 264s 51 -1.036368 -1.227376 -1.0843166 264s 52 -0.016464 -2.331540 -0.6477169 264s 53 -0.376625 -0.405855 2.4526088 264s 54 -1.524100 0.621590 -1.2927429 264s 55 -1.588523 0.591668 -0.2559428 264s 56 -0.592710 0.529426 -1.4111404 264s 57 -1.306991 -1.538024 -0.1841717 264s 58 0.275991 0.491888 -1.4739863 264s 59 0.598971 0.196673 0.6208960 264s 60 -0.127953 0.485014 1.8571970 264s 61 0.140584 1.905037 0.5838465 264s 62 -2.305069 -1.617811 0.3880825 264s 63 -1.666479 0.357251 -1.1934779 264s 64 1.480143 0.248671 -0.5959984 264s 65 0.309561 -1.219790 0.9671263 264s 66 -1.986789 0.248245 0.1723620 264s 67 -0.765691 -0.269054 -0.4611368 264s 68 -2.232721 -1.090790 1.3915841 264s 69 -1.502453 -1.813763 -0.4936268 264s 70 0.170883 0.584046 0.8369571 264s 71 0.543623 0.043244 -0.3707674 264s 72 -1.168908 0.341335 0.2837393 264s 73 -0.902885 0.411872 1.0546196 264s 74 -1.425273 0.852445 0.5719123 264s 75 -0.898536 -0.555475 2.0107684 264s ------------- 264s Call: 264s PcaProj(x = x) 264s 264s Standard deviations: 264s [1] 1.9499 1.8906 1.2797 264s ---------------------------------------------------------- 264s milk 86 8 8 8.369408 3.530461 264s Scores: 264s PC1 PC2 PC3 PC4 PC5 PC6 264s [1,] 6.337004 -0.245000 0.7704092 -4.9848e-01 -1.6599e-01 1.1763e-01 264s [2,] 7.021899 1.030349 0.2832977 -1.2673e+00 -8.7296e-01 2.0547e-01 264s [3,] 0.600831 1.686247 0.9682032 -3.2663e-02 7.4112e-02 4.7412e-01 264s [4,] 5.206465 2.665956 1.5942253 9.8285e-01 -5.4159e-01 -2.0155e-01 264s [5,] -0.955757 -0.579889 0.3206393 5.1174e-01 -6.1684e-01 -3.8990e-02 264s [6,] 2.198695 0.073770 -0.5712493 1.9440e-01 -1.0237e-01 4.1825e-02 264s [7,] 2.695361 0.644049 -0.8645373 8.1894e-02 -2.6953e-01 1.6884e-01 264s [8,] 2.945361 0.137227 -0.2071463 5.0841e-01 -4.2075e-01 5.8589e-02 264s [9,] -1.539013 1.879894 1.6952390 1.6792e-01 -2.8195e-01 5.0563e-02 264s [10,] -2.977110 0.319666 0.3515636 -5.2496e-01 4.6898e-01 8.5978e-03 264s [11,] -9.375355 -1.638105 1.9026171 4.1237e-01 1.8768e-02 -1.8546e-01 264s [12,] -12.602600 -4.715888 0.0273004 -4.7798e-02 -1.2246e-02 9.6858e-03 264s [13,] -10.114331 -2.487462 -1.6331544 -1.5139e+00 4.1903e-01 2.8313e-01 264s [14,] -11.949336 -3.190157 -0.2146943 -5.0060e-01 -2.9537e-01 3.2160e-01 264s [15,] -10.595396 -1.905517 2.3716887 7.6651e-01 -3.3531e-01 1.9933e-02 264s [16,] -2.735720 -0.748282 0.6750464 7.2415e-01 5.5304e-01 2.2283e-01 264s [17,] -1.248116 2.131195 2.2596886 6.4958e-01 3.5634e-01 2.9021e-01 264s [18,] -1.904210 -1.285804 -0.7746460 3.0198e-01 -2.7407e-01 1.7500e-01 264s [19,] -1.902313 0.095461 1.3824711 5.0369e-01 2.2193e-01 -5.5628e-02 264s [20,] 0.123220 1.399444 1.1517634 3.2546e-01 7.8261e-02 -4.0733e-01 264s [21,] -2.436023 -2.524827 -1.0197416 3.4819e-01 -1.4914e-01 -4.3669e-02 264s [22,] -0.904931 -1.114894 -0.1235807 2.0285e-01 -1.6200e-01 2.5681e-01 264s [23,] 0.220231 -1.767325 0.0482262 6.4418e-01 9.8618e-02 -5.7683e-02 264s [24,] -0.274403 -1.561826 0.3820323 7.0016e-01 5.5220e-01 1.4376e-01 264s [25,] -3.306400 -2.980247 0.0252488 9.4001e-01 -1.0841e-01 -2.5303e-01 264s [26,] -0.658015 -1.625199 0.3021005 7.2702e-01 -3.0299e-01 -1.2339e-01 264s [27,] -3.137066 -0.774218 0.5577497 6.4188e-01 -8.0125e-02 7.7819e-01 264s [28,] 2.867950 -3.099435 -0.6435415 1.0366e+00 1.5908e-01 7.6524e-02 264s [29,] 4.523097 -0.527338 -0.1032516 6.4537e-01 4.7286e-01 -2.7166e-01 264s [30,] 1.002381 -1.376693 -0.2735956 5.0522e-01 -1.2750e-01 -1.6178e-01 264s [31,] 1.894615 -1.296202 -1.9117282 -3.8032e-01 4.6473e-01 3.1085e-01 264s [32,] 1.210291 0.067230 -0.9832930 -8.5379e-01 3.2823e-01 4.9994e-01 264s [33,] 1.964118 0.022175 0.1818518 3.0464e-01 3.5596e-01 1.4985e-01 264s [34,] 0.576738 0.567851 0.6982155 1.8415e-01 1.8695e-01 3.2706e-01 264s [35,] -0.231793 -2.143909 -0.6825523 4.0681e-01 5.4492e-01 3.6259e-01 264s [36,] 4.250883 -0.719760 0.2157706 7.7167e-01 -1.9064e-01 -2.0611e-01 264s [37,] 1.077364 -2.054664 -1.3064867 1.0043e-01 8.6092e-02 3.5416e-01 264s [38,] 2.259260 -1.653588 -0.6730692 5.7300e-01 1.6930e-01 1.6986e-01 264s [39,] -1.251576 -1.451593 0.4671580 5.8957e-01 4.2672e-01 2.2495e-01 264s [40,] 3.304245 1.998193 1.0941231 1.3734e-01 3.7012e-01 2.4142e-01 264s [41,] 4.286315 -1.280951 0.5856744 -6.0980e-01 -4.3090e-01 1.9801e-01 264s [42,] 6.343820 1.801880 1.3481119 1.0355e+00 2.9802e-01 -8.4501e-04 264s [43,] 3.119491 0.214077 -1.1216236 -3.8134e-01 -1.9523e-01 -2.6706e-02 264s [44,] 5.285254 0.938072 0.7440487 1.1539e-02 8.1629e-01 -7.9286e-01 264s [45,] 0.082429 -0.416631 -0.1588203 2.3098e-01 5.1867e-01 9.4503e-02 264s [46,] 0.357862 -1.951997 -0.0731829 7.0393e-01 1.8828e-01 1.5707e-02 264s [47,] 2.428744 1.522538 -3.0467213 -1.9114e+00 2.4638e-01 3.5871e-01 264s [48,] 0.282348 -0.697287 -1.1592508 -5.4929e-01 6.2199e-01 -5.4596e-02 264s [49,] -2.266009 -0.559548 -1.3794914 -1.1300e+00 7.8872e-01 -2.0411e-02 264s [50,] 2.868649 2.860857 1.6128307 6.7382e-02 2.2344e-01 -4.1484e-01 264s [51,] -1.596061 0.546812 -1.1779327 -1.0512e+00 1.3522e-01 -9.4865e-03 264s [52,] -5.186121 -1.000829 -0.7440599 -9.6302e-01 3.0732e-01 -1.7009e-01 264s [53,] -0.800232 0.049087 -0.6946842 -5.8284e-01 -2.1277e-01 -2.7004e-01 264s [54,] -0.246388 -0.030606 -0.1814302 -1.1632e-01 5.7767e-02 -1.8637e-01 264s [55,] 0.914315 -0.428594 -0.4919557 4.5039e-02 -2.7868e-01 -2.2140e-01 264s [56,] -0.061827 0.583572 0.3263056 -1.1589e-01 -1.2973e-01 -1.6518e-01 264s [57,] -1.295979 -0.421943 0.8410805 3.0441e-01 -3.9478e-01 -4.5233e-02 264s [58,] 0.174908 -1.343854 0.0115086 8.0227e-01 -3.9364e-01 -2.2918e-01 264s [59,] -1.869684 0.840823 0.0109543 -5.5536e-01 -1.4155e-01 1.0613e-01 264s [60,] -1.614271 0.557309 -0.0690787 -9.1753e-02 -3.0975e-01 1.6192e-01 264s [61,] -0.258192 1.434984 0.7684636 -1.1998e-01 -3.4662e-01 -4.8808e-02 264s [62,] 2.000275 2.204730 1.1194067 -2.3783e-01 5.9953e-02 -1.5836e-01 264s [63,] 2.694063 0.555482 -0.0340910 6.4470e-01 -2.2417e-01 1.9442e-02 264s [64,] 2.694063 0.555482 -0.0340910 6.4470e-01 -2.2417e-01 1.9442e-02 264s [65,] -0.822201 2.427550 1.5859438 -3.5437e-16 2.2436e-15 -4.7251e-15 264s [66,] -2.545586 0.605953 0.1469837 -3.5318e-01 -2.5871e-01 1.6901e-01 264s [67,] 0.028900 1.253717 0.4474540 5.3595e-02 1.6063e-01 -1.0980e-01 264s [68,] -1.086135 1.968868 -0.7220293 -1.6576e+00 6.2061e-02 -7.0998e-04 264s [69,] -0.836638 0.660453 0.0049966 1.3663e-01 -1.0131e-01 -2.4008e-01 264s [70,] 4.843092 -6.035092 0.8250084 -3.4481e+00 -4.8538e+00 -7.8407e+00 264s [71,] -2.500038 1.146245 0.6967314 -2.4611e-01 -1.4266e-01 -8.2996e-02 264s [72,] 2.220676 1.122951 -0.2444075 1.1066e-01 -3.1540e-01 -2.1344e-01 264s [73,] -2.310518 2.354552 0.2706503 -6.4192e-01 2.0566e-01 4.5520e-01 264s [74,] -10.802799 -3.462655 2.2031446 1.1326e+00 2.8049e-01 -2.9749e-01 264s [75,] -0.301038 2.284366 0.2440764 -6.9450e-01 2.6435e-01 4.3129e-01 264s [76,] -1.477936 0.245154 -0.8869850 -8.9900e-01 -9.8013e-02 1.1983e-01 264s [77,] -8.169236 -1.599780 1.4987144 3.7767e-01 2.4726e-01 3.8246e-01 264s [78,] 1.096654 1.646072 0.0591327 -3.3138e-01 -1.7936e-01 6.2716e-02 264s [79,] -0.289199 0.625796 -0.3974294 -6.6099e-01 -2.0857e-01 2.1190e-01 264s [80,] -3.160557 -2.282579 0.3255355 4.6181e-01 2.7753e-01 -1.5673e-01 264s [81,] 1.284356 -0.548854 -0.2907281 2.4017e-01 -2.5254e-01 -1.4289e-03 264s [82,] 2.562817 2.019485 0.8249162 3.2973e-01 3.3866e-01 1.3889e-01 264s [83,] 2.538825 0.759863 -0.3142506 -5.1028e-01 -2.0539e-01 8.8979e-02 264s [84,] 0.841123 0.110035 -1.5793120 -1.2807e+00 1.2332e-01 1.6224e-01 264s [85,] 0.636271 1.793014 2.6824860 1.0329e+00 -4.8850e-01 -2.3012e-01 264s [86,] 0.633183 -0.426511 -1.4791366 -6.1314e-01 -7.0534e-02 -2.3778e-01 264s PC7 PC8 264s [1,] 1.0196e-01 -1.7180e-03 264s [2,] 2.6131e-01 -8.5191e-03 264s [3,] 6.9637e-01 -8.0573e-03 264s [4,] -1.3548e-01 -1.4969e-03 264s [5,] 3.1443e-02 -2.7307e-03 264s [6,] -2.5079e-01 3.6450e-03 264s [7,] 4.5377e-02 -2.6071e-03 264s [8,] -1.6060e-01 -2.3761e-04 264s [9,] -1.5152e-01 -4.3079e-04 264s [10,] 9.1089e-02 1.9536e-03 264s [11,] 2.5654e-01 -1.4875e-03 264s [12,] -2.3798e-03 -1.0954e-04 264s [13,] -1.3687e-01 2.8402e-03 264s [14,] -6.5248e-02 -1.5114e-03 264s [15,] 3.7695e-02 -2.7827e-03 264s [16,] 3.8131e-01 -3.7990e-03 264s [17,] 4.5661e-02 -1.4965e-03 264s [18,] 3.9910e-01 -7.2703e-03 264s [19,] 2.9353e-01 -3.3342e-03 264s [20,] 6.0915e-01 -6.0837e-03 264s [21,] -1.0079e-01 1.0179e-03 264s [22,] -2.2945e-02 -1.0515e-03 264s [23,] 2.3631e-01 -2.5558e-03 264s [24,] -7.7207e-02 3.4800e-03 264s [25,] 1.4903e-02 -3.2430e-04 264s [26,] 3.8032e-03 -2.1705e-03 264s [27,] 3.7208e-02 -3.0631e-03 264s [28,] -4.8147e-01 6.1089e-03 264s [29,] -4.0388e-02 2.8549e-03 264s [30,] 3.4318e-02 -1.0014e-03 264s [31,] -2.2872e-02 1.8706e-03 264s [32,] -8.4542e-02 1.3368e-03 264s [33,] 4.5274e-02 5.3383e-04 264s [34,] -2.0048e-01 2.4727e-03 264s [35,] -5.6482e-02 2.9923e-03 264s [36,] -2.6046e-02 -1.2910e-03 264s [37,] 9.6038e-02 -1.8897e-03 264s [38,] -2.9035e-01 4.4317e-03 264s [39,] -4.6322e-03 2.4336e-03 264s [40,] 3.8686e-01 -3.9300e-03 264s [41,] 3.7834e-01 -7.8976e-03 264s [42,] -8.2037e-04 -4.3106e-05 264s [43,] 3.3467e-01 -5.2401e-03 264s [44,] -6.2170e-01 1.2840e-02 264s [45,] 5.3557e-02 2.9156e-03 264s [46,] 5.1785e-04 2.0738e-03 264s [47,] -5.2141e-01 5.7206e-03 264s [48,] -2.7669e-01 6.7329e-03 264s [49,] 8.4319e-02 3.8528e-03 264s [50,] 1.4210e-01 1.6961e-04 264s [51,] -1.1871e-01 2.6676e-03 264s [52,] -2.5036e-01 6.4121e-03 264s [53,] 2.2399e-01 -2.8200e-03 264s [54,] 5.6532e-02 4.9304e-04 264s [55,] -1.4343e-01 1.2558e-03 264s [56,] 4.1682e-02 -9.6490e-04 264s [57,] -1.3014e-01 -6.2709e-04 264s [58,] -2.1428e-01 8.2594e-04 264s [59,] -7.9775e-02 -8.9776e-04 264s [60,] -8.6835e-02 -1.0498e-03 264s [61,] 6.2470e-02 -2.7499e-03 264s [62,] 3.3052e-02 -3.2369e-04 264s [63,] -1.7137e-01 -3.1087e-04 264s [64,] -1.7137e-01 -3.1087e-04 264s [65,] -1.4435e-14 -1.8299e-12 264s [66,] -2.2016e-02 -1.2206e-03 264s [67,] 8.5160e-02 -1.4837e-04 264s [68,] -2.2535e-03 1.9054e-04 264s [69,] 5.9976e-02 -8.6961e-04 264s [70,] 1.0448e+00 -2.0167e-02 264s [71,] -1.7609e-01 1.9378e-03 264s [72,] -1.7047e-01 2.6076e-04 264s [73,] 1.1885e-01 -8.1624e-04 264s [74,] 2.0942e-01 3.3164e-03 264s [75,] -7.7528e-01 9.9316e-03 264s [76,] -4.6285e-03 2.5153e-04 264s [77,] 7.0218e-02 1.5708e-03 264s [78,] -1.4859e-02 -6.7049e-04 264s [79,] 5.1054e-02 -2.0198e-03 264s [80,] -1.5770e-01 4.9579e-03 264s [81,] -1.9411e-01 4.4401e-04 264s [82,] 6.0634e-02 8.7960e-04 264s [83,] -4.4635e-02 -1.7048e-03 264s [84,] -2.3612e-03 -2.2242e-04 264s [85,] -5.5171e-02 -1.1222e-03 264s [86,] -1.4972e-01 1.4543e-03 264s ------------- 264s Call: 264s PcaProj(x = x) 264s 264s Standard deviations: 264s [1] 2.8929930 1.8789522 0.9946460 0.7479403 0.3744197 0.2596328 0.1421387 264s [8] 0.0025753 264s ---------------------------------------------------------- 264s bushfire 38 5 5 37473.439646 1742.633018 264s Scores: 264s PC1 PC2 PC3 PC4 PC5 264s [1,] -67.2152 -2.3010e+01 4.4179e+00 1.0892e+00 1.7536e+00 264s [2,] -69.0225 -2.1417e+01 2.5382e+00 1.1092e+00 9.3919e-01 264s [3,] -61.6651 -1.8580e+01 -6.1022e-01 -8.1124e-01 -1.6462e-01 264s [4,] -44.5883 -1.8234e+01 -3.9899e-01 -5.2145e-01 2.0050e-01 264s [5,] -12.2941 -2.2954e+01 3.5970e+00 1.1037e+00 -2.4384e-01 264s [6,] 13.0282 -2.8133e+01 8.7670e+00 3.4751e+00 1.3728e+00 264s [7,] -199.0774 -7.7956e+01 5.4935e+01 6.3134e+00 -1.9919e+00 264s [8,] -228.2849 -1.3258e+02 2.2340e+01 2.1656e+01 -1.2594e+01 264s [9,] -228.9164 -1.3560e+02 2.0463e+01 2.2625e+01 -1.2743e+01 264s [10,] -232.4703 -1.0661e+02 3.5597e+01 1.7915e+01 -7.7659e+00 264s [11,] -236.7410 -8.8072e+01 3.6632e+01 1.5095e+01 -7.4695e+00 264s [12,] -249.4091 -3.6830e+01 2.4010e+01 4.7317e+00 -1.2986e+00 264s [13,] -197.0450 2.3179e-14 2.4481e-14 -1.1772e-13 -5.9580e-13 264s [14,] 50.9487 1.1397e+01 -1.1247e+01 -4.8733e+00 2.4511e+00 264s [15,] 180.7896 1.7571e+01 -8.0454e+00 -1.0582e+01 1.2714e+00 264s [16,] 135.6178 1.4189e+01 -4.9116e-01 -9.2701e+00 1.4021e-01 264s [17,] 132.5344 1.5577e+01 2.2990e-01 -6.4963e+00 7.3370e-01 264s [18,] 121.3422 1.0471e+01 4.5656e+00 -4.9831e+00 -5.2314e-01 264s [19,] 125.2722 9.0272e+00 3.7365e+00 -3.3313e+00 -2.9097e-01 264s [20,] 135.2370 1.4091e+01 2.0639e+00 -3.6800e+00 1.1733e+00 264s [21,] 116.4250 1.5147e+01 2.9085e+00 -4.8084e+00 1.2603e+00 264s [22,] 108.2925 1.4223e+01 7.7165e-01 -4.5065e+00 2.7943e+00 264s [23,] -22.8258 6.4234e+00 2.4654e+00 -3.9627e+00 7.9847e-01 264s [24,] -78.1850 4.6631e+00 -3.6818e+00 -2.7688e+00 5.8508e-01 264s [25,] -13.0417 2.7521e+00 -3.1955e+00 -4.6824e+00 -3.1085e-01 264s [26,] -19.1244 -9.5045e-01 -2.6771e+00 -4.7104e+00 -1.6172e-01 264s [27,] -34.4379 3.2761e+00 -9.2826e+00 -2.9861e+00 -3.3561e-01 264s [28,] -11.5852 1.4506e+01 -1.5649e+01 -1.6260e+00 -8.5347e-01 264s [29,] -2.9366 2.8741e+01 -2.2907e+01 3.9749e-01 3.5861e-02 264s [30,] -59.7518 2.8633e+01 -1.4710e+01 3.5226e+00 -9.9066e-01 264s [31,] 67.8017 4.7241e+01 -9.1255e+00 1.3201e+01 6.9227e-14 264s [32,] 321.9941 7.6188e+01 2.2491e+01 3.1537e+01 3.2368e+00 264s [33,] 359.5155 6.6710e+01 5.6061e+01 3.4541e+01 2.0718e+00 264s [34,] 355.8007 6.5695e+01 5.7430e+01 3.3578e+01 1.4640e+00 264s [35,] 361.1076 6.7577e+01 5.7402e+01 3.3832e+01 3.2618e+00 264s [36,] 358.3592 6.6791e+01 5.8643e+01 3.2720e+01 1.2487e+00 264s [37,] 355.9974 6.8071e+01 6.0927e+01 3.2560e+01 2.4898e+00 264s [38,] 357.2530 6.9073e+01 6.1517e+01 3.2523e+01 2.7558e+00 264s ------------- 264s Call: 264s PcaProj(x = x) 264s 264s Standard deviations: 264s [1] 193.5806 41.7449 16.7665 8.1585 1.6074 264s ---------------------------------------------------------- 264s ========================================================== 264s > ## IGNORE_RDIFF_END 264s > 264s > ## VT::14.11.2018 - commented out - on some platforms PcaHubert will choose only 1 PC 264s > ## and will show difference 264s > ## test.case.1() 264s > 264s > test.case.2() 264s [1] TRUE 264s [1] TRUE 264s [1] TRUE 264s [1] TRUE 264s [1] TRUE 264s [1] TRUE 264s [1] TRUE 264s [1] TRUE 264s [1] TRUE 264s [1] TRUE 264s > 264s BEGIN TEST tlda.R 264s 264s R version 4.3.3 (2024-02-29) -- "Angel Food Cake" 264s Copyright (C) 2024 The R Foundation for Statistical Computing 264s Platform: s390x-ibm-linux-gnu (64-bit) 264s 264s R is free software and comes with ABSOLUTELY NO WARRANTY. 264s You are welcome to redistribute it under certain conditions. 264s Type 'license()' or 'licence()' for distribution details. 264s 264s R is a collaborative project with many contributors. 264s Type 'contributors()' for more information and 264s 'citation()' on how to cite R or R packages in publications. 264s 264s Type 'demo()' for some demos, 'help()' for on-line help, or 264s 'help.start()' for an HTML browser interface to help. 264s Type 'q()' to quit R. 264s 264s > ## VT::15.09.2013 - this will render the output independent 264s > ## from the version of the package 264s > suppressPackageStartupMessages(library(rrcov)) 264s > library(MASS) 264s > 264s > ## VT::14.01.2020 264s > ## On some platforms minor differences are shown - use 264s > ## IGNORE_RDIFF_BEGIN 264s > ## IGNORE_RDIFF_END 264s > 264s > dodata <- function(method) { 264s + 264s + options(digits = 5) 264s + set.seed(101) # <<-- sub-sampling algorithm now based on R's RNG and seed 264s + 264s + tmp <- sys.call() 264s + cat("\nCall: ", deparse(substitute(tmp)),"\n") 264s + cat("===================================================\n") 264s + 264s + cat("\nData: ", "hemophilia\n") 264s + data(hemophilia) 264s + show(rlda <- Linda(as.factor(gr)~., data=hemophilia, method=method)) 264s + show(predict(rlda)) 264s + 264s + cat("\nData: ", "anorexia\n") 264s + data(anorexia) 264s + show(rlda <- Linda(Treat~., data=anorexia, method=method)) 264s + show(predict(rlda)) 264s + 264s + cat("\nData: ", "Pima\n") 264s + data(Pima.tr) 264s + show(rlda <- Linda(type~., data=Pima.tr, method=method)) 264s + show(predict(rlda)) 264s + 264s + cat("\nData: ", "Forest soils\n") 264s + data(soil) 264s + soil1983 <- soil[soil$D == 0, -2] # only 1983, remove column D (always 0) 264s + 264s + ## This will not work within the function, of course 264s + ## - comment it out 264s + ## IGNORE_RDIFF_BEGIN 264s + rlda <- Linda(F~., data=soil1983, method=method) 264s + ## show(rlda) 264s + ## IGNORE_RDIFF_END 264s + show(predict(rlda)) 264s + 264s + cat("\nData: ", "Raven and Miller diabetes data\n") 264s + data(diabetes) 264s + show(rlda <- Linda(group~insulin+glucose+sspg, data=diabetes, method=method)) 264s + show(predict(rlda)) 264s + 264s + cat("\nData: ", "iris\n") 264s + data(iris) 264s + if(method != "mcdA") 264s + { 264s + show(rlda <- Linda(Species~., data=iris, method=method, l1med=TRUE)) 264s + show(predict(rlda)) 264s + } 264s + 264s + cat("\nData: ", "crabs\n") 264s + data(crabs) 264s + show(rlda <- Linda(sp~., data=crabs, method=method)) 264s + show(predict(rlda)) 264s + 264s + cat("\nData: ", "fish\n") 264s + data(fish) 264s + fish <- fish[-14,] # remove observation #14 containing missing value 264s + 264s + # The height and width are calculated as percentages 264s + # of the third length variable 264s + fish[,5] <- fish[,5]*fish[,4]/100 264s + fish[,6] <- fish[,6]*fish[,4]/100 264s + 264s + ## There is one class with only 6 observations (p=6). Normally 264s + ## Linda will fail, therefore use l1med=TRUE. 264s + ## This works only for methods mcdB and mcdC 264s + 264s + table(fish$Species) 264s + if(method != "mcdA") 264s + { 264s + ## IGNORE_RDIFF_BEGIN 264s + rlda <- Linda(Species~., data=fish, method=method, l1med=TRUE) 264s + ## show(rlda) 264s + ## IGNORE_RDIFF_END 264s + show(predict(rlda)) 264s + } 264s + 264s + cat("\nData: ", "pottery\n") 264s + data(pottery) 264s + show(rlda <- Linda(origin~., data=pottery, method=method)) 264s + show(predict(rlda)) 264s + 264s + cat("\nData: ", "olitos\n") 264s + data(olitos) 264s + if(method != "mcdA") 264s + { 264s + ## IGNORE_RDIFF_BEGIN 264s + rlda <- Linda(grp~., data=olitos, method=method, l1med=TRUE) 264s + ## show(rlda) 264s + ## IGNORE_RDIFF_END 264s + show(predict(rlda)) 264s + } 264s + 264s + cat("===================================================\n") 264s + } 265s > 265s > 265s > ## -- now do it: 265s > dodata(method="mcdA") 265s 265s Call: dodata(method = "mcdA") 265s =================================================== 265s 265s Data: hemophilia 265s Call: 265s Linda(as.factor(gr) ~ ., data = hemophilia, method = method) 265s 265s Prior Probabilities of Groups: 265s carrier normal 265s 0.6 0.4 265s 265s Group means: 265s AHFactivity AHFantigen 265s carrier -0.30795 -0.0059911 265s normal -0.12920 -0.0603000 265s 265s Within-groups Covariance Matrix: 265s AHFactivity AHFantigen 265s AHFactivity 0.018036 0.011853 265s AHFantigen 0.011853 0.019185 265s 265s Linear Coeficients: 265s AHFactivity AHFantigen 265s carrier -28.4029 17.2368 265s normal -8.5834 2.1602 265s 265s Constants: 265s carrier normal 265s -4.8325 -1.4056 265s 265s Apparent error rate 0.1333 265s 265s Classification table 265s Predicted 265s Actual carrier normal 265s carrier 39 6 265s normal 4 26 265s 265s Confusion matrix 265s Predicted 265s Actual carrier normal 265s carrier 0.867 0.133 265s normal 0.133 0.867 265s 265s Data: anorexia 265s Call: 265s Linda(Treat ~ ., data = anorexia, method = method) 265s 265s Prior Probabilities of Groups: 265s CBT Cont FT 265s 0.40278 0.36111 0.23611 265s 265s Group means: 265s Prewt Postwt 265s CBT 82.633 82.950 265s Cont 81.558 81.108 265s FT 84.331 94.762 265s 265s Within-groups Covariance Matrix: 265s Prewt Postwt 265s Prewt 26.9291 3.3862 265s Postwt 3.3862 18.2368 265s 265s Linear Coeficients: 265s Prewt Postwt 265s CBT 2.5563 4.0738 265s Cont 2.5284 3.9780 265s FT 2.5374 4.7250 265s 265s Constants: 265s CBT Cont FT 265s -275.49 -265.45 -332.31 265s 265s Apparent error rate 0.3889 265s 265s Classification table 265s Predicted 265s Actual CBT Cont FT 265s CBT 16 5 8 265s Cont 11 15 0 265s FT 0 4 13 265s 265s Confusion matrix 265s Predicted 265s Actual CBT Cont FT 265s CBT 0.552 0.172 0.276 265s Cont 0.423 0.577 0.000 265s FT 0.000 0.235 0.765 265s 265s Data: Pima 265s Call: 265s Linda(type ~ ., data = Pima.tr, method = method) 265s 265s Prior Probabilities of Groups: 265s No Yes 265s 0.66 0.34 265s 265s Group means: 265s npreg glu bp skin bmi ped age 265s No 1.8602 107.69 67.344 25.29 30.642 0.40777 24.667 265s Yes 5.3167 145.85 74.283 31.80 34.095 0.49533 37.883 265s 265s Within-groups Covariance Matrix: 265s npreg glu bp skin bmi ped age 265s npreg 8.51105 -5.61029 4.756672 1.52732 0.82066 -0.010070 12.382693 265s glu -5.61029 656.11894 49.855724 16.67486 23.07833 -0.352475 17.724967 265s bp 4.75667 49.85572 119.426757 29.64563 12.90698 -0.049538 21.287178 265s skin 1.52732 16.67486 29.645632 113.19900 44.15972 -0.157594 6.741105 265s bmi 0.82066 23.07833 12.906985 44.15972 35.54164 0.038640 1.481520 265s ped -0.01007 -0.35247 -0.049538 -0.15759 0.03864 0.062664 -0.069636 265s age 12.38269 17.72497 21.287178 6.74110 1.48152 -0.069636 64.887154 265s 265s Linear Coeficients: 265s npreg glu bp skin bmi ped age 265s No -0.45855 0.092789 0.45848 -0.30675 1.0075 6.2670 0.30749 265s Yes -0.22400 0.150013 0.44787 -0.26148 1.0015 8.2935 0.45187 265s 265s Constants: 265s No Yes 265s -37.050 -51.586 265s 265s Apparent error rate 0.22 265s 265s Classification table 265s Predicted 265s Actual No Yes 265s No 107 25 265s Yes 19 49 265s 265s Confusion matrix 265s Predicted 265s Actual No Yes 265s No 0.811 0.189 265s Yes 0.279 0.721 265s 265s Data: Forest soils 265s 265s Apparent error rate 0.3103 265s 265s Classification table 265s Predicted 265s Actual 1 2 3 265s 1 7 2 2 265s 2 3 13 7 265s 3 1 3 20 265s 265s Confusion matrix 265s Predicted 265s Actual 1 2 3 265s 1 0.636 0.182 0.182 265s 2 0.130 0.565 0.304 265s 3 0.042 0.125 0.833 265s 265s Data: Raven and Miller diabetes data 265s Call: 265s Linda(group ~ insulin + glucose + sspg, data = diabetes, method = method) 265s 265s Prior Probabilities of Groups: 265s normal chemical overt 265s 0.52414 0.24828 0.22759 265s 265s Group means: 265s insulin glucose sspg 265s normal 163.939 345.8 99.076 265s chemical 299.448 476.9 223.621 265s overt 95.958 1026.4 343.000 265s 265s Within-groups Covariance Matrix: 265s insulin glucose sspg 265s insulin 7582.0 -1263.1 1095.8 265s glucose -1263.1 18952.4 4919.3 265s sspg 1095.8 4919.3 3351.2 265s 265s Linear Coeficients: 265s insulin glucose sspg 265s normal 0.027694 0.023859 -0.014514 265s chemical 0.040288 0.022532 0.020479 265s overt 0.017144 0.048768 0.025158 265s 265s Constants: 265s normal chemical overt 265s -6.3223 -15.0879 -31.6445 265s 265s Apparent error rate 0.1862 265s 265s Classification table 265s Predicted 265s Actual normal chemical overt 265s normal 69 7 0 265s chemical 13 23 0 265s overt 2 5 26 265s 265s Confusion matrix 265s Predicted 265s Actual normal chemical overt 265s normal 0.908 0.092 0.000 265s chemical 0.361 0.639 0.000 265s overt 0.061 0.152 0.788 265s 265s Data: iris 265s 265s Data: crabs 265s Call: 265s Linda(sp ~ ., data = crabs, method = method) 265s 265s Prior Probabilities of Groups: 265s B O 265s 0.5 0.5 265s 265s Group means: 265s sexM index FL RW CL CW BD 265s B 0.34722 27.333 14.211 12.253 30.397 35.117 12.765 265s O 0.56627 25.554 17.131 13.405 34.247 38.155 15.525 265s 265s Within-groups Covariance Matrix: 265s sexM index FL RW CL CW BD 265s sexM 0.26391 0.76754 0.18606 -0.33763 0.65944 0.59857 0.28932 265s index 0.76754 191.38080 38.42685 26.32923 82.43953 91.89091 38.13688 265s FL 0.18606 38.42685 8.50147 5.68789 18.13749 20.30739 8.30920 265s RW -0.33763 26.32923 5.68789 4.95782 11.90225 13.61117 5.45814 265s CL 0.65944 82.43953 18.13749 11.90225 39.60115 44.10886 18.09504 265s CW 0.59857 91.89091 20.30739 13.61117 44.10886 49.42616 20.17554 265s BD 0.28932 38.13688 8.30920 5.45814 18.09504 20.17554 8.39525 265s 265s Linear Coeficients: 265s sexM index FL RW CL CW BD 265s B 29.104 -2.4938 10.809 15.613 0.8320 -4.2978 -0.46788 265s O 42.470 -3.9361 26.427 22.857 2.8582 -17.1526 12.31048 265s 265s Constants: 265s B O 265s -78.317 -159.259 265s 265s Apparent error rate 0 265s 265s Classification table 265s Predicted 265s Actual B O 265s B 100 0 265s O 0 100 265s 265s Confusion matrix 265s Predicted 265s Actual B O 265s B 1 0 265s O 0 1 265s 265s Data: fish 265s 265s Data: pottery 265s Call: 265s Linda(origin ~ ., data = pottery, method = method) 265s 265s Prior Probabilities of Groups: 265s Attic Eritrean 265s 0.48148 0.51852 265s 265s Group means: 265s SI AL FE MG CA TI 265s Attic 55.36 13.73 9.82 5.45 6.03 0.863 265s Eritrean 52.52 16.23 9.13 3.09 6.26 0.814 265s 265s Within-groups Covariance Matrix: 265s SI AL FE MG CA TI 265s SI 13.5941404 2.986675 -0.651132 0.173577 -0.350984 -0.0051996 265s AL 2.9866747 1.622412 0.485167 0.712400 0.077443 0.0133306 265s FE -0.6511317 0.485167 1.065427 -0.403601 -1.936552 0.0576472 265s MG 0.1735766 0.712400 -0.403601 2.814948 3.262786 -0.0427129 265s CA -0.3509837 0.077443 -1.936552 3.262786 7.720320 -0.1454065 265s TI -0.0051996 0.013331 0.057647 -0.042713 -0.145406 0.0044093 265s 265s Linear Coeficients: 265s SI AL FE MG CA TI 265s Attic 63.235 -196.99 312.92 7.28960 57.082 -1272.23 265s Eritrean 41.554 -123.49 201.47 -0.95431 43.616 -597.91 265s 265s Constants: 265s Attic Eritrean 265s -1578.14 -901.13 265s 265s Apparent error rate 0.1111 265s 265s Classification table 265s Predicted 265s Actual Attic Eritrean 265s Attic 12 1 265s Eritrean 2 12 265s 265s Confusion matrix 265s Predicted 265s Actual Attic Eritrean 265s Attic 0.923 0.077 265s Eritrean 0.143 0.857 265s 265s Data: olitos 265s =================================================== 265s > dodata(method="mcdB") 265s 265s Call: dodata(method = "mcdB") 265s =================================================== 265s 265s Data: hemophilia 265s Call: 265s Linda(as.factor(gr) ~ ., data = hemophilia, method = method) 265s 265s Prior Probabilities of Groups: 265s carrier normal 265s 0.6 0.4 265s 265s Group means: 265s AHFactivity AHFantigen 265s carrier -0.31456 -0.014775 265s normal -0.13582 -0.069084 265s 265s Within-groups Covariance Matrix: 265s AHFactivity AHFantigen 265s AHFactivity 0.0125319 0.0086509 265s AHFantigen 0.0086509 0.0182424 265s 265s Linear Coeficients: 265s AHFactivity AHFantigen 265s carrier -36.486 16.4923 265s normal -12.226 2.0107 265s 265s Constants: 265s carrier normal 265s -6.1276 -1.6771 265s 265s Apparent error rate 0.16 265s 265s Classification table 265s Predicted 265s Actual carrier normal 265s carrier 38 7 265s normal 5 25 265s 265s Confusion matrix 265s Predicted 265s Actual carrier normal 265s carrier 0.844 0.156 265s normal 0.167 0.833 265s 265s Data: anorexia 265s Call: 265s Linda(Treat ~ ., data = anorexia, method = method) 265s 265s Prior Probabilities of Groups: 265s CBT Cont FT 265s 0.40278 0.36111 0.23611 265s 265s Group means: 265s Prewt Postwt 265s CBT 83.254 82.381 265s Cont 82.178 80.539 265s FT 84.951 94.193 265s 265s Within-groups Covariance Matrix: 265s Prewt Postwt 265s Prewt 19.1751 8.8546 265s Postwt 8.8546 25.2326 265s 265s Linear Coeficients: 265s Prewt Postwt 265s CBT 3.3822 2.0780 265s Cont 3.3555 2.0144 265s FT 3.2299 2.5996 265s 265s Constants: 265s CBT Cont FT 265s -227.29 -220.01 -261.06 265s 265s Apparent error rate 0.4444 265s 265s Classification table 265s Predicted 265s Actual CBT Cont FT 265s CBT 16 5 8 265s Cont 12 11 3 265s FT 0 4 13 265s 265s Confusion matrix 265s Predicted 265s Actual CBT Cont FT 265s CBT 0.552 0.172 0.276 265s Cont 0.462 0.423 0.115 265s FT 0.000 0.235 0.765 265s 265s Data: Pima 265s Call: 265s Linda(type ~ ., data = Pima.tr, method = method) 265s 265s Prior Probabilities of Groups: 265s No Yes 265s 0.66 0.34 265s 265s Group means: 265s npreg glu bp skin bmi ped age 265s No 2.0767 109.45 67.790 26.158 30.930 0.41455 24.695 265s Yes 5.5938 145.40 74.748 33.754 34.501 0.49898 37.821 265s 265s Within-groups Covariance Matrix: 265s npreg glu bp skin bmi ped age 265s npreg 6.601330 9.54054 7.33480 3.5803 1.66539 -0.019992 10.661763 265s glu 9.540535 573.03642 60.57124 28.3698 30.28444 -0.436611 28.318034 265s bp 7.334803 60.57124 112.03792 27.7566 13.54085 -0.040510 24.692240 265s skin 3.580339 28.36976 27.75661 112.0036 47.22411 0.100399 13.408195 265s bmi 1.665393 30.28444 13.54085 47.2241 38.37753 0.175891 6.640765 265s ped -0.019992 -0.43661 -0.04051 0.1004 0.17589 0.062551 -0.070673 265s age 10.661763 28.31803 24.69224 13.4082 6.64077 -0.070673 40.492363 265s 265s Linear Coeficients: 265s npreg glu bp skin bmi ped age 265s No -1.3073 0.10851 0.48404 -0.30638 0.86002 5.9796 0.55388 265s Yes -1.3136 0.16260 0.44480 -0.25518 0.79826 8.1199 0.86269 265s 265s Constants: 265s No Yes 265s -38.774 -53.654 265s 265s Apparent error rate 0.25 265s 265s Classification table 265s Predicted 265s Actual No Yes 265s No 104 28 265s Yes 22 46 265s 265s Confusion matrix 265s Predicted 265s Actual No Yes 265s No 0.788 0.212 265s Yes 0.324 0.676 265s 265s Data: Forest soils 265s 265s Apparent error rate 0.3448 265s 265s Classification table 265s Predicted 265s Actual 1 2 3 265s 1 4 3 4 265s 2 2 14 7 265s 3 2 2 20 265s 265s Confusion matrix 265s Predicted 265s Actual 1 2 3 265s 1 0.364 0.273 0.364 265s 2 0.087 0.609 0.304 265s 3 0.083 0.083 0.833 265s 265s Data: Raven and Miller diabetes data 265s Call: 265s Linda(group ~ insulin + glucose + sspg, data = diabetes, method = method) 265s 265s Prior Probabilities of Groups: 265s normal chemical overt 265s 0.52414 0.24828 0.22759 265s 265s Group means: 265s insulin glucose sspg 265s normal 152.405 346.55 99.387 265s chemical 288.244 478.80 226.226 265s overt 84.754 1028.28 345.605 265s 265s Within-groups Covariance Matrix: 265s insulin glucose sspg 265s insulin 5061.46 289.69 2071.71 265s glucose 289.69 1983.07 385.31 265s sspg 2071.71 385.31 3000.17 265s 265s Linear Coeficients: 265s insulin glucose sspg 265s normal 0.021952 0.17236 -0.0041671 265s chemical 0.034852 0.23217 0.0215200 265s overt -0.045700 0.50940 0.0813292 265s 265s Constants: 265s normal chemical overt 265s -31.976 -64.433 -275.502 265s 265s Apparent error rate 0.0966 265s 265s Classification table 265s Predicted 265s Actual normal chemical overt 265s normal 73 3 0 265s chemical 4 32 0 265s overt 0 7 26 265s 265s Confusion matrix 265s Predicted 265s Actual normal chemical overt 265s normal 0.961 0.039 0.000 265s chemical 0.111 0.889 0.000 265s overt 0.000 0.212 0.788 265s 265s Data: iris 265s Call: 265s Linda(Species ~ ., data = iris, method = method, l1med = TRUE) 265s 265s Prior Probabilities of Groups: 265s setosa versicolor virginica 265s 0.33333 0.33333 0.33333 265s 265s Group means: 265s Sepal.Length Sepal.Width Petal.Length Petal.Width 265s setosa 4.9834 3.4153 1.4532 0.22474 265s versicolor 5.8947 2.8149 4.2263 1.35024 265s virginica 6.5255 3.0017 5.4485 2.06756 265s 265s Within-groups Covariance Matrix: 265s Sepal.Length Sepal.Width Petal.Length Petal.Width 265s Sepal.Length 0.201176 0.084299 0.102984 0.037019 265s Sepal.Width 0.084299 0.108394 0.050253 0.031757 265s Petal.Length 0.102984 0.050253 0.120215 0.045016 265s Petal.Width 0.037019 0.031757 0.045016 0.032825 265s 265s Linear Coeficients: 265s Sepal.Length Sepal.Width Petal.Length Petal.Width 265s setosa 22.536 27.422168 -3.6855 -40.0445 265s versicolor 17.559 6.374082 24.1965 -18.0178 265s virginica 16.488 0.015576 29.9586 3.2926 265s 265s Constants: 265s setosa versicolor virginica 265s -96.901 -100.790 -139.937 265s 265s Apparent error rate 0.0267 265s 265s Classification table 265s Predicted 265s Actual setosa versicolor virginica 265s setosa 50 0 0 265s versicolor 0 48 2 265s virginica 0 2 48 265s 265s Confusion matrix 265s Predicted 265s Actual setosa versicolor virginica 265s setosa 1 0.00 0.00 265s versicolor 0 0.96 0.04 265s virginica 0 0.04 0.96 265s 265s Data: crabs 265s Call: 265s Linda(sp ~ ., data = crabs, method = method) 265s 265s Prior Probabilities of Groups: 265s B O 265s 0.5 0.5 265s 265s Group means: 265s sexM index FL RW CL CW BD 265s B 0.41060 25.420 13.947 11.922 29.783 34.404 12.470 265s O 0.60279 23.202 16.782 13.086 33.401 37.230 15.131 265s 265s Within-groups Covariance Matrix: 265s sexM index FL RW CL CW BD 265s sexM 0.27470 0.24656 0.12787 -0.34713 0.48937 0.41525 0.20253 265s index 0.24656 204.06823 42.17347 28.25816 89.28109 100.21077 40.74069 265s FL 0.12787 42.17347 9.45366 6.24808 19.97936 22.49310 9.03804 265s RW -0.34713 28.25816 6.24808 5.12921 13.01576 14.90535 5.89729 265s CL 0.48937 89.28109 19.97936 13.01576 43.06030 48.30814 19.44568 265s CW 0.41525 100.21077 22.49310 14.90535 48.30814 54.45265 21.82356 265s BD 0.20253 40.74069 9.03804 5.89729 19.44568 21.82356 8.89498 265s 265s Linear Coeficients: 265s sexM index FL RW CL CW BD 265s B 12.295 -2.3199 7.2512 9.4085 2.2846 -2.6196 -0.42557 265s O 13.138 -3.7530 21.1374 11.5680 5.0125 -13.9120 12.61928 265s 265s Constants: 265s B O 265s -66.688 -134.375 265s 265s Apparent error rate 0 265s 265s Classification table 265s Predicted 265s Actual B O 265s B 100 0 265s O 0 100 265s 265s Confusion matrix 265s Predicted 265s Actual B O 265s B 1 0 265s O 0 1 265s 265s Data: fish 265s 265s Apparent error rate 0.0949 265s 265s Classification table 265s Predicted 265s Actual 1 2 3 4 5 6 7 265s 1 34 0 0 0 0 0 0 265s 2 0 6 0 0 0 0 0 265s 3 0 0 20 0 0 0 0 265s 4 0 0 0 11 0 0 0 265s 5 0 0 0 0 13 0 1 265s 6 0 0 0 0 0 17 0 265s 7 0 13 0 0 1 0 42 265s 265s Confusion matrix 265s Predicted 265s Actual 1 2 3 4 5 6 7 265s 1 1 0.000 0 0 0.000 0 0.000 265s 2 0 1.000 0 0 0.000 0 0.000 265s 3 0 0.000 1 0 0.000 0 0.000 265s 4 0 0.000 0 1 0.000 0 0.000 265s 5 0 0.000 0 0 0.929 0 0.071 265s 6 0 0.000 0 0 0.000 1 0.000 265s 7 0 0.232 0 0 0.018 0 0.750 265s 265s Data: pottery 265s Call: 265s Linda(origin ~ ., data = pottery, method = method) 265s 265s Prior Probabilities of Groups: 265s Attic Eritrean 265s 0.48148 0.51852 265s 265s Group means: 265s SI AL FE MG CA TI 265s Attic 55.362 13.847 10.0065 5.3141 5.5371 0.87124 265s Eritrean 52.522 16.347 9.3165 2.9541 5.7671 0.82224 265s 265s Within-groups Covariance Matrix: 265s SI AL FE MG CA TI 265s SI 9.708953 2.3634831 -0.112005 0.514666 -0.591122 0.0253885 265s AL 2.363483 0.8510105 0.044491 0.485132 0.241384 0.0023349 265s FE -0.112005 0.0444910 0.247768 -0.263894 -0.503218 0.0163218 265s MG 0.514666 0.4851316 -0.263894 1.608899 1.516228 -0.0292787 265s CA -0.591122 0.2413842 -0.503218 1.516228 2.455516 -0.0531548 265s TI 0.025389 0.0023349 0.016322 -0.029279 -0.053155 0.0017412 265s 265s Linear Coeficients: 265s SI AL FE MG CA TI 265s Attic 112.705 -368.69 530.54 7.5837 149.60 -927.45 265s Eritrean 77.198 -244.65 366.95 -3.7987 116.88 -260.83 265s 265s Constants: 265s Attic Eritrean 265s -3252.6 -1961.9 265s 265s Apparent error rate 0.1111 265s 265s Classification table 265s Predicted 265s Actual Attic Eritrean 265s Attic 12 1 265s Eritrean 2 12 265s 265s Confusion matrix 265s Predicted 265s Actual Attic Eritrean 265s Attic 0.923 0.077 265s Eritrean 0.143 0.857 265s 265s Data: olitos 266s 266s Apparent error rate 0.15 266s 266s Classification table 266s Predicted 266s Actual 1 2 3 4 266s 1 44 1 4 1 266s 2 2 23 0 0 266s 3 6 1 26 1 266s 4 1 1 0 9 266s 266s Confusion matrix 266s Predicted 266s Actual 1 2 3 4 266s 1 0.880 0.020 0.080 0.020 266s 2 0.080 0.920 0.000 0.000 266s 3 0.176 0.029 0.765 0.029 266s 4 0.091 0.091 0.000 0.818 266s =================================================== 266s > dodata(method="mcdC") 266s 266s Call: dodata(method = "mcdC") 266s =================================================== 266s 266s Data: hemophilia 266s Call: 266s Linda(as.factor(gr) ~ ., data = hemophilia, method = method) 266s 266s Prior Probabilities of Groups: 266s carrier normal 266s 0.6 0.4 266s 266s Group means: 266s AHFactivity AHFantigen 266s carrier -0.32583 -0.011545 266s normal -0.12783 -0.071377 266s 266s Within-groups Covariance Matrix: 266s AHFactivity AHFantigen 266s AHFactivity 0.0120964 0.0075536 266s AHFantigen 0.0075536 0.0164883 266s 266s Linear Coeficients: 266s AHFactivity AHFantigen 266s carrier -37.117 16.30377 266s normal -11.015 0.71742 266s 266s Constants: 266s carrier normal 266s -6.4636 -1.5947 266s 266s Apparent error rate 0.16 266s 266s Classification table 266s Predicted 266s Actual carrier normal 266s carrier 38 7 266s normal 5 25 266s 266s Confusion matrix 266s Predicted 266s Actual carrier normal 266s carrier 0.844 0.156 266s normal 0.167 0.833 266s 266s Data: anorexia 266s Call: 266s Linda(Treat ~ ., data = anorexia, method = method) 266s 266s Prior Probabilities of Groups: 266s CBT Cont FT 266s 0.40278 0.36111 0.23611 266s 266s Group means: 266s Prewt Postwt 266s CBT 82.477 82.073 266s Cont 82.039 80.835 266s FT 85.242 94.750 266s 266s Within-groups Covariance Matrix: 266s Prewt Postwt 266s Prewt 19.6589 8.3891 266s Postwt 8.3891 22.8805 266s 266s Linear Coeficients: 266s Prewt Postwt 266s CBT 3.1590 2.4288 266s Cont 3.1599 2.3743 266s FT 3.0454 3.0245 266s 266s Constants: 266s CBT Cont FT 266s -230.85 -226.60 -274.53 266s 266s Apparent error rate 0.4583 266s 266s Classification table 266s Predicted 266s Actual CBT Cont FT 266s CBT 16 5 8 266s Cont 14 10 2 266s FT 0 4 13 266s 266s Confusion matrix 266s Predicted 266s Actual CBT Cont FT 266s CBT 0.552 0.172 0.276 266s Cont 0.538 0.385 0.077 266s FT 0.000 0.235 0.765 266s 266s Data: Pima 266s Call: 266s Linda(type ~ ., data = Pima.tr, method = method) 266s 266s Prior Probabilities of Groups: 266s No Yes 266s 0.66 0.34 266s 266s Group means: 266s npreg glu bp skin bmi ped age 266s No 2.3056 110.63 67.991 26.444 31.010 0.41653 25.806 266s Yes 5.0444 142.58 74.267 33.067 34.309 0.49422 35.156 266s 266s Within-groups Covariance Matrix: 266s npreg glu bp skin bmi ped age 266s npreg 6.164422 8.43753 6.879286 3.252980 1.54269 -0.020158 9.543745 266s glu 8.437528 542.79578 57.156929 26.218837 28.63494 -0.421819 23.809124 266s bp 6.879286 57.15693 106.687356 26.315526 12.86691 -0.039577 22.992973 266s skin 3.252980 26.21884 26.315526 106.552759 44.95420 0.094311 12.005740 266s bmi 1.542689 28.63494 12.866911 44.954202 36.56262 0.167258 6.112925 266s ped -0.020158 -0.42182 -0.039577 0.094311 0.16726 0.059609 -0.072712 266s age 9.543745 23.80912 22.992973 12.005740 6.11292 -0.072712 35.594886 266s 266s Linear Coeficients: 266s npreg glu bp skin bmi ped age 266s No -1.4165 0.11776 0.49336 -0.31564 0.88761 6.5013 0.67462 266s Yes -1.3784 0.17062 0.46662 -0.26771 0.83745 8.5204 0.90557 266s 266s Constants: 266s No Yes 266s -41.716 -55.056 266s 266s Apparent error rate 0.235 266s 266s Classification table 266s Predicted 266s Actual No Yes 266s No 107 25 266s Yes 22 46 266s 266s Confusion matrix 266s Predicted 266s Actual No Yes 266s No 0.811 0.189 266s Yes 0.324 0.676 266s 266s Data: Forest soils 266s 266s Apparent error rate 0.3276 266s 266s Classification table 266s Predicted 266s Actual 1 2 3 266s 1 5 2 4 266s 2 2 13 8 266s 3 1 2 21 266s 266s Confusion matrix 266s Predicted 266s Actual 1 2 3 266s 1 0.455 0.182 0.364 266s 2 0.087 0.565 0.348 266s 3 0.042 0.083 0.875 266s 266s Data: Raven and Miller diabetes data 266s Call: 266s Linda(group ~ insulin + glucose + sspg, data = diabetes, method = method) 266s 266s Prior Probabilities of Groups: 266s normal chemical overt 266s 0.52414 0.24828 0.22759 266s 266s Group means: 266s insulin glucose sspg 266s normal 167.31 348.69 106.44 266s chemical 247.18 478.18 213.36 266s overt 101.83 932.92 322.42 266s 266s Within-groups Covariance Matrix: 266s insulin glucose sspg 266s insulin 4070.84 118.89 1701.54 266s glucose 118.89 2195.95 426.95 266s sspg 1701.54 426.95 2664.49 266s 266s Linear Coeficients: 266s insulin glucose sspg 266s normal 0.041471 0.15888 -0.011992 266s chemical 0.048103 0.21216 0.015359 266s overt -0.013579 0.41323 0.063462 266s 266s Constants: 266s normal chemical overt 266s -31.177 -59.703 -203.775 266s 266s Apparent error rate 0.0828 266s 266s Classification table 266s Predicted 266s Actual normal chemical overt 266s normal 72 4 0 266s chemical 2 34 0 266s overt 0 6 27 266s 266s Confusion matrix 266s Predicted 266s Actual normal chemical overt 266s normal 0.947 0.053 0.000 266s chemical 0.056 0.944 0.000 266s overt 0.000 0.182 0.818 266s 266s Data: iris 266s Call: 266s Linda(Species ~ ., data = iris, method = method, l1med = TRUE) 266s 266s Prior Probabilities of Groups: 266s setosa versicolor virginica 266s 0.33333 0.33333 0.33333 266s 266s Group means: 266s Sepal.Length Sepal.Width Petal.Length Petal.Width 266s setosa 5.0163 3.4510 1.4653 0.2449 266s versicolor 5.9435 2.7891 4.2543 1.3239 266s virginica 6.3867 3.0033 5.3767 2.0700 266s 266s Within-groups Covariance Matrix: 266s Sepal.Length Sepal.Width Petal.Length Petal.Width 266s Sepal.Length 0.186186 0.082478 0.094998 0.035445 266s Sepal.Width 0.082478 0.100137 0.049723 0.030678 266s Petal.Length 0.094998 0.049723 0.113105 0.043078 266s Petal.Width 0.035445 0.030678 0.043078 0.030885 266s 266s Linear Coeficients: 266s Sepal.Length Sepal.Width Petal.Length Petal.Width 266s setosa 23.678 30.2896 -3.1124 -44.9900 266s versicolor 20.342 4.6372 27.3265 -23.2006 266s virginica 18.377 -2.0004 31.4235 4.0906 266s 266s Constants: 266s setosa versicolor virginica 266s -104.96 -110.79 -145.49 266s 266s Apparent error rate 0.0333 266s 266s Classification table 266s Predicted 266s Actual setosa versicolor virginica 266s setosa 50 0 0 266s versicolor 0 48 2 266s virginica 0 3 47 266s 266s Confusion matrix 266s Predicted 266s Actual setosa versicolor virginica 266s setosa 1 0.00 0.00 266s versicolor 0 0.96 0.04 266s virginica 0 0.06 0.94 266s 266s Data: crabs 266s Call: 266s Linda(sp ~ ., data = crabs, method = method) 266s 266s Prior Probabilities of Groups: 266s B O 266s 0.5 0.5 266s 266s Group means: 266s sexM index FL RW CL CW BD 266s B 0.50000 23.956 13.790 11.649 29.390 33.934 12.274 266s O 0.51087 24.478 16.903 13.330 33.707 37.595 15.276 266s 266s Within-groups Covariance Matrix: 266s sexM index FL RW CL CW BD 266s sexM 0.25272 0.39179 0.14054 -0.30017 0.51191 0.45114 0.21708 266s index 0.39179 192.47099 39.97343 26.56698 84.63152 94.99987 38.67917 266s FL 0.14054 39.97343 8.97950 5.91408 18.98672 21.38046 8.60313 266s RW -0.30017 26.56698 5.91408 4.81389 12.31798 14.10613 5.58933 266s CL 0.51191 84.63152 18.98672 12.31798 40.94109 45.94330 18.52367 266s CW 0.45114 94.99987 21.38046 14.10613 45.94330 51.80106 20.79704 266s BD 0.21708 38.67917 8.60313 5.58933 18.52367 20.79704 8.49355 266s 266s Linear Coeficients: 266s sexM index FL RW CL CW BD 266s B 13.993 -2.5515 9.152 9.9187 2.2321 -2.9774 -0.66797 266s O 14.362 -4.0280 23.369 12.1556 5.3672 -14.9236 12.94057 266s 266s Constants: 266s B O 266s -72.687 -142.365 266s 266s Apparent error rate 0 266s 266s Classification table 266s Predicted 266s Actual B O 266s B 100 0 266s O 0 100 266s 266s Confusion matrix 266s Predicted 266s Actual B O 266s B 1 0 266s O 0 1 266s 266s Data: fish 266s 266s Apparent error rate 0.0316 266s 266s Classification table 266s Predicted 266s Actual 1 2 3 4 5 6 7 266s 1 34 0 0 0 0 0 0 266s 2 0 5 0 0 1 0 0 266s 3 0 0 20 0 0 0 0 266s 4 0 0 0 11 0 0 0 266s 5 0 0 0 0 13 0 1 266s 6 0 0 0 0 0 17 0 266s 7 0 0 0 0 3 0 53 266s 266s Confusion matrix 266s Predicted 266s Actual 1 2 3 4 5 6 7 266s 1 1 0.000 0 0 0.000 0 0.000 266s 2 0 0.833 0 0 0.167 0 0.000 266s 3 0 0.000 1 0 0.000 0 0.000 266s 4 0 0.000 0 1 0.000 0 0.000 266s 5 0 0.000 0 0 0.929 0 0.071 266s 6 0 0.000 0 0 0.000 1 0.000 266s 7 0 0.000 0 0 0.054 0 0.946 266s 266s Data: pottery 266s Call: 266s Linda(origin ~ ., data = pottery, method = method) 266s 266s Prior Probabilities of Groups: 266s Attic Eritrean 266s 0.48148 0.51852 266s 266s Group means: 266s SI AL FE MG CA TI 266s Attic 55.450 13.738 10.0000 5.0750 5.0750 0.87375 266s Eritrean 52.444 16.444 9.3222 3.1667 6.1778 0.82000 266s 266s Within-groups Covariance Matrix: 266s SI AL FE MG CA TI 266s SI 6.565481 1.6098148 -0.075259 0.369556 -0.359407 0.0169667 266s AL 1.609815 0.5640648 0.029407 0.302056 0.112426 0.0018583 266s FE -0.075259 0.0294074 0.167704 -0.180222 -0.343704 0.0110667 266s MG 0.369556 0.3020556 -0.180222 1.031667 0.915222 -0.0192167 266s CA -0.359407 0.1124259 -0.343704 0.915222 1.447370 -0.0348167 266s TI 0.016967 0.0018583 0.011067 -0.019217 -0.034817 0.0011725 266s 266s Linear Coeficients: 266s SI AL FE MG CA TI 266s Attic 190.17 -622.48 922.21 1.5045 293.30 -990.323 266s Eritrean 135.34 -431.40 666.59 -14.3288 237.68 -44.025 266s 266s Constants: 266s Attic Eritrean 266s -5924.2 -3802.9 266s 266s Apparent error rate 0.1111 266s 266s Classification table 266s Predicted 266s Actual Attic Eritrean 266s Attic 12 1 266s Eritrean 2 12 266s 266s Confusion matrix 266s Predicted 266s Actual Attic Eritrean 266s Attic 0.923 0.077 266s Eritrean 0.143 0.857 266s 266s Data: olitos 266s 266s Apparent error rate 0.1667 266s 266s Classification table 266s Predicted 266s Actual 1 2 3 4 266s 1 44 1 2 3 266s 2 2 22 0 1 266s 3 5 2 25 2 266s 4 1 1 0 9 266s 266s Confusion matrix 266s Predicted 266s Actual 1 2 3 4 266s 1 0.880 0.020 0.040 0.060 266s 2 0.080 0.880 0.000 0.040 266s 3 0.147 0.059 0.735 0.059 266s 4 0.091 0.091 0.000 0.818 266s =================================================== 266s > dodata(method="mrcd") 266s 266s Call: dodata(method = "mrcd") 266s =================================================== 266s 266s Data: hemophilia 267s Call: 267s Linda(as.factor(gr) ~ ., data = hemophilia, method = method) 267s 267s Prior Probabilities of Groups: 267s carrier normal 267s 0.6 0.4 267s 267s Group means: 267s AHFactivity AHFantigen 267s carrier -0.34048 -0.055943 267s normal -0.13566 -0.081191 267s 267s Within-groups Covariance Matrix: 267s AHFactivity AHFantigen 267s AHFactivity 0.0133676 0.0088055 267s AHFantigen 0.0088055 0.0221225 267s 267s Linear Coeficients: 267s AHFactivity AHFantigen 267s carrier -32.264 10.31334 267s normal -10.478 0.50044 267s 267s Constants: 267s carrier normal 267s -5.7149 -1.6067 267s 267s Apparent error rate 0.16 267s 267s Classification table 267s Predicted 267s Actual carrier normal 267s carrier 38 7 267s normal 5 25 267s 267s Confusion matrix 267s Predicted 267s Actual carrier normal 267s carrier 0.844 0.156 267s normal 0.167 0.833 267s 267s Data: anorexia 267s Call: 267s Linda(Treat ~ ., data = anorexia, method = method) 267s 267s Prior Probabilities of Groups: 267s CBT Cont FT 267s 0.40278 0.36111 0.23611 267s 267s Group means: 267s Prewt Postwt 267s CBT 83.114 84.009 267s Cont 80.327 80.125 267s FT 85.161 94.371 267s 267s Within-groups Covariance Matrix: 267s Prewt Postwt 267s Prewt 22.498 11.860 267s Postwt 11.860 20.426 267s 267s Linear Coeficients: 267s Prewt Postwt 267s CBT 2.1994 2.8357 267s Cont 2.1653 2.6654 267s FT 1.9451 3.4907 267s 267s Constants: 267s CBT Cont FT 267s -211.42 -194.77 -248.97 267s 267s Apparent error rate 0.3889 267s 267s Classification table 267s Predicted 267s Actual CBT Cont FT 267s CBT 15 6 8 267s Cont 6 16 4 267s FT 0 4 13 267s 267s Confusion matrix 267s Predicted 267s Actual CBT Cont FT 267s CBT 0.517 0.207 0.276 267s Cont 0.231 0.615 0.154 267s FT 0.000 0.235 0.765 267s 267s Data: Pima 267s Call: 267s Linda(type ~ ., data = Pima.tr, method = method) 267s 267s Prior Probabilities of Groups: 267s No Yes 267s 0.66 0.34 267s 267s Group means: 267s npreg glu bp skin bmi ped age 267s No 1.9925 108.32 66.240 24.856 30.310 0.37382 24.747 267s Yes 5.8855 145.88 75.715 32.541 33.915 0.39281 38.857 267s 267s Within-groups Covariance Matrix: 267s npreg glu bp skin bmi ped age 267s npreg 4.090330 7.9547 3.818380 3.35899 2.470242 0.032557 9.5929 267s glu 7.954730 770.4187 76.377665 53.32216 54.100400 -1.139087 28.5677 267s bp 3.818380 76.3777 108.201622 42.61184 18.574983 -0.089151 20.3558 267s skin 3.358992 53.3222 42.611844 146.81170 65.210794 -0.277335 15.0162 267s bmi 2.470242 54.1004 18.574983 65.21079 52.871847 0.062145 9.0741 267s ped 0.032557 -1.1391 -0.089151 -0.27733 0.062145 0.063490 0.1762 267s age 9.592948 28.5677 20.355803 15.01616 9.074109 0.176201 53.5163 267s 267s Linear Coeficients: 267s npreg glu bp skin bmi ped age 267s No -1.30832 0.065773 0.54772 -0.32738 0.70207 5.2556 0.40900 267s Yes -0.76566 0.106435 0.55777 -0.28044 0.61709 5.9199 0.54892 267s 267s Constants: 267s No Yes 267s -33.429 -45.434 267s 267s Apparent error rate 0.28 267s 267s Classification table 267s Predicted 267s Actual No Yes 267s No 105 27 267s Yes 29 39 267s 267s Confusion matrix 267s Predicted 267s Actual No Yes 267s No 0.795 0.205 267s Yes 0.426 0.574 267s 267s Data: Forest soils 267s 267s Apparent error rate 0.3448 267s 267s Classification table 267s Predicted 267s Actual 1 2 3 267s 1 7 2 2 267s 2 4 14 5 267s 3 3 4 17 267s 267s Confusion matrix 267s Predicted 267s Actual 1 2 3 267s 1 0.636 0.182 0.182 267s 2 0.174 0.609 0.217 267s 3 0.125 0.167 0.708 267s 267s Data: Raven and Miller diabetes data 267s Call: 267s Linda(group ~ insulin + glucose + sspg, data = diabetes, method = method) 267s 267s Prior Probabilities of Groups: 267s normal chemical overt 267s 0.52414 0.24828 0.22759 267s 267s Group means: 267s insulin glucose sspg 267s normal 154.014 346.07 91.606 267s chemical 248.841 451.10 221.936 267s overt 89.766 1064.16 335.100 267s 267s Within-groups Covariance Matrix: 267s insulin glucose sspg 267s insulin 4948.1 1007.61 1471.12 267s glucose 1007.6 2597.38 358.57 267s sspg 1471.1 358.57 3180.04 267s 267s Linear Coeficients: 267s insulin glucose sspg 267s normal 0.00027839 0.13121 0.013882 267s chemical 0.00148074 0.16615 0.050371 267s overt -0.10102404 0.43466 0.103100 267s 267s Constants: 267s normal chemical overt 267s -24.008 -44.642 -245.497 267s 267s Apparent error rate 0.0966 267s 267s Classification table 267s Predicted 267s Actual normal chemical overt 267s normal 71 5 0 267s chemical 2 34 0 267s overt 0 7 26 267s 267s Confusion matrix 267s Predicted 267s Actual normal chemical overt 267s normal 0.934 0.066 0.000 267s chemical 0.056 0.944 0.000 267s overt 0.000 0.212 0.788 267s 267s Data: iris 267s Call: 267s Linda(Species ~ ., data = iris, method = method, l1med = TRUE) 267s 267s Prior Probabilities of Groups: 267s setosa versicolor virginica 267s 0.33333 0.33333 0.33333 267s 267s Group means: 267s Sepal.Length Sepal.Width Petal.Length Petal.Width 267s setosa 4.9755 3.3826 1.4608 0.22053 267s versicolor 5.8868 2.7823 4.2339 1.34603 267s virginica 6.5176 2.9691 5.4560 2.06335 267s 267s Within-groups Covariance Matrix: 267s Sepal.Length Sepal.Width Petal.Length Petal.Width 267s Sepal.Length 0.238417 0.136325 0.086377 0.036955 267s Sepal.Width 0.136325 0.148452 0.067500 0.034804 267s Petal.Length 0.086377 0.067500 0.100934 0.035968 267s Petal.Width 0.036955 0.034804 0.035968 0.023856 267s 267s Linear Coeficients: 267s Sepal.Length Sepal.Width Petal.Length Petal.Width 267s setosa 17.106 15.693 7.8806 -52.031 267s versicolor 21.744 -15.813 38.0139 -11.505 267s virginica 23.032 -26.567 43.6391 23.777 267s 267s Constants: 267s setosa versicolor virginica 267s -70.214 -115.832 -180.294 267s 267s Apparent error rate 0.02 267s 267s Classification table 267s Predicted 267s Actual setosa versicolor virginica 267s setosa 50 0 0 267s versicolor 0 49 1 267s virginica 0 2 48 267s 267s Confusion matrix 267s Predicted 267s Actual setosa versicolor virginica 267s setosa 1 0.00 0.00 267s versicolor 0 0.98 0.02 267s virginica 0 0.04 0.96 267s 267s Data: crabs 267s Call: 267s Linda(sp ~ ., data = crabs, method = method) 267s 267s Prior Probabilities of Groups: 267s B O 267s 0.5 0.5 267s 267s Group means: 267s sexM index FL RW CL CW BD 267s B 0 25.5 13.270 12.138 28.102 32.624 11.816 267s O 1 25.5 16.626 12.262 33.688 37.188 15.324 267s 267s Within-groups Covariance Matrix: 267s sexM index FL RW CL CW BD 267s sexM 1.5255e-07 0.000 0.0000 0.0000 0.000 0.000 0.000 267s index 0.0000e+00 337.501 62.8107 46.5073 137.713 154.451 63.514 267s FL 0.0000e+00 62.811 15.3164 9.8612 29.911 33.479 13.805 267s RW 0.0000e+00 46.507 9.8612 8.6949 21.878 24.604 10.092 267s CL 0.0000e+00 137.713 29.9112 21.8779 73.888 73.891 30.486 267s CW 0.0000e+00 154.451 33.4788 24.6038 73.891 92.801 34.122 267s BD 0.0000e+00 63.514 13.8053 10.0923 30.486 34.122 15.854 267s 267s Linear Coeficients: 267s sexM index FL RW CL CW BD 267s B 0 -0.64890 0.95529 2.7299 0.20747 0.28549 -0.23815 267s O 6555120 -0.83294 1.67920 1.8896 0.32330 0.23479 0.51136 267s 267s Constants: 267s B O 267s -2.1491e+01 -3.2776e+06 267s 267s Apparent error rate 0.5 267s 267s Classification table 267s Predicted 267s Actual B O 267s B 50 50 267s O 50 50 267s 267s Confusion matrix 267s Predicted 267s Actual B O 267s B 0.5 0.5 267s O 0.5 0.5 267s 267s Data: fish 267s 267s Apparent error rate 0.2532 267s 267s Classification table 267s Predicted 267s Actual 1 2 3 4 5 6 7 267s 1 33 0 0 1 0 0 0 267s 2 0 3 0 0 0 0 3 267s 3 0 2 5 0 0 0 13 267s 4 0 0 0 11 0 0 0 267s 5 0 0 0 0 14 0 0 267s 6 0 0 0 0 0 17 0 267s 7 0 19 0 0 2 0 35 267s 267s Confusion matrix 267s Predicted 267s Actual 1 2 3 4 5 6 7 267s 1 0.971 0.000 0.00 0.029 0.000 0 0.000 267s 2 0.000 0.500 0.00 0.000 0.000 0 0.500 267s 3 0.000 0.100 0.25 0.000 0.000 0 0.650 267s 4 0.000 0.000 0.00 1.000 0.000 0 0.000 267s 5 0.000 0.000 0.00 0.000 1.000 0 0.000 267s 6 0.000 0.000 0.00 0.000 0.000 1 0.000 267s 7 0.000 0.339 0.00 0.000 0.036 0 0.625 267s 267s Data: pottery 267s Call: 267s Linda(origin ~ ., data = pottery, method = method) 267s 267s Prior Probabilities of Groups: 267s Attic Eritrean 267s 0.48148 0.51852 267s 267s Group means: 267s SI AL FE MG CA TI 267s Attic 55.872 13.986 10.113 5.0235 4.7316 0.88531 267s Eritrean 52.487 16.286 9.499 2.4520 5.3745 0.83959 267s 267s Within-groups Covariance Matrix: 267s SI AL FE MG CA TI 267s SI 12.795913 3.2987125 -0.35496855 0.9399999 -0.0143514 0.01132392 267s AL 3.298713 1.0829436 -0.03394751 0.2838724 0.0501000 0.00117721 267s FE -0.354969 -0.0339475 0.08078156 0.0341568 -0.0457411 0.00043177 267s MG 0.940000 0.2838724 0.03415675 0.4350013 0.1417876 0.00396576 267s CA -0.014351 0.0501000 -0.04574114 0.1417876 0.4196628 -0.00104893 267s TI 0.011324 0.0011772 0.00043177 0.0039658 -0.0010489 0.00026205 267s 267s Linear Coeficients: 267s SI AL FE MG CA TI 267s Attic 36.451 -63.784 352.90 -124.07 110.08 3826.6 267s Eritrean 29.763 -41.039 325.12 -128.32 107.36 3938.1 267s 267s Constants: 267s Attic Eritrean 267s -4000.1 -3776.1 267s 267s Apparent error rate 0.1111 267s 267s Classification table 267s Predicted 267s Actual Attic Eritrean 267s Attic 12 1 267s Eritrean 2 12 267s 267s Confusion matrix 267s Predicted 267s Actual Attic Eritrean 267s Attic 0.923 0.077 267s Eritrean 0.143 0.857 267s 267s Data: olitos 267s 267s Apparent error rate 0.125 267s 267s Classification table 267s Predicted 267s Actual 1 2 3 4 267s 1 44 2 3 1 267s 2 1 23 1 0 267s 3 4 1 27 2 267s 4 0 0 0 11 267s 267s Confusion matrix 267s Predicted 267s Actual 1 2 3 4 267s 1 0.880 0.040 0.060 0.020 267s 2 0.040 0.920 0.040 0.000 267s 3 0.118 0.029 0.794 0.059 267s 4 0.000 0.000 0.000 1.000 267s =================================================== 267s > dodata(method="ogk") 267s 267s Call: dodata(method = "ogk") 267s =================================================== 267s 267s Data: hemophilia 267s Call: 267s Linda(as.factor(gr) ~ ., data = hemophilia, method = method) 267s 267s Prior Probabilities of Groups: 267s carrier normal 267s 0.6 0.4 267s 267s Group means: 267s AHFactivity AHFantigen 267s carrier -0.29043 -0.00052902 267s normal -0.12463 -0.06715037 267s 267s Within-groups Covariance Matrix: 267s AHFactivity AHFantigen 267s AHFactivity 0.015688 0.010544 267s AHFantigen 0.010544 0.016633 267s 267s Linear Coeficients: 267s AHFactivity AHFantigen 267s carrier -32.2203 20.3935 267s normal -9.1149 1.7409 267s 267s Constants: 267s carrier normal 267s -5.1843 -1.4259 267s 267s Apparent error rate 0.1467 267s 267s Classification table 267s Predicted 267s Actual carrier normal 267s carrier 38 7 267s normal 4 26 267s 267s Confusion matrix 267s Predicted 267s Actual carrier normal 267s carrier 0.844 0.156 267s normal 0.133 0.867 267s 267s Data: anorexia 267s Call: 267s Linda(Treat ~ ., data = anorexia, method = method) 267s 267s Prior Probabilities of Groups: 267s CBT Cont FT 267s 0.40278 0.36111 0.23611 267s 267s Group means: 267s Prewt Postwt 267s CBT 82.634 82.060 267s Cont 81.605 80.459 267s FT 85.157 93.822 267s 267s Within-groups Covariance Matrix: 267s Prewt Postwt 267s Prewt 15.8294 4.4663 267s Postwt 4.4663 19.6356 267s 267s Linear Coeficients: 267s Prewt Postwt 267s CBT 4.3183 3.1970 267s Cont 4.2734 3.1256 267s FT 4.3080 3.7983 267s 267s Constants: 267s CBT Cont FT 267s -310.50 -301.12 -363.05 267s 267s Apparent error rate 0.4583 267s 267s Classification table 267s Predicted 267s Actual CBT Cont FT 267s CBT 15 5 9 267s Cont 14 11 1 267s FT 0 4 13 267s 267s Confusion matrix 267s Predicted 267s Actual CBT Cont FT 267s CBT 0.517 0.172 0.310 267s Cont 0.538 0.423 0.038 267s FT 0.000 0.235 0.765 267s 267s Data: Pima 267s Call: 267s Linda(type ~ ., data = Pima.tr, method = method) 267s 267s Prior Probabilities of Groups: 267s No Yes 267s 0.66 0.34 267s 267s Group means: 267s npreg glu bp skin bmi ped age 267s No 2.4175 109.93 67.332 26.324 30.344 0.38740 26.267 267s Yes 5.1853 142.29 75.194 33.151 34.878 0.47977 37.626 267s 267s Within-groups Covariance Matrix: 267s npreg glu bp skin bmi ped age 267s npreg 7.218576 7.52457 6.96595 4.86613 0.45567 -0.054245 14.42648 267s glu 7.524571 517.38370 58.53812 31.57321 22.68396 -0.200222 22.88780 267s bp 6.965950 58.53812 101.50317 27.86784 10.89215 -0.152784 25.41819 267s skin 4.866127 31.57321 27.86784 95.16949 37.45066 -0.117375 14.60676 267s bmi 0.455675 22.68396 10.89215 37.45066 30.89491 0.043400 4.05584 267s ped -0.054245 -0.20022 -0.15278 -0.11737 0.04340 0.051268 -0.18131 267s age 14.426479 22.88780 25.41819 14.60676 4.05584 -0.181311 57.89570 267s 267s Linear Coeficients: 267s npreg glu bp skin bmi ped age 267s No -0.99043 0.12339 0.54101 -0.35335 1.0721 8.4945 0.45482 267s Yes -1.01369 0.17577 0.53898 -0.35554 1.1563 11.0474 0.63966 267s 267s Constants: 267s No Yes 267s -43.449 -60.176 267s 267s Apparent error rate 0.23 267s 267s Classification table 267s Predicted 267s Actual No Yes 267s No 108 24 267s Yes 22 46 267s 267s Confusion matrix 267s Predicted 267s Actual No Yes 267s No 0.818 0.182 267s Yes 0.324 0.676 267s 267s Data: Forest soils 267s 267s Apparent error rate 0.3621 267s 267s Classification table 267s Predicted 267s Actual 1 2 3 267s 1 7 3 1 267s 2 4 13 6 267s 3 3 4 17 267s 267s Confusion matrix 267s Predicted 267s Actual 1 2 3 267s 1 0.636 0.273 0.091 267s 2 0.174 0.565 0.261 267s 3 0.125 0.167 0.708 267s 267s Data: Raven and Miller diabetes data 267s Call: 267s Linda(group ~ insulin + glucose + sspg, data = diabetes, method = method) 267s 267s Prior Probabilities of Groups: 267s normal chemical overt 267s 0.52414 0.24828 0.22759 267s 267s Group means: 267s insulin glucose sspg 267s normal 159.540 344.06 99.486 267s chemical 252.992 478.16 219.442 267s overt 79.635 1094.96 338.517 267s 267s Within-groups Covariance Matrix: 267s insulin glucose sspg 267s insulin 3844.877 67.238 1456.55 267s glucose 67.238 2228.396 324.21 267s sspg 1456.548 324.205 2181.73 267s 267s Linear Coeficients: 267s insulin glucose sspg 267s normal 0.040407 0.15379 -0.0042303 267s chemical 0.047858 0.20764 0.0377766 267s overt -0.026158 0.47736 0.1016873 267s 267s Constants: 267s normal chemical overt 267s -30.115 -61.233 -278.996 267s 267s Apparent error rate 0.0966 267s 267s Classification table 267s Predicted 267s Actual normal chemical overt 267s normal 71 5 0 267s chemical 2 34 0 267s overt 0 7 26 267s 267s Confusion matrix 267s Predicted 267s Actual normal chemical overt 267s normal 0.934 0.066 0.000 267s chemical 0.056 0.944 0.000 267s overt 0.000 0.212 0.788 267s 267s Data: iris 267s Call: 267s Linda(Species ~ ., data = iris, method = method, l1med = TRUE) 267s 267s Prior Probabilities of Groups: 267s setosa versicolor virginica 267s 0.33333 0.33333 0.33333 267s 267s Group means: 267s Sepal.Length Sepal.Width Petal.Length Petal.Width 267s setosa 4.9654 3.3913 1.4507 0.21639 267s versicolor 5.8767 2.7909 4.2238 1.34189 267s virginica 6.5075 2.9777 5.4459 2.05921 267s 267s Within-groups Covariance Matrix: 267s Sepal.Length Sepal.Width Petal.Length Petal.Width 267s Sepal.Length 0.180280 0.068876 0.101512 0.036096 267s Sepal.Width 0.068876 0.079556 0.047722 0.029409 267s Petal.Length 0.101512 0.047722 0.111492 0.038658 267s Petal.Width 0.036096 0.029409 0.038658 0.029965 267s 267s Linear Coeficients: 267s Sepal.Length Sepal.Width Petal.Length Petal.Width 267s setosa 28.582 46.5236 -13.859 -54.9877 267s versicolor 19.837 11.9601 20.865 -17.7704 267s virginica 16.999 1.9046 29.808 7.9189 267s 267s Constants: 267s setosa versicolor virginica 267s -134.94 -108.22 -148.56 267s 267s Apparent error rate 0.0133 267s 267s Classification table 267s Predicted 267s Actual setosa versicolor virginica 267s setosa 50 0 0 267s versicolor 0 49 1 267s virginica 0 1 49 267s 267s Confusion matrix 267s Predicted 267s Actual setosa versicolor virginica 267s setosa 1 0.00 0.00 267s versicolor 0 0.98 0.02 267s virginica 0 0.02 0.98 267s 267s Data: crabs 267s Call: 267s Linda(sp ~ ., data = crabs, method = method) 267s 267s Prior Probabilities of Groups: 267s B O 267s 0.5 0.5 267s 267s Group means: 267s sexM index FL RW CL CW BD 267s B 0.48948 24.060 13.801 11.738 29.491 34.062 12.329 267s O 0.56236 24.043 16.825 13.158 33.574 37.418 15.223 267s 267s Within-groups Covariance Matrix: 267s sexM index FL RW CL CW BD 267s sexM 0.24961 0.50421 0.16645 -0.28574 0.54159 0.48449 0.22563 267s index 0.50421 186.86616 38.46284 25.26749 82.29121 92.11253 37.67723 267s FL 0.16645 38.46284 8.58830 5.56769 18.33015 20.58235 8.32030 267s RW -0.28574 25.26749 5.56769 4.52038 11.70881 13.37643 5.32779 267s CL 0.54159 82.29121 18.33015 11.70881 39.78186 44.52112 18.01179 267s CW 0.48449 92.11253 20.58235 13.37643 44.52112 50.06150 20.16852 267s BD 0.22563 37.67723 8.32030 5.32779 18.01179 20.16852 8.25884 267s 267s Linear Coeficients: 267s sexM index FL RW CL CW BD 267s B 16.497 -2.5896 8.3966 11.518 1.7536 -2.5325 -0.67361 267s O 17.010 -4.0452 23.5400 13.702 4.7871 -14.8264 13.04556 267s 267s Constants: 267s B O 267s -77.695 -147.287 267s 267s Apparent error rate 0 267s 267s Classification table 267s Predicted 267s Actual B O 267s B 100 0 267s O 0 100 267s 267s Confusion matrix 267s Predicted 267s Actual B O 267s B 1 0 267s O 0 1 267s 267s Data: fish 267s 267s Apparent error rate 0.0063 267s 267s Classification table 267s Predicted 267s Actual 1 2 3 4 5 6 7 267s 1 34 0 0 0 0 0 0 267s 2 0 6 0 0 0 0 0 267s 3 0 0 20 0 0 0 0 267s 4 0 0 0 11 0 0 0 267s 5 0 0 0 0 14 0 0 267s 6 0 0 0 0 0 17 0 267s 7 0 0 0 0 1 0 55 267s 267s Confusion matrix 267s Predicted 267s Actual 1 2 3 4 5 6 7 267s 1 1 0 0 0 0.000 0 0.000 267s 2 0 1 0 0 0.000 0 0.000 267s 3 0 0 1 0 0.000 0 0.000 267s 4 0 0 0 1 0.000 0 0.000 267s 5 0 0 0 0 1.000 0 0.000 267s 6 0 0 0 0 0.000 1 0.000 267s 7 0 0 0 0 0.018 0 0.982 267s 267s Data: pottery 267s Call: 267s Linda(origin ~ ., data = pottery, method = method) 267s 267s Prior Probabilities of Groups: 267s Attic Eritrean 267s 0.48148 0.51852 267s 267s Group means: 267s SI AL FE MG CA TI 267s Attic 55.381 14.088 10.1316 4.9588 4.7684 0.88444 267s Eritrean 53.559 16.251 9.1145 2.6213 5.8980 0.82501 267s 267s Within-groups Covariance Matrix: 267s SI AL FE MG CA TI 267s SI 7.878378 1.9064112 -0.545403 0.4167407 -0.11589 0.01850748 267s AL 1.906411 0.6678763 -0.037744 0.1120891 -0.10733 0.00805556 267s FE -0.545403 -0.0377438 0.213914 -0.0192356 -0.23121 0.00582800 267s MG 0.416741 0.1120891 -0.019236 0.2336721 0.17284 -0.00183128 267s CA -0.115888 -0.1073297 -0.231213 0.1728385 0.71388 -0.01895968 267s TI 0.018507 0.0080556 0.005828 -0.0018313 -0.01896 0.00081815 267s 267s Linear Coeficients: 267s SI AL FE MG CA TI 267s Attic 57.784 -107.297 319.31 -152.94 241.66 3813.6 267s Eritrean 52.523 -86.545 306.58 -165.71 242.36 3734.1 267s 267s Constants: 267s Attic Eritrean 267s -4346 -4139 267s 267s Apparent error rate 0.1111 267s 267s Classification table 267s Predicted 267s Actual Attic Eritrean 267s Attic 12 1 267s Eritrean 2 12 267s 267s Confusion matrix 267s Predicted 267s Actual Attic Eritrean 267s Attic 0.923 0.077 267s Eritrean 0.143 0.857 267s 267s Data: olitos 267s 267s Apparent error rate 0.1 267s 267s Classification table 267s Predicted 267s Actual 1 2 3 4 267s 1 45 2 2 1 267s 2 0 25 0 0 267s 3 4 1 27 2 267s 4 0 0 0 11 267s 267s Confusion matrix 267s Predicted 267s Actual 1 2 3 4 267s 1 0.900 0.040 0.040 0.020 267s 2 0.000 1.000 0.000 0.000 267s 3 0.118 0.029 0.794 0.059 267s 4 0.000 0.000 0.000 1.000 267s =================================================== 267s > #dodata(method="fsa") 267s > 267s BEGIN TEST tldapp.R 267s 267s R version 4.3.3 (2024-02-29) -- "Angel Food Cake" 267s Copyright (C) 2024 The R Foundation for Statistical Computing 267s Platform: s390x-ibm-linux-gnu (64-bit) 267s 267s R is free software and comes with ABSOLUTELY NO WARRANTY. 267s You are welcome to redistribute it under certain conditions. 267s Type 'license()' or 'licence()' for distribution details. 267s 267s R is a collaborative project with many contributors. 267s Type 'contributors()' for more information and 267s 'citation()' on how to cite R or R packages in publications. 267s 267s Type 'demo()' for some demos, 'help()' for on-line help, or 267s 'help.start()' for an HTML browser interface to help. 267s Type 'q()' to quit R. 267s 268s > ## VT::15.09.2013 - this will render the output independent 268s > ## from the version of the package 268s > suppressPackageStartupMessages(library(rrcov)) 268s > library(MASS) 268s > 268s > dodata <- function(method) { 268s + 268s + options(digits = 5) 268s + set.seed(101) 268s + 268s + tmp <- sys.call() 268s + cat("\nCall: ", deparse(substitute(tmp)),"\n") 268s + cat("===================================================\n") 268s + 268s + data(pottery); show(lda <- LdaPP(origin~., data=pottery, method=method)); show(predict(lda)) 268s + data(hemophilia); show(lda <- LdaPP(as.factor(gr)~., data=hemophilia, method=method)); show(predict(lda)) 268s + data(anorexia); show(lda <- LdaPP(Treat~., data=anorexia, method=method)); show(predict(lda)) 268s + data(Pima.tr); show(lda <- LdaPP(type~., data=Pima.tr, method=method)); show(predict(lda)) 268s + data(crabs); show(lda <- LdaPP(sp~., data=crabs, method=method)); show(predict(lda)) 268s + 268s + cat("===================================================\n") 268s + } 268s > 268s > 268s > ## -- now do it: 268s > 268s > ## Commented out - still to slow 268s > ##dodata(method="huber") 268s > ##dodata(method="sest") 268s > 268s > ## VT::14.11.2018 - Commented out: too slow 268s > ## dodata(method="mad") 268s > ## dodata(method="class") 268s > 268s BEGIN TEST tmcd4.R 268s 268s R version 4.3.3 (2024-02-29) -- "Angel Food Cake" 268s Copyright (C) 2024 The R Foundation for Statistical Computing 268s Platform: s390x-ibm-linux-gnu (64-bit) 268s 268s R is free software and comes with ABSOLUTELY NO WARRANTY. 268s You are welcome to redistribute it under certain conditions. 268s Type 'license()' or 'licence()' for distribution details. 268s 268s R is a collaborative project with many contributors. 268s Type 'contributors()' for more information and 268s 'citation()' on how to cite R or R packages in publications. 268s 268s Type 'demo()' for some demos, 'help()' for on-line help, or 268s 'help.start()' for an HTML browser interface to help. 268s Type 'q()' to quit R. 268s 268s > ## Test the exact fit property of CovMcd 268s > doexactfit <- function(){ 268s + exact <-function(seed=1234){ 268s + 268s + set.seed(seed) 268s + 268s + n1 <- 45 268s + p <- 2 268s + x1 <- matrix(rnorm(p*n1),nrow=n1, ncol=p) 268s + x1[,p] <- x1[,p] + 3 268s + n2 <- 55 268s + m1 <- 0 268s + m2 <- 3 268s + x2 <- cbind(rnorm(n2),rep(m2,n2)) 268s + x<-rbind(x1,x2) 268s + colnames(x) <- c("X1","X2") 268s + x 268s + } 268s + print(CovMcd(exact())) 268s + } 268s > 268s > dodata <- function(nrep=1, time=FALSE, short=FALSE, full=TRUE, method = c("FASTMCD","MASS", "deterministic", "exact", "MRCD")){ 268s + ##@bdescr 268s + ## Test the function covMcd() on the literature datasets: 268s + ## 268s + ## Call CovMcd() for all regression datasets available in rrcov and print: 268s + ## - execution time (if time == TRUE) 268s + ## - objective fucntion 268s + ## - best subsample found (if short == false) 268s + ## - outliers identified (with cutoff 0.975) (if short == false) 268s + ## - estimated center and covarinance matrix if full == TRUE) 268s + ## 268s + ##@edescr 268s + ## 268s + ##@in nrep : [integer] number of repetitions to use for estimating the 268s + ## (average) execution time 268s + ##@in time : [boolean] whether to evaluate the execution time 268s + ##@in short : [boolean] whether to do short output (i.e. only the 268s + ## objective function value). If short == FALSE, 268s + ## the best subsample and the identified outliers are 268s + ## printed. See also the parameter full below 268s + ##@in full : [boolean] whether to print the estimated cente and covariance matrix 268s + ##@in method : [character] select a method: one of (FASTMCD, MASS) 268s + 268s + doest <- function(x, xname, nrep=1){ 268s + n <- dim(x)[1] 268s + p <- dim(x)[2] 268s + if(method == "MASS"){ 268s + mcd<-cov.mcd(x) 268s + quan <- as.integer(floor((n + p + 1)/2)) #default: floor((n+p+1)/2) 268s + } 268s + else{ 268s + mcd <- if(method=="deterministic") CovMcd(x, nsamp="deterministic", trace=FALSE) 268s + else if(method=="exact") CovMcd(x, nsamp="exact", trace=FALSE) 268s + else if(method=="MRCD") CovMrcd(x, trace=FALSE) 268s + else CovMcd(x, trace=FALSE) 268s + quan <- as.integer(mcd@quan) 268s + } 268s + 268s + crit <- mcd@crit 268s + 268s + if(time){ 268s + xtime <- system.time(dorep(x, nrep, method))[1]/nrep 268s + xres <- sprintf("%3d %3d %3d %12.6f %10.3f\n", dim(x)[1], dim(x)[2], quan, crit, xtime) 268s + } 268s + else{ 268s + xres <- sprintf("%3d %3d %3d %12.6f\n", dim(x)[1], dim(x)[2], quan, crit) 268s + } 268s + lpad<-lname-nchar(xname) 268s + cat(pad.right(xname,lpad), xres) 268s + 268s + if(!short){ 268s + cat("Best subsample: \n") 268s + if(length(mcd@best) > 150) 268s + cat("Too long... \n") 268s + else 268s + print(mcd@best) 268s + 268s + ibad <- which(mcd@wt==0) 268s + names(ibad) <- NULL 268s + nbad <- length(ibad) 268s + cat("Outliers: ",nbad,"\n") 268s + if(nbad > 0 & nbad < 150) 268s + print(ibad) 268s + else 268s + cat("Too many to print ... \n") 268s + if(full){ 268s + cat("-------------\n") 268s + show(mcd) 268s + } 268s + cat("--------------------------------------------------------\n") 268s + } 268s + } 268s + 268s + options(digits = 5) 268s + set.seed(101) # <<-- sub-sampling algorithm now based on R's RNG and seed 268s + 268s + lname <- 20 268s + 268s + ## VT::15.09.2013 - this will render the output independent 268s + ## from the version of the package 268s + suppressPackageStartupMessages(library(rrcov)) 268s + 268s + method <- match.arg(method) 268s + if(method == "MASS") 268s + library(MASS) 268s + 268s + data(Animals, package = "MASS") 268s + brain <- Animals[c(1:24, 26:25, 27:28),] 268s + 268s + data(fish) 268s + data(pottery) 268s + data(rice) 268s + data(un86) 268s + data(wages) 268s + 268s + tmp <- sys.call() 268s + cat("\nCall: ", deparse(substitute(tmp)),"\n") 268s + 268s + cat("Data Set n p Half LOG(obj) Time\n") 268s + cat("========================================================\n") 268s + 268s + if(method=="exact") 268s + { 268s + ## only small data sets 268s + doest(heart[, 1:2], data(heart), nrep) 268s + doest(starsCYG, data(starsCYG), nrep) 268s + doest(data.matrix(subset(phosphor, select = -plant)), data(phosphor), nrep) 268s + doest(data.matrix(subset(coleman, select = -Y)), data(coleman), nrep) 268s + doest(data.matrix(subset(salinity, select = -Y)), data(salinity), nrep) 268s + doest(data.matrix(subset(wood, select = -y)), data(wood), nrep) 268s + doest(brain, "Animals", nrep) 268s + doest(lactic, data(lactic), nrep) 268s + doest(pension, data(pension), nrep) 268s + doest(data.matrix(subset(vaso, select = -Y)), data(vaso), nrep) 268s + doest(stack.x, data(stackloss), nrep) 268s + doest(pilot, data(pilot), nrep) 268s + } else 268s + { 268s + doest(heart[, 1:2], data(heart), nrep) 268s + doest(starsCYG, data(starsCYG), nrep) 268s + doest(data.matrix(subset(phosphor, select = -plant)), data(phosphor), nrep) 268s + doest(stack.x, data(stackloss), nrep) 268s + doest(data.matrix(subset(coleman, select = -Y)), data(coleman), nrep) 268s + doest(data.matrix(subset(salinity, select = -Y)), data(salinity), nrep) 268s + doest(data.matrix(subset(wood, select = -y)), data(wood), nrep) 268s + doest(data.matrix(subset(hbk, select = -Y)),data(hbk), nrep) 268s + 268s + doest(brain, "Animals", nrep) 268s + ## doest(milk, data(milk), nrep) # difference between 386 and x64 268s + doest(bushfire, data(bushfire), nrep) 268s + 268s + doest(lactic, data(lactic), nrep) 268s + doest(pension, data(pension), nrep) 268s + ## doest(pilot, data(pilot), nrep) # difference between 386 and x64 268s + 268s + if(method != "MRCD") # these two are quite slow for MRCD, especially the second one 268s + { 268s + doest(radarImage, data(radarImage), nrep) 268s + doest(NOxEmissions, data(NOxEmissions), nrep) 268s + } 268s + 268s + doest(data.matrix(subset(vaso, select = -Y)), data(vaso), nrep) 268s + doest(data.matrix(subset(wagnerGrowth, select = -Period)), data(wagnerGrowth), nrep) 268s + 268s + doest(data.matrix(subset(fish, select = -Species)), data(fish), nrep) 268s + doest(data.matrix(subset(pottery, select = -origin)), data(pottery), nrep) 268s + doest(rice, data(rice), nrep) 268s + doest(un86, data(un86), nrep) 268s + 268s + doest(wages, data(wages), nrep) 268s + 268s + ## from package 'datasets' 268s + doest(airquality[,1:4], data(airquality), nrep) 268s + doest(attitude, data(attitude), nrep) 268s + doest(attenu, data(attenu), nrep) 268s + doest(USJudgeRatings, data(USJudgeRatings), nrep) 268s + doest(USArrests, data(USArrests), nrep) 268s + doest(longley, data(longley), nrep) 268s + doest(Loblolly, data(Loblolly), nrep) 268s + doest(quakes[,1:4], data(quakes), nrep) 268s + } 268s + cat("========================================================\n") 268s + } 268s > 268s > dogen <- function(nrep=1, eps=0.49, method=c("FASTMCD", "MASS")){ 268s + 268s + doest <- function(x, nrep=1){ 268s + gc() 268s + xtime <- system.time(dorep(x, nrep, method))[1]/nrep 268s + cat(sprintf("%6d %3d %10.2f\n", dim(x)[1], dim(x)[2], xtime)) 268s + xtime 268s + } 268s + 268s + set.seed(1234) 268s + 268s + ## VT::15.09.2013 - this will render the output independent 268s + ## from the version of the package 268s + suppressPackageStartupMessages(library(rrcov)) 268s + 268s + library(MASS) 268s + method <- match.arg(method) 268s + 268s + ap <- c(2, 5, 10, 20, 30) 268s + an <- c(100, 500, 1000, 10000, 50000) 268s + 268s + tottime <- 0 268s + cat(" n p Time\n") 268s + cat("=====================\n") 268s + for(i in 1:length(an)) { 268s + for(j in 1:length(ap)) { 268s + n <- an[i] 268s + p <- ap[j] 268s + if(5*p <= n){ 268s + xx <- gendata(n, p, eps) 268s + X <- xx$X 268s + tottime <- tottime + doest(X, nrep) 268s + } 268s + } 268s + } 268s + 268s + cat("=====================\n") 268s + cat("Total time: ", tottime*nrep, "\n") 268s + } 268s > 268s > docheck <- function(n, p, eps){ 268s + xx <- gendata(n,p,eps) 268s + mcd <- CovMcd(xx$X) 268s + check(mcd, xx$xind) 268s + } 268s > 268s > check <- function(mcd, xind){ 268s + ## check if mcd is robust w.r.t xind, i.e. check how many of xind 268s + ## did not get zero weight 268s + mymatch <- xind %in% which(mcd@wt == 0) 268s + length(xind) - length(which(mymatch)) 268s + } 268s > 268s > dorep <- function(x, nrep=1, method=c("FASTMCD","MASS", "deterministic", "exact", "MRCD")){ 268s + 268s + method <- match.arg(method) 268s + for(i in 1:nrep) 268s + if(method == "MASS") 268s + cov.mcd(x) 268s + else 268s + { 268s + if(method=="deterministic") CovMcd(x, nsamp="deterministic", trace=FALSE) 268s + else if(method=="exact") CovMcd(x, nsamp="exact", trace=FALSE) 268s + else if(method=="MRCD") CovMrcd(x, trace=FALSE) 268s + else CovMcd(x, trace=FALSE) 268s + } 268s + } 268s > 268s > #### gendata() #### 268s > # Generates a location contaminated multivariate 268s > # normal sample of n observations in p dimensions 268s > # (1-eps)*Np(0,Ip) + eps*Np(m,Ip) 268s > # where 268s > # m = (b,b,...,b) 268s > # Defaults: eps=0 and b=10 268s > # 268s > gendata <- function(n,p,eps=0,b=10){ 268s + 268s + if(missing(n) || missing(p)) 268s + stop("Please specify (n,p)") 268s + if(eps < 0 || eps >= 0.5) 268s + stop(message="eps must be in [0,0.5)") 268s + X <- mvrnorm(n,rep(0,p),diag(1,nrow=p,ncol=p)) 268s + nbad <- as.integer(eps * n) 268s + if(nbad > 0){ 268s + Xbad <- mvrnorm(nbad,rep(b,p),diag(1,nrow=p,ncol=p)) 268s + xind <- sample(n,nbad) 268s + X[xind,] <- Xbad 268s + } 268s + list(X=X, xind=xind) 268s + } 268s > 268s > pad.right <- function(z, pads) 268s + { 268s + ### Pads spaces to right of text 268s + padding <- paste(rep(" ", pads), collapse = "") 268s + paste(z, padding, sep = "") 268s + } 268s > 268s > whatis<-function(x){ 268s + if(is.data.frame(x)) 268s + cat("Type: data.frame\n") 268s + else if(is.matrix(x)) 268s + cat("Type: matrix\n") 268s + else if(is.vector(x)) 268s + cat("Type: vector\n") 268s + else 268s + cat("Type: don't know\n") 268s + } 268s > 268s > ## VT::15.09.2013 - this will render the output independent 268s > ## from the version of the package 268s > suppressPackageStartupMessages(library(rrcov)) 268s > 268s > dodata() 268s 268s Call: dodata() 268s Data Set n p Half LOG(obj) Time 268s ======================================================== 268s heart 12 2 7 5.678742 268s Best subsample: 268s [1] 1 3 4 5 7 9 11 268s Outliers: 0 268s Too many to print ... 268s ------------- 268s 268s Call: 268s CovMcd(x = x, trace = FALSE) 268s -> Method: Fast MCD(alpha=0.5 ==> h=7); nsamp = 500; (n,k)mini = (300,5) 268s 268s Robust Estimate of Location: 268s height weight 268s 38.3 33.1 268s 268s Robust Estimate of Covariance: 268s height weight 268s height 135 259 268s weight 259 564 268s -------------------------------------------------------- 268s starsCYG 47 2 25 -8.031215 268s Best subsample: 268s [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 268s Outliers: 7 268s [1] 7 9 11 14 20 30 34 268s ------------- 268s 268s Call: 268s CovMcd(x = x, trace = FALSE) 268s -> Method: Fast MCD(alpha=0.5 ==> h=25); nsamp = 500; (n,k)mini = (300,5) 268s 268s Robust Estimate of Location: 268s log.Te log.light 268s 4.41 4.95 268s 268s Robust Estimate of Covariance: 268s log.Te log.light 268s log.Te 0.0132 0.0394 268s log.light 0.0394 0.2743 268s -------------------------------------------------------- 268s phosphor 18 2 10 6.878847 268s Best subsample: 268s [1] 3 5 8 9 11 12 13 14 15 17 268s Outliers: 3 268s [1] 1 6 10 268s ------------- 268s 268s Call: 268s CovMcd(x = x, trace = FALSE) 268s -> Method: Fast MCD(alpha=0.5 ==> h=10); nsamp = 500; (n,k)mini = (300,5) 268s 268s Robust Estimate of Location: 268s inorg organic 268s 13.4 38.8 268s 268s Robust Estimate of Covariance: 268s inorg organic 268s inorg 129 130 268s organic 130 182 268s -------------------------------------------------------- 268s stackloss 21 3 12 5.472581 268s Best subsample: 268s [1] 4 5 6 7 8 9 10 11 12 13 14 20 268s Outliers: 9 268s [1] 1 2 3 15 16 17 18 19 21 268s ------------- 268s 268s Call: 268s CovMcd(x = x, trace = FALSE) 268s -> Method: Fast MCD(alpha=0.5 ==> h=12); nsamp = 500; (n,k)mini = (300,5) 268s 268s Robust Estimate of Location: 268s Air.Flow Water.Temp Acid.Conc. 268s 59.5 20.8 87.3 268s 268s Robust Estimate of Covariance: 268s Air.Flow Water.Temp Acid.Conc. 268s Air.Flow 6.29 5.85 5.74 268s Water.Temp 5.85 9.23 6.14 268s Acid.Conc. 5.74 6.14 23.25 268s -------------------------------------------------------- 268s coleman 20 5 13 1.286808 268s Best subsample: 268s [1] 2 3 4 5 7 8 12 13 14 16 17 19 20 268s Outliers: 7 268s [1] 1 6 9 10 11 15 18 268s ------------- 268s 268s Call: 268s CovMcd(x = x, trace = FALSE) 268s -> Method: Fast MCD(alpha=0.5 ==> h=13); nsamp = 500; (n,k)mini = (300,5) 268s 268s Robust Estimate of Location: 268s salaryP fatherWc sstatus teacherSc motherLev 268s 2.76 48.38 6.12 25.00 6.40 268s 268s Robust Estimate of Covariance: 268s salaryP fatherWc sstatus teacherSc motherLev 268s salaryP 0.253 1.786 -0.266 0.151 0.075 268s fatherWc 1.786 1303.382 330.496 12.604 34.503 268s sstatus -0.266 330.496 119.888 3.833 10.131 268s teacherSc 0.151 12.604 3.833 0.785 0.555 268s motherLev 0.075 34.503 10.131 0.555 1.043 268s -------------------------------------------------------- 268s salinity 28 3 16 1.326364 268s Best subsample: 268s [1] 1 2 6 7 8 12 13 14 18 20 21 22 25 26 27 28 268s Outliers: 4 268s [1] 5 16 23 24 268s ------------- 268s 268s Call: 268s CovMcd(x = x, trace = FALSE) 268s -> Method: Fast MCD(alpha=0.5 ==> h=16); nsamp = 500; (n,k)mini = (300,5) 268s 268s Robust Estimate of Location: 268s X1 X2 X3 268s 10.08 2.78 22.78 268s 268s Robust Estimate of Covariance: 268s X1 X2 X3 268s X1 10.44 1.01 -3.19 268s X2 1.01 3.83 -1.44 268s X3 -3.19 -1.44 2.39 268s -------------------------------------------------------- 268s wood 20 5 13 -36.270094 268s Best subsample: 268s [1] 1 2 3 5 9 10 12 13 14 15 17 18 20 268s Outliers: 7 268s [1] 4 6 7 8 11 16 19 268s ------------- 268s 268s Call: 268s CovMcd(x = x, trace = FALSE) 268s -> Method: Fast MCD(alpha=0.5 ==> h=13); nsamp = 500; (n,k)mini = (300,5) 268s 268s Robust Estimate of Location: 268s x1 x2 x3 x4 x5 268s 0.587 0.122 0.531 0.538 0.892 268s 268s Robust Estimate of Covariance: 268s x1 x2 x3 x4 x5 268s x1 1.00e-02 1.88e-03 3.15e-03 -5.86e-04 -1.63e-03 268s x2 1.88e-03 4.85e-04 1.27e-03 -5.20e-05 2.36e-05 268s x3 3.15e-03 1.27e-03 6.63e-03 -8.71e-04 3.52e-04 268s x4 -5.86e-04 -5.20e-05 -8.71e-04 2.85e-03 1.83e-03 268s x5 -1.63e-03 2.36e-05 3.52e-04 1.83e-03 2.77e-03 268s -------------------------------------------------------- 268s hbk 75 3 39 -1.047858 268s Best subsample: 268s [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 268s [26] 55 56 58 59 61 63 64 66 67 70 71 72 73 74 268s Outliers: 14 268s [1] 1 2 3 4 5 6 7 8 9 10 11 12 13 14 268s ------------- 268s 268s Call: 268s CovMcd(x = x, trace = FALSE) 268s -> Method: Fast MCD(alpha=0.5 ==> h=39); nsamp = 500; (n,k)mini = (300,5) 268s 268s Robust Estimate of Location: 268s X1 X2 X3 268s 1.54 1.78 1.69 268s 268s Robust Estimate of Covariance: 268s X1 X2 X3 268s X1 1.227 0.055 0.127 268s X2 0.055 1.249 0.153 268s X3 0.127 0.153 1.160 268s -------------------------------------------------------- 268s Animals 28 2 15 14.555543 268s Best subsample: 268s [1] 1 3 4 5 10 11 17 18 19 20 21 22 23 26 27 268s Outliers: 14 268s [1] 2 6 7 8 9 12 13 14 15 16 23 24 25 28 268s ------------- 268s 268s Call: 268s CovMcd(x = x, trace = FALSE) 268s -> Method: Fast MCD(alpha=0.5 ==> h=15); nsamp = 500; (n,k)mini = (300,5) 268s 268s Robust Estimate of Location: 268s body brain 268s 18.7 64.9 268s 268s Robust Estimate of Covariance: 268s body brain 268s body 929 1576 268s brain 1576 5646 268s -------------------------------------------------------- 268s bushfire 38 5 22 18.135810 268s Best subsample: 268s [1] 1 2 3 4 5 6 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 268s Outliers: 16 268s [1] 7 8 9 10 11 12 29 30 31 32 33 34 35 36 37 38 268s ------------- 268s 268s Call: 268s CovMcd(x = x, trace = FALSE) 268s -> Method: Fast MCD(alpha=0.5 ==> h=22); nsamp = 500; (n,k)mini = (300,5) 268s 268s Robust Estimate of Location: 268s V1 V2 V3 V4 V5 268s 105 147 274 218 279 268s 268s Robust Estimate of Covariance: 268s V1 V2 V3 V4 V5 268s V1 346 268 -1692 -381 -311 268s V2 268 236 -1125 -230 -194 268s V3 -1692 -1125 9993 2455 1951 268s V4 -381 -230 2455 647 505 268s V5 -311 -194 1951 505 398 268s -------------------------------------------------------- 268s lactic 20 2 11 0.359580 268s Best subsample: 268s [1] 1 2 3 4 5 7 8 9 10 11 12 268s Outliers: 4 268s [1] 17 18 19 20 268s ------------- 268s 268s Call: 268s CovMcd(x = x, trace = FALSE) 268s -> Method: Fast MCD(alpha=0.5 ==> h=11); nsamp = 500; (n,k)mini = (300,5) 268s 268s Robust Estimate of Location: 268s X Y 268s 3.86 5.01 268s 268s Robust Estimate of Covariance: 268s X Y 268s X 10.6 14.6 268s Y 14.6 21.3 268s -------------------------------------------------------- 268s pension 18 2 10 16.675508 268s Best subsample: 268s [1] 1 2 3 4 5 6 8 9 11 12 268s Outliers: 5 268s [1] 14 15 16 17 18 268s ------------- 268s 268s Call: 268s CovMcd(x = x, trace = FALSE) 268s -> Method: Fast MCD(alpha=0.5 ==> h=10); nsamp = 500; (n,k)mini = (300,5) 268s 268s Robust Estimate of Location: 268s Income Reserves 268s 52.3 560.9 268s 268s Robust Estimate of Covariance: 268s Income Reserves 268s Income 1420 11932 268s Reserves 11932 208643 268s -------------------------------------------------------- 269s radarImage 1573 5 789 36.694425 269s Best subsample: 269s Too long... 269s Outliers: 117 269s [1] 164 237 238 242 261 262 351 450 451 462 480 481 509 516 535 269s [16] 542 572 597 620 643 654 669 697 737 802 803 804 818 832 833 269s [31] 834 862 863 864 892 900 939 989 1029 1064 1123 1132 1145 1202 1223 269s [46] 1224 1232 1233 1249 1250 1258 1259 1267 1303 1347 1357 1368 1375 1376 1393 269s [61] 1394 1402 1403 1411 1417 1419 1420 1428 1436 1443 1444 1453 1470 1479 1487 269s [76] 1492 1504 1510 1511 1512 1517 1518 1519 1520 1521 1522 1525 1526 1527 1528 269s [91] 1530 1532 1534 1543 1544 1546 1547 1548 1549 1550 1551 1552 1553 1554 1555 269s [106] 1557 1558 1561 1562 1564 1565 1566 1567 1569 1570 1571 1573 269s ------------- 269s 269s Call: 269s CovMcd(x = x, trace = FALSE) 269s -> Method: Fast MCD(alpha=0.5 ==> h=789); nsamp = 500; (n,k)mini = (300,5) 269s 269s Robust Estimate of Location: 269s X.coord Y.coord Band.1 Band.2 Band.3 269s 52.80 35.12 6.77 18.44 8.90 269s 269s Robust Estimate of Covariance: 269s X.coord Y.coord Band.1 Band.2 Band.3 269s X.coord 123.6 23.0 -361.9 -197.1 -22.5 269s Y.coord 23.0 400.6 34.3 -191.1 -39.1 269s Band.1 -361.9 34.3 27167.9 8178.8 473.7 269s Band.2 -197.1 -191.1 8178.8 26021.8 952.4 269s Band.3 -22.5 -39.1 473.7 952.4 4458.4 269s -------------------------------------------------------- 269s NOxEmissions 8088 4 4046 2.474539 269s Best subsample: 269s Too long... 269s Outliers: 2156 269s Too many to print ... 269s ------------- 269s 269s Call: 269s CovMcd(x = x, trace = FALSE) 269s -> Method: Fast MCD(alpha=0.5 ==> h=4046); nsamp = 500; (n,k)mini = (300,5) 269s 269s Robust Estimate of Location: 269s julday LNOx LNOxEm sqrtWS 269s 168.19 4.73 7.91 1.37 269s 269s Robust Estimate of Covariance: 269s julday LNOx LNOxEm sqrtWS 269s julday 9180.6297 12.0306 0.7219 -10.1273 269s LNOx 12.0306 0.4721 0.1418 -0.1526 269s LNOxEm 0.7219 0.1418 0.2516 0.0438 269s sqrtWS -10.1273 -0.1526 0.0438 0.2073 269s -------------------------------------------------------- 269s vaso 39 2 21 -3.972244 269s Best subsample: 269s [1] 3 4 8 14 18 19 20 21 22 23 24 25 26 27 28 33 34 35 37 38 39 269s Outliers: 4 269s [1] 1 2 17 31 269s ------------- 269s 269s Call: 269s CovMcd(x = x, trace = FALSE) 269s -> Method: Fast MCD(alpha=0.5 ==> h=21); nsamp = 500; (n,k)mini = (300,5) 269s 269s Robust Estimate of Location: 269s Volume Rate 269s 1.16 1.72 269s 269s Robust Estimate of Covariance: 269s Volume Rate 269s Volume 0.313 -0.167 269s Rate -0.167 0.728 269s -------------------------------------------------------- 269s wagnerGrowth 63 6 35 6.572208 269s Best subsample: 269s [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 269s [26] 48 51 52 53 54 55 56 57 60 62 269s Outliers: 13 269s [1] 1 8 15 21 22 28 29 33 42 43 46 50 63 269s ------------- 269s 269s Call: 269s CovMcd(x = x, trace = FALSE) 269s -> Method: Fast MCD(alpha=0.5 ==> h=35); nsamp = 500; (n,k)mini = (300,5) 269s 269s Robust Estimate of Location: 269s Region PA GPA HS GHS y 269s 11.00 33.66 -2.00 2.48 0.31 7.48 269s 269s Robust Estimate of Covariance: 269s Region PA GPA HS GHS y 269s Region 35.5615 17.9337 -0.5337 -0.9545 -0.3093 -14.0090 269s PA 17.9337 27.7333 -4.9017 -1.4174 0.0343 -28.7040 269s GPA -0.5337 -4.9017 5.3410 0.2690 -0.1484 4.0006 269s HS -0.9545 -1.4174 0.2690 0.8662 -0.0454 2.9024 269s GHS -0.3093 0.0343 -0.1484 -0.0454 0.1772 0.7457 269s y -14.0090 -28.7040 4.0006 2.9024 0.7457 82.6877 269s -------------------------------------------------------- 269s fish 159 6 82 8.879005 269s Best subsample: 269s [1] 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 269s [20] 20 21 22 23 24 25 26 27 28 30 32 35 36 37 42 43 44 45 46 269s [39] 47 48 49 50 51 52 53 54 55 56 57 58 59 60 107 109 110 111 113 269s [58] 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 269s [77] 134 135 136 137 138 139 269s Outliers: 63 269s [1] 30 39 40 41 42 62 63 64 65 66 68 69 70 73 74 75 76 77 78 269s [20] 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 269s [39] 98 99 100 101 102 103 104 105 141 143 144 145 147 148 149 150 151 152 153 269s [58] 154 155 156 157 158 159 269s ------------- 269s 269s Call: 269s CovMcd(x = x, trace = FALSE) 269s -> Method: Fast MCD(alpha=0.5 ==> h=82); nsamp = 500; (n,k)mini = (300,5) 269s 269s Robust Estimate of Location: 269s Weight Length1 Length2 Length3 Height Width 269s 329.9 24.5 26.6 29.7 31.1 14.7 269s 269s Robust Estimate of Covariance: 269s Weight Length1 Length2 Length3 Height Width 269s Weight 69082.99 1477.81 1613.64 1992.62 1439.32 -62.12 269s Length1 1477.81 34.68 37.61 45.51 28.82 -1.31 269s Length2 1613.64 37.61 40.88 49.52 31.81 -1.40 269s Length3 1992.62 45.51 49.52 61.16 42.65 -2.25 269s Height 1439.32 28.82 31.81 42.65 46.74 -2.82 269s Width -62.12 -1.31 -1.40 -2.25 -2.82 1.01 269s -------------------------------------------------------- 269s pottery 27 6 17 -10.586933 269s Best subsample: 269s [1] 1 2 4 5 6 9 10 11 13 14 15 19 20 21 22 26 27 269s Outliers: 9 269s [1] 3 8 12 16 17 18 23 24 25 269s ------------- 269s 269s Call: 269s CovMcd(x = x, trace = FALSE) 269s -> Method: Fast MCD(alpha=0.5 ==> h=17); nsamp = 500; (n,k)mini = (300,5) 269s 269s Robust Estimate of Location: 269s SI AL FE MG CA TI 269s 54.983 15.206 9.700 3.817 5.211 0.859 269s 269s Robust Estimate of Covariance: 269s SI AL FE MG CA TI 269s SI 20.58227 2.28743 -0.02039 2.12648 -1.80227 0.08821 269s AL 2.28743 4.03605 -0.63021 -2.49966 0.20842 -0.02038 269s FE -0.02039 -0.63021 0.27803 0.53382 -0.35125 0.01427 269s MG 2.12648 -2.49966 0.53382 2.79561 -0.15786 0.02847 269s CA -1.80227 0.20842 -0.35125 -0.15786 1.23240 -0.03465 269s TI 0.08821 -0.02038 0.01427 0.02847 -0.03465 0.00175 269s -------------------------------------------------------- 269s rice 105 6 56 -14.463986 269s Best subsample: 269s [1] 2 4 6 8 10 12 15 18 21 22 24 29 30 31 32 33 34 36 37 269s [20] 38 41 44 45 47 51 52 53 54 55 59 61 65 67 68 69 70 72 76 269s [39] 78 79 80 81 82 83 84 85 86 92 93 94 95 97 98 99 102 105 269s Outliers: 13 269s [1] 9 14 19 28 40 42 49 58 62 71 75 77 89 269s ------------- 269s 269s Call: 269s CovMcd(x = x, trace = FALSE) 269s -> Method: Fast MCD(alpha=0.5 ==> h=56); nsamp = 500; (n,k)mini = (300,5) 269s 269s Robust Estimate of Location: 269s Favor Appearance Taste Stickiness 269s -0.2731 0.0600 -0.1468 0.0646 269s Toughness Overall_evaluation 269s 0.0894 -0.2192 269s 269s Robust Estimate of Covariance: 269s Favor Appearance Taste Stickiness Toughness 269s Favor 0.388 0.323 0.393 0.389 -0.195 269s Appearance 0.323 0.503 0.494 0.494 -0.270 269s Taste 0.393 0.494 0.640 0.629 -0.361 269s Stickiness 0.389 0.494 0.629 0.815 -0.486 269s Toughness -0.195 -0.270 -0.361 -0.486 0.451 269s Overall_evaluation 0.471 0.575 0.723 0.772 -0.457 269s Overall_evaluation 269s Favor 0.471 269s Appearance 0.575 269s Taste 0.723 269s Stickiness 0.772 269s Toughness -0.457 269s Overall_evaluation 0.882 269s -------------------------------------------------------- 269s un86 73 7 40 17.009322 269s Best subsample: 269s [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 269s [26] 51 52 55 56 60 61 62 63 64 65 67 70 71 72 73 269s Outliers: 30 269s [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 269s [26] 58 59 66 68 69 269s ------------- 269s 269s Call: 269s CovMcd(x = x, trace = FALSE) 269s -> Method: Fast MCD(alpha=0.5 ==> h=40); nsamp = 500; (n,k)mini = (300,5) 269s 269s Robust Estimate of Location: 269s POP MOR CAR DR GNP DEN TB 269s 20.740 71.023 6.435 0.817 1.146 56.754 0.441 269s 269s Robust Estimate of Covariance: 269s POP MOR CAR DR GNP DEN 269s POP 582.4034 224.9343 -12.6722 -1.6729 -3.3664 226.1952 269s MOR 224.9343 2351.3907 -286.9504 -32.0743 -35.5649 -527.4684 269s CAR -12.6722 -286.9504 58.1190 5.7393 6.6365 83.6180 269s DR -1.6729 -32.0743 5.7393 0.8339 0.5977 12.1938 269s GNP -3.3664 -35.5649 6.6365 0.5977 1.4175 13.0709 269s DEN 226.1952 -527.4684 83.6180 12.1938 13.0709 2041.5809 269s TB 0.4002 -1.1807 0.2701 0.0191 0.0058 -0.9346 269s TB 269s POP 0.4002 269s MOR -1.1807 269s CAR 0.2701 269s DR 0.0191 269s GNP 0.0058 269s DEN -0.9346 269s TB 0.0184 269s -------------------------------------------------------- 269s wages 39 10 19 22.994272 269s Best subsample: 269s [1] 1 2 6 7 8 9 10 11 12 13 14 15 17 18 19 25 26 27 28 269s Outliers: 9 269s [1] 4 5 6 24 28 30 32 33 34 269s ------------- 269s 269s Call: 269s CovMcd(x = x, trace = FALSE) 269s -> Method: Fast MCD(alpha=0.5 ==> h=19); nsamp = 500; (n,k)mini = (300,5) 269s 269s Robust Estimate of Location: 269s HRS RATE ERSP ERNO NEIN ASSET AGE DEP 269s 2153.37 2.87 1129.16 297.53 360.58 6876.58 39.48 2.36 269s RACE SCHOOL 269s 38.88 10.17 269s 269s Robust Estimate of Covariance: 269s HRS RATE ERSP ERNO NEIN ASSET 269s HRS 6.12e+03 1.73e+01 -1.67e+03 -2.06e+03 9.10e+03 2.02e+05 269s RATE 1.73e+01 2.52e-01 2.14e+01 -3.54e+00 5.85e+01 1.37e+03 269s ERSP -1.67e+03 2.14e+01 1.97e+04 7.76e+01 -1.71e+03 -1.41e+04 269s ERNO -2.06e+03 -3.54e+00 7.76e+01 2.06e+03 -2.02e+03 -4.83e+04 269s NEIN 9.10e+03 5.85e+01 -1.71e+03 -2.02e+03 2.02e+04 4.54e+05 269s ASSET 2.02e+05 1.37e+03 -1.41e+04 -4.83e+04 4.54e+05 1.03e+07 269s AGE -6.29e+01 -2.61e-01 4.83e+00 2.44e+01 -1.08e+02 -2.46e+03 269s DEP -6.17e+00 -7.05e-02 -2.13e+01 2.29e+00 -1.30e+01 -3.16e+02 269s RACE -2.17e+03 -9.46e+00 7.19e+02 5.59e+02 -3.95e+03 -8.77e+04 269s SCHOOL 7.12e+01 5.87e-01 5.39e+01 -2.14e+01 1.63e+02 3.79e+03 269s AGE DEP RACE SCHOOL 269s HRS -6.29e+01 -6.17e+00 -2.17e+03 7.12e+01 269s RATE -2.61e-01 -7.05e-02 -9.46e+00 5.87e-01 269s ERSP 4.83e+00 -2.13e+01 7.19e+02 5.39e+01 269s ERNO 2.44e+01 2.29e+00 5.59e+02 -2.14e+01 269s NEIN -1.08e+02 -1.30e+01 -3.95e+03 1.63e+02 269s ASSET -2.46e+03 -3.16e+02 -8.77e+04 3.79e+03 269s AGE 1.01e+00 7.03e-02 2.39e+01 -9.52e-01 269s DEP 7.03e-02 4.62e-02 2.72e+00 -1.94e-01 269s RACE 2.39e+01 2.72e+00 8.74e+02 -3.09e+01 269s SCHOOL -9.52e-01 -1.94e-01 -3.09e+01 1.62e+00 269s -------------------------------------------------------- 269s airquality 153 4 58 18.213499 269s Best subsample: 269s [1] 3 22 24 25 28 29 32 33 35 36 37 38 39 40 41 42 43 44 46 269s [20] 47 48 49 50 52 56 57 58 59 60 64 66 67 68 69 71 72 73 74 269s [39] 76 78 80 82 83 84 86 87 89 90 91 92 93 94 95 97 98 105 109 269s [58] 110 269s Outliers: 14 269s [1] 8 9 15 18 20 21 23 24 28 30 48 62 117 148 269s ------------- 269s 269s Call: 269s CovMcd(x = x, trace = FALSE) 269s -> Method: Fast MCD(alpha=0.5 ==> h=58); nsamp = 500; (n,k)mini = (300,5) 269s 269s Robust Estimate of Location: 269s Ozone Solar.R Wind Temp 269s 43.2 192.9 9.6 80.5 269s 269s Robust Estimate of Covariance: 269s Ozone Solar.R Wind Temp 269s Ozone 959.69 771.68 -60.92 198.38 269s Solar.R 771.68 7089.72 -1.72 95.75 269s Wind -60.92 -1.72 10.71 -11.96 269s Temp 198.38 95.75 -11.96 62.78 269s -------------------------------------------------------- 269s attitude 30 7 19 24.442803 269s Best subsample: 269s [1] 2 3 4 5 7 8 10 12 15 17 19 20 22 23 25 27 28 29 30 269s Outliers: 10 269s [1] 1 6 9 13 14 16 18 21 24 26 269s ------------- 269s 269s Call: 269s CovMcd(x = x, trace = FALSE) 269s -> Method: Fast MCD(alpha=0.5 ==> h=19); nsamp = 500; (n,k)mini = (300,5) 269s 269s Robust Estimate of Location: 269s rating complaints privileges learning raises critical 269s 67.1 68.0 52.4 57.6 67.2 77.4 269s advance 269s 43.4 269s 269s Robust Estimate of Covariance: 269s rating complaints privileges learning raises critical advance 269s rating 169.34 127.83 40.48 110.26 91.71 -3.59 53.84 269s complaints 127.83 156.80 52.65 110.97 96.56 7.27 76.03 269s privileges 40.48 52.65 136.91 92.38 69.00 9.53 87.98 269s learning 110.26 110.97 92.38 157.77 112.92 6.74 75.51 269s raises 91.71 96.56 69.00 112.92 112.79 4.91 70.22 269s critical -3.59 7.27 9.53 6.74 4.91 52.25 15.00 269s advance 53.84 76.03 87.98 75.51 70.22 15.00 93.11 269s -------------------------------------------------------- 269s attenu 182 5 86 6.440834 269s Best subsample: 269s [1] 68 69 70 71 72 73 74 75 76 77 79 82 83 84 85 86 87 88 89 269s [20] 90 91 92 101 102 103 104 106 107 109 110 111 112 113 114 115 116 117 118 269s [39] 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 269s [58] 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 269s [77] 157 158 159 160 161 162 163 164 165 166 269s Outliers: 61 269s [1] 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 269s [20] 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 36 37 38 39 269s [39] 40 45 46 47 54 55 56 57 58 59 60 61 64 65 82 97 98 100 101 269s [58] 102 103 104 105 269s ------------- 269s 269s Call: 269s CovMcd(x = x, trace = FALSE) 269s -> Method: Fast MCD(alpha=0.5 ==> h=86); nsamp = 500; (n,k)mini = (300,5) 269s 269s Robust Estimate of Location: 269s event mag station dist accel 269s 18.624 5.752 67.861 22.770 0.141 269s 269s Robust Estimate of Covariance: 269s event mag station dist accel 269s event 1.64e+01 -1.22e+00 5.59e+01 9.98e+00 -8.37e-02 269s mag -1.22e+00 4.13e-01 -3.19e+00 1.35e+00 1.22e-02 269s station 5.59e+01 -3.19e+00 1.03e+03 7.00e+01 5.56e-01 269s dist 9.98e+00 1.35e+00 7.00e+01 2.21e+02 -9.24e-01 269s accel -8.37e-02 1.22e-02 5.56e-01 -9.24e-01 9.62e-03 269s -------------------------------------------------------- 269s USJudgeRatings 43 12 28 -47.889993 269s Best subsample: 269s [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 269s [26] 38 41 43 269s Outliers: 14 269s [1] 5 7 8 12 13 14 20 21 23 30 31 35 40 42 269s ------------- 269s 269s Call: 269s CovMcd(x = x, trace = FALSE) 269s -> Method: Fast MCD(alpha=0.5 ==> h=28); nsamp = 500; (n,k)mini = (300,5) 269s 269s Robust Estimate of Location: 269s CONT INTG DMNR DILG CFMG DECI PREP FAMI ORAL WRIT PHYS RTEN 269s 7.40 8.19 7.80 7.96 7.74 7.82 7.74 7.73 7.57 7.63 8.25 7.94 269s 269s Robust Estimate of Covariance: 269s CONT INTG DMNR DILG CFMG DECI PREP FAMI ORAL 269s CONT 0.852 -0.266 -0.422 -0.155 -0.049 -0.074 -0.117 -0.119 -0.177 269s INTG -0.266 0.397 0.537 0.406 0.340 0.325 0.404 0.409 0.430 269s DMNR -0.422 0.537 0.824 0.524 0.458 0.437 0.520 0.504 0.569 269s DILG -0.155 0.406 0.524 0.486 0.426 0.409 0.506 0.515 0.511 269s CFMG -0.049 0.340 0.458 0.426 0.427 0.403 0.466 0.476 0.478 269s DECI -0.074 0.325 0.437 0.409 0.403 0.396 0.449 0.462 0.460 269s PREP -0.117 0.404 0.520 0.506 0.466 0.449 0.552 0.565 0.551 269s FAMI -0.119 0.409 0.504 0.515 0.476 0.462 0.565 0.594 0.571 269s ORAL -0.177 0.430 0.569 0.511 0.478 0.460 0.551 0.571 0.575 269s WRIT -0.159 0.427 0.549 0.515 0.480 0.461 0.556 0.580 0.574 269s PHYS -0.184 0.269 0.362 0.308 0.298 0.307 0.335 0.358 0.369 269s RTEN -0.260 0.472 0.642 0.519 0.467 0.455 0.539 0.554 0.573 269s WRIT PHYS RTEN 269s CONT -0.159 -0.184 -0.260 269s INTG 0.427 0.269 0.472 269s DMNR 0.549 0.362 0.642 269s DILG 0.515 0.308 0.519 269s CFMG 0.480 0.298 0.467 269s DECI 0.461 0.307 0.455 269s PREP 0.556 0.335 0.539 269s FAMI 0.580 0.358 0.554 269s ORAL 0.574 0.369 0.573 269s WRIT 0.580 0.365 0.567 269s PHYS 0.365 0.300 0.378 269s RTEN 0.567 0.378 0.615 269s -------------------------------------------------------- 269s USArrests 50 4 27 15.391648 269s Best subsample: 269s [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 269s [26] 49 50 269s Outliers: 11 269s [1] 2 3 5 6 10 18 24 28 33 37 47 269s ------------- 269s 269s Call: 269s CovMcd(x = x, trace = FALSE) 269s -> Method: Fast MCD(alpha=0.5 ==> h=27); nsamp = 500; (n,k)mini = (300,5) 269s 269s Robust Estimate of Location: 269s Murder Assault UrbanPop Rape 269s 6.71 145.42 65.06 17.88 269s 269s Robust Estimate of Covariance: 269s Murder Assault UrbanPop Rape 269s Murder 16.1 269.3 20.3 25.2 269s Assault 269.3 6613.0 567.8 453.7 269s UrbanPop 20.3 567.8 225.4 47.7 269s Rape 25.2 453.7 47.7 50.9 269s -------------------------------------------------------- 269s longley 16 7 12 12.747678 269s Best subsample: 269s [1] 5 6 7 8 9 10 11 12 13 14 15 16 269s Outliers: 4 269s [1] 1 2 3 4 269s ------------- 269s 269s Call: 269s CovMcd(x = x, trace = FALSE) 269s -> Method: Fast MCD(alpha=0.5 ==> h=12); nsamp = 500; (n,k)mini = (300,5) 269s 269s Robust Estimate of Location: 269s GNP.deflator GNP Unemployed Armed.Forces Population 269s 106.5 430.6 328.2 295.0 120.2 269s Year Employed 269s 1956.5 66.9 269s 269s Robust Estimate of Covariance: 269s GNP.deflator GNP Unemployed Armed.Forces Population 269s GNP.deflator 108.5 1039.9 1231.9 -465.6 81.4 269s GNP 1039.9 10300.0 11161.6 -4277.6 803.4 269s Unemployed 1231.9 11161.6 19799.4 -5805.6 929.1 269s Armed.Forces -465.6 -4277.6 -5805.6 2805.5 -327.4 269s Population 81.4 803.4 929.1 -327.4 63.5 269s Year 51.6 504.3 595.6 -216.7 39.7 269s Employed 34.2 344.1 323.6 -149.5 26.2 269s Year Employed 269s GNP.deflator 51.6 34.2 269s GNP 504.3 344.1 269s Unemployed 595.6 323.6 269s Armed.Forces -216.7 -149.5 269s Population 39.7 26.2 269s Year 25.1 16.7 269s Employed 16.7 12.4 269s -------------------------------------------------------- 269s Loblolly 84 3 44 4.898174 269s Best subsample: 269s [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 269s [26] 46 49 50 51 55 56 58 61 62 64 67 68 69 73 74 75 79 80 81 269s Outliers: 31 269s [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 269s [26] 72 76 77 78 83 84 269s ------------- 269s 269s Call: 269s CovMcd(x = x, trace = FALSE) 269s -> Method: Fast MCD(alpha=0.5 ==> h=44); nsamp = 500; (n,k)mini = (300,5) 269s 269s Robust Estimate of Location: 269s height age Seed 269s 20.44 8.19 7.72 269s 269s Robust Estimate of Covariance: 269s height age Seed 269s height 247.8 79.5 11.9 269s age 79.5 25.7 3.0 269s Seed 11.9 3.0 17.1 269s -------------------------------------------------------- 269s quakes 1000 4 502 8.274369 269s Best subsample: 269s Too long... 269s Outliers: 265 269s Too many to print ... 269s ------------- 269s 269s Call: 269s CovMcd(x = x, trace = FALSE) 269s -> Method: Fast MCD(alpha=0.5 ==> h=502); nsamp = 500; (n,k)mini = (300,5) 269s 269s Robust Estimate of Location: 269s lat long depth mag 269s -21.31 182.48 361.35 4.54 269s 269s Robust Estimate of Covariance: 269s lat long depth mag 269s lat 1.47e+01 3.53e+00 1.34e+02 -2.52e-01 269s long 3.53e+00 4.55e+00 -3.63e+02 4.36e-02 269s depth 1.34e+02 -3.63e+02 4.84e+04 -1.29e+01 269s mag -2.52e-01 4.36e-02 -1.29e+01 1.38e-01 269s -------------------------------------------------------- 269s ======================================================== 269s > dodata(method="deterministic") 269s 269s Call: dodata(method = "deterministic") 269s Data Set n p Half LOG(obj) Time 269s ======================================================== 269s heart 12 2 7 5.678742 269s Best subsample: 269s [1] 1 3 4 5 7 9 11 269s Outliers: 0 269s Too many to print ... 269s ------------- 269s 269s Call: 269s CovMcd(x = x, nsamp = "deterministic", trace = FALSE) 269s -> Method: Deterministic MCD(alpha=0.5 ==> h=7) 269s 269s Robust Estimate of Location: 269s height weight 269s 38.3 33.1 269s 269s Robust Estimate of Covariance: 269s height weight 269s height 135 259 269s weight 259 564 269s -------------------------------------------------------- 269s starsCYG 47 2 25 -8.028718 269s Best subsample: 269s [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 269s Outliers: 7 269s [1] 7 9 11 14 20 30 34 269s ------------- 269s 269s Call: 269s CovMcd(x = x, nsamp = "deterministic", trace = FALSE) 269s -> Method: Deterministic MCD(alpha=0.5 ==> h=25) 269s 269s Robust Estimate of Location: 269s log.Te log.light 269s 4.41 4.95 269s 269s Robust Estimate of Covariance: 269s log.Te log.light 269s log.Te 0.0132 0.0394 269s log.light 0.0394 0.2743 269s -------------------------------------------------------- 269s phosphor 18 2 10 7.732906 269s Best subsample: 269s [1] 2 4 5 7 8 9 11 12 14 16 269s Outliers: 1 269s [1] 6 269s ------------- 269s 269s Call: 269s CovMcd(x = x, nsamp = "deterministic", trace = FALSE) 269s -> Method: Deterministic MCD(alpha=0.5 ==> h=10) 269s 269s Robust Estimate of Location: 269s inorg organic 269s 12.5 40.8 269s 269s Robust Estimate of Covariance: 269s inorg organic 269s inorg 124 101 269s organic 101 197 269s -------------------------------------------------------- 269s stackloss 21 3 12 6.577286 269s Best subsample: 269s [1] 4 5 6 7 8 9 11 13 16 18 19 20 269s Outliers: 2 269s [1] 1 2 269s ------------- 269s 269s Call: 269s CovMcd(x = x, nsamp = "deterministic", trace = FALSE) 269s -> Method: Deterministic MCD(alpha=0.5 ==> h=12) 269s 269s Robust Estimate of Location: 269s Air.Flow Water.Temp Acid.Conc. 269s 58.4 20.5 86.1 269s 269s Robust Estimate of Covariance: 269s Air.Flow Water.Temp Acid.Conc. 269s Air.Flow 56.28 13.33 26.68 269s Water.Temp 13.33 8.28 6.98 269s Acid.Conc. 26.68 6.98 37.97 269s -------------------------------------------------------- 269s coleman 20 5 13 2.149184 269s Best subsample: 269s [1] 3 4 5 7 8 12 13 14 16 17 18 19 20 269s Outliers: 2 269s [1] 6 10 269s ------------- 269s 269s Call: 269s CovMcd(x = x, nsamp = "deterministic", trace = FALSE) 269s -> Method: Deterministic MCD(alpha=0.5 ==> h=13) 269s 269s Robust Estimate of Location: 269s salaryP fatherWc sstatus teacherSc motherLev 269s 2.76 41.08 2.76 25.01 6.27 269s 269s Robust Estimate of Covariance: 269s salaryP fatherWc sstatus teacherSc motherLev 269s salaryP 0.391 2.956 2.146 0.447 0.110 269s fatherWc 2.956 1358.640 442.724 12.235 32.842 269s sstatus 2.146 442.724 205.590 6.464 11.382 269s teacherSc 0.447 12.235 6.464 1.179 0.510 269s motherLev 0.110 32.842 11.382 0.510 0.919 269s -------------------------------------------------------- 269s salinity 28 3 16 1.940763 269s Best subsample: 269s [1] 1 8 10 12 13 14 15 17 18 20 21 22 25 26 27 28 269s Outliers: 2 269s [1] 5 16 269s ------------- 269s 269s Call: 269s CovMcd(x = x, nsamp = "deterministic", trace = FALSE) 269s -> Method: Deterministic MCD(alpha=0.5 ==> h=16) 269s 269s Robust Estimate of Location: 269s X1 X2 X3 269s 10.50 2.58 23.12 269s 269s Robust Estimate of Covariance: 269s X1 X2 X3 269s X1 10.90243 -0.00457 -1.46156 269s X2 -0.00457 3.85051 -1.94604 269s X3 -1.46156 -1.94604 3.21424 269s -------------------------------------------------------- 269s wood 20 5 13 -35.240819 269s Best subsample: 269s [1] 1 2 3 5 9 11 12 13 14 15 17 18 20 269s Outliers: 4 269s [1] 4 6 8 19 269s ------------- 269s 269s Call: 269s CovMcd(x = x, nsamp = "deterministic", trace = FALSE) 269s -> Method: Deterministic MCD(alpha=0.5 ==> h=13) 269s 269s Robust Estimate of Location: 269s x1 x2 x3 x4 x5 269s 0.582 0.125 0.530 0.534 0.888 269s 269s Robust Estimate of Covariance: 269s x1 x2 x3 x4 x5 269s x1 1.05e-02 1.81e-03 2.08e-03 -6.41e-04 -9.61e-04 269s x2 1.81e-03 5.55e-04 8.76e-04 -2.03e-04 -4.70e-05 269s x3 2.08e-03 8.76e-04 5.60e-03 -1.11e-03 -1.26e-05 269s x4 -6.41e-04 -2.03e-04 -1.11e-03 4.27e-03 2.60e-03 269s x5 -9.61e-04 -4.70e-05 -1.26e-05 2.60e-03 2.95e-03 269s -------------------------------------------------------- 269s hbk 75 3 39 -1.045501 269s Best subsample: 269s [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 269s [26] 54 55 56 58 59 63 64 66 67 70 71 72 73 74 269s Outliers: 14 269s [1] 1 2 3 4 5 6 7 8 9 10 11 12 13 14 269s ------------- 269s 269s Call: 269s CovMcd(x = x, nsamp = "deterministic", trace = FALSE) 269s -> Method: Deterministic MCD(alpha=0.5 ==> h=39) 269s 269s Robust Estimate of Location: 269s X1 X2 X3 269s 1.54 1.78 1.69 269s 269s Robust Estimate of Covariance: 269s X1 X2 X3 269s X1 1.227 0.055 0.127 269s X2 0.055 1.249 0.153 269s X3 0.127 0.153 1.160 269s -------------------------------------------------------- 269s Animals 28 2 15 14.555543 269s Best subsample: 269s [1] 1 3 4 5 10 11 17 18 19 20 21 22 23 26 27 269s Outliers: 14 269s [1] 2 6 7 8 9 12 13 14 15 16 23 24 25 28 269s ------------- 269s 269s Call: 269s CovMcd(x = x, nsamp = "deterministic", trace = FALSE) 269s -> Method: Deterministic MCD(alpha=0.5 ==> h=15) 269s 269s Robust Estimate of Location: 269s body brain 269s 18.7 64.9 269s 269s Robust Estimate of Covariance: 269s body brain 269s body 929 1576 269s brain 1576 5646 269s -------------------------------------------------------- 269s bushfire 38 5 22 18.135810 269s Best subsample: 269s [1] 1 2 3 4 5 6 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 269s Outliers: 16 269s [1] 7 8 9 10 11 12 29 30 31 32 33 34 35 36 37 38 269s ------------- 269s 269s Call: 269s CovMcd(x = x, nsamp = "deterministic", trace = FALSE) 269s -> Method: Deterministic MCD(alpha=0.5 ==> h=22) 269s 269s Robust Estimate of Location: 269s V1 V2 V3 V4 V5 269s 105 147 274 218 279 269s 269s Robust Estimate of Covariance: 269s V1 V2 V3 V4 V5 269s V1 346 268 -1692 -381 -311 269s V2 268 236 -1125 -230 -194 269s V3 -1692 -1125 9993 2455 1951 269s V4 -381 -230 2455 647 505 269s V5 -311 -194 1951 505 398 269s -------------------------------------------------------- 269s lactic 20 2 11 0.359580 269s Best subsample: 269s [1] 1 2 3 4 5 7 8 9 10 11 12 269s Outliers: 4 269s [1] 17 18 19 20 269s ------------- 269s 269s Call: 269s CovMcd(x = x, nsamp = "deterministic", trace = FALSE) 269s -> Method: Deterministic MCD(alpha=0.5 ==> h=11) 269s 269s Robust Estimate of Location: 269s X Y 269s 3.86 5.01 269s 269s Robust Estimate of Covariance: 269s X Y 269s X 10.6 14.6 269s Y 14.6 21.3 269s -------------------------------------------------------- 269s pension 18 2 10 16.675508 269s Best subsample: 269s [1] 1 2 3 4 5 6 8 9 11 12 269s Outliers: 5 269s [1] 14 15 16 17 18 269s ------------- 269s 269s Call: 269s CovMcd(x = x, nsamp = "deterministic", trace = FALSE) 269s -> Method: Deterministic MCD(alpha=0.5 ==> h=10) 269s 269s Robust Estimate of Location: 269s Income Reserves 269s 52.3 560.9 269s 269s Robust Estimate of Covariance: 269s Income Reserves 269s Income 1420 11932 269s Reserves 11932 208643 269s -------------------------------------------------------- 269s radarImage 1573 5 789 36.694865 269s Best subsample: 269s Too long... 269s Outliers: 114 269s [1] 164 237 238 242 261 262 351 450 451 462 463 480 481 509 516 269s [16] 535 542 572 597 620 643 654 669 679 697 737 802 803 804 818 269s [31] 832 833 834 862 863 864 892 900 939 989 1029 1064 1123 1132 1145 269s [46] 1202 1223 1224 1232 1233 1249 1250 1258 1259 1267 1303 1347 1357 1368 1375 269s [61] 1376 1393 1394 1402 1411 1417 1419 1420 1428 1436 1443 1444 1453 1470 1504 269s [76] 1510 1511 1512 1518 1519 1520 1521 1522 1525 1526 1527 1528 1530 1532 1534 269s [91] 1543 1544 1546 1547 1548 1549 1550 1551 1552 1553 1554 1555 1557 1558 1561 269s [106] 1562 1564 1565 1566 1567 1569 1570 1571 1573 269s ------------- 269s 269s Call: 269s CovMcd(x = x, nsamp = "deterministic", trace = FALSE) 269s -> Method: Deterministic MCD(alpha=0.5 ==> h=789) 269s 269s Robust Estimate of Location: 269s X.coord Y.coord Band.1 Band.2 Band.3 269s 52.78 35.37 7.12 18.81 9.09 269s 269s Robust Estimate of Covariance: 269s X.coord Y.coord Band.1 Band.2 Band.3 269s X.coord 123.2 21.5 -363.9 -200.1 -24.3 269s Y.coord 21.5 410.7 46.5 -177.3 -33.4 269s Band.1 -363.9 46.5 27051.1 8138.9 469.3 269s Band.2 -200.1 -177.3 8138.9 25938.0 946.2 269s Band.3 -24.3 -33.4 469.3 946.2 4470.1 269s -------------------------------------------------------- 270s NOxEmissions 8088 4 4046 2.474536 270s Best subsample: 270s Too long... 270s Outliers: 2152 270s Too many to print ... 270s ------------- 270s 270s Call: 270s CovMcd(x = x, nsamp = "deterministic", trace = FALSE) 270s -> Method: Deterministic MCD(alpha=0.5 ==> h=4046) 270s 270s Robust Estimate of Location: 270s julday LNOx LNOxEm sqrtWS 270s 168.20 4.73 7.91 1.37 270s 270s Robust Estimate of Covariance: 270s julday LNOx LNOxEm sqrtWS 270s julday 9176.2934 12.0355 0.7022 -10.1387 270s LNOx 12.0355 0.4736 0.1430 -0.1528 270s LNOxEm 0.7022 0.1430 0.2527 0.0436 270s sqrtWS -10.1387 -0.1528 0.0436 0.2074 270s -------------------------------------------------------- 270s vaso 39 2 21 -3.972244 270s Best subsample: 270s [1] 3 4 8 14 18 19 20 21 22 23 24 25 26 27 28 33 34 35 37 38 39 270s Outliers: 4 270s [1] 1 2 17 31 270s ------------- 270s 270s Call: 270s CovMcd(x = x, nsamp = "deterministic", trace = FALSE) 270s -> Method: Deterministic MCD(alpha=0.5 ==> h=21) 270s 270s Robust Estimate of Location: 270s Volume Rate 270s 1.16 1.72 270s 270s Robust Estimate of Covariance: 270s Volume Rate 270s Volume 0.313 -0.167 270s Rate -0.167 0.728 270s -------------------------------------------------------- 270s wagnerGrowth 63 6 35 6.511864 270s Best subsample: 270s [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 270s [26] 48 51 52 53 54 55 56 57 60 62 270s Outliers: 15 270s [1] 1 8 15 21 22 28 29 33 39 42 43 46 49 50 63 270s ------------- 270s 270s Call: 270s CovMcd(x = x, nsamp = "deterministic", trace = FALSE) 270s -> Method: Deterministic MCD(alpha=0.5 ==> h=35) 270s 270s Robust Estimate of Location: 270s Region PA GPA HS GHS y 270s 10.91 33.65 -2.05 2.43 0.31 6.98 270s 270s Robust Estimate of Covariance: 270s Region PA GPA HS GHS y 270s Region 35.1365 17.7291 -1.4003 -0.6554 -0.4728 -14.9305 270s PA 17.7291 28.4297 -5.5245 -1.2444 -0.0452 -29.6181 270s GPA -1.4003 -5.5245 5.2170 0.3954 -0.2152 3.8252 270s HS -0.6554 -1.2444 0.3954 0.7273 -0.0107 2.1514 270s GHS -0.4728 -0.0452 -0.2152 -0.0107 0.1728 0.8440 270s y -14.9305 -29.6181 3.8252 2.1514 0.8440 79.0511 270s -------------------------------------------------------- 270s fish 159 6 82 8.880459 270s Best subsample: 270s [1] 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 270s [20] 20 21 22 23 24 25 26 27 35 36 37 42 43 44 45 46 47 48 49 270s [39] 50 51 52 53 54 55 56 57 58 59 60 106 107 108 109 110 111 112 113 270s [58] 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 270s [77] 134 135 136 137 138 139 270s Outliers: 64 270s [1] 30 39 40 41 62 63 64 65 66 68 69 70 73 74 75 76 77 78 79 270s [20] 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 270s [39] 99 100 101 102 103 104 105 141 142 143 144 145 146 147 148 149 150 151 152 270s [58] 153 154 155 156 157 158 159 270s ------------- 270s 270s Call: 270s CovMcd(x = x, nsamp = "deterministic", trace = FALSE) 270s -> Method: Deterministic MCD(alpha=0.5 ==> h=82) 270s 270s Robust Estimate of Location: 270s Weight Length1 Length2 Length3 Height Width 270s 316.3 24.1 26.3 29.3 31.0 14.7 270s 270s Robust Estimate of Covariance: 270s Weight Length1 Length2 Length3 Height Width 270s Weight 64662.19 1412.34 1541.95 1917.21 1420.83 -61.15 270s Length1 1412.34 34.14 37.04 45.07 29.25 -1.26 270s Length2 1541.95 37.04 40.26 49.04 32.21 -1.34 270s Length3 1917.21 45.07 49.04 60.82 43.03 -2.15 270s Height 1420.83 29.25 32.21 43.03 46.50 -2.66 270s Width -61.15 -1.26 -1.34 -2.15 -2.66 1.02 270s -------------------------------------------------------- 270s pottery 27 6 17 -10.586933 270s Best subsample: 270s [1] 1 2 4 5 6 9 10 11 13 14 15 19 20 21 22 26 27 270s Outliers: 9 270s [1] 3 8 12 16 17 18 23 24 25 270s ------------- 270s 270s Call: 270s CovMcd(x = x, nsamp = "deterministic", trace = FALSE) 270s -> Method: Deterministic MCD(alpha=0.5 ==> h=17) 270s 270s Robust Estimate of Location: 270s SI AL FE MG CA TI 270s 54.983 15.206 9.700 3.817 5.211 0.859 270s 270s Robust Estimate of Covariance: 270s SI AL FE MG CA TI 270s SI 20.58227 2.28743 -0.02039 2.12648 -1.80227 0.08821 270s AL 2.28743 4.03605 -0.63021 -2.49966 0.20842 -0.02038 270s FE -0.02039 -0.63021 0.27803 0.53382 -0.35125 0.01427 270s MG 2.12648 -2.49966 0.53382 2.79561 -0.15786 0.02847 270s CA -1.80227 0.20842 -0.35125 -0.15786 1.23240 -0.03465 270s TI 0.08821 -0.02038 0.01427 0.02847 -0.03465 0.00175 270s -------------------------------------------------------- 270s rice 105 6 56 -14.423048 270s Best subsample: 270s [1] 4 6 8 10 13 15 16 17 18 25 27 29 30 31 32 33 34 36 37 270s [20] 38 44 45 47 51 52 53 55 59 60 65 66 67 70 72 74 76 78 79 270s [39] 80 81 82 83 84 85 86 90 92 93 94 95 97 98 99 100 101 105 270s Outliers: 13 270s [1] 9 19 28 40 42 43 49 58 62 64 71 75 77 270s ------------- 270s 270s Call: 270s CovMcd(x = x, nsamp = "deterministic", trace = FALSE) 270s -> Method: Deterministic MCD(alpha=0.5 ==> h=56) 270s 270s Robust Estimate of Location: 270s Favor Appearance Taste Stickiness 270s -0.2950 0.0799 -0.1555 0.0363 270s Toughness Overall_evaluation 270s 0.0530 -0.2284 270s 270s Robust Estimate of Covariance: 270s Favor Appearance Taste Stickiness Toughness 270s Favor 0.466 0.389 0.471 0.447 -0.198 270s Appearance 0.389 0.610 0.592 0.570 -0.293 270s Taste 0.471 0.592 0.760 0.718 -0.356 270s Stickiness 0.447 0.570 0.718 0.820 -0.419 270s Toughness -0.198 -0.293 -0.356 -0.419 0.400 270s Overall_evaluation 0.557 0.669 0.838 0.846 -0.425 270s Overall_evaluation 270s Favor 0.557 270s Appearance 0.669 270s Taste 0.838 270s Stickiness 0.846 270s Toughness -0.425 270s Overall_evaluation 0.987 270s -------------------------------------------------------- 270s un86 73 7 40 17.117142 270s Best subsample: 270s [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 270s [26] 52 55 56 57 60 61 62 63 64 65 67 70 71 72 73 270s Outliers: 30 270s [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 270s [26] 58 59 66 68 69 270s ------------- 270s 270s Call: 270s CovMcd(x = x, nsamp = "deterministic", trace = FALSE) 270s -> Method: Deterministic MCD(alpha=0.5 ==> h=40) 270s 270s Robust Estimate of Location: 270s POP MOR CAR DR GNP DEN TB 270s 17.036 68.512 6.444 0.877 1.134 64.140 0.433 270s 270s Robust Estimate of Covariance: 270s POP MOR CAR DR GNP DEN 270s POP 3.61e+02 1.95e+02 -6.28e+00 -1.91e-02 -2.07e+00 5.79e+01 270s MOR 1.95e+02 2.39e+03 -2.79e+02 -3.37e+01 -3.39e+01 -9.21e+02 270s CAR -6.28e+00 -2.79e+02 5.76e+01 5.77e+00 6.59e+00 7.81e+01 270s DR -1.91e-02 -3.37e+01 5.77e+00 9.07e-01 5.66e-01 1.69e+01 270s GNP -2.07e+00 -3.39e+01 6.59e+00 5.66e-01 1.42e+00 9.28e+00 270s DEN 5.79e+01 -9.21e+02 7.81e+01 1.69e+01 9.28e+00 3.53e+03 270s TB -6.09e-02 -9.93e-01 2.50e-01 1.98e-02 6.82e-03 -9.75e-01 270s TB 270s POP -6.09e-02 270s MOR -9.93e-01 270s CAR 2.50e-01 270s DR 1.98e-02 270s GNP 6.82e-03 270s DEN -9.75e-01 270s TB 1.64e-02 270s -------------------------------------------------------- 270s wages 39 10 19 23.119456 270s Best subsample: 270s [1] 1 2 5 6 7 9 10 11 12 13 14 15 19 21 23 25 26 27 28 270s Outliers: 9 270s [1] 4 5 9 24 25 26 28 32 34 270s ------------- 270s 270s Call: 270s CovMcd(x = x, nsamp = "deterministic", trace = FALSE) 270s -> Method: Deterministic MCD(alpha=0.5 ==> h=19) 270s 270s Robust Estimate of Location: 270s HRS RATE ERSP ERNO NEIN ASSET AGE DEP 270s 2161.89 2.95 1114.21 297.68 374.00 7269.37 39.13 2.43 270s RACE SCHOOL 270s 36.13 10.39 270s 270s Robust Estimate of Covariance: 270s HRS RATE ERSP ERNO NEIN ASSET 270s HRS 3.53e+03 8.31e+00 -5.96e+03 -6.43e+02 5.15e+03 1.12e+05 270s RATE 8.31e+00 1.78e-01 8.19e+00 2.70e+00 3.90e+01 8.94e+02 270s ERSP -5.96e+03 8.19e+00 1.90e+04 1.13e+03 -4.73e+03 -9.49e+04 270s ERNO -6.43e+02 2.70e+00 1.13e+03 1.80e+03 -3.56e+02 -7.33e+03 270s NEIN 5.15e+03 3.90e+01 -4.73e+03 -3.56e+02 1.38e+04 3.00e+05 270s ASSET 1.12e+05 8.94e+02 -9.49e+04 -7.33e+03 3.00e+05 6.62e+06 270s AGE -3.33e+01 -6.55e-02 8.33e+01 1.50e+00 -3.28e+01 -7.55e+02 270s DEP 4.50e+00 -4.01e-02 -2.77e+01 1.31e+00 -8.09e+00 -1.61e+02 270s RACE -1.30e+03 -6.06e+00 1.80e+03 1.48e+02 -2.58e+03 -5.59e+04 270s SCHOOL 3.01e+01 3.58e-01 -5.57e+00 2.84e+00 9.26e+01 2.10e+03 270s AGE DEP RACE SCHOOL 270s HRS -3.33e+01 4.50e+00 -1.30e+03 3.01e+01 270s RATE -6.55e-02 -4.01e-02 -6.06e+00 3.58e-01 270s ERSP 8.33e+01 -2.77e+01 1.80e+03 -5.57e+00 270s ERNO 1.50e+00 1.31e+00 1.48e+02 2.84e+00 270s NEIN -3.28e+01 -8.09e+00 -2.58e+03 9.26e+01 270s ASSET -7.55e+02 -1.61e+02 -5.59e+04 2.10e+03 270s AGE 6.57e-01 -1.64e-01 1.13e+01 -2.67e-01 270s DEP -1.64e-01 9.20e-02 2.38e-01 -6.01e-02 270s RACE 1.13e+01 2.38e-01 5.73e+02 -1.67e+01 270s SCHOOL -2.67e-01 -6.01e-02 -1.67e+01 7.95e-01 270s -------------------------------------------------------- 270s airquality 153 4 58 18.316848 270s Best subsample: 270s [1] 2 3 8 10 24 25 28 32 33 35 36 37 38 39 40 41 42 43 46 270s [20] 47 48 49 50 52 54 56 57 58 59 60 66 67 69 71 72 73 76 78 270s [39] 81 82 84 86 87 89 90 91 92 95 97 98 100 101 105 106 108 109 110 270s [58] 111 270s Outliers: 10 270s [1] 8 9 15 18 24 30 48 62 117 148 270s ------------- 270s 270s Call: 270s CovMcd(x = x, nsamp = "deterministic", trace = FALSE) 270s -> Method: Deterministic MCD(alpha=0.5 ==> h=58) 270s 270s Robust Estimate of Location: 270s Ozone Solar.R Wind Temp 270s 40.80 189.37 9.66 78.81 270s 270s Robust Estimate of Covariance: 270s Ozone Solar.R Wind Temp 270s Ozone 935.54 857.76 -56.30 220.48 270s Solar.R 857.76 8507.83 1.36 155.13 270s Wind -56.30 1.36 9.90 -11.61 270s Temp 220.48 155.13 -11.61 84.00 270s -------------------------------------------------------- 270s attitude 30 7 19 24.464288 270s Best subsample: 270s [1] 2 3 4 5 7 8 10 11 12 15 17 19 21 22 23 25 27 28 29 270s Outliers: 8 270s [1] 6 9 13 14 16 18 24 26 270s ------------- 270s 270s Call: 270s CovMcd(x = x, nsamp = "deterministic", trace = FALSE) 270s -> Method: Deterministic MCD(alpha=0.5 ==> h=19) 270s 270s Robust Estimate of Location: 270s rating complaints privileges learning raises critical 270s 64.4 65.2 51.0 55.5 65.9 77.4 270s advance 270s 43.2 270s 270s Robust Estimate of Covariance: 270s rating complaints privileges learning raises critical advance 270s rating 199.95 162.36 115.83 160.44 128.87 -13.55 66.20 270s complaints 162.36 204.84 130.33 170.66 150.19 16.28 96.66 270s privileges 115.83 130.33 181.31 152.63 106.56 4.52 91.44 270s learning 160.44 170.66 152.63 213.06 156.57 9.92 88.31 270s raises 128.87 150.19 106.56 156.57 152.05 23.10 84.00 270s critical -13.55 16.28 4.52 9.92 23.10 80.22 27.15 270s advance 66.20 96.66 91.44 88.31 84.00 27.15 95.51 270s -------------------------------------------------------- 270s attenu 182 5 86 6.593068 270s Best subsample: 270s [1] 41 42 43 44 48 49 51 68 70 72 73 74 75 76 77 82 83 84 85 270s [20] 86 87 88 89 90 91 92 101 102 103 104 106 107 109 110 111 112 113 114 270s [39] 115 116 117 119 120 121 122 124 125 126 127 128 129 130 131 132 133 134 135 270s [58] 136 137 138 139 140 141 144 145 146 147 148 149 150 151 152 153 154 155 156 270s [77] 157 158 159 160 161 162 163 164 165 166 270s Outliers: 49 270s [1] 1 2 4 5 6 7 8 9 10 11 12 13 14 15 16 19 20 21 22 270s [20] 23 24 25 27 28 29 30 31 32 33 40 45 47 59 60 61 64 65 78 270s [39] 82 83 97 98 100 101 102 103 104 105 117 270s ------------- 270s 270s Call: 270s CovMcd(x = x, nsamp = "deterministic", trace = FALSE) 270s -> Method: Deterministic MCD(alpha=0.5 ==> h=86) 270s 270s Robust Estimate of Location: 270s event mag station dist accel 270s 17.122 5.798 63.461 25.015 0.131 270s 270s Robust Estimate of Covariance: 270s event mag station dist accel 270s event 2.98e+01 -1.58e+00 9.49e+01 -8.36e+00 -3.59e-02 270s mag -1.58e+00 4.26e-01 -3.88e+00 3.13e+00 5.30e-03 270s station 9.49e+01 -3.88e+00 1.10e+03 2.60e+01 5.38e-01 270s dist -8.36e+00 3.13e+00 2.60e+01 2.66e+02 -9.23e-01 270s accel -3.59e-02 5.30e-03 5.38e-01 -9.23e-01 7.78e-03 270s -------------------------------------------------------- 270s USJudgeRatings 43 12 28 -47.886937 270s Best subsample: 270s [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 270s [26] 40 41 43 270s Outliers: 14 270s [1] 1 5 7 8 12 13 14 17 20 21 23 31 35 42 270s ------------- 270s 270s Call: 270s CovMcd(x = x, nsamp = "deterministic", trace = FALSE) 270s -> Method: Deterministic MCD(alpha=0.5 ==> h=28) 270s 270s Robust Estimate of Location: 270s CONT INTG DMNR DILG CFMG DECI PREP FAMI ORAL WRIT PHYS RTEN 270s 7.46 8.26 7.88 8.06 7.85 7.92 7.84 7.83 7.67 7.74 8.31 8.03 270s 270s Robust Estimate of Covariance: 270s CONT INTG DMNR DILG CFMG DECI PREP FAMI 270s CONT 0.7363 -0.2916 -0.4193 -0.1943 -0.0555 -0.0690 -0.1703 -0.1727 270s INTG -0.2916 0.4179 0.5511 0.4167 0.3176 0.3102 0.4247 0.4279 270s DMNR -0.4193 0.5511 0.8141 0.5256 0.4092 0.3934 0.5294 0.5094 270s DILG -0.1943 0.4167 0.5256 0.4820 0.3904 0.3819 0.5054 0.5104 270s CFMG -0.0555 0.3176 0.4092 0.3904 0.3595 0.3368 0.4180 0.4206 270s DECI -0.0690 0.3102 0.3934 0.3819 0.3368 0.3310 0.4135 0.4194 270s PREP -0.1703 0.4247 0.5294 0.5054 0.4180 0.4135 0.5647 0.5752 270s FAMI -0.1727 0.4279 0.5094 0.5104 0.4206 0.4194 0.5752 0.6019 270s ORAL -0.2109 0.4453 0.5646 0.5054 0.4200 0.4121 0.5575 0.5735 270s WRIT -0.2033 0.4411 0.5466 0.5087 0.4222 0.4147 0.5592 0.5787 270s PHYS -0.1624 0.2578 0.3163 0.2833 0.2268 0.2362 0.3108 0.3284 270s RTEN -0.2622 0.4872 0.6324 0.5203 0.4145 0.4081 0.5488 0.5595 270s ORAL WRIT PHYS RTEN 270s CONT -0.2109 -0.2033 -0.1624 -0.2622 270s INTG 0.4453 0.4411 0.2578 0.4872 270s DMNR 0.5646 0.5466 0.3163 0.6324 270s DILG 0.5054 0.5087 0.2833 0.5203 270s CFMG 0.4200 0.4222 0.2268 0.4145 270s DECI 0.4121 0.4147 0.2362 0.4081 270s PREP 0.5575 0.5592 0.3108 0.5488 270s FAMI 0.5735 0.5787 0.3284 0.5595 270s ORAL 0.5701 0.5677 0.3283 0.5688 270s WRIT 0.5677 0.5715 0.3268 0.5645 270s PHYS 0.3283 0.3268 0.2302 0.3308 270s RTEN 0.5688 0.5645 0.3308 0.6057 270s -------------------------------------------------------- 270s USArrests 50 4 27 15.438912 270s Best subsample: 270s [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 270s [26] 49 50 270s Outliers: 7 270s [1] 2 5 6 10 24 28 33 270s ------------- 270s 270s Call: 270s CovMcd(x = x, nsamp = "deterministic", trace = FALSE) 270s -> Method: Deterministic MCD(alpha=0.5 ==> h=27) 270s 270s Robust Estimate of Location: 270s Murder Assault UrbanPop Rape 270s 6.91 150.10 65.88 18.75 270s 270s Robust Estimate of Covariance: 270s Murder Assault UrbanPop Rape 270s Murder 17.9 285.4 17.6 25.0 270s Assault 285.4 6572.8 524.9 465.0 270s UrbanPop 17.6 524.9 211.9 50.5 270s Rape 25.0 465.0 50.5 56.4 270s -------------------------------------------------------- 270s longley 16 7 12 12.747678 270s Best subsample: 270s [1] 5 6 7 8 9 10 11 12 13 14 15 16 270s Outliers: 4 270s [1] 1 2 3 4 270s ------------- 270s 270s Call: 270s CovMcd(x = x, nsamp = "deterministic", trace = FALSE) 270s -> Method: Deterministic MCD(alpha=0.5 ==> h=12) 270s 270s Robust Estimate of Location: 270s GNP.deflator GNP Unemployed Armed.Forces Population 270s 106.5 430.6 328.2 295.0 120.2 270s Year Employed 270s 1956.5 66.9 270s 270s Robust Estimate of Covariance: 270s GNP.deflator GNP Unemployed Armed.Forces Population 270s GNP.deflator 108.5 1039.9 1231.9 -465.6 81.4 270s GNP 1039.9 10300.0 11161.6 -4277.6 803.4 270s Unemployed 1231.9 11161.6 19799.4 -5805.6 929.1 270s Armed.Forces -465.6 -4277.6 -5805.6 2805.5 -327.4 270s Population 81.4 803.4 929.1 -327.4 63.5 270s Year 51.6 504.3 595.6 -216.7 39.7 270s Employed 34.2 344.1 323.6 -149.5 26.2 270s Year Employed 270s GNP.deflator 51.6 34.2 270s GNP 504.3 344.1 270s Unemployed 595.6 323.6 270s Armed.Forces -216.7 -149.5 270s Population 39.7 26.2 270s Year 25.1 16.7 270s Employed 16.7 12.4 270s -------------------------------------------------------- 270s Loblolly 84 3 44 4.898174 270s Best subsample: 270s [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 270s [26] 46 49 50 51 55 56 58 61 62 64 67 68 69 73 74 75 79 80 81 270s Outliers: 31 270s [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 270s [26] 72 76 77 78 83 84 270s ------------- 270s 270s Call: 270s CovMcd(x = x, nsamp = "deterministic", trace = FALSE) 270s -> Method: Deterministic MCD(alpha=0.5 ==> h=44) 270s 270s Robust Estimate of Location: 270s height age Seed 270s 20.44 8.19 7.72 270s 270s Robust Estimate of Covariance: 270s height age Seed 270s height 247.8 79.5 11.9 270s age 79.5 25.7 3.0 270s Seed 11.9 3.0 17.1 270s -------------------------------------------------------- 270s quakes 1000 4 502 8.274209 270s Best subsample: 270s Too long... 270s Outliers: 266 270s Too many to print ... 270s ------------- 270s 270s Call: 270s CovMcd(x = x, nsamp = "deterministic", trace = FALSE) 270s -> Method: Deterministic MCD(alpha=0.5 ==> h=502) 270s 270s Robust Estimate of Location: 270s lat long depth mag 270s -21.34 182.47 360.58 4.54 270s 270s Robust Estimate of Covariance: 270s lat long depth mag 270s lat 1.50e+01 3.58e+00 1.37e+02 -2.66e-01 270s long 3.58e+00 4.55e+00 -3.61e+02 4.64e-02 270s depth 1.37e+02 -3.61e+02 4.84e+04 -1.36e+01 270s mag -2.66e-01 4.64e-02 -1.36e+01 1.34e-01 270s -------------------------------------------------------- 270s ======================================================== 270s > dodata(method="exact") 270s 270s Call: dodata(method = "exact") 270s Data Set n p Half LOG(obj) Time 270s ======================================================== 270s heart 12 2 7 5.678742 270s Best subsample: 270s [1] 1 3 4 5 7 9 11 270s Outliers: 0 270s Too many to print ... 270s ------------- 270s 270s Call: 270s CovMcd(x = x, nsamp = "exact", trace = FALSE) 270s -> Method: Fast MCD(alpha=0.5 ==> h=7); nsamp = exact; (n,k)mini = (300,5) 270s 270s Robust Estimate of Location: 270s height weight 270s 38.3 33.1 270s 270s Robust Estimate of Covariance: 270s height weight 270s height 135 259 270s weight 259 564 270s -------------------------------------------------------- 270s starsCYG 47 2 25 -8.031215 270s Best subsample: 270s [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 270s Outliers: 7 270s [1] 7 9 11 14 20 30 34 270s ------------- 270s 270s Call: 270s CovMcd(x = x, nsamp = "exact", trace = FALSE) 270s -> Method: Fast MCD(alpha=0.5 ==> h=25); nsamp = exact; (n,k)mini = (300,5) 270s 270s Robust Estimate of Location: 270s log.Te log.light 270s 4.41 4.95 270s 270s Robust Estimate of Covariance: 270s log.Te log.light 270s log.Te 0.0132 0.0394 270s log.light 0.0394 0.2743 270s -------------------------------------------------------- 270s phosphor 18 2 10 6.878847 270s Best subsample: 270s [1] 3 5 8 9 11 12 13 14 15 17 270s Outliers: 3 270s [1] 1 6 10 270s ------------- 270s 270s Call: 270s CovMcd(x = x, nsamp = "exact", trace = FALSE) 270s -> Method: Fast MCD(alpha=0.5 ==> h=10); nsamp = exact; (n,k)mini = (300,5) 270s 270s Robust Estimate of Location: 270s inorg organic 270s 13.4 38.8 270s 270s Robust Estimate of Covariance: 270s inorg organic 270s inorg 129 130 270s organic 130 182 270s -------------------------------------------------------- 271s coleman 20 5 13 1.286808 271s Best subsample: 271s [1] 2 3 4 5 7 8 12 13 14 16 17 19 20 271s Outliers: 7 271s [1] 1 6 9 10 11 15 18 271s ------------- 271s 271s Call: 271s CovMcd(x = x, nsamp = "exact", trace = FALSE) 271s -> Method: Fast MCD(alpha=0.5 ==> h=13); nsamp = exact; (n,k)mini = (300,5) 271s 271s Robust Estimate of Location: 271s salaryP fatherWc sstatus teacherSc motherLev 271s 2.76 48.38 6.12 25.00 6.40 271s 271s Robust Estimate of Covariance: 271s salaryP fatherWc sstatus teacherSc motherLev 271s salaryP 0.253 1.786 -0.266 0.151 0.075 271s fatherWc 1.786 1303.382 330.496 12.604 34.503 271s sstatus -0.266 330.496 119.888 3.833 10.131 271s teacherSc 0.151 12.604 3.833 0.785 0.555 271s motherLev 0.075 34.503 10.131 0.555 1.043 271s -------------------------------------------------------- 271s salinity 28 3 16 1.326364 271s Best subsample: 271s [1] 1 2 6 7 8 12 13 14 18 20 21 22 25 26 27 28 271s Outliers: 4 271s [1] 5 16 23 24 271s ------------- 271s 271s Call: 271s CovMcd(x = x, nsamp = "exact", trace = FALSE) 271s -> Method: Fast MCD(alpha=0.5 ==> h=16); nsamp = exact; (n,k)mini = (300,5) 271s 271s Robust Estimate of Location: 271s X1 X2 X3 271s 10.08 2.78 22.78 271s 271s Robust Estimate of Covariance: 271s X1 X2 X3 271s X1 10.44 1.01 -3.19 271s X2 1.01 3.83 -1.44 271s X3 -3.19 -1.44 2.39 271s -------------------------------------------------------- 271s wood 20 5 13 -36.270094 271s Best subsample: 271s [1] 1 2 3 5 9 10 12 13 14 15 17 18 20 271s Outliers: 7 271s [1] 4 6 7 8 11 16 19 271s ------------- 271s 271s Call: 271s CovMcd(x = x, nsamp = "exact", trace = FALSE) 271s -> Method: Fast MCD(alpha=0.5 ==> h=13); nsamp = exact; (n,k)mini = (300,5) 271s 271s Robust Estimate of Location: 271s x1 x2 x3 x4 x5 271s 0.587 0.122 0.531 0.538 0.892 271s 271s Robust Estimate of Covariance: 271s x1 x2 x3 x4 x5 271s x1 1.00e-02 1.88e-03 3.15e-03 -5.86e-04 -1.63e-03 271s x2 1.88e-03 4.85e-04 1.27e-03 -5.20e-05 2.36e-05 271s x3 3.15e-03 1.27e-03 6.63e-03 -8.71e-04 3.52e-04 271s x4 -5.86e-04 -5.20e-05 -8.71e-04 2.85e-03 1.83e-03 271s x5 -1.63e-03 2.36e-05 3.52e-04 1.83e-03 2.77e-03 271s -------------------------------------------------------- 271s Animals 28 2 15 14.555543 271s Best subsample: 271s [1] 1 3 4 5 10 11 17 18 19 20 21 22 23 26 27 271s Outliers: 14 271s [1] 2 6 7 8 9 12 13 14 15 16 23 24 25 28 271s ------------- 271s 271s Call: 271s CovMcd(x = x, nsamp = "exact", trace = FALSE) 271s -> Method: Fast MCD(alpha=0.5 ==> h=15); nsamp = exact; (n,k)mini = (300,5) 271s 271s Robust Estimate of Location: 271s body brain 271s 18.7 64.9 271s 271s Robust Estimate of Covariance: 271s body brain 271s body 929 1576 271s brain 1576 5646 271s -------------------------------------------------------- 271s lactic 20 2 11 0.359580 271s Best subsample: 271s [1] 1 2 3 4 5 7 8 9 10 11 12 271s Outliers: 4 271s [1] 17 18 19 20 271s ------------- 271s 271s Call: 271s CovMcd(x = x, nsamp = "exact", trace = FALSE) 271s -> Method: Fast MCD(alpha=0.5 ==> h=11); nsamp = exact; (n,k)mini = (300,5) 271s 271s Robust Estimate of Location: 271s X Y 271s 3.86 5.01 271s 271s Robust Estimate of Covariance: 271s X Y 271s X 10.6 14.6 271s Y 14.6 21.3 271s -------------------------------------------------------- 271s pension 18 2 10 16.675508 271s Best subsample: 271s [1] 1 2 3 4 5 6 8 9 11 12 271s Outliers: 5 271s [1] 14 15 16 17 18 271s ------------- 271s 271s Call: 271s CovMcd(x = x, nsamp = "exact", trace = FALSE) 271s -> Method: Fast MCD(alpha=0.5 ==> h=10); nsamp = exact; (n,k)mini = (300,5) 271s 271s Robust Estimate of Location: 271s Income Reserves 271s 52.3 560.9 271s 271s Robust Estimate of Covariance: 271s Income Reserves 271s Income 1420 11932 271s Reserves 11932 208643 271s -------------------------------------------------------- 271s vaso 39 2 21 -3.972244 271s Best subsample: 271s [1] 3 4 8 14 18 19 20 21 22 23 24 25 26 27 28 33 34 35 37 38 39 271s Outliers: 4 271s [1] 1 2 17 31 271s ------------- 271s 271s Call: 271s CovMcd(x = x, nsamp = "exact", trace = FALSE) 271s -> Method: Fast MCD(alpha=0.5 ==> h=21); nsamp = exact; (n,k)mini = (300,5) 271s 271s Robust Estimate of Location: 271s Volume Rate 271s 1.16 1.72 271s 271s Robust Estimate of Covariance: 271s Volume Rate 271s Volume 0.313 -0.167 271s Rate -0.167 0.728 271s -------------------------------------------------------- 271s stackloss 21 3 12 5.472581 271s Best subsample: 271s [1] 4 5 6 7 8 9 10 11 12 13 14 20 271s Outliers: 9 271s [1] 1 2 3 15 16 17 18 19 21 271s ------------- 271s 271s Call: 271s CovMcd(x = x, nsamp = "exact", trace = FALSE) 271s -> Method: Fast MCD(alpha=0.5 ==> h=12); nsamp = exact; (n,k)mini = (300,5) 271s 271s Robust Estimate of Location: 271s Air.Flow Water.Temp Acid.Conc. 271s 59.5 20.8 87.3 271s 271s Robust Estimate of Covariance: 271s Air.Flow Water.Temp Acid.Conc. 271s Air.Flow 6.29 5.85 5.74 271s Water.Temp 5.85 9.23 6.14 271s Acid.Conc. 5.74 6.14 23.25 271s -------------------------------------------------------- 271s pilot 20 2 11 6.487287 271s Best subsample: 271s [1] 2 3 6 7 9 12 15 16 17 18 20 271s Outliers: 0 271s Too many to print ... 271s ------------- 271s 271s Call: 271s CovMcd(x = x, nsamp = "exact", trace = FALSE) 271s -> Method: Fast MCD(alpha=0.5 ==> h=11); nsamp = exact; (n,k)mini = (300,5) 271s 271s Robust Estimate of Location: 271s X Y 271s 101.1 67.7 271s 271s Robust Estimate of Covariance: 271s X Y 271s X 3344 1070 271s Y 1070 343 271s -------------------------------------------------------- 271s ======================================================== 271s > dodata(method="MRCD") 271s 271s Call: dodata(method = "MRCD") 271s Data Set n p Half LOG(obj) Time 271s ======================================================== 271s heart 12 2 6 7.446266 271s Best subsample: 271s [1] 1 3 4 7 9 11 271s Outliers: 0 271s Too many to print ... 271s ------------- 271s 271s Call: 271s CovMrcd(x = x, trace = FALSE) 271s -> Method: Minimum Regularized Covariance Determinant MRCD(alpha=0.5 ==> h=6) 271s 271s Robust Estimate of Location: 271s height weight 271s 38.8 33.0 271s 271s Robust Estimate of Covariance: 271s height weight 271s height 47.4 75.2 271s weight 75.2 155.4 271s -------------------------------------------------------- 271s starsCYG 47 2 24 -5.862050 271s Best subsample: 271s [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 271s Outliers: 0 271s Too many to print ... 271s ------------- 271s 271s Call: 271s CovMrcd(x = x, trace = FALSE) 271s -> Method: Minimum Regularized Covariance Determinant MRCD(alpha=0.5 ==> h=24) 271s 271s Robust Estimate of Location: 271s log.Te log.light 271s 4.44 5.05 271s 271s Robust Estimate of Covariance: 271s log.Te log.light 271s log.Te 0.00867 0.02686 271s log.light 0.02686 0.41127 271s -------------------------------------------------------- 271s phosphor 18 2 9 9.954788 271s Best subsample: 271s [1] 4 7 8 9 11 12 13 14 16 271s Outliers: 0 271s Too many to print ... 271s ------------- 271s 271s Call: 271s CovMrcd(x = x, trace = FALSE) 271s -> Method: Minimum Regularized Covariance Determinant MRCD(alpha=0.5 ==> h=9) 271s 271s Robust Estimate of Location: 271s inorg organic 271s 12.5 39.0 271s 271s Robust Estimate of Covariance: 271s inorg organic 271s inorg 236 140 271s organic 140 172 271s -------------------------------------------------------- 271s stackloss 21 3 11 7.991165 271s Best subsample: 271s [1] 4 5 6 7 8 9 10 13 18 19 20 271s Outliers: 0 271s Too many to print ... 271s ------------- 271s 271s Call: 271s CovMrcd(x = x, trace = FALSE) 271s -> Method: Minimum Regularized Covariance Determinant MRCD(alpha=0.5 ==> h=11) 271s 271s Robust Estimate of Location: 271s Air.Flow Water.Temp Acid.Conc. 271s 58.2 21.4 85.2 271s 271s Robust Estimate of Covariance: 271s Air.Flow Water.Temp Acid.Conc. 271s Air.Flow 49.8 17.2 42.7 271s Water.Temp 17.2 13.8 25.2 271s Acid.Conc. 42.7 25.2 58.2 271s -------------------------------------------------------- 271s coleman 20 5 10 5.212156 271s Best subsample: 271s [1] 3 4 5 7 8 9 14 16 19 20 271s Outliers: 0 271s Too many to print ... 271s ------------- 271s 271s Call: 271s CovMrcd(x = x, trace = FALSE) 271s -> Method: Minimum Regularized Covariance Determinant MRCD(alpha=0.5 ==> h=10) 271s 271s Robust Estimate of Location: 271s salaryP fatherWc sstatus teacherSc motherLev 271s 2.78 59.44 9.28 25.41 6.70 271s 271s Robust Estimate of Covariance: 271s salaryP fatherWc sstatus teacherSc motherLev 271s salaryP 0.1582 -0.2826 0.4112 0.1754 0.0153 271s fatherWc -0.2826 902.9210 201.5815 -2.1236 18.8736 271s sstatus 0.4112 201.5815 65.4580 -0.3876 4.7794 271s teacherSc 0.1754 -2.1236 -0.3876 0.7233 -0.0322 271s motherLev 0.0153 18.8736 4.7794 -0.0322 0.5417 271s -------------------------------------------------------- 271s salinity 28 3 14 3.586919 271s Best subsample: 271s [1] 1 7 8 12 13 14 18 20 21 22 25 26 27 28 271s Outliers: 0 271s Too many to print ... 271s ------------- 271s 271s Call: 271s CovMrcd(x = x, trace = FALSE) 271s -> Method: Minimum Regularized Covariance Determinant MRCD(alpha=0.5 ==> h=14) 271s 271s Robust Estimate of Location: 271s X1 X2 X3 271s 10.95 3.71 21.99 271s 271s Robust Estimate of Covariance: 271s X1 X2 X3 271s X1 14.153 0.718 -3.359 271s X2 0.718 3.565 -0.722 271s X3 -3.359 -0.722 1.607 271s -------------------------------------------------------- 271s wood 20 5 10 -33.100492 271s Best subsample: 271s [1] 1 2 3 5 11 14 15 17 18 20 271s Outliers: 0 271s Too many to print ... 271s ------------- 271s 271s Call: 271s CovMrcd(x = x, trace = FALSE) 271s -> Method: Minimum Regularized Covariance Determinant MRCD(alpha=0.5 ==> h=10) 271s 271s Robust Estimate of Location: 271s x1 x2 x3 x4 x5 271s 0.572 0.120 0.504 0.545 0.899 271s 271s Robust Estimate of Covariance: 271s x1 x2 x3 x4 x5 271s x1 0.007543 0.001720 0.000412 -0.001230 -0.001222 271s x2 0.001720 0.000568 0.000355 -0.000533 -0.000132 271s x3 0.000412 0.000355 0.002478 0.000190 0.000811 271s x4 -0.001230 -0.000533 0.000190 0.002327 0.000967 271s x5 -0.001222 -0.000132 0.000811 0.000967 0.001894 271s -------------------------------------------------------- 271s hbk 75 3 38 1.539545 271s Best subsample: 271s [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 271s [26] 55 56 58 59 63 64 66 67 70 71 72 73 74 271s Outliers: 0 271s Too many to print ... 271s ------------- 271s 271s Call: 271s CovMrcd(x = x, trace = FALSE) 271s -> Method: Minimum Regularized Covariance Determinant MRCD(alpha=0.5 ==> h=38) 271s 271s Robust Estimate of Location: 271s X1 X2 X3 271s 1.60 2.37 1.64 271s 271s Robust Estimate of Covariance: 271s X1 X2 X3 271s X1 2.810 0.124 1.248 271s X2 0.124 1.017 0.208 271s X3 1.248 0.208 2.218 271s -------------------------------------------------------- 271s Animals 28 2 14 16.278395 271s Best subsample: 271s [1] 1 3 4 5 10 11 18 19 20 21 22 23 26 27 271s Outliers: 0 271s Too many to print ... 271s ------------- 271s 271s Call: 271s CovMrcd(x = x, trace = FALSE) 271s -> Method: Minimum Regularized Covariance Determinant MRCD(alpha=0.5 ==> h=14) 271s 271s Robust Estimate of Location: 271s body brain 271s 19.5 56.8 271s 271s Robust Estimate of Covariance: 271s body brain 271s body 2802 5179 271s brain 5179 13761 271s -------------------------------------------------------- 271s bushfire 38 5 19 28.483413 271s Best subsample: 271s [1] 1 2 3 4 5 14 15 16 17 18 19 20 21 22 23 24 25 26 27 271s Outliers: 0 271s Too many to print ... 271s ------------- 271s 271s Call: 271s CovMrcd(x = x, trace = FALSE) 271s -> Method: Minimum Regularized Covariance Determinant MRCD(alpha=0.5 ==> h=19) 271s 271s Robust Estimate of Location: 271s V1 V2 V3 V4 V5 271s 103 145 287 221 281 271s 271s Robust Estimate of Covariance: 271s V1 V2 V3 V4 V5 271s V1 366 249 -1993 -503 -396 271s V2 249 252 -1223 -291 -233 271s V3 -1993 -1223 14246 3479 2718 271s V4 -503 -291 3479 1083 748 271s V5 -396 -233 2718 748 660 271s -------------------------------------------------------- 271s lactic 20 2 10 2.593141 271s Best subsample: 271s [1] 1 2 3 4 5 7 8 9 10 11 271s Outliers: 0 271s Too many to print ... 271s ------------- 271s 271s Call: 271s CovMrcd(x = x, trace = FALSE) 271s -> Method: Minimum Regularized Covariance Determinant MRCD(alpha=0.5 ==> h=10) 271s 271s Robust Estimate of Location: 271s X Y 271s 2.60 3.63 271s 271s Robust Estimate of Covariance: 271s X Y 271s X 8.13 13.54 271s Y 13.54 24.17 271s -------------------------------------------------------- 271s pension 18 2 9 18.931204 271s Best subsample: 271s [1] 2 3 4 5 6 8 9 11 12 271s Outliers: 0 271s Too many to print ... 271s ------------- 271s 271s Call: 271s CovMrcd(x = x, trace = FALSE) 271s -> Method: Minimum Regularized Covariance Determinant MRCD(alpha=0.5 ==> h=9) 271s 271s Robust Estimate of Location: 271s Income Reserves 271s 45.7 466.9 271s 271s Robust Estimate of Covariance: 271s Income Reserves 271s Income 2127 23960 271s Reserves 23960 348275 271s -------------------------------------------------------- 271s vaso 39 2 20 -1.864710 271s Best subsample: 271s [1] 3 4 8 14 18 20 21 22 23 24 25 26 27 28 33 34 35 37 38 39 271s Outliers: 0 271s Too many to print ... 271s ------------- 271s 271s Call: 271s CovMrcd(x = x, trace = FALSE) 271s -> Method: Minimum Regularized Covariance Determinant MRCD(alpha=0.5 ==> h=20) 271s 271s Robust Estimate of Location: 271s Volume Rate 271s 1.14 1.77 271s 271s Robust Estimate of Covariance: 271s Volume Rate 271s Volume 0.44943 -0.00465 271s Rate -0.00465 0.34480 271s -------------------------------------------------------- 271s wagnerGrowth 63 6 32 9.287760 271s Best subsample: 271s [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 271s [26] 53 54 55 56 57 60 62 271s Outliers: 0 271s Too many to print ... 271s ------------- 271s 271s Call: 271s CovMrcd(x = x, trace = FALSE) 271s -> Method: Minimum Regularized Covariance Determinant MRCD(alpha=0.5 ==> h=32) 271s 271s Robust Estimate of Location: 271s Region PA GPA HS GHS y 271s 10.719 33.816 -2.144 2.487 0.293 4.918 271s 271s Robust Estimate of Covariance: 271s Region PA GPA HS GHS y 271s Region 56.7128 17.4919 -2.9710 -0.6491 -0.4545 -10.4287 271s PA 17.4919 29.9968 -7.6846 -1.3141 0.5418 -35.6434 271s GPA -2.9710 -7.6846 6.3238 1.1257 -0.4757 12.4707 271s HS -0.6491 -1.3141 1.1257 1.1330 -0.0915 3.3617 271s GHS -0.4545 0.5418 -0.4757 -0.0915 0.1468 -1.1228 271s y -10.4287 -35.6434 12.4707 3.3617 -1.1228 67.4215 271s -------------------------------------------------------- 271s fish 159 6 79 22.142828 271s Best subsample: 271s [1] 2 3 4 5 6 7 8 9 10 11 12 14 15 16 17 18 19 20 21 271s [20] 22 23 24 25 26 27 35 36 37 42 43 44 45 46 47 48 49 50 51 271s [39] 52 53 54 55 56 57 58 59 60 71 105 106 107 109 110 111 113 114 115 271s [58] 116 117 118 119 120 122 123 124 125 126 127 128 129 130 131 132 134 135 136 271s [77] 137 138 139 271s Outliers: 0 271s Too many to print ... 271s ------------- 271s 271s Call: 271s CovMrcd(x = x, trace = FALSE) 271s -> Method: Minimum Regularized Covariance Determinant MRCD(alpha=0.5 ==> h=79) 271s 271s Robust Estimate of Location: 271s Weight Length1 Length2 Length3 Height Width 271s 291.7 23.8 25.9 28.9 30.4 14.7 271s 271s Robust Estimate of Covariance: 271s Weight Length1 Length2 Length3 Height Width 271s Weight 77155.07 1567.55 1713.74 2213.16 1912.62 -103.97 271s Length1 1567.55 45.66 41.57 52.14 38.66 -2.39 271s Length2 1713.74 41.57 54.26 56.77 42.72 -2.55 271s Length3 2213.16 52.14 56.77 82.57 58.84 -3.65 271s Height 1912.62 38.66 42.72 58.84 70.51 -3.80 271s Width -103.97 -2.39 -2.55 -3.65 -3.80 1.19 271s -------------------------------------------------------- 271s pottery 27 6 14 -6.897459 271s Best subsample: 271s [1] 1 2 4 5 6 10 11 13 14 15 19 21 22 26 271s Outliers: 0 271s Too many to print ... 271s ------------- 271s 271s Call: 271s CovMrcd(x = x, trace = FALSE) 271s -> Method: Minimum Regularized Covariance Determinant MRCD(alpha=0.5 ==> h=14) 271s 271s Robust Estimate of Location: 271s SI AL FE MG CA TI 271s 54.39 14.93 9.78 3.82 5.11 0.86 271s 271s Robust Estimate of Covariance: 271s SI AL FE MG CA TI 271s SI 17.47469 -0.16656 0.39943 4.48192 -0.71153 0.06515 271s AL -0.16656 3.93154 -0.35738 -2.29899 0.14770 -0.02050 271s FE 0.39943 -0.35738 0.20434 0.37562 -0.22460 0.00943 271s MG 4.48192 -2.29899 0.37562 2.82339 -0.16027 0.02943 271s CA -0.71153 0.14770 -0.22460 -0.16027 0.88443 -0.01711 271s TI 0.06515 -0.02050 0.00943 0.02943 -0.01711 0.00114 271s -------------------------------------------------------- 271s rice 105 6 53 -8.916472 271s Best subsample: 271s [1] 4 6 8 10 13 15 16 17 18 25 27 29 30 31 32 33 34 36 37 271s [20] 38 44 45 47 51 52 53 54 55 59 60 65 67 70 72 76 79 80 81 271s [39] 82 83 84 85 86 90 92 93 94 95 97 98 99 101 105 271s Outliers: 0 271s Too many to print ... 271s ------------- 271s 271s Call: 271s CovMrcd(x = x, trace = FALSE) 271s -> Method: Minimum Regularized Covariance Determinant MRCD(alpha=0.5 ==> h=53) 271s 271s Robust Estimate of Location: 271s Favor Appearance Taste Stickiness 271s -0.1741 0.0774 -0.0472 0.1868 271s Toughness Overall_evaluation 271s -0.0346 -0.0683 271s 271s Robust Estimate of Covariance: 271s Favor Appearance Taste Stickiness Toughness 271s Favor 0.402 0.306 0.378 0.364 -0.134 271s Appearance 0.306 0.508 0.474 0.407 -0.146 271s Taste 0.378 0.474 0.708 0.611 -0.258 271s Stickiness 0.364 0.407 0.611 0.795 -0.320 271s Toughness -0.134 -0.146 -0.258 -0.320 0.302 271s Overall_evaluation 0.453 0.536 0.746 0.745 -0.327 271s Overall_evaluation 271s Favor 0.453 271s Appearance 0.536 271s Taste 0.746 271s Stickiness 0.745 271s Toughness -0.327 271s Overall_evaluation 0.963 271s -------------------------------------------------------- 271s un86 73 7 37 19.832993 271s Best subsample: 271s [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 271s [26] 56 57 60 62 63 64 65 67 70 71 72 73 271s Outliers: 0 271s Too many to print ... 271s ------------- 271s 271s Call: 271s CovMrcd(x = x, trace = FALSE) 271s -> Method: Minimum Regularized Covariance Determinant MRCD(alpha=0.5 ==> h=37) 271s 271s Robust Estimate of Location: 271s POP MOR CAR DR GNP DEN TB 271s 14.462 66.892 6.670 0.858 1.251 55.518 0.429 271s 271s Robust Estimate of Covariance: 271s POP MOR CAR DR GNP DEN 271s POP 3.00e+02 1.58e+02 9.83e+00 2.74e+00 5.51e-01 6.87e+01 271s MOR 1.58e+02 2.96e+03 -4.24e+02 -4.72e+01 -5.40e+01 -1.01e+03 271s CAR 9.83e+00 -4.24e+02 9.12e+01 8.71e+00 1.13e+01 1.96e+02 271s DR 2.74e+00 -4.72e+01 8.71e+00 1.25e+00 1.03e+00 2.74e+01 271s GNP 5.51e-01 -5.40e+01 1.13e+01 1.03e+00 2.31e+00 2.36e+01 271s DEN 6.87e+01 -1.01e+03 1.96e+02 2.74e+01 2.36e+01 3.12e+03 271s TB 2.04e-02 -1.81e+00 3.42e-01 2.57e-02 2.09e-02 -6.88e-01 271s TB 271s POP 2.04e-02 271s MOR -1.81e+00 271s CAR 3.42e-01 271s DR 2.57e-02 271s GNP 2.09e-02 271s DEN -6.88e-01 271s TB 2.59e-02 271s -------------------------------------------------------- 271s wages 39 10 14 35.698016 271s Best subsample: 271s [1] 1 2 5 6 9 10 11 13 15 19 23 25 26 28 271s Outliers: 0 271s Too many to print ... 271s ------------- 271s 271s Call: 271s CovMrcd(x = x, trace = FALSE) 271s -> Method: Minimum Regularized Covariance Determinant MRCD(alpha=0.5 ==> h=14) 271s 271s Robust Estimate of Location: 271s HRS RATE ERSP ERNO NEIN ASSET AGE DEP 271s 2167.71 2.96 1113.50 300.43 382.29 7438.00 39.06 2.41 271s RACE SCHOOL 271s 33.00 10.45 271s 271s Robust Estimate of Covariance: 271s HRS RATE ERSP ERNO NEIN ASSET 271s HRS 1.97e+03 -4.14e-01 -4.71e+03 -6.58e+02 1.81e+03 3.84e+04 271s RATE -4.14e-01 1.14e-01 1.79e+01 3.08e+00 1.40e+01 3.57e+02 271s ERSP -4.71e+03 1.79e+01 1.87e+04 2.33e+03 -2.06e+03 -3.57e+04 271s ERNO -6.58e+02 3.08e+00 2.33e+03 5.36e+02 -3.42e+02 -5.56e+03 271s NEIN 1.81e+03 1.40e+01 -2.06e+03 -3.42e+02 5.77e+03 1.10e+05 271s ASSET 3.84e+04 3.57e+02 -3.57e+04 -5.56e+03 1.10e+05 2.86e+06 271s AGE -1.83e+01 1.09e-02 6.69e+01 8.78e+00 -5.07e+00 -1.51e+02 271s DEP 4.82e+00 -3.14e-02 -2.52e+01 -2.96e+00 -5.33e+00 -1.03e+02 271s RACE -5.67e+02 -1.33e+00 1.21e+03 1.81e+02 -9.13e+02 -1.96e+04 271s SCHOOL 5.33e+00 1.87e-01 1.86e+01 3.12e+00 3.20e+01 7.89e+02 271s AGE DEP RACE SCHOOL 271s HRS -1.83e+01 4.82e+00 -5.67e+02 5.33e+00 271s RATE 1.09e-02 -3.14e-02 -1.33e+00 1.87e-01 271s ERSP 6.69e+01 -2.52e+01 1.21e+03 1.86e+01 271s ERNO 8.78e+00 -2.96e+00 1.81e+02 3.12e+00 271s NEIN -5.07e+00 -5.33e+00 -9.13e+02 3.20e+01 271s ASSET -1.51e+02 -1.03e+02 -1.96e+04 7.89e+02 271s AGE 5.71e-01 -1.56e-01 4.58e+00 -5.00e-02 271s DEP -1.56e-01 8.08e-02 -3.02e-01 -4.47e-02 271s RACE 4.58e+00 -3.02e-01 2.36e+02 -4.54e+00 271s SCHOOL -5.00e-02 -4.47e-02 -4.54e+00 4.23e-01 271s -------------------------------------------------------- 271s airquality 153 4 56 21.136376 271s Best subsample: 271s [1] 2 3 8 10 24 25 28 32 33 35 36 37 38 39 40 41 42 43 46 271s [20] 47 48 49 52 54 56 57 58 59 60 66 67 69 71 72 73 76 78 81 271s [39] 82 84 86 87 89 90 91 92 96 97 98 100 101 105 106 109 110 111 271s Outliers: 0 271s Too many to print ... 271s ------------- 271s 271s Call: 271s CovMrcd(x = x, trace = FALSE) 271s -> Method: Minimum Regularized Covariance Determinant MRCD(alpha=0.5 ==> h=56) 271s 271s Robust Estimate of Location: 271s Ozone Solar.R Wind Temp 271s 41.84 197.21 8.93 80.39 271s 271s Robust Estimate of Covariance: 271s Ozone Solar.R Wind Temp 271s Ozone 1480.7 1562.8 -99.9 347.3 271s Solar.R 1562.8 11401.2 -35.2 276.8 271s Wind -99.9 -35.2 11.4 -23.5 271s Temp 347.3 276.8 -23.5 107.7 271s -------------------------------------------------------- 271s attitude 30 7 15 27.040805 271s Best subsample: 271s [1] 2 3 4 5 7 8 10 12 15 19 22 23 25 27 28 271s Outliers: 0 271s Too many to print ... 271s ------------- 271s 271s Call: 271s CovMrcd(x = x, trace = FALSE) 271s -> Method: Minimum Regularized Covariance Determinant MRCD(alpha=0.5 ==> h=15) 271s 271s Robust Estimate of Location: 271s rating complaints privileges learning raises critical 271s 65.8 66.5 50.1 56.1 66.7 78.1 271s advance 271s 41.7 271s 271s Robust Estimate of Covariance: 271s rating complaints privileges learning raises critical advance 271s rating 138.77 80.02 59.22 107.33 95.83 -1.24 54.36 271s complaints 80.02 97.23 50.59 99.50 79.15 -2.71 42.81 271s privileges 59.22 50.59 84.92 90.03 60.88 22.39 44.93 271s learning 107.33 99.50 90.03 187.67 128.71 15.48 63.67 271s raises 95.83 79.15 60.88 128.71 123.94 -1.46 49.98 271s critical -1.24 -2.71 22.39 15.48 -1.46 61.23 12.88 271s advance 54.36 42.81 44.93 63.67 49.98 12.88 48.61 271s -------------------------------------------------------- 271s attenu 182 5 83 9.710111 271s Best subsample: 272s [1] 41 42 43 44 48 49 51 68 70 72 73 74 75 76 77 82 83 84 85 272s [20] 86 87 88 89 90 91 92 101 102 103 104 106 107 109 110 111 112 113 114 272s [39] 115 116 117 121 122 124 125 126 127 128 129 130 131 132 133 134 135 136 137 272s [58] 138 139 140 141 144 145 146 147 148 149 150 151 152 153 155 156 157 158 159 272s [77] 160 161 162 163 164 165 166 272s Outliers: 0 272s Too many to print ... 272s ------------- 272s 272s Call: 272s CovMrcd(x = x, trace = FALSE) 272s -> Method: Minimum Regularized Covariance Determinant MRCD(alpha=0.5 ==> h=83) 272s 272s Robust Estimate of Location: 272s event mag station dist accel 272s 18.940 5.741 67.988 23.365 0.124 272s 272s Robust Estimate of Covariance: 272s event mag station dist accel 272s event 2.86e+01 -2.31e+00 1.02e+02 2.68e+01 -1.99e-01 272s mag -2.31e+00 6.17e-01 -7.03e+00 4.67e-01 2.59e-02 272s station 1.02e+02 -7.03e+00 1.66e+03 1.62e+02 7.96e-02 272s dist 2.68e+01 4.67e-01 1.62e+02 3.61e+02 -1.23e+00 272s accel -1.99e-01 2.59e-02 7.96e-02 -1.23e+00 9.42e-03 272s -------------------------------------------------------- 272s USJudgeRatings 43 12 22 -23.463708 272s Best subsample: 272s [1] 2 3 4 6 9 11 15 16 18 19 24 25 26 27 28 29 32 33 34 36 37 38 272s Outliers: 0 272s Too many to print ... 272s ------------- 272s 272s Call: 272s CovMrcd(x = x, trace = FALSE) 272s -> Method: Minimum Regularized Covariance Determinant MRCD(alpha=0.5 ==> h=22) 272s 272s Robust Estimate of Location: 272s CONT INTG DMNR DILG CFMG DECI PREP FAMI ORAL WRIT PHYS RTEN 272s 7.24 8.42 8.10 8.19 7.95 8.00 7.96 7.96 7.81 7.89 8.40 8.20 272s 272s Robust Estimate of Covariance: 272s CONT INTG DMNR DILG CFMG DECI PREP 272s CONT 0.61805 -0.05601 -0.09540 0.00694 0.09853 0.06261 0.03939 272s INTG -0.05601 0.23560 0.27537 0.20758 0.16603 0.17281 0.21128 272s DMNR -0.09540 0.27537 0.55349 0.28872 0.24014 0.24293 0.28886 272s DILG 0.00694 0.20758 0.28872 0.34099 0.23502 0.23917 0.29672 272s CFMG 0.09853 0.16603 0.24014 0.23502 0.31649 0.23291 0.27651 272s DECI 0.06261 0.17281 0.24293 0.23917 0.23291 0.30681 0.27737 272s PREP 0.03939 0.21128 0.28886 0.29672 0.27651 0.27737 0.42020 272s FAMI 0.04588 0.20388 0.26072 0.29037 0.27179 0.27737 0.34857 272s ORAL 0.03000 0.21379 0.29606 0.28764 0.27338 0.27424 0.33503 272s WRIT 0.03261 0.20258 0.26931 0.27962 0.26382 0.26610 0.32677 272s PHYS -0.04485 0.13598 0.17659 0.16834 0.14554 0.16467 0.18948 272s RTEN 0.01543 0.22654 0.32117 0.27307 0.23826 0.24669 0.29450 272s FAMI ORAL WRIT PHYS RTEN 272s CONT 0.04588 0.03000 0.03261 -0.04485 0.01543 272s INTG 0.20388 0.21379 0.20258 0.13598 0.22654 272s DMNR 0.26072 0.29606 0.26931 0.17659 0.32117 272s DILG 0.29037 0.28764 0.27962 0.16834 0.27307 272s CFMG 0.27179 0.27338 0.26382 0.14554 0.23826 272s DECI 0.27737 0.27424 0.26610 0.16467 0.24669 272s PREP 0.34857 0.33503 0.32677 0.18948 0.29450 272s FAMI 0.47232 0.33762 0.33420 0.19759 0.29015 272s ORAL 0.33762 0.40361 0.32208 0.19794 0.29544 272s WRIT 0.33420 0.32208 0.38733 0.19276 0.28184 272s PHYS 0.19759 0.19794 0.19276 0.20284 0.18097 272s RTEN 0.29015 0.29544 0.28184 0.18097 0.36877 272s -------------------------------------------------------- 272s USArrests 50 4 25 17.834643 272s Best subsample: 272s [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 272s Outliers: 0 272s Too many to print ... 272s ------------- 272s 272s Call: 272s CovMrcd(x = x, trace = FALSE) 272s -> Method: Minimum Regularized Covariance Determinant MRCD(alpha=0.5 ==> h=25) 272s 272s Robust Estimate of Location: 272s Murder Assault UrbanPop Rape 272s 5.38 121.68 63.80 16.33 272s 272s Robust Estimate of Covariance: 272s Murder Assault UrbanPop Rape 272s Murder 17.8 316.3 48.5 31.1 272s Assault 316.3 6863.0 1040.0 548.9 272s UrbanPop 48.5 1040.0 424.8 93.6 272s Rape 31.1 548.9 93.6 63.8 272s -------------------------------------------------------- 272s longley 16 7 8 31.147844 272s Best subsample: 272s [1] 5 6 7 9 10 11 13 14 272s Outliers: 0 272s Too many to print ... 272s ------------- 272s 272s Call: 272s CovMrcd(x = x, trace = FALSE) 272s -> Method: Minimum Regularized Covariance Determinant MRCD(alpha=0.5 ==> h=8) 272s 272s Robust Estimate of Location: 272s GNP.deflator GNP Unemployed Armed.Forces Population 272s 104.3 410.8 278.8 300.1 118.2 272s Year Employed 272s 1955.4 66.5 272s 272s Robust Estimate of Covariance: 272s GNP.deflator GNP Unemployed Armed.Forces Population 272s GNP.deflator 85.0 652.3 784.4 -370.7 48.7 272s GNP 652.3 7502.9 7328.6 -3414.2 453.9 272s Unemployed 784.4 7328.6 10760.3 -4646.7 548.1 272s Armed.Forces -370.7 -3414.2 -4646.7 2824.3 -253.9 272s Population 48.7 453.9 548.1 -253.9 40.2 272s Year 33.5 312.7 378.8 -176.1 23.4 272s Employed 23.9 224.8 263.6 -128.3 16.8 272s Year Employed 272s GNP.deflator 33.5 23.9 272s GNP 312.7 224.8 272s Unemployed 378.8 263.6 272s Armed.Forces -176.1 -128.3 272s Population 23.4 16.8 272s Year 18.9 11.7 272s Employed 11.7 10.3 272s -------------------------------------------------------- 272s Loblolly 84 3 42 11.163448 272s Best subsample: 272s [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 272s [26] 53 54 57 58 59 63 64 65 66 70 71 76 77 81 82 83 84 272s Outliers: 0 272s Too many to print ... 272s ------------- 272s 272s Call: 272s CovMrcd(x = x, trace = FALSE) 272s -> Method: Minimum Regularized Covariance Determinant MRCD(alpha=0.5 ==> h=42) 272s 272s Robust Estimate of Location: 272s height age Seed 272s 44.20 17.26 6.76 272s 272s Robust Estimate of Covariance: 272s height age Seed 272s height 326.74 139.18 3.50 272s age 139.18 68.48 -2.72 272s Seed 3.50 -2.72 25.43 272s -------------------------------------------------------- 272s quakes 1000 4 500 11.802478 272s Best subsample: 272s Too long... 272s Outliers: 0 272s Too many to print ... 272s ------------- 272s 272s Call: 272s CovMrcd(x = x, trace = FALSE) 272s -> Method: Minimum Regularized Covariance Determinant MRCD(alpha=0.5 ==> h=500) 272s 272s Robust Estimate of Location: 272s lat long depth mag 272s -20.59 182.13 432.46 4.42 272s 272s Robust Estimate of Covariance: 272s lat long depth mag 272s lat 15.841 5.702 -106.720 -0.441 272s long 5.702 7.426 -577.189 -0.136 272s depth -106.720 -577.189 66701.479 3.992 272s mag -0.441 -0.136 3.992 0.144 272s -------------------------------------------------------- 272s ======================================================== 272s > ##doexactfit() 272s > 272s BEGIN TEST tmest4.R 272s 272s R version 4.3.3 (2024-02-29) -- "Angel Food Cake" 272s Copyright (C) 2024 The R Foundation for Statistical Computing 272s Platform: s390x-ibm-linux-gnu (64-bit) 272s 272s R is free software and comes with ABSOLUTELY NO WARRANTY. 272s You are welcome to redistribute it under certain conditions. 272s Type 'license()' or 'licence()' for distribution details. 272s 272s R is a collaborative project with many contributors. 272s Type 'contributors()' for more information and 272s 'citation()' on how to cite R or R packages in publications. 272s 272s Type 'demo()' for some demos, 'help()' for on-line help, or 272s 'help.start()' for an HTML browser interface to help. 272s Type 'q()' to quit R. 272s 272s > ## VT::15.09.2013 - this will render the output independent 272s > ## from the version of the package 272s > suppressPackageStartupMessages(library(rrcov)) 272s > 272s > library(MASS) 272s > dodata <- function(nrep = 1, time = FALSE, full = TRUE) { 272s + domest <- function(x, xname, nrep = 1) { 272s + n <- dim(x)[1] 272s + p <- dim(x)[2] 272s + mm <- CovMest(x) 272s + crit <- log(mm@crit) 272s + ## c1 <- mm@psi@c1 272s + ## M <- mm$psi@M 272s + 272s + xres <- sprintf("%3d %3d %12.6f\n", dim(x)[1], dim(x)[2], crit) 272s + lpad <- lname-nchar(xname) 272s + cat(pad.right(xname,lpad), xres) 272s + 272s + dist <- getDistance(mm) 272s + quantiel <- qchisq(0.975, p) 272s + ibad <- which(dist >= quantiel) 272s + names(ibad) <- NULL 272s + nbad <- length(ibad) 272s + cat("Outliers: ",nbad,"\n") 272s + if(nbad > 0) 272s + print(ibad) 272s + cat("-------------\n") 272s + show(mm) 272s + cat("--------------------------------------------------------\n") 272s + } 272s + 272s + options(digits = 5) 272s + set.seed(101) # <<-- sub-sampling algorithm now based on R's RNG and seed 272s + 272s + lname <- 20 272s + 272s + data(heart) 272s + data(starsCYG) 272s + data(phosphor) 272s + data(stackloss) 272s + data(coleman) 272s + data(salinity) 272s + data(wood) 272s + data(hbk) 272s + 272s + data(Animals, package = "MASS") 272s + brain <- Animals[c(1:24, 26:25, 27:28),] 272s + data(milk) 272s + data(bushfire) 272s + 272s + tmp <- sys.call() 272s + cat("\nCall: ", deparse(substitute(tmp)),"\n") 272s + 272s + cat("Data Set n p c1 M LOG(det) Time\n") 272s + cat("======================================================================\n") 272s + domest(heart[, 1:2], data(heart), nrep) 272s + domest(starsCYG, data(starsCYG), nrep) 272s + domest(data.matrix(subset(phosphor, select = -plant)), data(phosphor), nrep) 272s + domest(stack.x, data(stackloss), nrep) 272s + domest(data.matrix(subset(coleman, select = -Y)), data(coleman), nrep) 272s + domest(data.matrix(subset(salinity, select = -Y)), data(salinity), nrep) 272s + domest(data.matrix(subset(wood, select = -y)), data(wood), nrep) 272s + domest(data.matrix(subset(hbk, select = -Y)), data(hbk), nrep) 272s + 272s + 272s + domest(brain, "Animals", nrep) 272s + domest(milk, data(milk), nrep) 272s + domest(bushfire, data(bushfire), nrep) 272s + cat("======================================================================\n") 272s + } 272s > 272s > # generate contaminated data using the function gendata with different 272s > # number of outliers and check if the M-estimate breaks - i.e. the 272s > # largest eigenvalue is larger than e.g. 5. 272s > # For n=50 and p=10 and d=5 the M-estimate can break for number of 272s > # outliers grater than 20. 272s > dogen <- function(){ 272s + eig <- vector("numeric",26) 272s + for(i in 0:25) { 272s + gg <- gendata(eps=i) 272s + mm <- CovMest(gg$x, t0=gg$tgood, S0=gg$sgood, arp=0.001) 272s + eig[i+1] <- ev <- getEvals(mm)[1] 272s + # cat(i, ev, "\n") 272s + 272s + stopifnot(ev < 5 || i > 20) 272s + } 272s + # plot(0:25, eig, type="l", xlab="Number of outliers", ylab="Largest Eigenvalue") 272s + } 272s > 272s > # 272s > # generate data 50x10 as multivariate normal N(0,I) and add 272s > # eps % outliers by adding d=5.0 to each component. 272s > # - if eps <0 and eps <=0.5, the number of outliers is eps*n 272s > # - if eps >= 1, it is the number of outliers 272s > # - use the center and cov of the good data as good start 272s > # - use the center and the cov of all data as a bad start 272s > # If using a good start, the M-estimate must iterate to 272s > # the good solution: the largest eigenvalue is less then e.g. 5 272s > # 272s > gendata <- function(n=50, p=10, eps=0, d=5.0){ 272s + 272s + if(eps < 0 || eps > 0.5 && eps < 1.0 || eps > 0.5*n) 272s + stop("eps is out of range") 272s + 272s + library(MASS) 272s + 272s + x <- mvrnorm(n, rep(0,p), diag(p)) 272s + bad <- vector("numeric") 272s + nbad = if(eps < 1) eps*n else eps 272s + if(nbad > 0){ 272s + bad <- sample(n, nbad) 272s + x[bad,] <- x[bad,] + d 272s + } 272s + cov1 <- cov.wt(x) 272s + cov2 <- if(nbad <= 0) cov1 else cov.wt(x[-bad,]) 272s + 272s + list(x=x, bad=sort(bad), tgood=cov2$center, sgood=cov2$cov, tbad=cov1$center, sbad=cov1$cov) 272s + } 272s > 272s > pad.right <- function(z, pads) 272s + { 272s + ## Pads spaces to right of text 272s + padding <- paste(rep(" ", pads), collapse = "") 272s + paste(z, padding, sep = "") 272s + } 272s > 272s > 272s > ## -- now do it: 272s > dodata() 272s 272s Call: dodata() 272s Data Set n p c1 M LOG(det) Time 272s ====================================================================== 272s heart 12 2 7.160341 272s Outliers: 3 272s [1] 2 6 12 272s ------------- 272s 272s Call: 272s CovMest(x = x) 272s -> Method: M-Estimates 272s 272s Robust Estimate of Location: 272s height weight 272s 34.9 27.0 272s 272s Robust Estimate of Covariance: 272s height weight 272s height 102 155 272s weight 155 250 272s -------------------------------------------------------- 272s starsCYG 47 2 -5.994588 272s Outliers: 7 272s [1] 7 9 11 14 20 30 34 272s ------------- 272s 272s Call: 272s CovMest(x = x) 272s -> Method: M-Estimates 272s 272s Robust Estimate of Location: 272s log.Te log.light 272s 4.42 4.95 272s 272s Robust Estimate of Covariance: 272s log.Te log.light 272s log.Te 0.0169 0.0587 272s log.light 0.0587 0.3523 272s -------------------------------------------------------- 272s phosphor 18 2 8.867522 272s Outliers: 3 272s [1] 1 6 10 272s ------------- 272s 272s Call: 272s CovMest(x = x) 272s -> Method: M-Estimates 272s 272s Robust Estimate of Location: 272s inorg organic 272s 15.4 39.1 272s 272s Robust Estimate of Covariance: 272s inorg organic 272s inorg 169 213 272s organic 213 308 272s -------------------------------------------------------- 272s stackloss 21 3 7.241400 272s Outliers: 9 272s [1] 1 2 3 15 16 17 18 19 21 272s ------------- 272s 272s Call: 272s CovMest(x = x) 272s -> Method: M-Estimates 272s 272s Robust Estimate of Location: 272s Air.Flow Water.Temp Acid.Conc. 272s 59.5 20.8 87.3 272s 272s Robust Estimate of Covariance: 272s Air.Flow Water.Temp Acid.Conc. 272s Air.Flow 9.34 8.69 8.52 272s Water.Temp 8.69 13.72 9.13 272s Acid.Conc. 8.52 9.13 34.54 272s -------------------------------------------------------- 272s coleman 20 5 2.574752 272s Outliers: 7 272s [1] 2 6 9 10 12 13 15 272s ------------- 272s 272s Call: 273s CovMest(x = x) 273s -> Method: M-Estimates 273s 273s Robust Estimate of Location: 273s salaryP fatherWc sstatus teacherSc motherLev 273s 2.82 48.44 5.30 25.19 6.51 273s 273s Robust Estimate of Covariance: 273s salaryP fatherWc sstatus teacherSc motherLev 273s salaryP 0.2850 0.1045 1.7585 0.3074 0.0355 273s fatherWc 0.1045 824.8305 260.7062 3.7507 17.7959 273s sstatus 1.7585 260.7062 105.6135 4.1140 5.7714 273s teacherSc 0.3074 3.7507 4.1140 0.6753 0.1563 273s motherLev 0.0355 17.7959 5.7714 0.1563 0.4147 273s -------------------------------------------------------- 273s salinity 28 3 3.875096 273s Outliers: 9 273s [1] 3 5 10 11 15 16 17 23 24 273s ------------- 273s 273s Call: 273s CovMest(x = x) 273s -> Method: M-Estimates 273s 273s Robust Estimate of Location: 273s X1 X2 X3 273s 10.02 3.21 22.36 273s 273s Robust Estimate of Covariance: 273s X1 X2 X3 273s X1 15.353 1.990 -5.075 273s X2 1.990 5.210 -0.769 273s X3 -5.075 -0.769 2.314 273s -------------------------------------------------------- 273s wood 20 5 -35.156305 273s Outliers: 7 273s [1] 4 6 7 8 11 16 19 273s ------------- 273s 273s Call: 273s CovMest(x = x) 273s -> Method: M-Estimates 273s 273s Robust Estimate of Location: 273s x1 x2 x3 x4 x5 273s 0.587 0.122 0.531 0.538 0.892 273s 273s Robust Estimate of Covariance: 273s x1 x2 x3 x4 x5 273s x1 6.45e-03 1.21e-03 2.03e-03 -3.77e-04 -1.05e-03 273s x2 1.21e-03 3.12e-04 8.16e-04 -3.34e-05 1.52e-05 273s x3 2.03e-03 8.16e-04 4.27e-03 -5.60e-04 2.27e-04 273s x4 -3.77e-04 -3.34e-05 -5.60e-04 1.83e-03 1.18e-03 273s x5 -1.05e-03 1.52e-05 2.27e-04 1.18e-03 1.78e-03 273s -------------------------------------------------------- 273s hbk 75 3 1.432485 273s Outliers: 14 273s [1] 1 2 3 4 5 6 7 8 9 10 11 12 13 14 273s ------------- 273s 273s Call: 273s CovMest(x = x) 273s -> Method: M-Estimates 273s 273s Robust Estimate of Location: 273s X1 X2 X3 273s 1.54 1.78 1.69 273s 273s Robust Estimate of Covariance: 273s X1 X2 X3 273s X1 1.6485 0.0739 0.1709 273s X2 0.0739 1.6780 0.2049 273s X3 0.1709 0.2049 1.5584 273s -------------------------------------------------------- 273s Animals 28 2 18.194822 273s Outliers: 10 273s [1] 2 6 7 9 12 14 15 16 25 28 273s ------------- 273s 273s Call: 273s CovMest(x = x) 273s -> Method: M-Estimates 273s 273s Robust Estimate of Location: 273s body brain 273s 18.7 64.9 273s 273s Robust Estimate of Covariance: 273s body brain 273s body 4993 8466 273s brain 8466 30335 273s -------------------------------------------------------- 273s milk 86 8 -25.041802 273s Outliers: 20 273s [1] 1 2 3 11 12 13 14 15 16 17 18 20 27 41 44 47 70 74 75 77 273s ------------- 273s 273s Call: 273s CovMest(x = x) 273s -> Method: M-Estimates 273s 273s Robust Estimate of Location: 273s X1 X2 X3 X4 X5 X6 X7 X8 273s 1.03 35.88 33.04 26.11 25.09 25.02 123.12 14.39 273s 273s Robust Estimate of Covariance: 273s X1 X2 X3 X4 X5 X6 X7 273s X1 4.89e-07 9.64e-05 1.83e-04 1.76e-04 1.57e-04 1.48e-04 6.53e-04 273s X2 9.64e-05 2.05e+00 3.38e-01 2.37e-01 1.70e-01 2.71e-01 1.91e+00 273s X3 1.83e-04 3.38e-01 1.16e+00 8.56e-01 8.48e-01 8.31e-01 8.85e-01 273s X4 1.76e-04 2.37e-01 8.56e-01 6.83e-01 6.55e-01 6.40e-01 6.91e-01 273s X5 1.57e-04 1.70e-01 8.48e-01 6.55e-01 6.93e-01 6.52e-01 6.90e-01 273s X6 1.48e-04 2.71e-01 8.31e-01 6.40e-01 6.52e-01 6.61e-01 6.95e-01 273s X7 6.53e-04 1.91e+00 8.85e-01 6.91e-01 6.90e-01 6.95e-01 4.40e+00 273s X8 5.56e-06 2.60e-01 1.98e-01 1.29e-01 1.12e-01 1.19e-01 4.12e-01 273s X8 273s X1 5.56e-06 273s X2 2.60e-01 273s X3 1.98e-01 273s X4 1.29e-01 273s X5 1.12e-01 273s X6 1.19e-01 273s X7 4.12e-01 273s X8 1.65e-01 273s -------------------------------------------------------- 273s bushfire 38 5 23.457490 273s Outliers: 15 273s [1] 7 8 9 10 11 29 30 31 32 33 34 35 36 37 38 273s ------------- 273s 273s Call: 273s CovMest(x = x) 273s -> Method: M-Estimates 273s 273s Robust Estimate of Location: 273s V1 V2 V3 V4 V5 273s 107 147 263 215 277 273s 273s Robust Estimate of Covariance: 273s V1 V2 V3 V4 V5 273s V1 775 560 -4179 -925 -759 273s V2 560 478 -2494 -510 -431 273s V3 -4179 -2494 27433 6441 5196 273s V4 -925 -510 6441 1607 1276 273s V5 -759 -431 5196 1276 1020 273s -------------------------------------------------------- 273s ====================================================================== 273s > dogen() 273s > #cat('Time elapsed: ', proc.time(),'\n') # for ``statistical reasons'' 273s > 273s BEGIN TEST tmve4.R 273s 273s R version 4.3.3 (2024-02-29) -- "Angel Food Cake" 273s Copyright (C) 2024 The R Foundation for Statistical Computing 273s Platform: s390x-ibm-linux-gnu (64-bit) 273s 273s R is free software and comes with ABSOLUTELY NO WARRANTY. 273s You are welcome to redistribute it under certain conditions. 273s Type 'license()' or 'licence()' for distribution details. 273s 273s R is a collaborative project with many contributors. 273s Type 'contributors()' for more information and 273s 'citation()' on how to cite R or R packages in publications. 273s 273s Type 'demo()' for some demos, 'help()' for on-line help, or 273s 'help.start()' for an HTML browser interface to help. 273s Type 'q()' to quit R. 273s 273s > dodata <- function(nrep=1, time=FALSE, short=FALSE, full=TRUE, method = c("FASTMVE","MASS")){ 273s + ##@bdescr 273s + ## Test the function covMve() on the literature datasets: 273s + ## 273s + ## Call covMve() for all regression datasets available in rrco/robustbasev and print: 273s + ## - execution time (if time == TRUE) 273s + ## - objective fucntion 273s + ## - best subsample found (if short == false) 273s + ## - outliers identified (with cutoff 0.975) (if short == false) 273s + ## - estimated center and covarinance matrix if full == TRUE) 273s + ## 273s + ##@edescr 273s + ## 273s + ##@in nrep : [integer] number of repetitions to use for estimating the 273s + ## (average) execution time 273s + ##@in time : [boolean] whether to evaluate the execution time 273s + ##@in short : [boolean] whether to do short output (i.e. only the 273s + ## objective function value). If short == FALSE, 273s + ## the best subsample and the identified outliers are 273s + ## printed. See also the parameter full below 273s + ##@in full : [boolean] whether to print the estimated cente and covariance matrix 273s + ##@in method : [character] select a method: one of (FASTMCD, MASS) 273s + 273s + domve <- function(x, xname, nrep=1){ 273s + n <- dim(x)[1] 273s + p <- dim(x)[2] 273s + alpha <- 0.5 273s + h <- h.alpha.n(alpha, n, p) 273s + if(method == "MASS"){ 273s + mve <- cov.mve(x, quantile.used=h) 273s + quan <- h #default: floor((n+p+1)/2) 273s + crit <- mve$crit 273s + best <- mve$best 273s + mah <- mahalanobis(x, mve$center, mve$cov) 273s + quantiel <- qchisq(0.975, p) 273s + wt <- as.numeric(mah < quantiel) 273s + } 273s + else{ 273s + mve <- CovMve(x, trace=FALSE) 273s + quan <- as.integer(mve@quan) 273s + crit <- log(mve@crit) 273s + best <- mve@best 273s + wt <- mve@wt 273s + } 273s + 273s + 273s + if(time){ 273s + xtime <- system.time(dorep(x, nrep, method))[1]/nrep 273s + xres <- sprintf("%3d %3d %3d %12.6f %10.3f\n", dim(x)[1], dim(x)[2], quan, crit, xtime) 273s + } 273s + else{ 273s + xres <- sprintf("%3d %3d %3d %12.6f\n", dim(x)[1], dim(x)[2], quan, crit) 273s + } 273s + 273s + lpad<-lname-nchar(xname) 273s + cat(pad.right(xname,lpad), xres) 273s + 273s + if(!short){ 273s + cat("Best subsample: \n") 273s + print(best) 273s + 273s + ibad <- which(wt == 0) 273s + names(ibad) <- NULL 273s + nbad <- length(ibad) 273s + cat("Outliers: ", nbad, "\n") 273s + if(nbad > 0) 273s + print(ibad) 273s + if(full){ 273s + cat("-------------\n") 273s + show(mve) 273s + } 273s + cat("--------------------------------------------------------\n") 273s + } 273s + } 273s + 273s + options(digits = 5) 273s + set.seed(101) # <<-- sub-sampling algorithm now based on R's RNG and seed 273s + 273s + lname <- 20 273s + 273s + ## VT::15.09.2013 - this will render the output independent 273s + ## from the version of the package 273s + suppressPackageStartupMessages(library(rrcov)) 273s + 273s + method <- match.arg(method) 273s + if(method == "MASS") 273s + library(MASS) 273s + 273s + 273s + data(heart) 273s + data(starsCYG) 273s + data(phosphor) 273s + data(stackloss) 273s + data(coleman) 273s + data(salinity) 273s + data(wood) 273s + 273s + data(hbk) 273s + 273s + data(Animals, package = "MASS") 273s + brain <- Animals[c(1:24, 26:25, 27:28),] 273s + data(milk) 273s + data(bushfire) 273s + 273s + tmp <- sys.call() 273s + cat("\nCall: ", deparse(substitute(tmp)),"\n") 273s + 273s + cat("Data Set n p Half LOG(obj) Time\n") 273s + cat("========================================================\n") 273s + domve(heart[, 1:2], data(heart), nrep) 273s + domve(starsCYG, data(starsCYG), nrep) 273s + domve(data.matrix(subset(phosphor, select = -plant)), data(phosphor), nrep) 273s + domve(stack.x, data(stackloss), nrep) 273s + domve(data.matrix(subset(coleman, select = -Y)), data(coleman), nrep) 273s + domve(data.matrix(subset(salinity, select = -Y)), data(salinity), nrep) 273s + domve(data.matrix(subset(wood, select = -y)), data(wood), nrep) 273s + domve(data.matrix(subset(hbk, select = -Y)),data(hbk), nrep) 273s + 273s + domve(brain, "Animals", nrep) 273s + domve(milk, data(milk), nrep) 273s + domve(bushfire, data(bushfire), nrep) 273s + cat("========================================================\n") 273s + } 273s > 273s > dogen <- function(nrep=1, eps=0.49, method=c("FASTMVE", "MASS")){ 273s + 273s + domve <- function(x, nrep=1){ 273s + gc() 273s + xtime <- system.time(dorep(x, nrep, method))[1]/nrep 273s + cat(sprintf("%6d %3d %10.2f\n", dim(x)[1], dim(x)[2], xtime)) 273s + xtime 273s + } 273s + 273s + set.seed(1234) 273s + 273s + ## VT::15.09.2013 - this will render the output independent 273s + ## from the version of the package 273s + suppressPackageStartupMessages(library(rrcov)) 273s + library(MASS) 273s + 273s + method <- match.arg(method) 273s + 273s + ap <- c(2, 5, 10, 20, 30) 273s + an <- c(100, 500, 1000, 10000, 50000) 273s + 273s + tottime <- 0 273s + cat(" n p Time\n") 273s + cat("=====================\n") 273s + for(i in 1:length(an)) { 273s + for(j in 1:length(ap)) { 273s + n <- an[i] 273s + p <- ap[j] 273s + if(5*p <= n){ 273s + xx <- gendata(n, p, eps) 273s + X <- xx$X 273s + tottime <- tottime + domve(X, nrep) 273s + } 273s + } 273s + } 273s + 273s + cat("=====================\n") 273s + cat("Total time: ", tottime*nrep, "\n") 273s + } 273s > 273s > docheck <- function(n, p, eps){ 273s + xx <- gendata(n,p,eps) 273s + mve <- CovMve(xx$X) 273s + check(mve, xx$xind) 273s + } 273s > 273s > check <- function(mcd, xind){ 273s + ## check if mcd is robust w.r.t xind, i.e. check how many of xind 273s + ## did not get zero weight 273s + mymatch <- xind %in% which(mcd@wt == 0) 273s + length(xind) - length(which(mymatch)) 273s + } 273s > 273s > dorep <- function(x, nrep=1, method=c("FASTMVE","MASS")){ 273s + 273s + method <- match.arg(method) 273s + for(i in 1:nrep) 273s + if(method == "MASS") 273s + cov.mve(x) 273s + else 273s + CovMve(x) 273s + } 273s > 273s > #### gendata() #### 273s > # Generates a location contaminated multivariate 273s > # normal sample of n observations in p dimensions 273s > # (1-eps)*Np(0,Ip) + eps*Np(m,Ip) 273s > # where 273s > # m = (b,b,...,b) 273s > # Defaults: eps=0 and b=10 273s > # 273s > gendata <- function(n,p,eps=0,b=10){ 273s + 273s + if(missing(n) || missing(p)) 273s + stop("Please specify (n,p)") 273s + if(eps < 0 || eps >= 0.5) 273s + stop(message="eps must be in [0,0.5)") 273s + X <- mvrnorm(n,rep(0,p),diag(1,nrow=p,ncol=p)) 273s + nbad <- as.integer(eps * n) 273s + if(nbad > 0){ 273s + Xbad <- mvrnorm(nbad,rep(b,p),diag(1,nrow=p,ncol=p)) 273s + xind <- sample(n,nbad) 273s + X[xind,] <- Xbad 273s + } 273s + list(X=X, xind=xind) 273s + } 273s > 273s > pad.right <- function(z, pads) 273s + { 273s + ### Pads spaces to right of text 273s + padding <- paste(rep(" ", pads), collapse = "") 273s + paste(z, padding, sep = "") 273s + } 273s > 273s > whatis<-function(x){ 273s + if(is.data.frame(x)) 273s + cat("Type: data.frame\n") 273s + else if(is.matrix(x)) 273s + cat("Type: matrix\n") 273s + else if(is.vector(x)) 273s + cat("Type: vector\n") 273s + else 273s + cat("Type: don't know\n") 273s + } 273s > 273s > ## VT::15.09.2013 - this will render the output independent 273s > ## from the version of the package 273s > suppressPackageStartupMessages(library(rrcov)) 273s > 273s > dodata() 273s 273s Call: dodata() 273s Data Set n p Half LOG(obj) Time 273s ======================================================== 273s heart 12 2 7 3.827606 273s Best subsample: 273s [1] 1 4 7 8 9 10 11 273s Outliers: 3 273s [1] 2 6 12 273s ------------- 273s 273s Call: 273s CovMve(x = x, trace = FALSE) 273s -> Method: Minimum volume ellipsoid estimator 273s 273s Robust Estimate of Location: 273s height weight 273s 34.9 27.0 273s 273s Robust Estimate of Covariance: 273s height weight 273s height 142 217 273s weight 217 350 273s -------------------------------------------------------- 273s starsCYG 47 2 25 -2.742997 273s Best subsample: 273s [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 273s Outliers: 7 273s [1] 7 9 11 14 20 30 34 273s ------------- 273s 273s Call: 273s CovMve(x = x, trace = FALSE) 273s -> Method: Minimum volume ellipsoid estimator 273s 273s Robust Estimate of Location: 273s log.Te log.light 273s 4.41 4.93 273s 273s Robust Estimate of Covariance: 273s log.Te log.light 273s log.Te 0.0173 0.0578 273s log.light 0.0578 0.3615 273s -------------------------------------------------------- 273s phosphor 18 2 10 4.443101 273s Best subsample: 273s [1] 3 5 8 9 11 12 13 14 15 17 273s Outliers: 3 273s [1] 1 6 10 273s ------------- 273s 273s Call: 273s CovMve(x = x, trace = FALSE) 273s -> Method: Minimum volume ellipsoid estimator 273s 273s Robust Estimate of Location: 273s inorg organic 273s 15.2 39.4 273s 273s Robust Estimate of Covariance: 273s inorg organic 273s inorg 188 230 273s organic 230 339 273s -------------------------------------------------------- 273s stackloss 21 3 12 3.327582 273s Best subsample: 273s [1] 4 5 6 7 8 9 10 11 12 13 14 20 273s Outliers: 3 273s [1] 1 2 3 273s ------------- 273s 273s Call: 273s CovMve(x = x, trace = FALSE) 273s -> Method: Minimum volume ellipsoid estimator 273s 273s Robust Estimate of Location: 273s Air.Flow Water.Temp Acid.Conc. 273s 56.7 20.2 85.5 273s 273s Robust Estimate of Covariance: 273s Air.Flow Water.Temp Acid.Conc. 273s Air.Flow 34.31 11.07 23.54 273s Water.Temp 11.07 9.23 7.85 273s Acid.Conc. 23.54 7.85 47.35 273s -------------------------------------------------------- 273s coleman 20 5 13 2.065143 273s Best subsample: 273s [1] 1 3 4 5 7 8 11 14 16 17 18 19 20 273s Outliers: 5 273s [1] 2 6 9 10 13 273s ------------- 273s 273s Call: 273s CovMve(x = x, trace = FALSE) 273s -> Method: Minimum volume ellipsoid estimator 273s 273s Robust Estimate of Location: 273s salaryP fatherWc sstatus teacherSc motherLev 273s 2.79 44.26 3.59 25.08 6.38 273s 273s Robust Estimate of Covariance: 273s salaryP fatherWc sstatus teacherSc motherLev 273s salaryP 0.2920 1.1188 2.0421 0.3487 0.0748 273s fatherWc 1.1188 996.7540 338.6587 7.1673 23.1783 273s sstatus 2.0421 338.6587 148.2501 4.4894 7.8135 273s teacherSc 0.3487 7.1673 4.4894 0.9082 0.3204 273s motherLev 0.0748 23.1783 7.8135 0.3204 0.6024 273s -------------------------------------------------------- 273s salinity 28 3 16 2.002555 273s Best subsample: 273s [1] 1 7 8 9 12 13 14 18 19 20 21 22 25 26 27 28 273s Outliers: 5 273s [1] 5 11 16 23 24 273s ------------- 273s 273s Call: 273s CovMve(x = x, trace = FALSE) 273s -> Method: Minimum volume ellipsoid estimator 273s 273s Robust Estimate of Location: 273s X1 X2 X3 273s 10.2 3.1 22.4 273s 273s Robust Estimate of Covariance: 273s X1 X2 X3 273s X1 14.387 1.153 -4.072 273s X2 1.153 5.005 -0.954 273s X3 -4.072 -0.954 2.222 273s -------------------------------------------------------- 273s wood 20 5 13 -5.471407 273s Best subsample: 273s [1] 1 2 3 5 9 10 12 13 14 15 17 18 20 273s Outliers: 5 273s [1] 4 6 8 11 19 273s ------------- 273s 273s Call: 273s CovMve(x = x, trace = FALSE) 273s -> Method: Minimum volume ellipsoid estimator 273s 273s Robust Estimate of Location: 273s x1 x2 x3 x4 x5 273s 0.576 0.123 0.531 0.538 0.889 273s 273s Robust Estimate of Covariance: 273s x1 x2 x3 x4 x5 273s x1 7.45e-03 1.11e-03 1.83e-03 -2.90e-05 -5.65e-04 273s x2 1.11e-03 3.11e-04 7.68e-04 3.37e-05 3.85e-05 273s x3 1.83e-03 7.68e-04 4.30e-03 -9.96e-04 -6.27e-05 273s x4 -2.90e-05 3.37e-05 -9.96e-04 3.02e-03 1.91e-03 273s x5 -5.65e-04 3.85e-05 -6.27e-05 1.91e-03 2.25e-03 273s -------------------------------------------------------- 273s hbk 75 3 39 1.096831 273s Best subsample: 273s [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 273s [26] 55 56 58 59 64 65 66 67 70 71 72 73 74 75 273s Outliers: 14 273s [1] 1 2 3 4 5 6 7 8 9 10 11 12 13 14 273s ------------- 273s 273s Call: 273s CovMve(x = x, trace = FALSE) 273s -> Method: Minimum volume ellipsoid estimator 273s 273s Robust Estimate of Location: 273s X1 X2 X3 273s 1.48 1.86 1.73 273s 273s Robust Estimate of Covariance: 273s X1 X2 X3 273s X1 1.695 0.230 0.265 273s X2 0.230 1.679 0.119 273s X3 0.265 0.119 1.683 273s -------------------------------------------------------- 273s Animals 28 2 15 8.945423 273s Best subsample: 273s [1] 1 3 4 5 10 11 17 18 21 22 23 24 26 27 28 273s Outliers: 9 273s [1] 2 6 7 9 12 14 15 16 25 273s ------------- 273s 273s Call: 273s CovMve(x = x, trace = FALSE) 273s -> Method: Minimum volume ellipsoid estimator 273s 273s Robust Estimate of Location: 273s body brain 273s 48.3 127.3 273s 273s Robust Estimate of Covariance: 273s body brain 273s body 10767 16872 273s brain 16872 46918 273s -------------------------------------------------------- 273s milk 86 8 47 -1.160085 273s Best subsample: 273s [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 273s [26] 46 54 56 57 59 60 61 62 63 64 65 66 67 69 72 76 78 79 81 82 83 85 273s Outliers: 18 273s [1] 1 2 3 12 13 14 15 16 17 18 20 27 41 44 47 70 74 75 273s ------------- 273s 273s Call: 273s CovMve(x = x, trace = FALSE) 273s -> Method: Minimum volume ellipsoid estimator 273s 273s Robust Estimate of Location: 273s X1 X2 X3 X4 X5 X6 X7 X8 273s 1.03 35.91 33.02 26.08 25.06 24.99 122.93 14.38 273s 273s Robust Estimate of Covariance: 273s X1 X2 X3 X4 X5 X6 X7 273s X1 6.00e-07 1.51e-04 3.34e-04 3.09e-04 2.82e-04 2.77e-04 1.09e-03 273s X2 1.51e-04 2.03e+00 3.83e-01 3.04e-01 2.20e-01 3.51e-01 2.18e+00 273s X3 3.34e-04 3.83e-01 1.58e+00 1.21e+00 1.18e+00 1.20e+00 1.60e+00 273s X4 3.09e-04 3.04e-01 1.21e+00 9.82e-01 9.39e-01 9.53e-01 1.36e+00 273s X5 2.82e-04 2.20e-01 1.18e+00 9.39e-01 9.67e-01 9.52e-01 1.34e+00 273s X6 2.77e-04 3.51e-01 1.20e+00 9.53e-01 9.52e-01 9.92e-01 1.38e+00 273s X7 1.09e-03 2.18e+00 1.60e+00 1.36e+00 1.34e+00 1.38e+00 6.73e+00 273s X8 3.33e-05 2.92e-01 2.65e-01 1.83e-01 1.65e-01 1.76e-01 5.64e-01 273s X8 273s X1 3.33e-05 273s X2 2.92e-01 273s X3 2.65e-01 273s X4 1.83e-01 273s X5 1.65e-01 273s X6 1.76e-01 273s X7 5.64e-01 273s X8 1.80e-01 273s -------------------------------------------------------- 273s bushfire 38 5 22 5.644315 273s Best subsample: 273s [1] 1 2 3 4 5 6 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 273s Outliers: 15 273s [1] 7 8 9 10 11 29 30 31 32 33 34 35 36 37 38 273s ------------- 273s 273s Call: 273s CovMve(x = x, trace = FALSE) 273s -> Method: Minimum volume ellipsoid estimator 273s 273s Robust Estimate of Location: 273s V1 V2 V3 V4 V5 273s 107 147 263 215 277 273s 273s Robust Estimate of Covariance: 273s V1 V2 V3 V4 V5 273s V1 519 375 -2799 -619 -509 273s V2 375 320 -1671 -342 -289 273s V3 -2799 -1671 18373 4314 3480 273s V4 -619 -342 4314 1076 854 273s V5 -509 -289 3480 854 683 273s -------------------------------------------------------- 273s ======================================================== 273s > 273s BEGIN TEST togk4.R 273s 273s R version 4.3.3 (2024-02-29) -- "Angel Food Cake" 273s Copyright (C) 2024 The R Foundation for Statistical Computing 273s Platform: s390x-ibm-linux-gnu (64-bit) 273s 273s R is free software and comes with ABSOLUTELY NO WARRANTY. 273s You are welcome to redistribute it under certain conditions. 273s Type 'license()' or 'licence()' for distribution details. 273s 273s R is a collaborative project with many contributors. 273s Type 'contributors()' for more information and 273s 'citation()' on how to cite R or R packages in publications. 273s 273s Type 'demo()' for some demos, 'help()' for on-line help, or 273s 'help.start()' for an HTML browser interface to help. 273s Type 'q()' to quit R. 273s 274s > ## VT::15.09.2013 - this will render the output independent 274s > ## from the version of the package 274s > suppressPackageStartupMessages(library(rrcov)) 274s > 274s > ## VT::14.01.2020 274s > ## On some platforms minor differences are shown - use 274s > ## IGNORE_RDIFF_BEGIN 274s > ## IGNORE_RDIFF_END 274s > 274s > dodata <- function(nrep=1, time=FALSE, short=FALSE, full=TRUE, method = c("FASTMCD","MASS")){ 274s + domcd <- function(x, xname, nrep=1){ 274s + n <- dim(x)[1] 274s + p <- dim(x)[2] 274s + 274s + mcd<-CovOgk(x) 274s + 274s + xres <- sprintf("%3d %3d\n", dim(x)[1], dim(x)[2]) 274s + 274s + lpad<-lname-nchar(xname) 274s + cat(pad.right(xname,lpad), xres) 274s + 274s + dist <- getDistance(mcd) 274s + quantiel <- qchisq(0.975, p) 274s + ibad <- which(dist >= quantiel) 274s + names(ibad) <- NULL 274s + nbad <- length(ibad) 274s + cat("Outliers: ",nbad,"\n") 274s + if(nbad > 0) 274s + print(ibad) 274s + cat("-------------\n") 274s + show(mcd) 274s + cat("--------------------------------------------------------\n") 274s + } 274s + 274s + lname <- 20 274s + 274s + ## VT::15.09.2013 - this will render the output independent 274s + ## from the version of the package 274s + suppressPackageStartupMessages(library(rrcov)) 274s + 274s + method <- match.arg(method) 274s + 274s + data(heart) 274s + data(starsCYG) 274s + data(phosphor) 274s + data(stackloss) 274s + data(coleman) 274s + data(salinity) 274s + data(wood) 274s + 274s + data(hbk) 274s + 274s + data(Animals, package = "MASS") 274s + brain <- Animals[c(1:24, 26:25, 27:28),] 274s + data(milk) 274s + data(bushfire) 274s + 274s + tmp <- sys.call() 274s + cat("\nCall: ", deparse(substitute(tmp)),"\n") 274s + 274s + cat("Data Set n p Half LOG(obj) Time\n") 274s + cat("========================================================\n") 274s + domcd(heart[, 1:2], data(heart), nrep) 274s + ## This will not work within the function, of course 274s + ## - comment it out 274s + ## IGNORE_RDIFF_BEGIN 274s + ## domcd(starsCYG,data(starsCYG), nrep) 274s + ## IGNORE_RDIFF_END 274s + domcd(data.matrix(subset(phosphor, select = -plant)), data(phosphor), nrep) 274s + domcd(stack.x,data(stackloss), nrep) 274s + domcd(data.matrix(subset(coleman, select = -Y)), data(coleman), nrep) 274s + domcd(data.matrix(subset(salinity, select = -Y)), data(salinity), nrep) 274s + ## IGNORE_RDIFF_BEGIN 274s + ## domcd(data.matrix(subset(wood, select = -y)), data(wood), nrep) 274s + ## IGNORE_RDIFF_END 274s + domcd(data.matrix(subset(hbk, select = -Y)), data(hbk), nrep) 274s + 274s + domcd(brain, "Animals", nrep) 274s + domcd(milk, data(milk), nrep) 274s + domcd(bushfire, data(bushfire), nrep) 274s + cat("========================================================\n") 274s + } 274s > 274s > pad.right <- function(z, pads) 274s + { 274s + ### Pads spaces to right of text 274s + padding <- paste(rep(" ", pads), collapse = "") 274s + paste(z, padding, sep = "") 274s + } 274s > 274s > dodata() 274s 274s Call: dodata() 274s Data Set n p Half LOG(obj) Time 274s ======================================================== 274s heart 12 2 274s Outliers: 5 274s [1] 2 6 8 10 12 274s ------------- 274s 274s Call: 274s CovOgk(x = x) 274s -> Method: Orthogonalized Gnanadesikan-Kettenring Estimator 274s 274s Robust Estimate of Location: 274s height weight 274s 39.76 35.71 274s 274s Robust Estimate of Covariance: 274s height weight 274s height 15.88 32.07 274s weight 32.07 78.28 274s -------------------------------------------------------- 274s phosphor 18 2 274s Outliers: 2 274s [1] 1 6 274s ------------- 274s 274s Call: 274s CovOgk(x = x) 274s -> Method: Orthogonalized Gnanadesikan-Kettenring Estimator 274s 274s Robust Estimate of Location: 274s inorg organic 274s 13.31 40.00 274s 274s Robust Estimate of Covariance: 274s inorg organic 274s inorg 92.82 93.24 274s organic 93.24 152.62 274s -------------------------------------------------------- 274s stackloss 21 3 274s Outliers: 2 274s [1] 1 2 274s ------------- 274s 274s Call: 274s CovOgk(x = x) 274s -> Method: Orthogonalized Gnanadesikan-Kettenring Estimator 274s 274s Robust Estimate of Location: 274s Air.Flow Water.Temp Acid.Conc. 274s 57.72 20.50 85.78 274s 274s Robust Estimate of Covariance: 274s Air.Flow Water.Temp Acid.Conc. 274s Air.Flow 38.423 11.306 18.605 274s Water.Temp 11.306 6.806 5.889 274s Acid.Conc. 18.605 5.889 29.840 274s -------------------------------------------------------- 274s coleman 20 5 274s Outliers: 3 274s [1] 1 6 10 274s ------------- 274s 274s Call: 274s CovOgk(x = x) 274s -> Method: Orthogonalized Gnanadesikan-Kettenring Estimator 274s 274s Robust Estimate of Location: 274s salaryP fatherWc sstatus teacherSc motherLev 274s 2.723 43.202 2.912 25.010 6.290 274s 274s Robust Estimate of Covariance: 274s salaryP fatherWc sstatus teacherSc motherLev 274s salaryP 0.12867 2.80048 0.92026 0.15118 0.06413 274s fatherWc 2.80048 678.72549 227.36415 9.30826 16.15102 274s sstatus 0.92026 227.36415 101.39094 3.38013 5.63283 274s teacherSc 0.15118 9.30826 3.38013 0.57112 0.27701 274s motherLev 0.06413 16.15102 5.63283 0.27701 0.44801 274s -------------------------------------------------------- 274s salinity 28 3 274s Outliers: 3 274s [1] 3 5 16 274s ------------- 274s 274s Call: 274s CovOgk(x = x) 274s -> Method: Orthogonalized Gnanadesikan-Kettenring Estimator 274s 274s Robust Estimate of Location: 274s X1 X2 X3 274s 10.74 2.68 22.99 274s 274s Robust Estimate of Covariance: 274s X1 X2 X3 274s X1 8.1047 -0.6365 -0.4720 274s X2 -0.6365 3.0976 -1.3520 274s X3 -0.4720 -1.3520 2.3648 274s -------------------------------------------------------- 274s hbk 75 3 274s Outliers: 14 274s [1] 1 2 3 4 5 6 7 8 9 10 11 12 13 14 274s ------------- 274s 274s Call: 274s CovOgk(x = x) 274s -> Method: Orthogonalized Gnanadesikan-Kettenring Estimator 274s 274s Robust Estimate of Location: 274s X1 X2 X3 274s 1.538 1.780 1.687 274s 274s Robust Estimate of Covariance: 274s X1 X2 X3 274s X1 1.11350 0.04992 0.11541 274s X2 0.04992 1.13338 0.13843 274s X3 0.11541 0.13843 1.05261 274s -------------------------------------------------------- 274s Animals 28 2 274s Outliers: 12 274s [1] 2 6 7 9 12 14 15 16 17 24 25 28 274s ------------- 274s 274s Call: 274s CovOgk(x = x) 274s -> Method: Orthogonalized Gnanadesikan-Kettenring Estimator 274s 274s Robust Estimate of Location: 274s body brain 274s 39.65 105.83 274s 274s Robust Estimate of Covariance: 274s body brain 274s body 3981 7558 274s brain 7558 16594 274s -------------------------------------------------------- 274s milk 86 8 274s Outliers: 22 274s [1] 1 2 3 11 12 13 14 15 16 17 18 20 27 41 44 47 50 70 74 75 77 85 274s ------------- 274s 274s Call: 274s CovOgk(x = x) 274s -> Method: Orthogonalized Gnanadesikan-Kettenring Estimator 274s 274s Robust Estimate of Location: 274s X1 X2 X3 X4 X5 X6 X7 X8 274s 1.03 35.80 33.10 26.15 25.13 25.06 123.06 14.39 274s 274s Robust Estimate of Covariance: 274s X1 X2 X3 X4 X5 X6 X7 274s X1 4.074e-07 5.255e-05 1.564e-04 1.506e-04 1.340e-04 1.234e-04 5.308e-04 274s X2 5.255e-05 1.464e+00 3.425e-01 2.465e-01 1.847e-01 2.484e-01 1.459e+00 274s X3 1.564e-04 3.425e-01 1.070e+00 7.834e-01 7.665e-01 7.808e-01 7.632e-01 274s X4 1.506e-04 2.465e-01 7.834e-01 6.178e-01 5.868e-01 5.959e-01 5.923e-01 274s X5 1.340e-04 1.847e-01 7.665e-01 5.868e-01 6.124e-01 5.967e-01 5.868e-01 274s X6 1.234e-04 2.484e-01 7.808e-01 5.959e-01 5.967e-01 6.253e-01 5.819e-01 274s X7 5.308e-04 1.459e+00 7.632e-01 5.923e-01 5.868e-01 5.819e-01 3.535e+00 274s X8 1.990e-07 1.851e-01 1.861e-01 1.210e-01 1.041e-01 1.116e-01 3.046e-01 274s X8 274s X1 1.990e-07 274s X2 1.851e-01 274s X3 1.861e-01 274s X4 1.210e-01 274s X5 1.041e-01 274s X6 1.116e-01 274s X7 3.046e-01 274s X8 1.292e-01 274s -------------------------------------------------------- 274s bushfire 38 5 274s Outliers: 17 274s [1] 7 8 9 10 11 12 28 29 30 31 32 33 34 35 36 37 38 274s ------------- 274s 274s Call: 274s CovOgk(x = x) 274s -> Method: Orthogonalized Gnanadesikan-Kettenring Estimator 274s 274s Robust Estimate of Location: 274s V1 V2 V3 V4 V5 274s 104.5 146.0 275.6 217.8 279.3 274s 274s Robust Estimate of Covariance: 274s V1 V2 V3 V4 V5 274s V1 266.8 203.2 -1380.7 -311.1 -252.2 274s V2 203.2 178.4 -910.9 -185.9 -155.9 274s V3 -1380.7 -910.9 8279.7 2035.5 1615.4 274s V4 -311.1 -185.9 2035.5 536.5 418.6 274s V5 -252.2 -155.9 1615.4 418.6 329.2 274s -------------------------------------------------------- 274s ======================================================== 274s > 274s BEGIN TEST tqda.R 274s 274s R version 4.3.3 (2024-02-29) -- "Angel Food Cake" 274s Copyright (C) 2024 The R Foundation for Statistical Computing 274s Platform: s390x-ibm-linux-gnu (64-bit) 274s 274s R is free software and comes with ABSOLUTELY NO WARRANTY. 274s You are welcome to redistribute it under certain conditions. 274s Type 'license()' or 'licence()' for distribution details. 274s 274s R is a collaborative project with many contributors. 274s Type 'contributors()' for more information and 274s 'citation()' on how to cite R or R packages in publications. 274s 274s Type 'demo()' for some demos, 'help()' for on-line help, or 274s 'help.start()' for an HTML browser interface to help. 274s Type 'q()' to quit R. 274s 274s > ## VT::15.09.2013 - this will render the output independent 274s > ## from the version of the package 274s > suppressPackageStartupMessages(library(rrcov)) 274s > 274s > dodata <- function(method) { 274s + 274s + options(digits = 5) 274s + set.seed(101) # <<-- sub-sampling algorithm now based on R's RNG and seed 274s + 274s + tmp <- sys.call() 274s + cat("\nCall: ", deparse(substitute(tmp)),"\n") 274s + cat("===================================================\n") 274s + 274s + data(hemophilia); show(QdaCov(as.factor(gr)~., data=hemophilia, method=method)) 274s + data(anorexia, package="MASS"); show(QdaCov(Treat~., data=anorexia, method=method)) 274s + data(Pima.tr, package="MASS"); show(QdaCov(type~., data=Pima.tr, method=method)) 274s + data(iris); # show(QdaCov(Species~., data=iris, method=method)) 274s + data(crabs, package="MASS"); # show(QdaCov(sp~., data=crabs, method=method)) 274s + 274s + show(QdaClassic(as.factor(gr)~., data=hemophilia)) 274s + show(QdaClassic(Treat~., data=anorexia)) 274s + show(QdaClassic(type~., data=Pima.tr)) 274s + show(QdaClassic(Species~., data=iris)) 274s + ## show(QdaClassic(sp~., data=crabs)) 274s + cat("===================================================\n") 274s + } 274s > 274s > 274s > ## -- now do it: 274s > dodata(method="mcd") 274s 274s Call: dodata(method = "mcd") 274s =================================================== 274s Call: 274s QdaCov(as.factor(gr) ~ ., data = hemophilia, method = method) 274s 274s Prior Probabilities of Groups: 274s carrier normal 274s 0.6 0.4 274s 274s Group means: 274s AHFactivity AHFantigen 274s carrier -0.30795 -0.0059911 274s normal -0.12920 -0.0603000 274s 274s Group: carrier 274s AHFactivity AHFantigen 274s AHFactivity 0.023784 0.015376 274s AHFantigen 0.015376 0.024035 274s 274s Group: normal 274s AHFactivity AHFantigen 274s AHFactivity 0.0057546 0.0042606 274s AHFantigen 0.0042606 0.0084914 274s Call: 274s QdaCov(Treat ~ ., data = anorexia, method = method) 274s 274s Prior Probabilities of Groups: 274s CBT Cont FT 274s 0.40278 0.36111 0.23611 274s 274s Group means: 274s Prewt Postwt 274s CBT 82.633 82.950 274s Cont 81.558 81.108 274s FT 84.331 94.762 274s 274s Group: CBT 274s Prewt Postwt 274s Prewt 9.8671 8.6611 274s Postwt 8.6611 11.8966 274s 274s Group: Cont 274s Prewt Postwt 274s Prewt 32.5705 -4.3705 274s Postwt -4.3705 22.5079 274s 274s Group: FT 274s Prewt Postwt 274s Prewt 33.056 10.814 274s Postwt 10.814 14.265 275s Call: 275s QdaCov(type ~ ., data = Pima.tr, method = method) 275s 275s Prior Probabilities of Groups: 275s No Yes 275s 0.66 0.34 275s 275s Group means: 275s npreg glu bp skin bmi ped age 275s No 1.8602 107.69 67.344 25.29 30.642 0.40777 24.667 275s Yes 5.3167 145.85 74.283 31.80 34.095 0.49533 37.883 275s 275s Group: No 275s npreg glu bp skin bmi ped age 275s npreg 2.221983 -0.18658 1.86507 -0.44427 0.1725348 -0.0683616 2.63439 275s glu -0.186582 471.88789 45.28021 8.95404 30.6551510 -0.6359899 3.50218 275s bp 1.865066 45.28021 110.09787 26.11192 14.4739180 -0.2104074 13.23392 275s skin -0.444272 8.95404 26.11192 118.30521 52.3115719 -0.2995751 8.65861 275s bmi 0.172535 30.65515 14.47392 52.31157 43.3140415 0.0079866 6.75720 275s ped -0.068362 -0.63599 -0.21041 -0.29958 0.0079866 0.0587710 -0.18683 275s age 2.634387 3.50218 13.23392 8.65861 6.7572019 -0.1868284 12.09493 275s 275s Group: Yes 275s npreg glu bp skin bmi ped age 275s npreg 17.875215 -13.740021 9.03580 4.498580 1.787458 0.079504 26.92283 275s glu -13.740021 917.719003 55.30399 27.976265 10.755113 0.092673 38.94970 275s bp 9.035798 55.303991 129.97953 34.130200 10.104275 0.198342 32.95351 275s skin 4.498580 27.976265 34.13020 101.842647 30.297210 0.064739 3.59427 275s bmi 1.787458 10.755113 10.10428 30.297210 22.529467 0.084369 -6.64317 275s ped 0.079504 0.092673 0.19834 0.064739 0.084369 0.066667 0.11199 275s age 26.922828 38.949697 32.95351 3.594266 -6.643165 0.111992 143.69752 275s Call: 275s QdaClassic(as.factor(gr) ~ ., data = hemophilia) 275s 275s Prior Probabilities of Groups: 275s carrier normal 275s 0.6 0.4 275s 275s Group means: 275s AHFactivity AHFantigen 275s carrier -0.30795 -0.0059911 275s normal -0.13487 -0.0778567 275s 275s Group: carrier 275s AHFactivity AHFantigen 275s AHFactivity 0.023784 0.015376 275s AHFantigen 0.015376 0.024035 275s 275s Group: normal 275s AHFactivity AHFantigen 275s AHFactivity 0.020897 0.015515 275s AHFantigen 0.015515 0.017920 275s Call: 275s QdaClassic(Treat ~ ., data = anorexia) 275s 275s Prior Probabilities of Groups: 275s CBT Cont FT 275s 0.40278 0.36111 0.23611 275s 275s Group means: 275s Prewt Postwt 275s CBT 82.690 85.697 275s Cont 81.558 81.108 275s FT 83.229 90.494 275s 275s Group: CBT 275s Prewt Postwt 275s Prewt 23.479 19.910 275s Postwt 19.910 69.755 275s 275s Group: Cont 275s Prewt Postwt 275s Prewt 32.5705 -4.3705 275s Postwt -4.3705 22.5079 275s 275s Group: FT 275s Prewt Postwt 275s Prewt 25.167 22.883 275s Postwt 22.883 71.827 275s Call: 275s QdaClassic(type ~ ., data = Pima.tr) 275s 275s Prior Probabilities of Groups: 275s No Yes 275s 0.66 0.34 275s 275s Group means: 275s npreg glu bp skin bmi ped age 275s No 2.9167 113.11 69.545 27.205 31.074 0.41548 29.235 275s Yes 4.8382 145.06 74.588 33.118 34.709 0.54866 37.691 275s 275s Group: No 275s npreg glu bp skin bmi ped age 275s npreg 7.878499 10.77226 8.190840 2.910305 -0.035751 -0.207341 16.82888 275s glu 10.772265 709.56118 81.430257 13.237682 19.037867 -0.518609 59.01307 275s bp 8.190840 81.43026 122.845246 33.879944 16.612630 -0.077183 46.78695 275s skin 2.910305 13.23768 33.879944 119.446391 50.125920 0.074282 18.47068 275s bmi -0.035751 19.03787 16.612630 50.125920 40.722996 0.145242 6.99999 275s ped -0.207341 -0.51861 -0.077183 0.074282 0.145242 0.071388 -0.53814 275s age 16.828880 59.01307 46.786954 18.470680 6.999988 -0.538138 91.08183 275s 275s Group: Yes 275s npreg glu bp skin bmi ped age 275s npreg 15.77941 -8.199298 6.42493 -0.51800 -1.03288 -0.133011 21.93437 275s glu -8.19930 907.250219 23.71115 87.51536 9.98156 -0.082159 58.12291 275s bp 6.42493 23.711150 134.18613 19.70588 5.15891 -0.795470 26.30378 275s skin -0.51800 87.515364 19.70588 151.32924 28.28551 0.347951 26.67867 275s bmi -1.03288 9.981563 5.15891 28.28551 23.14529 0.457694 -7.91216 275s ped -0.13301 -0.082159 -0.79547 0.34795 0.45769 0.128883 -0.41737 275s age 21.93437 58.122915 26.30378 26.67867 -7.91216 -0.417375 131.79873 275s Call: 275s QdaClassic(Species ~ ., data = iris) 275s 275s Prior Probabilities of Groups: 275s setosa versicolor virginica 275s 0.33333 0.33333 0.33333 275s 275s Group means: 275s Sepal.Length Sepal.Width Petal.Length Petal.Width 275s setosa 5.006 3.428 1.462 0.246 275s versicolor 5.936 2.770 4.260 1.326 275s virginica 6.588 2.974 5.552 2.026 275s 275s Group: setosa 275s Sepal.Length Sepal.Width Petal.Length Petal.Width 275s Sepal.Length 0.124249 0.099216 0.0163551 0.0103306 275s Sepal.Width 0.099216 0.143690 0.0116980 0.0092980 275s Petal.Length 0.016355 0.011698 0.0301592 0.0060694 275s Petal.Width 0.010331 0.009298 0.0060694 0.0111061 275s 275s Group: versicolor 275s Sepal.Length Sepal.Width Petal.Length Petal.Width 275s Sepal.Length 0.266433 0.085184 0.182898 0.055780 275s Sepal.Width 0.085184 0.098469 0.082653 0.041204 275s Petal.Length 0.182898 0.082653 0.220816 0.073102 275s Petal.Width 0.055780 0.041204 0.073102 0.039106 275s 275s Group: virginica 275s Sepal.Length Sepal.Width Petal.Length Petal.Width 275s Sepal.Length 0.404343 0.093763 0.303290 0.049094 275s Sepal.Width 0.093763 0.104004 0.071380 0.047629 275s Petal.Length 0.303290 0.071380 0.304588 0.048824 275s Petal.Width 0.049094 0.047629 0.048824 0.075433 275s =================================================== 275s > dodata(method="m") 275s 275s Call: dodata(method = "m") 275s =================================================== 275s Call: 275s QdaCov(as.factor(gr) ~ ., data = hemophilia, method = method) 275s 275s Prior Probabilities of Groups: 275s carrier normal 275s 0.6 0.4 275s 275s Group means: 275s AHFactivity AHFantigen 275s carrier -0.29810 -0.0028222 275s normal -0.13081 -0.0675283 275s 275s Group: carrier 275s AHFactivity AHFantigen 275s AHFactivity 0.026018 0.017653 275s AHFantigen 0.017653 0.030128 275s 275s Group: normal 275s AHFactivity AHFantigen 275s AHFactivity 0.0081933 0.0065737 275s AHFantigen 0.0065737 0.0118565 275s Call: 275s QdaCov(Treat ~ ., data = anorexia, method = method) 275s 275s Prior Probabilities of Groups: 275s CBT Cont FT 275s 0.40278 0.36111 0.23611 275s 275s Group means: 275s Prewt Postwt 275s CBT 82.436 82.631 275s Cont 81.559 80.272 275s FT 85.120 94.657 275s 275s Group: CBT 275s Prewt Postwt 275s Prewt 23.630 25.128 275s Postwt 25.128 38.142 275s 275s Group: Cont 275s Prewt Postwt 275s Prewt 35.8824 -8.2405 275s Postwt -8.2405 23.7416 275s 275s Group: FT 275s Prewt Postwt 275s Prewt 33.805 18.206 275s Postwt 18.206 24.639 275s Call: 275s QdaCov(type ~ ., data = Pima.tr, method = method) 275s 275s Prior Probabilities of Groups: 275s No Yes 275s 0.66 0.34 275s 275s Group means: 275s npreg glu bp skin bmi ped age 275s No 2.5225 111.26 68.081 26.640 30.801 0.40452 26.306 275s Yes 5.0702 144.32 75.088 31.982 34.267 0.47004 37.140 275s 275s Group: No 275s npreg glu bp skin bmi ped age 275s npreg 5.74219 14.47051 6.63766 4.98559 0.826570 -0.128106 10.71303 275s glu 14.47051 591.08717 68.81219 44.73311 40.658393 -0.545716 38.01918 275s bp 6.63766 68.81219 121.02716 30.46466 16.789801 -0.320065 25.29371 275s skin 4.98559 44.73311 30.46466 136.52176 56.604475 -0.250711 19.73259 275s bmi 0.82657 40.65839 16.78980 56.60447 47.859747 0.046358 6.94523 275s ped -0.12811 -0.54572 -0.32006 -0.25071 0.046358 0.061485 -0.34653 275s age 10.71303 38.01918 25.29371 19.73259 6.945227 -0.346527 35.66101 275s 275s Group: Yes 275s npreg glu bp skin bmi ped age 275s npreg 15.98861 -1.2430 10.48556 9.05947 2.425316 0.162453 30.149872 275s glu -1.24304 867.1076 46.43838 25.92297 5.517382 1.044360 31.152650 275s bp 10.48556 46.4384 130.12536 17.21407 6.343942 -0.235121 41.091494 275s skin 9.05947 25.9230 17.21407 85.96314 26.089017 0.170061 14.562516 275s bmi 2.42532 5.5174 6.34394 26.08902 22.051976 0.097786 -5.297971 275s ped 0.16245 1.0444 -0.23512 0.17006 0.097786 0.057112 0.055286 275s age 30.14987 31.1527 41.09149 14.56252 -5.297971 0.055286 137.440921 275s Call: 275s QdaClassic(as.factor(gr) ~ ., data = hemophilia) 275s 275s Prior Probabilities of Groups: 275s carrier normal 275s 0.6 0.4 275s 275s Group means: 275s AHFactivity AHFantigen 275s carrier -0.30795 -0.0059911 275s normal -0.13487 -0.0778567 275s 275s Group: carrier 275s AHFactivity AHFantigen 275s AHFactivity 0.023784 0.015376 275s AHFantigen 0.015376 0.024035 275s 275s Group: normal 275s AHFactivity AHFantigen 275s AHFactivity 0.020897 0.015515 275s AHFantigen 0.015515 0.017920 275s Call: 275s QdaClassic(Treat ~ ., data = anorexia) 275s 275s Prior Probabilities of Groups: 275s CBT Cont FT 275s 0.40278 0.36111 0.23611 275s 275s Group means: 275s Prewt Postwt 275s CBT 82.690 85.697 275s Cont 81.558 81.108 275s FT 83.229 90.494 275s 275s Group: CBT 275s Prewt Postwt 275s Prewt 23.479 19.910 275s Postwt 19.910 69.755 275s 275s Group: Cont 275s Prewt Postwt 275s Prewt 32.5705 -4.3705 275s Postwt -4.3705 22.5079 275s 275s Group: FT 275s Prewt Postwt 275s Prewt 25.167 22.883 275s Postwt 22.883 71.827 275s Call: 275s QdaClassic(type ~ ., data = Pima.tr) 275s 275s Prior Probabilities of Groups: 275s No Yes 275s 0.66 0.34 275s 275s Group means: 275s npreg glu bp skin bmi ped age 275s No 2.9167 113.11 69.545 27.205 31.074 0.41548 29.235 275s Yes 4.8382 145.06 74.588 33.118 34.709 0.54866 37.691 275s 275s Group: No 275s npreg glu bp skin bmi ped age 275s npreg 7.878499 10.77226 8.190840 2.910305 -0.035751 -0.207341 16.82888 275s glu 10.772265 709.56118 81.430257 13.237682 19.037867 -0.518609 59.01307 275s bp 8.190840 81.43026 122.845246 33.879944 16.612630 -0.077183 46.78695 275s skin 2.910305 13.23768 33.879944 119.446391 50.125920 0.074282 18.47068 275s bmi -0.035751 19.03787 16.612630 50.125920 40.722996 0.145242 6.99999 275s ped -0.207341 -0.51861 -0.077183 0.074282 0.145242 0.071388 -0.53814 275s age 16.828880 59.01307 46.786954 18.470680 6.999988 -0.538138 91.08183 275s 275s Group: Yes 275s npreg glu bp skin bmi ped age 275s npreg 15.77941 -8.199298 6.42493 -0.51800 -1.03288 -0.133011 21.93437 275s glu -8.19930 907.250219 23.71115 87.51536 9.98156 -0.082159 58.12291 275s bp 6.42493 23.711150 134.18613 19.70588 5.15891 -0.795470 26.30378 275s skin -0.51800 87.515364 19.70588 151.32924 28.28551 0.347951 26.67867 275s bmi -1.03288 9.981563 5.15891 28.28551 23.14529 0.457694 -7.91216 275s ped -0.13301 -0.082159 -0.79547 0.34795 0.45769 0.128883 -0.41737 275s age 21.93437 58.122915 26.30378 26.67867 -7.91216 -0.417375 131.79873 275s Call: 275s QdaClassic(Species ~ ., data = iris) 275s 275s Prior Probabilities of Groups: 275s setosa versicolor virginica 275s 0.33333 0.33333 0.33333 275s 275s Group means: 275s Sepal.Length Sepal.Width Petal.Length Petal.Width 275s setosa 5.006 3.428 1.462 0.246 275s versicolor 5.936 2.770 4.260 1.326 275s virginica 6.588 2.974 5.552 2.026 275s 275s Group: setosa 275s Sepal.Length Sepal.Width Petal.Length Petal.Width 275s Sepal.Length 0.124249 0.099216 0.0163551 0.0103306 275s Sepal.Width 0.099216 0.143690 0.0116980 0.0092980 275s Petal.Length 0.016355 0.011698 0.0301592 0.0060694 275s Petal.Width 0.010331 0.009298 0.0060694 0.0111061 275s 275s Group: versicolor 275s Sepal.Length Sepal.Width Petal.Length Petal.Width 275s Sepal.Length 0.266433 0.085184 0.182898 0.055780 275s Sepal.Width 0.085184 0.098469 0.082653 0.041204 275s Petal.Length 0.182898 0.082653 0.220816 0.073102 275s Petal.Width 0.055780 0.041204 0.073102 0.039106 275s 275s Group: virginica 275s Sepal.Length Sepal.Width Petal.Length Petal.Width 275s Sepal.Length 0.404343 0.093763 0.303290 0.049094 275s Sepal.Width 0.093763 0.104004 0.071380 0.047629 275s Petal.Length 0.303290 0.071380 0.304588 0.048824 275s Petal.Width 0.049094 0.047629 0.048824 0.075433 275s =================================================== 275s > dodata(method="ogk") 275s 275s Call: dodata(method = "ogk") 275s =================================================== 275s Call: 275s QdaCov(as.factor(gr) ~ ., data = hemophilia, method = method) 275s 275s Prior Probabilities of Groups: 275s carrier normal 275s 0.6 0.4 275s 275s Group means: 275s AHFactivity AHFantigen 275s carrier -0.29324 0.00033953 275s normal -0.12744 -0.06628182 275s 275s Group: carrier 275s AHFactivity AHFantigen 275s AHFactivity 0.019260 0.013026 275s AHFantigen 0.013026 0.021889 275s 275s Group: normal 275s AHFactivity AHFantigen 275s AHFactivity 0.0049651 0.0039707 275s AHFantigen 0.0039707 0.0066084 275s Call: 275s QdaCov(Treat ~ ., data = anorexia, method = method) 275s 275s Prior Probabilities of Groups: 275s CBT Cont FT 275s 0.40278 0.36111 0.23611 275s 275s Group means: 275s Prewt Postwt 275s CBT 82.587 82.709 275s Cont 81.558 81.108 275s FT 85.110 94.470 275s 275s Group: CBT 275s Prewt Postwt 275s Prewt 10.452 15.115 275s Postwt 15.115 37.085 275s 275s Group: Cont 275s Prewt Postwt 275s Prewt 31.3178 -4.2024 275s Postwt -4.2024 21.6422 275s 275s Group: FT 275s Prewt Postwt 275s Prewt 5.5309 1.4813 275s Postwt 1.4813 7.5501 275s Call: 275s QdaCov(type ~ ., data = Pima.tr, method = method) 275s 275s Prior Probabilities of Groups: 275s No Yes 275s 0.66 0.34 275s 275s Group means: 275s npreg glu bp skin bmi ped age 275s No 2.4286 110.35 67.495 25.905 30.275 0.39587 26.248 275s Yes 5.1964 142.71 75.357 32.732 34.809 0.48823 37.607 275s 275s Group: No 275s npreg glu bp skin bmi ped age 275s npreg 3.97823 8.70612 4.58776 4.16463 0.250612 -0.117238 8.21769 275s glu 8.70612 448.91392 51.71120 38.66213 21.816345 -0.296524 24.29370 275s bp 4.58776 51.71120 99.41188 24.27574 10.491311 -0.290753 20.02975 275s skin 4.16463 38.66213 24.27574 98.61950 41.682404 -0.335213 16.60454 275s bmi 0.25061 21.81634 10.49131 41.68240 35.237101 -0.019774 5.12042 275s ped -0.11724 -0.29652 -0.29075 -0.33521 -0.019774 0.051431 -0.36275 275s age 8.21769 24.29370 20.02975 16.60454 5.120417 -0.362748 31.32916 275s 275s Group: Yes 275s npreg glu bp skin bmi ped age 275s npreg 15.26499 6.30612 3.01913 3.76690 0.94825 0.12076 22.64860 275s glu 6.30612 688.16837 22.22704 12.81633 3.55791 0.68833 32.28061 275s bp 3.01913 22.22704 103.97959 9.95281 2.09860 0.45672 31.17602 275s skin 3.76690 12.81633 9.95281 67.51754 19.51489 0.59831 -2.35523 275s bmi 0.94825 3.55791 2.09860 19.51489 17.20331 0.24347 -6.88221 275s ped 0.12076 0.68833 0.45672 0.59831 0.24347 0.05933 0.43798 275s age 22.64860 32.28061 31.17602 -2.35523 -6.88221 0.43798 111.16709 275s Call: 275s QdaClassic(as.factor(gr) ~ ., data = hemophilia) 275s 275s Prior Probabilities of Groups: 275s carrier normal 275s 0.6 0.4 275s 275s Group means: 275s AHFactivity AHFantigen 275s carrier -0.30795 -0.0059911 275s normal -0.13487 -0.0778567 275s 275s Group: carrier 275s AHFactivity AHFantigen 275s AHFactivity 0.023784 0.015376 275s AHFantigen 0.015376 0.024035 275s 275s Group: normal 275s AHFactivity AHFantigen 275s AHFactivity 0.020897 0.015515 275s AHFantigen 0.015515 0.017920 275s Call: 275s QdaClassic(Treat ~ ., data = anorexia) 275s 275s Prior Probabilities of Groups: 275s CBT Cont FT 275s 0.40278 0.36111 0.23611 275s 275s Group means: 275s Prewt Postwt 275s CBT 82.690 85.697 275s Cont 81.558 81.108 275s FT 83.229 90.494 275s 275s Group: CBT 275s Prewt Postwt 275s Prewt 23.479 19.910 275s Postwt 19.910 69.755 275s 275s Group: Cont 275s Prewt Postwt 275s Prewt 32.5705 -4.3705 275s Postwt -4.3705 22.5079 275s 275s Group: FT 275s Prewt Postwt 275s Prewt 25.167 22.883 275s Postwt 22.883 71.827 275s Call: 275s QdaClassic(type ~ ., data = Pima.tr) 275s 275s Prior Probabilities of Groups: 275s No Yes 275s 0.66 0.34 275s 275s Group means: 275s npreg glu bp skin bmi ped age 275s No 2.9167 113.11 69.545 27.205 31.074 0.41548 29.235 275s Yes 4.8382 145.06 74.588 33.118 34.709 0.54866 37.691 275s 275s Group: No 275s npreg glu bp skin bmi ped age 275s npreg 7.878499 10.77226 8.190840 2.910305 -0.035751 -0.207341 16.82888 275s glu 10.772265 709.56118 81.430257 13.237682 19.037867 -0.518609 59.01307 275s bp 8.190840 81.43026 122.845246 33.879944 16.612630 -0.077183 46.78695 275s skin 2.910305 13.23768 33.879944 119.446391 50.125920 0.074282 18.47068 275s bmi -0.035751 19.03787 16.612630 50.125920 40.722996 0.145242 6.99999 275s ped -0.207341 -0.51861 -0.077183 0.074282 0.145242 0.071388 -0.53814 275s age 16.828880 59.01307 46.786954 18.470680 6.999988 -0.538138 91.08183 275s 275s Group: Yes 275s npreg glu bp skin bmi ped age 275s npreg 15.77941 -8.199298 6.42493 -0.51800 -1.03288 -0.133011 21.93437 275s glu -8.19930 907.250219 23.71115 87.51536 9.98156 -0.082159 58.12291 275s bp 6.42493 23.711150 134.18613 19.70588 5.15891 -0.795470 26.30378 275s skin -0.51800 87.515364 19.70588 151.32924 28.28551 0.347951 26.67867 275s bmi -1.03288 9.981563 5.15891 28.28551 23.14529 0.457694 -7.91216 275s ped -0.13301 -0.082159 -0.79547 0.34795 0.45769 0.128883 -0.41737 275s age 21.93437 58.122915 26.30378 26.67867 -7.91216 -0.417375 131.79873 275s Call: 275s QdaClassic(Species ~ ., data = iris) 275s 275s Prior Probabilities of Groups: 275s setosa versicolor virginica 275s 0.33333 0.33333 0.33333 275s 275s Group means: 275s Sepal.Length Sepal.Width Petal.Length Petal.Width 275s setosa 5.006 3.428 1.462 0.246 275s versicolor 5.936 2.770 4.260 1.326 275s virginica 6.588 2.974 5.552 2.026 275s 275s Group: setosa 275s Sepal.Length Sepal.Width Petal.Length Petal.Width 275s Sepal.Length 0.124249 0.099216 0.0163551 0.0103306 275s Sepal.Width 0.099216 0.143690 0.0116980 0.0092980 275s Petal.Length 0.016355 0.011698 0.0301592 0.0060694 275s Petal.Width 0.010331 0.009298 0.0060694 0.0111061 275s 275s Group: versicolor 275s Sepal.Length Sepal.Width Petal.Length Petal.Width 275s Sepal.Length 0.266433 0.085184 0.182898 0.055780 275s Sepal.Width 0.085184 0.098469 0.082653 0.041204 275s Petal.Length 0.182898 0.082653 0.220816 0.073102 275s Petal.Width 0.055780 0.041204 0.073102 0.039106 275s 275s Group: virginica 275s Sepal.Length Sepal.Width Petal.Length Petal.Width 275s Sepal.Length 0.404343 0.093763 0.303290 0.049094 275s Sepal.Width 0.093763 0.104004 0.071380 0.047629 275s Petal.Length 0.303290 0.071380 0.304588 0.048824 275s Petal.Width 0.049094 0.047629 0.048824 0.075433 275s =================================================== 275s > dodata(method="sde") 275s 275s Call: dodata(method = "sde") 275s =================================================== 275s Call: 275s QdaCov(as.factor(gr) ~ ., data = hemophilia, method = method) 275s 275s Prior Probabilities of Groups: 275s carrier normal 275s 0.6 0.4 275s 275s Group means: 275s AHFactivity AHFantigen 275s carrier -0.29834 -0.0032286 275s normal -0.12944 -0.0676930 275s 275s Group: carrier 275s AHFactivity AHFantigen 275s AHFactivity 0.025398 0.017810 275s AHFantigen 0.017810 0.030639 275s 275s Group: normal 275s AHFactivity AHFantigen 275s AHFactivity 0.0083435 0.0067686 275s AHFantigen 0.0067686 0.0119565 275s Call: 275s QdaCov(Treat ~ ., data = anorexia, method = method) 275s 275s Prior Probabilities of Groups: 275s CBT Cont FT 275s 0.40278 0.36111 0.23611 275s 275s Group means: 275s Prewt Postwt 275s CBT 82.949 83.323 275s Cont 81.484 80.840 275s FT 84.596 93.835 275s 275s Group: CBT 275s Prewt Postwt 275s Prewt 22.283 17.084 275s Postwt 17.084 25.308 275s 275s Group: Cont 275s Prewt Postwt 275s Prewt 37.1864 -8.8896 275s Postwt -8.8896 31.1930 275s 275s Group: FT 275s Prewt Postwt 275s Prewt 20.7108 3.1531 275s Postwt 3.1531 25.7046 275s Call: 275s QdaCov(type ~ ., data = Pima.tr, method = method) 275s 275s Prior Probabilities of Groups: 275s No Yes 275s 0.66 0.34 275s 275s Group means: 275s npreg glu bp skin bmi ped age 275s No 2.2567 109.91 67.538 25.484 30.355 0.38618 25.628 275s Yes 5.2216 141.64 75.048 32.349 34.387 0.47742 37.634 275s 275s Group: No 275s npreg glu bp skin bmi ped age 275s npreg 4.396832 10.20629 5.43346 4.38313 7.9891e-01 -0.09389257 7.45638 275s glu 10.206286 601.12211 56.62047 49.67071 3.3829e+01 -0.31896741 31.64508 275s bp 5.433462 56.62047 120.38052 34.38984 1.4817e+01 -0.21784446 26.44853 275s skin 4.383134 49.67071 34.38984 136.94931 6.1576e+01 -0.47532490 17.74141 275s bmi 0.798908 33.82928 14.81668 61.57578 5.1441e+01 0.00061983 8.56856 275s ped -0.093893 -0.31897 -0.21784 -0.47532 6.1983e-04 0.06012655 -0.26872 275s age 7.456376 31.64508 26.44853 17.74141 8.5686e+00 -0.26872005 29.93856 275s 275s Group: Yes 275s npreg glu bp skin bmi ped age 275s npreg 15.91978 7.7491 7.24229 10.46802 5.40627 0.320434 25.88314 275s glu 7.74907 856.4955 58.59554 29.65331 11.44745 1.388745 38.24430 275s bp 7.24229 58.5955 89.66288 21.36597 6.46859 0.764486 36.30462 275s skin 10.46802 29.6533 21.36597 86.79253 26.22071 0.620654 5.28665 275s bmi 5.40627 11.4475 6.46859 26.22071 20.12351 0.211701 0.71583 275s ped 0.32043 1.3887 0.76449 0.62065 0.21170 0.062727 0.93743 275s age 25.88314 38.2443 36.30462 5.28665 0.71583 0.937430 136.24335 275s Call: 275s QdaClassic(as.factor(gr) ~ ., data = hemophilia) 275s 275s Prior Probabilities of Groups: 275s carrier normal 275s 0.6 0.4 275s 275s Group means: 275s AHFactivity AHFantigen 275s carrier -0.30795 -0.0059911 275s normal -0.13487 -0.0778567 275s 275s Group: carrier 275s AHFactivity AHFantigen 275s AHFactivity 0.023784 0.015376 275s AHFantigen 0.015376 0.024035 275s 275s Group: normal 275s AHFactivity AHFantigen 275s AHFactivity 0.020897 0.015515 275s AHFantigen 0.015515 0.017920 275s Call: 275s QdaClassic(Treat ~ ., data = anorexia) 275s 275s Prior Probabilities of Groups: 275s CBT Cont FT 275s 0.40278 0.36111 0.23611 275s 275s Group means: 275s Prewt Postwt 275s CBT 82.690 85.697 275s Cont 81.558 81.108 275s FT 83.229 90.494 275s 275s Group: CBT 275s Prewt Postwt 275s Prewt 23.479 19.910 275s Postwt 19.910 69.755 275s 275s Group: Cont 275s Prewt Postwt 275s Prewt 32.5705 -4.3705 275s Postwt -4.3705 22.5079 275s 275s Group: FT 275s Prewt Postwt 275s Prewt 25.167 22.883 275s Postwt 22.883 71.827 275s Call: 275s QdaClassic(type ~ ., data = Pima.tr) 275s 275s Prior Probabilities of Groups: 275s No Yes 275s 0.66 0.34 275s 275s Group means: 275s npreg glu bp skin bmi ped age 275s No 2.9167 113.11 69.545 27.205 31.074 0.41548 29.235 275s Yes 4.8382 145.06 74.588 33.118 34.709 0.54866 37.691 275s 275s Group: No 275s npreg glu bp skin bmi ped age 275s npreg 7.878499 10.77226 8.190840 2.910305 -0.035751 -0.207341 16.82888 275s glu 10.772265 709.56118 81.430257 13.237682 19.037867 -0.518609 59.01307 275s bp 8.190840 81.43026 122.845246 33.879944 16.612630 -0.077183 46.78695 275s skin 2.910305 13.23768 33.879944 119.446391 50.125920 0.074282 18.47068 275s bmi -0.035751 19.03787 16.612630 50.125920 40.722996 0.145242 6.99999 275s ped -0.207341 -0.51861 -0.077183 0.074282 0.145242 0.071388 -0.53814 275s age 16.828880 59.01307 46.786954 18.470680 6.999988 -0.538138 91.08183 275s 275s Group: Yes 275s npreg glu bp skin bmi ped age 275s npreg 15.77941 -8.199298 6.42493 -0.51800 -1.03288 -0.133011 21.93437 275s glu -8.19930 907.250219 23.71115 87.51536 9.98156 -0.082159 58.12291 275s bp 6.42493 23.711150 134.18613 19.70588 5.15891 -0.795470 26.30378 275s skin -0.51800 87.515364 19.70588 151.32924 28.28551 0.347951 26.67867 275s bmi -1.03288 9.981563 5.15891 28.28551 23.14529 0.457694 -7.91216 275s ped -0.13301 -0.082159 -0.79547 0.34795 0.45769 0.128883 -0.41737 275s age 21.93437 58.122915 26.30378 26.67867 -7.91216 -0.417375 131.79873 275s Call: 275s QdaClassic(Species ~ ., data = iris) 275s 275s Prior Probabilities of Groups: 275s setosa versicolor virginica 275s 0.33333 0.33333 0.33333 275s 275s Group means: 275s Sepal.Length Sepal.Width Petal.Length Petal.Width 275s setosa 5.006 3.428 1.462 0.246 275s versicolor 5.936 2.770 4.260 1.326 275s virginica 6.588 2.974 5.552 2.026 275s 275s Group: setosa 275s Sepal.Length Sepal.Width Petal.Length Petal.Width 275s Sepal.Length 0.124249 0.099216 0.0163551 0.0103306 275s Sepal.Width 0.099216 0.143690 0.0116980 0.0092980 275s Petal.Length 0.016355 0.011698 0.0301592 0.0060694 275s Petal.Width 0.010331 0.009298 0.0060694 0.0111061 275s 275s Group: versicolor 275s Sepal.Length Sepal.Width Petal.Length Petal.Width 275s Sepal.Length 0.266433 0.085184 0.182898 0.055780 275s Sepal.Width 0.085184 0.098469 0.082653 0.041204 275s Petal.Length 0.182898 0.082653 0.220816 0.073102 275s Petal.Width 0.055780 0.041204 0.073102 0.039106 275s 275s Group: virginica 275s Sepal.Length Sepal.Width Petal.Length Petal.Width 275s Sepal.Length 0.404343 0.093763 0.303290 0.049094 275s Sepal.Width 0.093763 0.104004 0.071380 0.047629 275s Petal.Length 0.303290 0.071380 0.304588 0.048824 275s Petal.Width 0.049094 0.047629 0.048824 0.075433 275s =================================================== 275s > 275s BEGIN TEST tsde.R 275s 275s R version 4.3.3 (2024-02-29) -- "Angel Food Cake" 275s Copyright (C) 2024 The R Foundation for Statistical Computing 275s Platform: s390x-ibm-linux-gnu (64-bit) 275s 275s R is free software and comes with ABSOLUTELY NO WARRANTY. 275s You are welcome to redistribute it under certain conditions. 275s Type 'license()' or 'licence()' for distribution details. 275s 275s R is a collaborative project with many contributors. 275s Type 'contributors()' for more information and 275s 'citation()' on how to cite R or R packages in publications. 275s 275s Type 'demo()' for some demos, 'help()' for on-line help, or 275s 'help.start()' for an HTML browser interface to help. 275s Type 'q()' to quit R. 275s 275s > ## Test for singularity 275s > doexact <- function(){ 275s + exact <-function(){ 275s + n1 <- 45 275s + p <- 2 275s + x1 <- matrix(rnorm(p*n1),nrow=n1, ncol=p) 275s + x1[,p] <- x1[,p] + 3 275s + ## library(MASS) 275s + ## x1 <- mvrnorm(n=n1, mu=c(0,3), Sigma=diag(1,nrow=p)) 275s + 275s + n2 <- 55 275s + m1 <- 0 275s + m2 <- 3 275s + x2 <- cbind(rnorm(n2),rep(m2,n2)) 275s + x<-rbind(x1,x2) 275s + colnames(x) <- c("X1","X2") 275s + x 275s + } 275s + print(CovSde(exact())) 275s + } 275s > 275s > dodata <- function(nrep=1, time=FALSE, short=FALSE, full=TRUE){ 275s + 275s + domcd <- function(x, xname, nrep=1){ 275s + n <- dim(x)[1] 275s + p <- dim(x)[2] 275s + 275s + mcd<-CovSde(x) 275s + 275s + if(time){ 275s + xtime <- system.time(dorep(x, nrep))[1]/nrep 275s + xres <- sprintf("%3d %3d %3d\n", dim(x)[1], dim(x)[2], xtime) 275s + } 275s + else{ 275s + xres <- sprintf("%3d %3d\n", dim(x)[1], dim(x)[2]) 275s + } 275s + lpad<-lname-nchar(xname) 275s + cat(pad.right(xname,lpad), xres) 275s + 275s + if(!short){ 275s + 275s + ibad <- which(mcd@wt==0) 275s + names(ibad) <- NULL 275s + nbad <- length(ibad) 275s + cat("Outliers: ",nbad,"\n") 275s + if(nbad > 0) 275s + print(ibad) 275s + if(full){ 275s + cat("-------------\n") 275s + show(mcd) 275s + } 275s + cat("--------------------------------------------------------\n") 275s + } 275s + } 275s + 275s + options(digits = 5) 275s + set.seed(101) # <<-- sub-sampling algorithm now based on R's RNG and seed 275s + 275s + lname <- 20 275s + 275s + ## VT::15.09.2013 - this will render the output independent 275s + ## from the version of the package 275s + suppressPackageStartupMessages(library(rrcov)) 275s + 275s + data(heart) 275s + data(starsCYG) 275s + data(phosphor) 275s + data(stackloss) 275s + data(coleman) 275s + data(salinity) 275s + data(wood) 275s + 275s + data(hbk) 275s + 275s + data(Animals, package = "MASS") 275s + brain <- Animals[c(1:24, 26:25, 27:28),] 275s + data(milk) 275s + data(bushfire) 275s + 275s + tmp <- sys.call() 275s + cat("\nCall: ", deparse(substitute(tmp)),"\n") 275s + 275s + cat("Data Set n p Half LOG(obj) Time\n") 275s + cat("========================================================\n") 275s + domcd(heart[, 1:2], data(heart), nrep) 275s + domcd(starsCYG, data(starsCYG), nrep) 275s + domcd(data.matrix(subset(phosphor, select = -plant)), data(phosphor), nrep) 275s + domcd(stack.x, data(stackloss), nrep) 275s + domcd(data.matrix(subset(coleman, select = -Y)), data(coleman), nrep) 275s + domcd(data.matrix(subset(salinity, select = -Y)), data(salinity), nrep) 275s + domcd(data.matrix(subset(wood, select = -y)), data(wood), nrep) 275s + domcd(data.matrix(subset(hbk, select = -Y)),data(hbk), nrep) 275s + 275s + domcd(brain, "Animals", nrep) 275s + domcd(milk, data(milk), nrep) 275s + domcd(bushfire, data(bushfire), nrep) 275s + ## VT::19.07.2010: test the univariate SDE 275s + for(i in 1:ncol(bushfire)) 275s + domcd(bushfire[i], data(bushfire), nrep) 275s + cat("========================================================\n") 275s + } 275s > 275s > dogen <- function(nrep=1, eps=0.49){ 275s + 275s + library(MASS) 275s + domcd <- function(x, nrep=1){ 275s + gc() 275s + xtime <- system.time(dorep(x, nrep))[1]/nrep 275s + cat(sprintf("%6d %3d %10.2f\n", dim(x)[1], dim(x)[2], xtime)) 275s + xtime 275s + } 275s + 275s + set.seed(1234) 275s + 275s + ## VT::15.09.2013 - this will render the output independent 275s + ## from the version of the package 275s + suppressPackageStartupMessages(library(rrcov)) 275s + 275s + ap <- c(2, 5, 10, 20, 30) 275s + an <- c(100, 500, 1000, 10000, 50000) 275s + 275s + tottime <- 0 275s + cat(" n p Time\n") 275s + cat("=====================\n") 275s + for(i in 1:length(an)) { 275s + for(j in 1:length(ap)) { 275s + n <- an[i] 275s + p <- ap[j] 275s + if(5*p <= n){ 275s + xx <- gendata(n, p, eps) 275s + X <- xx$X 275s + tottime <- tottime + domcd(X, nrep) 275s + } 275s + } 275s + } 275s + 275s + cat("=====================\n") 275s + cat("Total time: ", tottime*nrep, "\n") 275s + } 275s > 275s > docheck <- function(n, p, eps){ 275s + xx <- gendata(n,p,eps) 275s + mcd <- CovSde(xx$X) 275s + check(mcd, xx$xind) 275s + } 275s > 275s > check <- function(mcd, xind){ 275s + ## check if mcd is robust w.r.t xind, i.e. check how many of xind 275s + ## did not get zero weight 275s + mymatch <- xind %in% which(mcd@wt == 0) 275s + length(xind) - length(which(mymatch)) 275s + } 275s > 275s > dorep <- function(x, nrep=1){ 275s + 275s + for(i in 1:nrep) 275s + CovSde(x) 275s + } 275s > 275s > #### gendata() #### 275s > # Generates a location contaminated multivariate 275s > # normal sample of n observations in p dimensions 275s > # (1-eps)*Np(0,Ip) + eps*Np(m,Ip) 275s > # where 275s > # m = (b,b,...,b) 275s > # Defaults: eps=0 and b=10 275s > # 275s > gendata <- function(n,p,eps=0,b=10){ 275s + 275s + if(missing(n) || missing(p)) 275s + stop("Please specify (n,p)") 275s + if(eps < 0 || eps >= 0.5) 275s + stop(message="eps must be in [0,0.5)") 275s + X <- mvrnorm(n,rep(0,p),diag(1,nrow=p,ncol=p)) 275s + nbad <- as.integer(eps * n) 275s + if(nbad > 0){ 275s + Xbad <- mvrnorm(nbad,rep(b,p),diag(1,nrow=p,ncol=p)) 275s + xind <- sample(n,nbad) 275s + X[xind,] <- Xbad 275s + } 275s + list(X=X, xind=xind) 275s + } 275s > 275s > pad.right <- function(z, pads) 275s + { 275s + ### Pads spaces to right of text 275s + padding <- paste(rep(" ", pads), collapse = "") 275s + paste(z, padding, sep = "") 275s + } 275s > 275s > whatis<-function(x){ 275s + if(is.data.frame(x)) 275s + cat("Type: data.frame\n") 275s + else if(is.matrix(x)) 275s + cat("Type: matrix\n") 275s + else if(is.vector(x)) 275s + cat("Type: vector\n") 275s + else 275s + cat("Type: don't know\n") 275s + } 275s > 275s > ## VT::15.09.2013 - this will render the output independent 275s > ## from the version of the package 275s > suppressPackageStartupMessages(library(rrcov)) 275s > 275s > dodata() 275s 275s Call: dodata() 275s Data Set n p Half LOG(obj) Time 275s ======================================================== 275s heart 12 2 275s Outliers: 5 275s [1] 2 6 8 10 12 275s ------------- 275s 275s Call: 275s CovSde(x = x) 275s -> Method: Stahel-Donoho estimator 275s 275s Robust Estimate of Location: 275s height weight 275s 39.8 35.7 275s 275s Robust Estimate of Covariance: 275s height weight 275s height 38.2 77.1 275s weight 77.1 188.1 275s -------------------------------------------------------- 275s starsCYG 47 2 275s Outliers: 7 275s [1] 7 9 11 14 20 30 34 275s ------------- 275s 275s Call: 275s CovSde(x = x) 275s -> Method: Stahel-Donoho estimator 275s 275s Robust Estimate of Location: 275s log.Te log.light 275s 4.42 4.96 275s 275s Robust Estimate of Covariance: 275s log.Te log.light 275s log.Te 0.0163 0.0522 275s log.light 0.0522 0.3243 275s -------------------------------------------------------- 275s phosphor 18 2 275s Outliers: 2 275s [1] 1 6 275s ------------- 275s 275s Call: 275s CovSde(x = x) 275s -> Method: Stahel-Donoho estimator 275s 275s Robust Estimate of Location: 275s inorg organic 275s 13.3 39.7 275s 275s Robust Estimate of Covariance: 275s inorg organic 275s inorg 133 134 275s organic 134 204 275s -------------------------------------------------------- 275s stackloss 21 3 275s Outliers: 6 275s [1] 1 2 3 15 17 21 275s ------------- 275s 275s Call: 275s CovSde(x = x) 275s -> Method: Stahel-Donoho estimator 275s 275s Robust Estimate of Location: 275s Air.Flow Water.Temp Acid.Conc. 275s 57.8 20.7 86.4 275s 275s Robust Estimate of Covariance: 275s Air.Flow Water.Temp Acid.Conc. 275s Air.Flow 39.7 15.6 25.0 275s Water.Temp 15.6 13.0 11.9 275s Acid.Conc. 25.0 11.9 40.3 275s -------------------------------------------------------- 275s coleman 20 5 275s Outliers: 8 275s [1] 1 2 6 10 11 12 15 18 275s ------------- 275s 275s Call: 275s CovSde(x = x) 275s -> Method: Stahel-Donoho estimator 275s 275s Robust Estimate of Location: 275s salaryP fatherWc sstatus teacherSc motherLev 275s 2.78 58.64 9.09 25.37 6.69 275s 275s Robust Estimate of Covariance: 275s salaryP fatherWc sstatus teacherSc motherLev 275s salaryP 0.2556 -1.0144 0.6599 0.2673 0.0339 275s fatherWc -1.0144 1615.9192 382.7846 -4.8287 36.0227 275s sstatus 0.6599 382.7846 108.1781 -0.7904 9.1027 275s teacherSc 0.2673 -4.8287 -0.7904 0.9346 -0.0239 275s motherLev 0.0339 36.0227 9.1027 -0.0239 0.9155 275s -------------------------------------------------------- 275s salinity 28 3 275s Outliers: 9 275s [1] 3 4 5 9 11 16 19 23 24 275s ------------- 275s 275s Call: 275s CovSde(x = x) 275s -> Method: Stahel-Donoho estimator 275s 275s Robust Estimate of Location: 275s X1 X2 X3 275s 10.84 3.35 22.48 275s 275s Robust Estimate of Covariance: 275s X1 X2 X3 275s X1 10.75 -1.62 -2.05 275s X2 -1.62 4.21 -1.43 275s X3 -2.05 -1.43 2.63 275s -------------------------------------------------------- 275s wood 20 5 275s Outliers: 11 275s [1] 4 6 7 8 9 10 12 13 16 19 20 275s ------------- 275s 275s Call: 275s CovSde(x = x) 275s -> Method: Stahel-Donoho estimator 275s 275s Robust Estimate of Location: 275s x1 x2 x3 x4 x5 275s 0.573 0.119 0.517 0.549 0.904 275s 275s Robust Estimate of Covariance: 275s x1 x2 x3 x4 x5 275s x1 0.025185 0.004279 -0.001262 -0.000382 -0.001907 275s x2 0.004279 0.001011 0.000197 -0.000117 0.000247 275s x3 -0.001262 0.000197 0.003042 0.002034 0.001773 275s x4 -0.000382 -0.000117 0.002034 0.007943 0.001137 275s x5 -0.001907 0.000247 0.001773 0.001137 0.005392 275s -------------------------------------------------------- 275s hbk 75 3 275s Outliers: 15 275s [1] 1 2 3 4 5 6 7 8 9 10 11 12 13 14 53 275s ------------- 275s 275s Call: 275s CovSde(x = x) 275s -> Method: Stahel-Donoho estimator 275s 275s Robust Estimate of Location: 275s X1 X2 X3 275s 1.59 1.79 1.67 275s 275s Robust Estimate of Covariance: 275s X1 X2 X3 275s X1 1.6354 0.0793 0.2284 275s X2 0.0793 1.6461 0.3186 275s X3 0.2284 0.3186 1.5673 275s -------------------------------------------------------- 275s Animals 28 2 275s Outliers: 13 275s [1] 2 6 7 8 9 12 13 14 15 16 24 25 28 275s ------------- 275s 275s Call: 275s CovSde(x = x) 275s -> Method: Stahel-Donoho estimator 275s 275s Robust Estimate of Location: 275s body brain 275s 18.7 64.9 275s 275s Robust Estimate of Covariance: 275s body brain 275s body 4702 7973 275s brain 7973 28571 275s -------------------------------------------------------- 275s milk 86 8 275s Outliers: 21 275s [1] 1 2 3 6 11 12 13 14 15 16 17 18 20 27 41 44 47 70 74 75 77 275s ------------- 275s 275s Call: 275s CovSde(x = x) 275s -> Method: Stahel-Donoho estimator 275s 275s Robust Estimate of Location: 275s X1 X2 X3 X4 X5 X6 X7 X8 275s 1.03 35.90 33.04 26.11 25.10 25.02 123.06 14.37 275s 275s Robust Estimate of Covariance: 275s X1 X2 X3 X4 X5 X6 X7 275s X1 4.73e-07 6.57e-05 1.79e-04 1.71e-04 1.62e-04 1.42e-04 6.85e-04 275s X2 6.57e-05 1.57e+00 1.36e-01 9.28e-02 4.18e-02 1.30e-01 1.58e+00 275s X3 1.79e-04 1.36e-01 1.12e+00 8.20e-01 8.27e-01 8.00e-01 6.66e-01 275s X4 1.71e-04 9.28e-02 8.20e-01 6.57e-01 6.41e-01 6.18e-01 5.47e-01 275s X5 1.62e-04 4.18e-02 8.27e-01 6.41e-01 6.93e-01 6.44e-01 5.71e-01 275s X6 1.42e-04 1.30e-01 8.00e-01 6.18e-01 6.44e-01 6.44e-01 5.55e-01 275s X7 6.85e-04 1.58e+00 6.66e-01 5.47e-01 5.71e-01 5.55e-01 4.17e+00 275s X8 1.40e-05 2.33e-01 1.74e-01 1.06e-01 9.44e-02 9.86e-02 3.54e-01 275s X8 275s X1 1.40e-05 275s X2 2.33e-01 275s X3 1.74e-01 275s X4 1.06e-01 275s X5 9.44e-02 275s X6 9.86e-02 275s X7 3.54e-01 275s X8 1.57e-01 275s -------------------------------------------------------- 275s bushfire 38 5 275s Outliers: 23 275s [1] 1 5 6 7 8 9 10 11 12 13 15 16 28 29 30 31 32 33 34 35 36 37 38 275s ------------- 275s 275s Call: 275s CovSde(x = x) 275s -> Method: Stahel-Donoho estimator 275s 275s Robust Estimate of Location: 275s V1 V2 V3 V4 V5 275s 105 148 287 223 283 275s 275s Robust Estimate of Covariance: 275s V1 V2 V3 V4 V5 275s V1 1964 1712 -10230 -2504 -2066 275s V2 1712 1526 -8732 -2145 -1763 275s V3 -10230 -8732 56327 13803 11472 275s V4 -2504 -2145 13803 3509 2894 275s V5 -2066 -1763 11472 2894 2404 275s -------------------------------------------------------- 275s bushfire 38 1 275s Outliers: 2 275s [1] 13 30 275s ------------- 275s 275s Call: 275s CovSde(x = x) 275s -> Method: Stahel-Donoho estimator 275s 275s Robust Estimate of Location: 275s V1 275s 98.5 275s 275s Robust Estimate of Covariance: 275s V1 275s V1 431 275s -------------------------------------------------------- 275s bushfire 38 1 275s Outliers: 6 275s [1] 33 34 35 36 37 38 275s ------------- 275s 275s Call: 275s CovSde(x = x) 275s -> Method: Stahel-Donoho estimator 275s 275s Robust Estimate of Location: 275s V2 275s 141 275s 275s Robust Estimate of Covariance: 275s V2 275s V2 528 275s -------------------------------------------------------- 275s bushfire 38 1 275s Outliers: 0 275s ------------- 275s 275s Call: 275s CovSde(x = x) 275s -> Method: Stahel-Donoho estimator 275s 275s Robust Estimate of Location: 275s V3 275s 238 275s 275s Robust Estimate of Covariance: 275s V3 275s V3 37148 275s -------------------------------------------------------- 275s bushfire 38 1 275s Outliers: 9 275s [1] 8 9 32 33 34 35 36 37 38 275s ------------- 275s 275s Call: 275s CovSde(x = x) 275s -> Method: Stahel-Donoho estimator 275s 275s Robust Estimate of Location: 275s V4 275s 210 275s 275s Robust Estimate of Covariance: 275s V4 275s V4 2543 275s -------------------------------------------------------- 275s bushfire 38 1 275s Outliers: 9 275s [1] 8 9 32 33 34 35 36 37 38 275s ------------- 275s 275s Call: 275s CovSde(x = x) 275s -> Method: Stahel-Donoho estimator 275s 275s Robust Estimate of Location: 275s V5 275s 273 275s 275s Robust Estimate of Covariance: 275s V5 275s V5 1575 275s -------------------------------------------------------- 275s ======================================================== 275s > ##doexact() 275s > 276s BEGIN TEST tsest.R 276s 276s R version 4.3.3 (2024-02-29) -- "Angel Food Cake" 276s Copyright (C) 2024 The R Foundation for Statistical Computing 276s Platform: s390x-ibm-linux-gnu (64-bit) 276s 276s R is free software and comes with ABSOLUTELY NO WARRANTY. 276s You are welcome to redistribute it under certain conditions. 276s Type 'license()' or 'licence()' for distribution details. 276s 276s R is a collaborative project with many contributors. 276s Type 'contributors()' for more information and 276s 'citation()' on how to cite R or R packages in publications. 276s 276s Type 'demo()' for some demos, 'help()' for on-line help, or 276s 'help.start()' for an HTML browser interface to help. 276s Type 'q()' to quit R. 276s 276s > ## VT::15.09.2013 - this will render the output independent 276s > ## from the version of the package 276s > suppressPackageStartupMessages(library(rrcov)) 276s > 276s > library(MASS) 276s > 276s > dodata <- function(nrep = 1, time = FALSE, full = TRUE, method) { 276s + doest <- function(x, xname, nrep = 1, method=c("sfast", "surreal", "bisquare", "rocke", "suser", "MM", "sdet")) { 276s + 276s + method <- match.arg(method) 276s + 276s + lname <- 20 276s + n <- dim(x)[1] 276s + p <- dim(x)[2] 276s + 276s + mm <- if(method == "MM") CovMMest(x) else CovSest(x, method=method) 276s + 276s + crit <- log(mm@crit) 276s + 276s + xres <- sprintf("%3d %3d %12.6f\n", dim(x)[1], dim(x)[2], crit) 276s + lpad <- lname-nchar(xname) 276s + cat(pad.right(xname,lpad), xres) 276s + 276s + dist <- getDistance(mm) 276s + quantiel <- qchisq(0.975, p) 276s + ibad <- which(dist >= quantiel) 276s + names(ibad) <- NULL 276s + nbad <- length(ibad) 276s + cat("Outliers: ",nbad,"\n") 276s + if(nbad > 0) 276s + print(ibad) 276s + cat("-------------\n") 276s + show(mm) 276s + cat("--------------------------------------------------------\n") 276s + } 276s + 276s + options(digits = 5) 276s + set.seed(101) # <<-- sub-sampling algorithm now based on R's RNG and seed 276s + 276s + data(heart) 276s + data(starsCYG) 276s + data(phosphor) 276s + data(stackloss) 276s + data(coleman) 276s + data(salinity) 276s + data(wood) 276s + data(hbk) 276s + 276s + data(Animals, package = "MASS") 276s + brain <- Animals[c(1:24, 26:25, 27:28),] 276s + data(milk) 276s + data(bushfire) 276s + ### 276s + data(rice) 276s + data(hemophilia) 276s + data(fish) 276s + 276s + tmp <- sys.call() 276s + cat("\nCall: ", deparse(substitute(tmp)),"\n") 276s + 276s + cat("Data Set n p LOG(det) Time\n") 276s + cat("===================================================\n") 276s + doest(heart[, 1:2], data(heart), nrep, method=method) 276s + doest(starsCYG, data(starsCYG), nrep, method=method) 276s + doest(data.matrix(subset(phosphor, select = -plant)), data(phosphor), nrep, method=method) 276s + doest(stack.x, data(stackloss), nrep, method=method) 276s + doest(data.matrix(subset(coleman, select = -Y)), data(coleman), nrep, method=method) 276s + doest(data.matrix(subset(salinity, select = -Y)), data(salinity), nrep, method=method) 276s + doest(data.matrix(subset(wood, select = -y)), data(wood), nrep, method=method) 276s + doest(data.matrix(subset(hbk, select = -Y)), data(hbk), nrep, method=method) 276s + 276s + 276s + doest(brain, "Animals", nrep, method=method) 276s + doest(milk, data(milk), nrep, method=method) 276s + doest(bushfire, data(bushfire), nrep, method=method) 276s + 276s + doest(data.matrix(subset(rice, select = -Overall_evaluation)), data(rice), nrep, method=method) 276s + doest(data.matrix(subset(hemophilia, select = -gr)), data(hemophilia), nrep, method=method) 276s + doest(data.matrix(subset(fish, select = -Species)), data(fish), nrep, method=method) 276s + 276s + ## from package 'datasets' 276s + doest(airquality[,1:4], data(airquality), nrep, method=method) 276s + doest(attitude, data(attitude), nrep, method=method) 276s + doest(attenu, data(attenu), nrep, method=method) 276s + doest(USJudgeRatings, data(USJudgeRatings), nrep, method=method) 276s + doest(USArrests, data(USArrests), nrep, method=method) 276s + doest(longley, data(longley), nrep, method=method) 276s + doest(Loblolly, data(Loblolly), nrep, method=method) 276s + doest(quakes[,1:4], data(quakes), nrep, method=method) 276s + 276s + cat("===================================================\n") 276s + } 276s > 276s > # generate contaminated data using the function gendata with different 276s > # number of outliers and check if the M-estimate breaks - i.e. the 276s > # largest eigenvalue is larger than e.g. 5. 276s > # For n=50 and p=10 and d=5 the M-estimate can break for number of 276s > # outliers grater than 20. 276s > dogen <- function(){ 276s + eig <- vector("numeric",26) 276s + for(i in 0:25) { 276s + gg <- gendata(eps=i) 276s + mm <- CovSRocke(gg$x, t0=gg$tgood, S0=gg$sgood) 276s + eig[i+1] <- ev <- getEvals(mm)[1] 276s + cat(i, ev, "\n") 276s + 276s + ## stopifnot(ev < 5 || i > 20) 276s + } 276s + plot(0:25, eig, type="l", xlab="Number of outliers", ylab="Largest Eigenvalue") 276s + } 276s > 276s > # 276s > # generate data 50x10 as multivariate normal N(0,I) and add 276s > # eps % outliers by adding d=5.0 to each component. 276s > # - if eps <0 and eps <=0.5, the number of outliers is eps*n 276s > # - if eps >= 1, it is the number of outliers 276s > # - use the center and cov of the good data as good start 276s > # - use the center and the cov of all data as a bad start 276s > # If using a good start, the M-estimate must iterate to 276s > # the good solution: the largest eigenvalue is less then e.g. 5 276s > # 276s > gendata <- function(n=50, p=10, eps=0, d=5.0){ 276s + 276s + if(eps < 0 || eps > 0.5 && eps < 1.0 || eps > 0.5*n) 276s + stop("eps is out of range") 276s + 276s + library(MASS) 276s + 276s + x <- mvrnorm(n, rep(0,p), diag(p)) 276s + bad <- vector("numeric") 276s + nbad = if(eps < 1) eps*n else eps 276s + if(nbad > 0){ 276s + bad <- sample(n, nbad) 276s + x[bad,] <- x[bad,] + d 276s + } 276s + cov1 <- cov.wt(x) 276s + cov2 <- if(nbad <= 0) cov1 else cov.wt(x[-bad,]) 276s + 276s + list(x=x, bad=sort(bad), tgood=cov2$center, sgood=cov2$cov, tbad=cov1$center, sbad=cov1$cov) 276s + } 276s > 276s > pad.right <- function(z, pads) 276s + { 276s + ## Pads spaces to right of text 276s + padding <- paste(rep(" ", pads), collapse = "") 276s + paste(z, padding, sep = "") 276s + } 276s > 276s > 276s > ## -- now do it: 276s > dodata(method="sfast") 276s 276s Call: dodata(method = "sfast") 276s Data Set n p LOG(det) Time 276s =================================================== 276s heart 12 2 2.017701 276s Outliers: 3 276s [1] 2 6 12 276s ------------- 276s 276s Call: 276s CovSest(x = x, method = method) 276s -> Method: S-estimates: S-FAST 276s 276s Robust Estimate of Location: 276s [1] 36.1 29.5 276s 276s Robust Estimate of Covariance: 276s height weight 276s height 129 210 276s weight 210 365 276s -------------------------------------------------------- 276s starsCYG 47 2 -1.450032 276s Outliers: 7 276s [1] 7 9 11 14 20 30 34 276s ------------- 276s 276s Call: 276s CovSest(x = x, method = method) 276s -> Method: S-estimates: S-FAST 276s 276s Robust Estimate of Location: 276s [1] 4.42 4.97 276s 276s Robust Estimate of Covariance: 276s log.Te log.light 276s log.Te 0.0176 0.0617 276s log.light 0.0617 0.3880 276s -------------------------------------------------------- 276s phosphor 18 2 2.320721 276s Outliers: 2 276s [1] 1 6 276s ------------- 276s 276s Call: 276s CovSest(x = x, method = method) 276s -> Method: S-estimates: S-FAST 276s 276s Robust Estimate of Location: 276s [1] 14.1 38.8 276s 276s Robust Estimate of Covariance: 276s inorg organic 276s inorg 174 190 276s organic 190 268 276s -------------------------------------------------------- 276s stackloss 21 3 1.470031 276s Outliers: 3 276s [1] 1 2 3 276s ------------- 276s 276s Call: 276s CovSest(x = x, method = method) 276s -> Method: S-estimates: S-FAST 276s 276s Robust Estimate of Location: 276s [1] 57.5 20.5 86.0 276s 276s Robust Estimate of Covariance: 276s Air.Flow Water.Temp Acid.Conc. 276s Air.Flow 38.94 11.66 22.89 276s Water.Temp 11.66 9.96 7.81 276s Acid.Conc. 22.89 7.81 40.48 276s -------------------------------------------------------- 276s coleman 20 5 0.491419 276s Outliers: 2 276s [1] 6 10 276s ------------- 276s 276s Call: 276s CovSest(x = x, method = method) 276s -> Method: S-estimates: S-FAST 276s 276s Robust Estimate of Location: 276s [1] 2.77 45.58 4.13 25.13 6.39 276s 276s Robust Estimate of Covariance: 276s salaryP fatherWc sstatus teacherSc motherLev 276s salaryP 0.2209 1.9568 1.4389 0.2638 0.0674 276s fatherWc 1.9568 940.7409 307.8297 8.3290 21.9143 276s sstatus 1.4389 307.8297 134.0540 4.1808 7.4799 276s teacherSc 0.2638 8.3290 4.1808 0.7604 0.2917 276s motherLev 0.0674 21.9143 7.4799 0.2917 0.5817 276s -------------------------------------------------------- 276s salinity 28 3 0.734619 276s Outliers: 4 276s [1] 5 16 23 24 276s ------------- 276s 276s Call: 276s CovSest(x = x, method = method) 276s -> Method: S-estimates: S-FAST 276s 276s Robust Estimate of Location: 276s [1] 10.31 3.07 22.60 276s 276s Robust Estimate of Covariance: 276s X1 X2 X3 276s X1 13.200 0.784 -3.611 276s X2 0.784 4.441 -1.658 276s X3 -3.611 -1.658 2.877 276s -------------------------------------------------------- 276s wood 20 5 -3.202636 276s Outliers: 2 276s [1] 7 9 276s ------------- 276s 276s Call: 276s CovSest(x = x, method = method) 276s -> Method: S-estimates: S-FAST 276s 276s Robust Estimate of Location: 276s [1] 0.551 0.135 0.496 0.511 0.916 276s 276s Robust Estimate of Covariance: 276s x1 x2 x3 x4 x5 276s x1 0.011361 -0.000791 0.005473 0.004204 -0.004747 276s x2 -0.000791 0.000701 -0.000534 -0.001452 0.000864 276s x3 0.005473 -0.000534 0.004905 0.002960 -0.001914 276s x4 0.004204 -0.001452 0.002960 0.005154 -0.002187 276s x5 -0.004747 0.000864 -0.001914 -0.002187 0.003214 276s -------------------------------------------------------- 276s hbk 75 3 0.283145 276s Outliers: 14 276s [1] 1 2 3 4 5 6 7 8 9 10 11 12 13 14 276s ------------- 276s 276s Call: 276s CovSest(x = x, method = method) 276s -> Method: S-estimates: S-FAST 276s 276s Robust Estimate of Location: 276s [1] 1.53 1.83 1.66 276s 276s Robust Estimate of Covariance: 276s X1 X2 X3 276s X1 1.8091 0.0479 0.2446 276s X2 0.0479 1.8190 0.2513 276s X3 0.2446 0.2513 1.7288 276s -------------------------------------------------------- 276s Animals 28 2 4.685129 276s Outliers: 10 276s [1] 2 6 7 9 12 14 15 16 24 25 276s ------------- 276s 276s Call: 276s CovSest(x = x, method = method) 276s -> Method: S-estimates: S-FAST 276s 276s Robust Estimate of Location: 276s [1] 30.8 84.2 276s 276s Robust Estimate of Covariance: 276s body brain 276s body 14806 28767 276s brain 28767 65195 276s -------------------------------------------------------- 276s milk 86 8 -1.437863 276s Outliers: 15 276s [1] 1 2 3 12 13 14 15 16 17 41 44 47 70 74 75 276s ------------- 276s 276s Call: 276s CovSest(x = x, method = method) 276s -> Method: S-estimates: S-FAST 276s 276s Robust Estimate of Location: 276s [1] 1.03 35.81 32.97 26.04 25.02 24.94 122.81 14.36 276s 276s Robust Estimate of Covariance: 276s X1 X2 X3 X4 X5 X6 X7 276s X1 8.30e-07 2.53e-04 4.43e-04 4.02e-04 3.92e-04 3.96e-04 1.44e-03 276s X2 2.53e-04 2.24e+00 4.77e-01 3.63e-01 2.91e-01 3.94e-01 2.44e+00 276s X3 4.43e-04 4.77e-01 1.58e+00 1.20e+00 1.18e+00 1.19e+00 1.65e+00 276s X4 4.02e-04 3.63e-01 1.20e+00 9.74e-01 9.37e-01 9.39e-01 1.39e+00 276s X5 3.92e-04 2.91e-01 1.18e+00 9.37e-01 9.78e-01 9.44e-01 1.37e+00 276s X6 3.96e-04 3.94e-01 1.19e+00 9.39e-01 9.44e-01 9.82e-01 1.41e+00 276s X7 1.44e-03 2.44e+00 1.65e+00 1.39e+00 1.37e+00 1.41e+00 6.96e+00 276s X8 7.45e-05 3.33e-01 2.82e-01 2.01e-01 1.80e-01 1.91e-01 6.38e-01 276s X8 276s X1 7.45e-05 276s X2 3.33e-01 276s X3 2.82e-01 276s X4 2.01e-01 276s X5 1.80e-01 276s X6 1.91e-01 276s X7 6.38e-01 276s X8 2.01e-01 276s -------------------------------------------------------- 276s bushfire 38 5 2.443148 276s Outliers: 13 276s [1] 7 8 9 10 11 31 32 33 34 35 36 37 38 276s ------------- 276s 276s Call: 276s CovSest(x = x, method = method) 276s -> Method: S-estimates: S-FAST 276s 276s Robust Estimate of Location: 276s [1] 108 149 266 216 278 276s 276s Robust Estimate of Covariance: 276s V1 V2 V3 V4 V5 276s V1 911 688 -3961 -856 -707 276s V2 688 587 -2493 -492 -420 276s V3 -3961 -2493 24146 5765 4627 276s V4 -856 -492 5765 1477 1164 276s V5 -707 -420 4627 1164 925 276s -------------------------------------------------------- 276s rice 105 5 -0.724874 276s Outliers: 7 276s [1] 9 40 42 49 57 58 71 276s ------------- 276s 276s Call: 276s CovSest(x = x, method = method) 276s -> Method: S-estimates: S-FAST 276s 276s Robust Estimate of Location: 276s [1] -0.2472 0.1211 -0.1207 0.0715 0.0640 276s 276s Robust Estimate of Covariance: 276s Favor Appearance Taste Stickiness Toughness 276s Favor 0.423 0.345 0.427 0.405 -0.202 276s Appearance 0.345 0.592 0.570 0.549 -0.316 276s Taste 0.427 0.570 0.739 0.706 -0.393 276s Stickiness 0.405 0.549 0.706 0.876 -0.497 276s Toughness -0.202 -0.316 -0.393 -0.497 0.467 276s -------------------------------------------------------- 276s hemophilia 75 2 -1.868949 276s Outliers: 2 276s [1] 11 36 276s ------------- 276s 276s Call: 276s CovSest(x = x, method = method) 276s -> Method: S-estimates: S-FAST 276s 276s Robust Estimate of Location: 276s [1] -0.2126 -0.0357 276s 276s Robust Estimate of Covariance: 276s AHFactivity AHFantigen 276s AHFactivity 0.0317 0.0112 276s AHFantigen 0.0112 0.0218 276s -------------------------------------------------------- 276s fish 159 6 1.285876 276s Outliers: 21 276s [1] 61 62 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 276s [20] 103 142 276s ------------- 276s 276s Call: 276s CovSest(x = x, method = method) 276s -> Method: S-estimates: S-FAST 276s 276s Robust Estimate of Location: 276s [1] 358.3 24.7 26.9 29.7 30.0 14.7 276s 276s Robust Estimate of Covariance: 276s Weight Length1 Length2 Length3 Height Width 276s Weight 1.33e+05 3.09e+03 3.34e+03 3.78e+03 1.72e+03 2.24e+02 276s Length1 3.09e+03 7.92e+01 8.54e+01 9.55e+01 4.04e+01 7.43e+00 276s Length2 3.34e+03 8.54e+01 9.22e+01 1.03e+02 4.49e+01 8.07e+00 276s Length3 3.78e+03 9.55e+01 1.03e+02 1.18e+02 5.92e+01 7.65e+00 276s Height 1.72e+03 4.04e+01 4.49e+01 5.92e+01 7.12e+01 8.51e-01 276s Width 2.24e+02 7.43e+00 8.07e+00 7.65e+00 8.51e-01 3.57e+00 276s -------------------------------------------------------- 276s airquality 153 4 2.684374 276s Outliers: 7 276s [1] 7 14 23 30 34 77 107 276s ------------- 276s 276s Call: 276s CovSest(x = x, method = method) 276s -> Method: S-estimates: S-FAST 276s 276s Robust Estimate of Location: 276s [1] 39.34 192.12 9.67 78.71 276s 276s Robust Estimate of Covariance: 276s Ozone Solar.R Wind Temp 276s Ozone 973.104 894.011 -61.856 243.560 276s Solar.R 894.011 9677.269 0.388 179.429 276s Wind -61.856 0.388 11.287 -14.310 276s Temp 243.560 179.429 -14.310 96.714 276s -------------------------------------------------------- 276s attitude 30 7 2.091968 276s Outliers: 4 276s [1] 14 16 18 24 276s ------------- 276s 276s Call: 276s CovSest(x = x, method = method) 276s -> Method: S-estimates: S-FAST 276s 276s Robust Estimate of Location: 276s [1] 65.7 66.8 51.9 56.1 66.4 76.7 43.0 276s 276s Robust Estimate of Covariance: 276s rating complaints privileges learning raises critical advance 276s rating 170.59 136.40 77.41 125.46 99.72 8.01 49.52 276s complaints 136.40 170.94 94.62 136.73 120.76 23.52 78.52 276s privileges 77.41 94.62 150.49 112.77 87.92 6.43 72.33 276s learning 125.46 136.73 112.77 173.77 131.46 25.81 81.38 276s raises 99.72 120.76 87.92 131.46 136.76 29.50 91.70 276s critical 8.01 23.52 6.43 25.81 29.50 84.75 30.59 276s advance 49.52 78.52 72.33 81.38 91.70 30.59 116.28 276s -------------------------------------------------------- 276s attenu 182 5 1.148032 276s Outliers: 31 276s [1] 2 5 6 7 8 9 10 11 15 16 19 20 21 22 23 24 25 27 28 276s [20] 29 30 31 32 64 65 80 94 95 96 97 100 276s ------------- 276s 276s Call: 276s CovSest(x = x, method = method) 276s -> Method: S-estimates: S-FAST 276s 276s Robust Estimate of Location: 276s [1] 16.432 5.849 60.297 27.144 0.134 276s 276s Robust Estimate of Covariance: 276s event mag station dist accel 276s event 54.9236 -3.0733 181.0954 -49.4194 -0.0628 276s mag -3.0733 0.6530 -8.4388 6.7388 0.0161 276s station 181.0954 -8.4388 1689.7161 -114.6319 0.7285 276s dist -49.4194 6.7388 -114.6319 597.3606 -1.7988 276s accel -0.0628 0.0161 0.7285 -1.7988 0.0152 276s -------------------------------------------------------- 276s USJudgeRatings 43 12 -1.683847 276s Outliers: 7 276s [1] 5 7 12 13 14 23 31 276s ------------- 276s 276s Call: 276s CovSest(x = x, method = method) 276s -> Method: S-estimates: S-FAST 276s 276s Robust Estimate of Location: 276s [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 276s 276s Robust Estimate of Covariance: 276s CONT INTG DMNR DILG CFMG DECI PREP FAMI 276s CONT 0.8710 -0.3019 -0.4682 -0.1893 -0.0569 -0.0992 -0.1771 -0.1975 276s INTG -0.3019 0.6401 0.8598 0.6955 0.5732 0.5439 0.7091 0.7084 276s DMNR -0.4682 0.8598 1.2412 0.9107 0.7668 0.7305 0.9292 0.9158 276s DILG -0.1893 0.6955 0.9107 0.8554 0.7408 0.7036 0.8865 0.8791 276s CFMG -0.0569 0.5732 0.7668 0.7408 0.6994 0.6545 0.7788 0.7721 276s DECI -0.0992 0.5439 0.7305 0.7036 0.6545 0.6342 0.7492 0.7511 276s PREP -0.1771 0.7091 0.9292 0.8865 0.7788 0.7492 0.9541 0.9556 276s FAMI -0.1975 0.7084 0.9158 0.8791 0.7721 0.7511 0.9556 0.9785 276s ORAL -0.2444 0.7453 0.9939 0.8917 0.7842 0.7551 0.9554 0.9680 276s WRIT -0.2344 0.7319 0.9649 0.8853 0.7781 0.7511 0.9498 0.9668 276s PHYS -0.1983 0.4676 0.6263 0.5629 0.5073 0.5039 0.5990 0.6140 276s RTEN -0.3152 0.8000 1.0798 0.9234 0.7952 0.7663 0.9637 0.9693 276s ORAL WRIT PHYS RTEN 276s CONT -0.2444 -0.2344 -0.1983 -0.3152 276s INTG 0.7453 0.7319 0.4676 0.8000 276s DMNR 0.9939 0.9649 0.6263 1.0798 276s DILG 0.8917 0.8853 0.5629 0.9234 276s CFMG 0.7842 0.7781 0.5073 0.7952 276s DECI 0.7551 0.7511 0.5039 0.7663 276s PREP 0.9554 0.9498 0.5990 0.9637 276s FAMI 0.9680 0.9668 0.6140 0.9693 276s ORAL 0.9853 0.9744 0.6280 1.0032 276s WRIT 0.9744 0.9711 0.6184 0.9870 276s PHYS 0.6280 0.6184 0.4716 0.6520 276s RTEN 1.0032 0.9870 0.6520 1.0622 276s -------------------------------------------------------- 276s USArrests 50 4 2.411726 276s Outliers: 4 276s [1] 2 28 33 39 276s ------------- 276s 276s Call: 276s CovSest(x = x, method = method) 276s -> Method: S-estimates: S-FAST 276s 276s Robust Estimate of Location: 276s [1] 7.05 150.66 64.66 19.37 276s 276s Robust Estimate of Covariance: 276s Murder Assault UrbanPop Rape 276s Murder 23.8 380.8 19.2 29.7 276s Assault 380.8 8436.2 605.6 645.3 276s UrbanPop 19.2 605.6 246.5 78.8 276s Rape 29.7 645.3 78.8 77.3 276s -------------------------------------------------------- 277s longley 16 7 1.038316 277s Outliers: 5 277s [1] 1 2 3 4 5 277s ------------- 277s 277s Call: 277s CovSest(x = x, method = method) 277s -> Method: S-estimates: S-FAST 277s 277s Robust Estimate of Location: 277s [1] 107.6 440.8 339.7 292.5 121.0 1957.1 67.2 277s 277s Robust Estimate of Covariance: 277s GNP.deflator GNP Unemployed Armed.Forces Population 277s GNP.deflator 100.6 954.7 1147.1 -507.6 74.2 277s GNP 954.7 9430.9 10115.8 -4616.5 730.1 277s Unemployed 1147.1 10115.8 19838.3 -6376.9 850.6 277s Armed.Forces -507.6 -4616.5 -6376.9 3240.2 -351.3 277s Population 74.2 730.1 850.6 -351.3 57.5 277s Year 46.4 450.8 539.5 -233.0 35.3 277s Employed 30.8 310.5 274.0 -160.8 23.3 277s Year Employed 277s GNP.deflator 46.4 30.8 277s GNP 450.8 310.5 277s Unemployed 539.5 274.0 277s Armed.Forces -233.0 -160.8 277s Population 35.3 23.3 277s Year 21.9 14.6 277s Employed 14.6 11.2 277s -------------------------------------------------------- 277s Loblolly 84 3 1.481317 277s Outliers: 14 277s [1] 6 12 18 24 30 36 42 48 54 60 66 72 78 84 277s ------------- 277s 277s Call: 277s CovSest(x = x, method = method) 277s -> Method: S-estimates: S-FAST 277s 277s Robust Estimate of Location: 277s [1] 24.22 9.65 7.50 277s 277s Robust Estimate of Covariance: 277s height age Seed 277s height 525.08 179.21 14.27 277s age 179.21 61.85 2.94 277s Seed 14.27 2.94 25.86 277s -------------------------------------------------------- 277s quakes 1000 4 1.576855 277s Outliers: 223 277s [1] 7 12 15 17 22 25 27 28 32 37 40 41 45 48 53 277s [16] 63 64 73 78 87 91 92 94 99 108 110 117 118 119 120 277s [31] 121 122 126 133 136 141 143 145 148 152 154 155 157 159 160 277s [46] 163 170 192 205 222 226 230 239 243 250 251 252 254 258 263 277s [61] 267 268 271 283 292 300 301 305 311 312 318 320 321 325 328 277s [76] 330 334 352 357 360 365 381 382 384 389 400 402 408 413 416 277s [91] 417 419 426 429 437 441 443 453 456 467 474 477 490 492 496 277s [106] 504 507 508 509 517 524 527 528 531 532 534 536 538 539 541 277s [121] 542 543 544 545 546 547 552 553 560 571 581 583 587 593 594 277s [136] 596 597 605 612 613 618 620 625 629 638 642 647 649 653 655 277s [151] 656 672 675 681 686 699 701 702 712 714 716 721 725 726 735 277s [166] 744 754 756 759 765 766 769 779 781 782 785 787 797 804 813 277s [181] 825 827 837 840 844 852 853 857 860 865 866 869 870 872 873 277s [196] 883 884 887 888 890 891 893 908 909 912 915 916 921 927 930 277s [211] 952 962 963 969 974 980 982 986 987 988 992 997 1000 277s ------------- 277s 277s Call: 277s CovSest(x = x, method = method) 277s -> Method: S-estimates: S-FAST 277s 277s Robust Estimate of Location: 277s [1] -21.54 182.35 369.21 4.54 277s 277s Robust Estimate of Covariance: 277s lat long depth mag 277s lat 2.81e+01 6.19e+00 3.27e+02 -4.56e-01 277s long 6.19e+00 7.54e+00 -5.95e+02 9.56e-02 277s depth 3.27e+02 -5.95e+02 8.36e+04 -2.70e+01 277s mag -4.56e-01 9.56e-02 -2.70e+01 2.35e-01 277s -------------------------------------------------------- 277s =================================================== 277s > dodata(method="sdet") 277s 277s Call: dodata(method = "sdet") 277s Data Set n p LOG(det) Time 277s =================================================== 277s heart 12 2 2.017701 277s Outliers: 3 277s [1] 2 6 12 277s ------------- 277s 277s Call: 277s CovSest(x = x, method = method) 277s -> Method: S-estimates: DET-S 277s 277s Robust Estimate of Location: 277s [1] 36.1 29.5 277s 277s Robust Estimate of Covariance: 277s height weight 277s height 129 210 277s weight 210 365 277s -------------------------------------------------------- 277s starsCYG 47 2 -1.450032 277s Outliers: 7 277s [1] 7 9 11 14 20 30 34 277s ------------- 277s 277s Call: 277s CovSest(x = x, method = method) 277s -> Method: S-estimates: DET-S 277s 277s Robust Estimate of Location: 277s [1] 4.42 4.97 277s 277s Robust Estimate of Covariance: 277s log.Te log.light 277s log.Te 0.0176 0.0617 277s log.light 0.0617 0.3880 277s -------------------------------------------------------- 277s phosphor 18 2 2.320721 277s Outliers: 2 277s [1] 1 6 277s ------------- 277s 277s Call: 277s CovSest(x = x, method = method) 277s -> Method: S-estimates: DET-S 277s 277s Robust Estimate of Location: 277s [1] 14.1 38.8 277s 277s Robust Estimate of Covariance: 277s inorg organic 277s inorg 174 190 277s organic 190 268 277s -------------------------------------------------------- 277s stackloss 21 3 1.470031 277s Outliers: 3 277s [1] 1 2 3 277s ------------- 277s 277s Call: 277s CovSest(x = x, method = method) 277s -> Method: S-estimates: DET-S 277s 277s Robust Estimate of Location: 277s [1] 57.5 20.5 86.0 277s 277s Robust Estimate of Covariance: 277s Air.Flow Water.Temp Acid.Conc. 277s Air.Flow 38.94 11.66 22.89 277s Water.Temp 11.66 9.96 7.81 277s Acid.Conc. 22.89 7.81 40.48 277s -------------------------------------------------------- 277s coleman 20 5 0.491419 277s Outliers: 2 277s [1] 6 10 277s ------------- 277s 277s Call: 277s CovSest(x = x, method = method) 277s -> Method: S-estimates: DET-S 277s 277s Robust Estimate of Location: 277s [1] 2.77 45.58 4.13 25.13 6.39 277s 277s Robust Estimate of Covariance: 277s salaryP fatherWc sstatus teacherSc motherLev 277s salaryP 0.2209 1.9568 1.4389 0.2638 0.0674 277s fatherWc 1.9568 940.7409 307.8297 8.3290 21.9143 277s sstatus 1.4389 307.8297 134.0540 4.1808 7.4799 277s teacherSc 0.2638 8.3290 4.1808 0.7604 0.2917 277s motherLev 0.0674 21.9143 7.4799 0.2917 0.5817 277s -------------------------------------------------------- 277s salinity 28 3 0.734619 277s Outliers: 4 277s [1] 5 16 23 24 277s ------------- 277s 277s Call: 277s CovSest(x = x, method = method) 277s -> Method: S-estimates: DET-S 277s 277s Robust Estimate of Location: 277s [1] 10.31 3.07 22.60 277s 277s Robust Estimate of Covariance: 277s X1 X2 X3 277s X1 13.200 0.784 -3.611 277s X2 0.784 4.441 -1.658 277s X3 -3.611 -1.658 2.877 277s -------------------------------------------------------- 277s wood 20 5 -3.220754 277s Outliers: 4 277s [1] 4 6 8 19 277s ------------- 277s 277s Call: 277s CovSest(x = x, method = method) 277s -> Method: S-estimates: DET-S 277s 277s Robust Estimate of Location: 277s [1] 0.580 0.123 0.530 0.538 0.890 277s 277s Robust Estimate of Covariance: 277s x1 x2 x3 x4 x5 277s x1 8.16e-03 1.39e-03 1.97e-03 -2.82e-04 -7.61e-04 277s x2 1.39e-03 4.00e-04 8.14e-04 -8.51e-05 -5.07e-06 277s x3 1.97e-03 8.14e-04 4.74e-03 -9.59e-04 2.06e-05 277s x4 -2.82e-04 -8.51e-05 -9.59e-04 3.09e-03 1.87e-03 277s x5 -7.61e-04 -5.07e-06 2.06e-05 1.87e-03 2.28e-03 277s -------------------------------------------------------- 278s hbk 75 3 0.283145 278s Outliers: 14 278s [1] 1 2 3 4 5 6 7 8 9 10 11 12 13 14 278s ------------- 278s 278s Call: 278s CovSest(x = x, method = method) 278s -> Method: S-estimates: DET-S 278s 278s Robust Estimate of Location: 278s [1] 1.53 1.83 1.66 278s 278s Robust Estimate of Covariance: 278s X1 X2 X3 278s X1 1.8091 0.0479 0.2446 278s X2 0.0479 1.8190 0.2513 278s X3 0.2446 0.2513 1.7288 278s -------------------------------------------------------- 278s Animals 28 2 4.685129 278s Outliers: 10 278s [1] 2 6 7 9 12 14 15 16 24 25 278s ------------- 278s 278s Call: 278s CovSest(x = x, method = method) 278s -> Method: S-estimates: DET-S 278s 278s Robust Estimate of Location: 278s [1] 30.8 84.2 278s 278s Robust Estimate of Covariance: 278s body brain 278s body 14806 28767 278s brain 28767 65194 278s -------------------------------------------------------- 278s milk 86 8 -1.437863 278s Outliers: 15 278s [1] 1 2 3 12 13 14 15 16 17 41 44 47 70 74 75 278s ------------- 278s 278s Call: 278s CovSest(x = x, method = method) 278s -> Method: S-estimates: DET-S 278s 278s Robust Estimate of Location: 278s [1] 1.03 35.81 32.97 26.04 25.02 24.94 122.81 14.36 278s 278s Robust Estimate of Covariance: 278s X1 X2 X3 X4 X5 X6 X7 278s X1 8.30e-07 2.53e-04 4.43e-04 4.02e-04 3.92e-04 3.96e-04 1.44e-03 278s X2 2.53e-04 2.24e+00 4.77e-01 3.63e-01 2.91e-01 3.94e-01 2.44e+00 278s X3 4.43e-04 4.77e-01 1.58e+00 1.20e+00 1.18e+00 1.19e+00 1.65e+00 278s X4 4.02e-04 3.63e-01 1.20e+00 9.74e-01 9.37e-01 9.39e-01 1.39e+00 278s X5 3.92e-04 2.91e-01 1.18e+00 9.37e-01 9.78e-01 9.44e-01 1.37e+00 278s X6 3.96e-04 3.94e-01 1.19e+00 9.39e-01 9.44e-01 9.82e-01 1.41e+00 278s X7 1.44e-03 2.44e+00 1.65e+00 1.39e+00 1.37e+00 1.41e+00 6.96e+00 278s X8 7.45e-05 3.33e-01 2.82e-01 2.01e-01 1.80e-01 1.91e-01 6.38e-01 278s X8 278s X1 7.45e-05 278s X2 3.33e-01 278s X3 2.82e-01 278s X4 2.01e-01 278s X5 1.80e-01 278s X6 1.91e-01 278s X7 6.38e-01 278s X8 2.01e-01 278s -------------------------------------------------------- 278s bushfire 38 5 2.443148 278s Outliers: 13 278s [1] 7 8 9 10 11 31 32 33 34 35 36 37 38 278s ------------- 278s 278s Call: 278s CovSest(x = x, method = method) 278s -> Method: S-estimates: DET-S 278s 278s Robust Estimate of Location: 278s [1] 108 149 266 216 278 278s 278s Robust Estimate of Covariance: 278s V1 V2 V3 V4 V5 278s V1 911 688 -3961 -856 -707 278s V2 688 587 -2493 -492 -420 278s V3 -3961 -2493 24146 5765 4627 278s V4 -856 -492 5765 1477 1164 278s V5 -707 -420 4627 1164 925 278s -------------------------------------------------------- 279s rice 105 5 -0.724874 279s Outliers: 7 279s [1] 9 40 42 49 57 58 71 279s ------------- 279s 279s Call: 279s CovSest(x = x, method = method) 279s -> Method: S-estimates: DET-S 279s 279s Robust Estimate of Location: 279s [1] -0.2472 0.1211 -0.1207 0.0715 0.0640 279s 279s Robust Estimate of Covariance: 279s Favor Appearance Taste Stickiness Toughness 279s Favor 0.423 0.345 0.427 0.405 -0.202 279s Appearance 0.345 0.592 0.570 0.549 -0.316 279s Taste 0.427 0.570 0.739 0.706 -0.393 279s Stickiness 0.405 0.549 0.706 0.876 -0.497 279s Toughness -0.202 -0.316 -0.393 -0.497 0.467 279s -------------------------------------------------------- 279s hemophilia 75 2 -1.868949 279s Outliers: 2 279s [1] 11 36 279s ------------- 279s 279s Call: 279s CovSest(x = x, method = method) 279s -> Method: S-estimates: DET-S 279s 279s Robust Estimate of Location: 279s [1] -0.2126 -0.0357 279s 279s Robust Estimate of Covariance: 279s AHFactivity AHFantigen 279s AHFactivity 0.0317 0.0112 279s AHFantigen 0.0112 0.0218 279s -------------------------------------------------------- 279s fish 159 6 1.267294 279s Outliers: 33 279s [1] 61 72 73 74 75 76 77 78 79 80 81 82 83 85 86 87 88 89 90 279s [20] 91 92 93 94 95 96 97 98 99 100 101 102 103 142 279s ------------- 279s 279s Call: 279s CovSest(x = x, method = method) 279s -> Method: S-estimates: DET-S 279s 279s Robust Estimate of Location: 279s [1] 381.2 25.6 27.8 30.8 31.0 14.9 279s 279s Robust Estimate of Covariance: 279s Weight Length1 Length2 Length3 Height Width 279s Weight 148372.04 3260.48 3508.71 3976.93 1507.43 127.94 279s Length1 3260.48 77.00 82.52 92.18 27.56 3.29 279s Length2 3508.71 82.52 88.57 99.20 30.83 3.43 279s Length3 3976.93 92.18 99.20 113.97 45.50 2.21 279s Height 1507.43 27.56 30.83 45.50 70.54 -4.95 279s Width 127.94 3.29 3.43 2.21 -4.95 2.28 279s -------------------------------------------------------- 279s airquality 153 4 2.684374 279s Outliers: 7 279s [1] 7 14 23 30 34 77 107 279s ------------- 279s 279s Call: 279s CovSest(x = x, method = method) 279s -> Method: S-estimates: DET-S 279s 279s Robust Estimate of Location: 279s [1] 39.34 192.12 9.67 78.71 279s 279s Robust Estimate of Covariance: 279s Ozone Solar.R Wind Temp 279s Ozone 973.104 894.011 -61.856 243.560 279s Solar.R 894.011 9677.269 0.388 179.429 279s Wind -61.856 0.388 11.287 -14.310 279s Temp 243.560 179.429 -14.310 96.714 279s -------------------------------------------------------- 279s attitude 30 7 2.091968 279s Outliers: 4 279s [1] 14 16 18 24 279s ------------- 279s 279s Call: 279s CovSest(x = x, method = method) 279s -> Method: S-estimates: DET-S 279s 279s Robust Estimate of Location: 279s [1] 65.7 66.8 51.9 56.1 66.4 76.7 43.0 279s 279s Robust Estimate of Covariance: 279s rating complaints privileges learning raises critical advance 279s rating 170.59 136.40 77.41 125.46 99.72 8.01 49.52 279s complaints 136.40 170.94 94.62 136.73 120.76 23.52 78.52 279s privileges 77.41 94.62 150.49 112.77 87.92 6.43 72.33 279s learning 125.46 136.73 112.77 173.77 131.46 25.81 81.38 279s raises 99.72 120.76 87.92 131.46 136.76 29.50 91.70 279s critical 8.01 23.52 6.43 25.81 29.50 84.75 30.59 279s advance 49.52 78.52 72.33 81.38 91.70 30.59 116.28 279s -------------------------------------------------------- 280s attenu 182 5 1.148032 280s Outliers: 31 280s [1] 2 5 6 7 8 9 10 11 15 16 19 20 21 22 23 24 25 27 28 280s [20] 29 30 31 32 64 65 80 94 95 96 97 100 280s ------------- 280s 280s Call: 280s CovSest(x = x, method = method) 280s -> Method: S-estimates: DET-S 280s 280s Robust Estimate of Location: 280s [1] 16.432 5.849 60.297 27.144 0.134 280s 280s Robust Estimate of Covariance: 280s event mag station dist accel 280s event 54.9236 -3.0733 181.0954 -49.4195 -0.0628 280s mag -3.0733 0.6530 -8.4388 6.7388 0.0161 280s station 181.0954 -8.4388 1689.7161 -114.6321 0.7285 280s dist -49.4195 6.7388 -114.6321 597.3609 -1.7988 280s accel -0.0628 0.0161 0.7285 -1.7988 0.0152 280s -------------------------------------------------------- 280s USJudgeRatings 43 12 -1.683847 280s Outliers: 7 280s [1] 5 7 12 13 14 23 31 280s ------------- 280s 280s Call: 280s CovSest(x = x, method = method) 280s -> Method: S-estimates: DET-S 280s 280s Robust Estimate of Location: 280s [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 280s 280s Robust Estimate of Covariance: 280s CONT INTG DMNR DILG CFMG DECI PREP FAMI 280s CONT 0.8715 -0.3020 -0.4683 -0.1894 -0.0569 -0.0993 -0.1772 -0.1976 280s INTG -0.3020 0.6403 0.8600 0.6956 0.5733 0.5440 0.7093 0.7086 280s DMNR -0.4683 0.8600 1.2416 0.9109 0.7669 0.7307 0.9295 0.9161 280s DILG -0.1894 0.6956 0.9109 0.8555 0.7410 0.7037 0.8867 0.8793 280s CFMG -0.0569 0.5733 0.7669 0.7410 0.6995 0.6546 0.7789 0.7723 280s DECI -0.0993 0.5440 0.7307 0.7037 0.6546 0.6343 0.7493 0.7513 280s PREP -0.1772 0.7093 0.9295 0.8867 0.7789 0.7493 0.9543 0.9559 280s FAMI -0.1976 0.7086 0.9161 0.8793 0.7723 0.7513 0.9559 0.9788 280s ORAL -0.2445 0.7456 0.9942 0.8919 0.7844 0.7553 0.9557 0.9683 280s WRIT -0.2345 0.7321 0.9652 0.8856 0.7783 0.7513 0.9501 0.9671 280s PHYS -0.1986 0.4676 0.6264 0.5628 0.5072 0.5038 0.5990 0.6140 280s RTEN -0.3154 0.8002 1.0801 0.9236 0.7954 0.7665 0.9639 0.9695 280s ORAL WRIT PHYS RTEN 280s CONT -0.2445 -0.2345 -0.1986 -0.3154 280s INTG 0.7456 0.7321 0.4676 0.8002 280s DMNR 0.9942 0.9652 0.6264 1.0801 280s DILG 0.8919 0.8856 0.5628 0.9236 280s CFMG 0.7844 0.7783 0.5072 0.7954 280s DECI 0.7553 0.7513 0.5038 0.7665 280s PREP 0.9557 0.9501 0.5990 0.9639 280s FAMI 0.9683 0.9671 0.6140 0.9695 280s ORAL 0.9856 0.9748 0.6281 1.0035 280s WRIT 0.9748 0.9714 0.6184 0.9873 280s PHYS 0.6281 0.6184 0.4713 0.6520 280s RTEN 1.0035 0.9873 0.6520 1.0624 280s -------------------------------------------------------- 280s USArrests 50 4 2.411726 280s Outliers: 4 280s [1] 2 28 33 39 280s ------------- 280s 280s Call: 280s CovSest(x = x, method = method) 280s -> Method: S-estimates: DET-S 280s 280s Robust Estimate of Location: 280s [1] 7.05 150.66 64.66 19.37 280s 280s Robust Estimate of Covariance: 280s Murder Assault UrbanPop Rape 280s Murder 23.8 380.8 19.2 29.7 280s Assault 380.8 8436.2 605.6 645.3 280s UrbanPop 19.2 605.6 246.5 78.8 280s Rape 29.7 645.3 78.8 77.3 280s -------------------------------------------------------- 280s longley 16 7 1.143113 280s Outliers: 4 280s [1] 1 2 3 4 280s ------------- 280s 280s Call: 280s CovSest(x = x, method = method) 280s -> Method: S-estimates: DET-S 280s 280s Robust Estimate of Location: 280s [1] 107 435 334 293 120 1957 67 280s 280s Robust Estimate of Covariance: 280s GNP.deflator GNP Unemployed Armed.Forces Population 280s GNP.deflator 89.2 850.1 1007.4 -404.4 66.2 280s GNP 850.1 8384.4 9020.8 -3692.0 650.5 280s Unemployed 1007.4 9020.8 16585.4 -4990.7 752.5 280s Armed.Forces -404.4 -3692.0 -4990.7 2474.2 -280.9 280s Population 66.2 650.5 752.5 -280.9 51.2 280s Year 41.9 407.6 481.9 -186.4 31.9 280s Employed 27.9 279.7 255.6 -128.8 21.1 280s Year Employed 280s GNP.deflator 41.9 27.9 280s GNP 407.6 279.7 280s Unemployed 481.9 255.6 280s Armed.Forces -186.4 -128.8 280s Population 31.9 21.1 280s Year 20.2 13.4 280s Employed 13.4 10.1 280s -------------------------------------------------------- 281s Loblolly 84 3 1.481317 281s Outliers: 14 281s [1] 6 12 18 24 30 36 42 48 54 60 66 72 78 84 281s ------------- 281s 281s Call: 281s CovSest(x = x, method = method) 281s -> Method: S-estimates: DET-S 281s 281s Robust Estimate of Location: 281s [1] 24.22 9.65 7.50 281s 281s Robust Estimate of Covariance: 281s height age Seed 281s height 525.08 179.21 14.27 281s age 179.21 61.85 2.94 281s Seed 14.27 2.94 25.86 281s -------------------------------------------------------- 281s quakes 1000 4 1.576855 281s Outliers: 223 281s [1] 7 12 15 17 22 25 27 28 32 37 40 41 45 48 53 281s [16] 63 64 73 78 87 91 92 94 99 108 110 117 118 119 120 281s [31] 121 122 126 133 136 141 143 145 148 152 154 155 157 159 160 281s [46] 163 170 192 205 222 226 230 239 243 250 251 252 254 258 263 281s [61] 267 268 271 283 292 300 301 305 311 312 318 320 321 325 328 281s [76] 330 334 352 357 360 365 381 382 384 389 400 402 408 413 416 281s [91] 417 419 426 429 437 441 443 453 456 467 474 477 490 492 496 281s [106] 504 507 508 509 517 524 527 528 531 532 534 536 538 539 541 281s [121] 542 543 544 545 546 547 552 553 560 571 581 583 587 593 594 281s [136] 596 597 605 612 613 618 620 625 629 638 642 647 649 653 655 281s [151] 656 672 675 681 686 699 701 702 712 714 716 721 725 726 735 281s [166] 744 754 756 759 765 766 769 779 781 782 785 787 797 804 813 281s [181] 825 827 837 840 844 852 853 857 860 865 866 869 870 872 873 281s [196] 883 884 887 888 890 891 893 908 909 912 915 916 921 927 930 281s [211] 952 962 963 969 974 980 982 986 987 988 992 997 1000 281s ------------- 281s 281s Call: 281s CovSest(x = x, method = method) 281s -> Method: S-estimates: DET-S 281s 281s Robust Estimate of Location: 281s [1] -21.54 182.35 369.21 4.54 281s 281s Robust Estimate of Covariance: 281s lat long depth mag 281s lat 2.81e+01 6.19e+00 3.27e+02 -4.56e-01 281s long 6.19e+00 7.54e+00 -5.95e+02 9.56e-02 281s depth 3.27e+02 -5.95e+02 8.36e+04 -2.70e+01 281s mag -4.56e-01 9.56e-02 -2.70e+01 2.35e-01 281s -------------------------------------------------------- 281s =================================================== 281s > ##dodata(method="suser") 281s > ##dodata(method="surreal") 281s > dodata(method="bisquare") 281s 281s Call: dodata(method = "bisquare") 281s Data Set n p LOG(det) Time 281s =================================================== 281s heart 12 2 7.721793 281s Outliers: 3 281s [1] 2 6 12 281s ------------- 281s 281s Call: 281s CovSest(x = x, method = method) 281s -> Method: S-estimates: bisquare 281s 281s Robust Estimate of Location: 281s height weight 281s 36.1 29.4 281s 281s Robust Estimate of Covariance: 281s height weight 281s height 109 177 281s weight 177 307 281s -------------------------------------------------------- 281s starsCYG 47 2 -5.942108 281s Outliers: 7 281s [1] 7 9 11 14 20 30 34 281s ------------- 281s 281s Call: 281s CovSest(x = x, method = method) 281s -> Method: S-estimates: bisquare 281s 281s Robust Estimate of Location: 281s log.Te log.light 281s 4.42 4.97 281s 281s Robust Estimate of Covariance: 281s log.Te log.light 281s log.Te 0.0164 0.0574 281s log.light 0.0574 0.3613 281s -------------------------------------------------------- 281s phosphor 18 2 9.269096 281s Outliers: 2 281s [1] 1 6 281s ------------- 281s 281s Call: 281s CovSest(x = x, method = method) 281s -> Method: S-estimates: bisquare 281s 281s Robust Estimate of Location: 281s inorg organic 281s 14.1 38.7 281s 281s Robust Estimate of Covariance: 281s inorg organic 281s inorg 173 189 281s organic 189 268 281s -------------------------------------------------------- 281s stackloss 21 3 8.411100 281s Outliers: 3 281s [1] 1 2 3 281s ------------- 281s 281s Call: 281s CovSest(x = x, method = method) 281s -> Method: S-estimates: bisquare 281s 281s Robust Estimate of Location: 281s Air.Flow Water.Temp Acid.Conc. 281s 57.5 20.5 86.0 281s 281s Robust Estimate of Covariance: 281s Air.Flow Water.Temp Acid.Conc. 281s Air.Flow 33.82 10.17 20.02 281s Water.Temp 10.17 8.70 6.84 281s Acid.Conc. 20.02 6.84 35.51 281s -------------------------------------------------------- 281s coleman 20 5 4.722046 281s Outliers: 2 281s [1] 6 10 281s ------------- 281s 281s Call: 281s CovSest(x = x, method = method) 281s -> Method: S-estimates: bisquare 281s 281s Robust Estimate of Location: 281s salaryP fatherWc sstatus teacherSc motherLev 281s 2.77 45.59 4.14 25.13 6.39 281s 281s Robust Estimate of Covariance: 281s salaryP fatherWc sstatus teacherSc motherLev 281s salaryP 0.2135 1.8732 1.3883 0.2547 0.0648 281s fatherWc 1.8732 905.6704 296.1916 7.9820 21.0848 281s sstatus 1.3883 296.1916 128.9536 4.0196 7.1917 281s teacherSc 0.2547 7.9820 4.0196 0.7321 0.2799 281s motherLev 0.0648 21.0848 7.1917 0.2799 0.5592 281s -------------------------------------------------------- 281s salinity 28 3 4.169963 281s Outliers: 4 281s [1] 5 16 23 24 281s ------------- 281s 281s Call: 281s CovSest(x = x, method = method) 281s -> Method: S-estimates: bisquare 281s 281s Robust Estimate of Location: 281s X1 X2 X3 281s 10.30 3.07 22.59 281s 281s Robust Estimate of Covariance: 281s X1 X2 X3 281s X1 12.234 0.748 -3.369 281s X2 0.748 4.115 -1.524 281s X3 -3.369 -1.524 2.655 281s -------------------------------------------------------- 281s wood 20 5 -33.862485 281s Outliers: 5 281s [1] 4 6 8 11 19 281s ------------- 281s 281s Call: 281s CovSest(x = x, method = method) 281s -> Method: S-estimates: bisquare 281s 281s Robust Estimate of Location: 281s x1 x2 x3 x4 x5 281s 0.580 0.123 0.530 0.538 0.890 281s 281s Robust Estimate of Covariance: 281s x1 x2 x3 x4 x5 281s x1 5.88e-03 9.96e-04 1.43e-03 -1.96e-04 -5.46e-04 281s x2 9.96e-04 2.86e-04 5.89e-04 -5.78e-05 -2.24e-06 281s x3 1.43e-03 5.89e-04 3.42e-03 -6.95e-04 1.43e-05 281s x4 -1.96e-04 -5.78e-05 -6.95e-04 2.23e-03 1.35e-03 281s x5 -5.46e-04 -2.24e-06 1.43e-05 1.35e-03 1.65e-03 281s -------------------------------------------------------- 281s hbk 75 3 1.472421 281s Outliers: 14 281s [1] 1 2 3 4 5 6 7 8 9 10 11 12 13 14 281s ------------- 281s 281s Call: 281s CovSest(x = x, method = method) 281s -> Method: S-estimates: bisquare 281s 281s Robust Estimate of Location: 281s X1 X2 X3 281s 1.53 1.83 1.66 281s 281s Robust Estimate of Covariance: 281s X1 X2 X3 281s X1 1.6775 0.0447 0.2268 281s X2 0.0447 1.6865 0.2325 281s X3 0.2268 0.2325 1.6032 281s -------------------------------------------------------- 281s Animals 28 2 18.528307 281s Outliers: 11 281s [1] 2 6 7 9 12 14 15 16 24 25 28 281s ------------- 281s 281s Call: 281s CovSest(x = x, method = method) 281s -> Method: S-estimates: bisquare 281s 281s Robust Estimate of Location: 281s body brain 281s 30.7 84.1 281s 281s Robust Estimate of Covariance: 281s body brain 281s body 13278 25795 281s brain 25795 58499 281s -------------------------------------------------------- 281s milk 86 8 -24.816943 281s Outliers: 19 281s [1] 1 2 3 11 12 13 14 15 16 17 20 27 41 44 47 70 74 75 77 281s ------------- 281s 281s Call: 281s CovSest(x = x, method = method) 281s -> Method: S-estimates: bisquare 281s 281s Robust Estimate of Location: 281s X1 X2 X3 X4 X5 X6 X7 X8 281s 1.03 35.81 32.96 26.04 25.02 24.94 122.79 14.35 281s 281s Robust Estimate of Covariance: 281s X1 X2 X3 X4 X5 X6 X7 281s X1 6.80e-07 2.20e-04 3.70e-04 3.35e-04 3.27e-04 3.30e-04 1.21e-03 281s X2 2.20e-04 1.80e+00 3.96e-01 3.03e-01 2.45e-01 3.27e-01 2.00e+00 281s X3 3.70e-04 3.96e-01 1.27e+00 9.68e-01 9.49e-01 9.56e-01 1.37e+00 281s X4 3.35e-04 3.03e-01 9.68e-01 7.86e-01 7.55e-01 7.57e-01 1.15e+00 281s X5 3.27e-04 2.45e-01 9.49e-01 7.55e-01 7.88e-01 7.61e-01 1.14e+00 281s X6 3.30e-04 3.27e-01 9.56e-01 7.57e-01 7.61e-01 7.90e-01 1.17e+00 281s X7 1.21e-03 2.00e+00 1.37e+00 1.15e+00 1.14e+00 1.17e+00 5.71e+00 281s X8 6.57e-05 2.71e-01 2.30e-01 1.64e-01 1.48e-01 1.57e-01 5.27e-01 281s X8 281s X1 6.57e-05 281s X2 2.71e-01 281s X3 2.30e-01 281s X4 1.64e-01 281s X5 1.48e-01 281s X6 1.57e-01 281s X7 5.27e-01 281s X8 1.62e-01 281s -------------------------------------------------------- 281s bushfire 38 5 21.704243 281s Outliers: 13 281s [1] 7 8 9 10 11 31 32 33 34 35 36 37 38 281s ------------- 281s 281s Call: 281s CovSest(x = x, method = method) 281s -> Method: S-estimates: bisquare 281s 281s Robust Estimate of Location: 281s V1 V2 V3 V4 V5 281s 108 149 266 216 278 281s 281s Robust Estimate of Covariance: 281s V1 V2 V3 V4 V5 281s V1 528 398 -2298 -497 -410 281s V2 398 340 -1445 -285 -244 281s V3 -2298 -1445 14026 3348 2687 281s V4 -497 -285 3348 857 676 281s V5 -410 -244 2687 676 537 281s -------------------------------------------------------- 281s rice 105 5 -7.346939 281s Outliers: 8 281s [1] 9 14 40 42 49 57 58 71 281s ------------- 281s 281s Call: 281s CovSest(x = x, method = method) 281s -> Method: S-estimates: bisquare 281s 281s Robust Estimate of Location: 281s Favor Appearance Taste Stickiness Toughness 281s -0.2480 0.1203 -0.1213 0.0710 0.0644 281s 281s Robust Estimate of Covariance: 281s Favor Appearance Taste Stickiness Toughness 281s Favor 0.415 0.338 0.419 0.398 -0.198 281s Appearance 0.338 0.580 0.559 0.539 -0.310 281s Taste 0.419 0.559 0.725 0.693 -0.386 281s Stickiness 0.398 0.539 0.693 0.859 -0.487 281s Toughness -0.198 -0.310 -0.386 -0.487 0.457 281s -------------------------------------------------------- 281s hemophilia 75 2 -7.465173 281s Outliers: 2 281s [1] 11 36 281s ------------- 281s 281s Call: 281s CovSest(x = x, method = method) 281s -> Method: S-estimates: bisquare 281s 281s Robust Estimate of Location: 281s AHFactivity AHFantigen 281s -0.2128 -0.0366 281s 281s Robust Estimate of Covariance: 281s AHFactivity AHFantigen 281s AHFactivity 0.0321 0.0115 281s AHFantigen 0.0115 0.0220 281s -------------------------------------------------------- 281s fish 159 6 13.465134 281s Outliers: 35 281s [1] 38 61 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 281s [20] 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 142 281s ------------- 281s 281s Call: 281s CovSest(x = x, method = method) 281s -> Method: S-estimates: bisquare 281s 281s Robust Estimate of Location: 281s Weight Length1 Length2 Length3 Height Width 281s 381.4 25.6 27.8 30.8 31.0 14.9 281s 281s Robust Estimate of Covariance: 281s Weight Length1 Length2 Length3 Height Width 281s Weight 111094.92 2440.81 2626.59 2976.92 1129.78 95.85 281s Length1 2440.81 57.63 61.75 68.98 20.67 2.46 281s Length2 2626.59 61.75 66.28 74.24 23.13 2.57 281s Length3 2976.92 68.98 74.24 85.29 34.11 1.65 281s Height 1129.78 20.67 23.13 34.11 52.75 -3.70 281s Width 95.85 2.46 2.57 1.65 -3.70 1.71 281s -------------------------------------------------------- 281s airquality 153 4 21.282926 281s Outliers: 8 281s [1] 7 11 14 23 30 34 77 107 281s ------------- 281s 281s Call: 281s CovSest(x = x, method = method) 281s -> Method: S-estimates: bisquare 281s 281s Robust Estimate of Location: 281s Ozone Solar.R Wind Temp 281s 39.40 192.29 9.66 78.74 281s 281s Robust Estimate of Covariance: 281s Ozone Solar.R Wind Temp 281s Ozone 930.566 849.644 -59.157 232.459 281s Solar.R 849.644 9207.569 0.594 168.122 281s Wind -59.157 0.594 10.783 -13.645 281s Temp 232.459 168.122 -13.645 92.048 281s -------------------------------------------------------- 281s attitude 30 7 28.084183 281s Outliers: 6 281s [1] 6 9 14 16 18 24 281s ------------- 281s 281s Call: 281s CovSest(x = x, method = method) 281s -> Method: S-estimates: bisquare 281s 281s Robust Estimate of Location: 281s rating complaints privileges learning raises critical 281s 65.7 66.8 51.9 56.1 66.4 76.7 281s advance 281s 43.0 281s 281s Robust Estimate of Covariance: 281s rating complaints privileges learning raises critical advance 281s rating 143.88 114.95 64.97 105.69 83.95 6.96 41.78 281s complaints 114.95 143.84 79.28 115.00 101.48 19.69 66.13 281s privileges 64.97 79.28 126.38 94.70 73.87 5.37 61.07 281s learning 105.69 115.00 94.70 146.14 110.50 21.67 68.49 281s raises 83.95 101.48 73.87 110.50 115.01 24.91 77.16 281s critical 6.96 19.69 5.37 21.67 24.91 71.74 25.88 281s advance 41.78 66.13 61.07 68.49 77.16 25.88 97.71 281s -------------------------------------------------------- 281s attenu 182 5 10.109049 281s Outliers: 35 281s [1] 2 4 5 6 7 8 9 10 11 15 16 19 20 21 22 23 24 25 27 281s [20] 28 29 30 31 32 64 65 80 93 94 95 96 97 98 99 100 281s ------------- 281s 281s Call: 281s CovSest(x = x, method = method) 281s -> Method: S-estimates: bisquare 281s 281s Robust Estimate of Location: 281s event mag station dist accel 281s 16.418 5.850 60.243 27.307 0.134 281s 281s Robust Estimate of Covariance: 281s event mag station dist accel 281s event 41.9000 -2.3543 137.8110 -39.0321 -0.0447 281s mag -2.3543 0.4978 -6.4461 5.2644 0.0118 281s station 137.8110 -6.4461 1283.9675 -90.1657 0.5554 281s dist -39.0321 5.2644 -90.1657 462.3898 -1.3672 281s accel -0.0447 0.0118 0.5554 -1.3672 0.0114 281s -------------------------------------------------------- 281s USJudgeRatings 43 12 -43.367499 281s Outliers: 10 282s [1] 5 7 8 12 13 14 20 23 31 35 282s ------------- 282s 282s Call: 282s CovSest(x = x, method = method) 282s -> Method: S-estimates: bisquare 282s 282s Robust Estimate of Location: 282s CONT INTG DMNR DILG CFMG DECI PREP FAMI ORAL WRIT PHYS RTEN 282s 7.43 8.16 7.75 7.89 7.69 7.76 7.68 7.67 7.52 7.59 8.19 7.87 282s 282s Robust Estimate of Covariance: 282s CONT INTG DMNR DILG CFMG DECI PREP FAMI 282s CONT 0.6895 -0.2399 -0.3728 -0.1514 -0.0461 -0.0801 -0.1419 -0.1577 282s INTG -0.2399 0.5021 0.6746 0.5446 0.4479 0.4254 0.5564 0.5558 282s DMNR -0.3728 0.6746 0.9753 0.7128 0.5992 0.5715 0.7289 0.7181 282s DILG -0.1514 0.5446 0.7128 0.6691 0.5789 0.5501 0.6949 0.6892 282s CFMG -0.0461 0.4479 0.5992 0.5789 0.5468 0.5118 0.6100 0.6049 282s DECI -0.0801 0.4254 0.5715 0.5501 0.5118 0.4965 0.5872 0.5890 282s PREP -0.1419 0.5564 0.7289 0.6949 0.6100 0.5872 0.7497 0.7511 282s FAMI -0.1577 0.5558 0.7181 0.6892 0.6049 0.5890 0.7511 0.7696 282s ORAL -0.1950 0.5848 0.7798 0.6990 0.6143 0.5921 0.7508 0.7610 282s WRIT -0.1866 0.5747 0.7575 0.6946 0.6101 0.5895 0.7470 0.7607 282s PHYS -0.1620 0.3640 0.4878 0.4361 0.3927 0.3910 0.4655 0.4779 282s RTEN -0.2522 0.6268 0.8462 0.7220 0.6210 0.5991 0.7553 0.7599 282s ORAL WRIT PHYS RTEN 282s CONT -0.1950 -0.1866 -0.1620 -0.2522 282s INTG 0.5848 0.5747 0.3640 0.6268 282s DMNR 0.7798 0.7575 0.4878 0.8462 282s DILG 0.6990 0.6946 0.4361 0.7220 282s CFMG 0.6143 0.6101 0.3927 0.6210 282s DECI 0.5921 0.5895 0.3910 0.5991 282s PREP 0.7508 0.7470 0.4655 0.7553 282s FAMI 0.7610 0.7607 0.4779 0.7599 282s ORAL 0.7745 0.7665 0.4893 0.7866 282s WRIT 0.7665 0.7645 0.4823 0.7745 282s PHYS 0.4893 0.4823 0.3620 0.5062 282s RTEN 0.7866 0.7745 0.5062 0.8313 282s -------------------------------------------------------- 282s USArrests 50 4 19.266763 282s Outliers: 4 282s [1] 2 28 33 39 282s ------------- 282s 282s Call: 282s CovSest(x = x, method = method) 282s -> Method: S-estimates: bisquare 282s 282s Robust Estimate of Location: 282s Murder Assault UrbanPop Rape 282s 7.04 150.55 64.64 19.34 282s 282s Robust Estimate of Covariance: 282s Murder Assault UrbanPop Rape 282s Murder 23.7 378.9 19.1 29.5 282s Assault 378.9 8388.2 601.3 639.7 282s UrbanPop 19.1 601.3 245.3 77.9 282s Rape 29.5 639.7 77.9 76.3 282s -------------------------------------------------------- 282s longley 16 7 13.789499 282s Outliers: 4 282s [1] 1 2 3 4 282s ------------- 282s 282s Call: 282s CovSest(x = x, method = method) 282s -> Method: S-estimates: bisquare 282s 282s Robust Estimate of Location: 282s GNP.deflator GNP Unemployed Armed.Forces Population 282s 107 435 333 293 120 282s Year Employed 282s 1957 67 282s 282s Robust Estimate of Covariance: 282s GNP.deflator GNP Unemployed Armed.Forces Population 282s GNP.deflator 65.05 619.75 734.33 -294.02 48.27 282s GNP 619.75 6112.14 6578.12 -2684.52 474.26 282s Unemployed 734.33 6578.12 12075.90 -3627.79 548.58 282s Armed.Forces -294.02 -2684.52 -3627.79 1797.05 -204.25 282s Population 48.27 474.26 548.58 -204.25 37.36 282s Year 30.58 297.29 351.44 -135.53 23.29 282s Employed 20.36 203.96 186.62 -93.64 15.42 282s Year Employed 282s GNP.deflator 30.58 20.36 282s GNP 297.29 203.96 282s Unemployed 351.44 186.62 282s Armed.Forces -135.53 -93.64 282s Population 23.29 15.42 282s Year 14.70 9.80 282s Employed 9.80 7.36 282s -------------------------------------------------------- 282s Loblolly 84 3 8.518440 282s Outliers: 14 282s [1] 6 12 18 24 30 36 42 48 54 60 66 72 78 84 282s ------------- 282s 282s Call: 282s CovSest(x = x, method = method) 282s -> Method: S-estimates: bisquare 282s 282s Robust Estimate of Location: 282s height age Seed 282s 24.14 9.62 7.51 282s 282s Robust Estimate of Covariance: 282s height age Seed 282s height 464.64 158.43 12.83 282s age 158.43 54.62 2.67 282s Seed 12.83 2.67 22.98 282s -------------------------------------------------------- 282s quakes 1000 4 11.611413 282s Outliers: 234 282s [1] 7 12 15 17 22 25 27 28 32 37 40 41 45 48 53 282s [16] 63 64 73 78 87 91 92 94 99 108 110 117 118 119 120 282s [31] 121 122 126 133 136 141 143 145 148 152 154 155 157 159 160 282s [46] 163 166 170 174 192 205 222 226 230 239 243 250 251 252 254 282s [61] 258 263 267 268 271 283 292 297 300 301 305 311 312 318 320 282s [76] 321 325 328 330 331 334 352 357 360 365 368 376 381 382 384 282s [91] 389 399 400 402 408 413 416 417 418 419 426 429 437 441 443 282s [106] 453 456 467 474 477 490 492 496 504 507 508 509 517 524 527 282s [121] 528 531 532 534 536 538 539 541 542 543 544 545 546 547 552 282s [136] 553 558 560 570 571 581 583 587 593 594 596 597 605 612 613 282s [151] 618 620 625 629 638 642 647 649 653 655 656 672 675 681 686 282s [166] 699 701 702 712 714 716 721 725 726 735 744 753 754 756 759 282s [181] 765 766 769 779 781 782 785 787 797 804 813 825 827 837 840 282s [196] 844 852 853 857 860 865 866 869 870 872 873 883 884 887 888 282s [211] 890 891 893 908 909 912 915 916 921 927 930 952 962 963 969 282s [226] 974 980 982 986 987 988 992 997 1000 282s ------------- 282s 282s Call: 282s CovSest(x = x, method = method) 282s -> Method: S-estimates: bisquare 282s 282s Robust Estimate of Location: 282s lat long depth mag 282s -21.54 182.35 369.29 4.54 282s 282s Robust Estimate of Covariance: 282s lat long depth mag 282s lat 2.18e+01 4.82e+00 2.53e+02 -3.54e-01 282s long 4.82e+00 5.87e+00 -4.63e+02 7.45e-02 282s depth 2.53e+02 -4.63e+02 6.51e+04 -2.10e+01 282s mag -3.54e-01 7.45e-02 -2.10e+01 1.83e-01 282s -------------------------------------------------------- 282s =================================================== 282s > dodata(method="rocke") 282s 282s Call: dodata(method = "rocke") 282s Data Set n p LOG(det) Time 282s =================================================== 282s heart 12 2 7.285196 282s Outliers: 3 282s [1] 2 6 12 282s ------------- 282s 282s Call: 282s CovSest(x = x, method = method) 282s -> Method: S-estimates: Rocke type 282s 282s Robust Estimate of Location: 282s height weight 282s 34.3 26.1 282s 282s Robust Estimate of Covariance: 282s height weight 282s height 105 159 282s weight 159 256 282s -------------------------------------------------------- 282s starsCYG 47 2 -5.929361 282s Outliers: 7 282s [1] 7 9 11 14 20 30 34 282s ------------- 282s 282s Call: 282s CovSest(x = x, method = method) 282s -> Method: S-estimates: Rocke type 282s 282s Robust Estimate of Location: 282s log.Te log.light 282s 4.42 4.93 282s 282s Robust Estimate of Covariance: 282s log.Te log.light 282s log.Te 0.0193 0.0709 282s log.light 0.0709 0.3987 282s -------------------------------------------------------- 282s phosphor 18 2 8.907518 282s Outliers: 3 282s [1] 1 6 10 282s ------------- 282s 282s Call: 282s CovSest(x = x, method = method) 282s -> Method: S-estimates: Rocke type 282s 282s Robust Estimate of Location: 282s inorg organic 282s 15.8 39.4 282s 282s Robust Estimate of Covariance: 282s inorg organic 282s inorg 196 252 282s organic 252 360 282s -------------------------------------------------------- 282s stackloss 21 3 8.143313 282s Outliers: 4 282s [1] 1 2 3 21 282s ------------- 282s 282s Call: 282s CovSest(x = x, method = method) 282s -> Method: S-estimates: Rocke type 282s 282s Robust Estimate of Location: 282s Air.Flow Water.Temp Acid.Conc. 282s 56.8 20.2 86.4 282s 282s Robust Estimate of Covariance: 282s Air.Flow Water.Temp Acid.Conc. 282s Air.Flow 29.26 9.62 14.78 282s Water.Temp 9.62 8.54 6.25 282s Acid.Conc. 14.78 6.25 29.70 282s -------------------------------------------------------- 282s coleman 20 5 4.001659 282s Outliers: 5 282s [1] 2 6 9 10 13 282s ------------- 282s 282s Call: 282s CovSest(x = x, method = method) 282s -> Method: S-estimates: Rocke type 282s 282s Robust Estimate of Location: 282s salaryP fatherWc sstatus teacherSc motherLev 282s 2.81 40.27 2.11 25.01 6.27 282s 282s Robust Estimate of Covariance: 282s salaryP fatherWc sstatus teacherSc motherLev 282s salaryP 0.2850 1.1473 2.0254 0.3536 0.0737 282s fatherWc 1.1473 798.0714 278.0145 6.4590 18.6357 282s sstatus 2.0254 278.0145 128.7601 4.0666 6.3845 282s teacherSc 0.3536 6.4590 4.0666 0.8749 0.2980 282s motherLev 0.0737 18.6357 6.3845 0.2980 0.4948 282s -------------------------------------------------------- 282s salinity 28 3 3.455146 282s Outliers: 9 282s [1] 3 5 10 11 15 16 17 23 24 282s ------------- 282s 282s Call: 282s CovSest(x = x, method = method) 282s -> Method: S-estimates: Rocke type 282s 282s Robust Estimate of Location: 282s X1 X2 X3 282s 9.89 3.10 22.46 282s 282s Robust Estimate of Covariance: 282s X1 X2 X3 282s X1 12.710 1.868 -4.135 282s X2 1.868 4.710 -0.663 282s X3 -4.135 -0.663 1.907 282s -------------------------------------------------------- 282s wood 20 5 -35.020244 282s Outliers: 7 282s [1] 4 6 7 8 11 16 19 282s ------------- 282s 282s Call: 282s CovSest(x = x, method = method) 282s -> Method: S-estimates: Rocke type 282s 282s Robust Estimate of Location: 282s x1 x2 x3 x4 x5 282s 0.588 0.123 0.534 0.535 0.891 282s 282s Robust Estimate of Covariance: 282s x1 x2 x3 x4 x5 282s x1 6.60e-03 1.25e-03 2.16e-03 -3.73e-04 -1.10e-03 282s x2 1.25e-03 3.30e-04 8.91e-04 -1.23e-05 2.62e-05 282s x3 2.16e-03 8.91e-04 4.55e-03 -4.90e-04 1.93e-04 282s x4 -3.73e-04 -1.23e-05 -4.90e-04 2.01e-03 1.36e-03 282s x5 -1.10e-03 2.62e-05 1.93e-04 1.36e-03 1.95e-03 282s -------------------------------------------------------- 282s hbk 75 3 1.413303 282s Outliers: 14 282s [1] 1 2 3 4 5 6 7 8 9 10 11 12 13 14 282s ------------- 282s 282s Call: 282s CovSest(x = x, method = method) 282s -> Method: S-estimates: Rocke type 282s 282s Robust Estimate of Location: 282s X1 X2 X3 282s 1.56 1.77 1.68 282s 282s Robust Estimate of Covariance: 282s X1 X2 X3 282s X1 1.6483 0.0825 0.2133 282s X2 0.0825 1.6928 0.2334 282s X3 0.2133 0.2334 1.5334 282s -------------------------------------------------------- 282s Animals 28 2 17.787210 282s Outliers: 11 282s [1] 2 6 7 9 12 14 15 16 24 25 28 282s ------------- 282s 282s Call: 282s CovSest(x = x, method = method) 282s -> Method: S-estimates: Rocke type 282s 282s Robust Estimate of Location: 282s body brain 282s 60.6 150.2 282s 282s Robust Estimate of Covariance: 282s body brain 282s body 10670 19646 282s brain 19646 41147 282s -------------------------------------------------------- 282s milk 86 8 -25.169970 282s Outliers: 22 282s [1] 1 2 3 11 12 13 14 15 16 17 18 20 27 28 41 44 47 70 73 74 75 77 282s ------------- 282s 282s Call: 282s CovSest(x = x, method = method) 282s -> Method: S-estimates: Rocke type 282s 282s Robust Estimate of Location: 282s X1 X2 X3 X4 X5 X6 X7 X8 282s 1.03 35.87 33.14 26.19 25.17 25.11 123.16 14.41 282s 282s Robust Estimate of Covariance: 282s X1 X2 X3 X4 X5 X6 X7 282s X1 4.47e-07 1.77e-04 1.94e-04 1.79e-04 1.60e-04 1.45e-04 6.45e-04 282s X2 1.77e-04 2.36e+00 4.03e-01 3.08e-01 2.08e-01 3.45e-01 2.18e+00 282s X3 1.94e-04 4.03e-01 1.13e+00 8.31e-01 8.08e-01 7.79e-01 9.83e-01 282s X4 1.79e-04 3.08e-01 8.31e-01 6.62e-01 6.22e-01 5.95e-01 7.82e-01 282s X5 1.60e-04 2.08e-01 8.08e-01 6.22e-01 6.51e-01 5.93e-01 7.60e-01 282s X6 1.45e-04 3.45e-01 7.79e-01 5.95e-01 5.93e-01 5.88e-01 7.81e-01 282s X7 6.45e-04 2.18e+00 9.83e-01 7.82e-01 7.60e-01 7.81e-01 4.81e+00 282s X8 2.47e-05 2.57e-01 2.00e-01 1.37e-01 1.13e-01 1.28e-01 4.38e-01 282s X8 282s X1 2.47e-05 282s X2 2.57e-01 282s X3 2.00e-01 282s X4 1.37e-01 282s X5 1.13e-01 282s X6 1.28e-01 282s X7 4.38e-01 282s X8 1.61e-01 282s -------------------------------------------------------- 282s bushfire 38 5 21.641566 282s Outliers: 13 282s [1] 7 8 9 10 11 31 32 33 34 35 36 37 38 282s ------------- 282s 282s Call: 282s CovSest(x = x, method = method) 282s -> Method: S-estimates: Rocke type 282s 282s Robust Estimate of Location: 282s V1 V2 V3 V4 V5 282s 111 150 256 214 276 282s 282s Robust Estimate of Covariance: 282s V1 V2 V3 V4 V5 282s V1 554 408 -2321 -464 -393 282s V2 408 343 -1361 -244 -215 282s V3 -2321 -1361 14690 3277 2684 282s V4 -464 -244 3277 783 629 282s V5 -393 -215 2684 629 509 282s -------------------------------------------------------- 282s rice 105 5 -7.208835 282s Outliers: 8 282s [1] 9 14 40 42 49 57 58 71 282s ------------- 282s 282s Call: 282s CovSest(x = x, method = method) 282s -> Method: S-estimates: Rocke type 282s 282s Robust Estimate of Location: 282s Favor Appearance Taste Stickiness Toughness 282s -0.21721 0.20948 -0.04581 0.15355 -0.00254 282s 282s Robust Estimate of Covariance: 282s Favor Appearance Taste Stickiness Toughness 282s Favor 0.432 0.337 0.417 0.382 -0.201 282s Appearance 0.337 0.591 0.553 0.510 -0.295 282s Taste 0.417 0.553 0.735 0.683 -0.385 282s Stickiness 0.382 0.510 0.683 0.834 -0.462 282s Toughness -0.201 -0.295 -0.385 -0.462 0.408 282s -------------------------------------------------------- 282s hemophilia 75 2 -7.453807 282s Outliers: 2 282s [1] 46 53 282s ------------- 282s 282s Call: 282s CovSest(x = x, method = method) 282s -> Method: S-estimates: Rocke type 282s 282s Robust Estimate of Location: 282s AHFactivity AHFantigen 282s -0.2276 -0.0637 282s 282s Robust Estimate of Covariance: 282s AHFactivity AHFantigen 282s AHFactivity 0.0405 0.0221 282s AHFantigen 0.0221 0.0263 282s -------------------------------------------------------- 282s fish 159 6 13.110263 282s Outliers: 47 282s [1] 38 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 282s [20] 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 282s [39] 98 99 100 101 102 103 104 140 142 282s ------------- 282s 282s Call: 282s CovSest(x = x, method = method) 282s -> Method: S-estimates: Rocke type 282s 282s Robust Estimate of Location: 282s Weight Length1 Length2 Length3 Height Width 282s 452.1 27.2 29.5 32.6 30.8 15.0 282s 282s Robust Estimate of Covariance: 282s Weight Length1 Length2 Length3 Height Width 282s Weight 132559.85 2817.97 3035.69 3369.07 1231.68 112.19 282s Length1 2817.97 64.16 68.74 75.36 22.52 2.37 282s Length2 3035.69 68.74 73.77 81.12 25.57 2.47 282s Length3 3369.07 75.36 81.12 91.65 37.39 1.40 282s Height 1231.68 22.52 25.57 37.39 50.91 -3.92 282s Width 112.19 2.37 2.47 1.40 -3.92 1.87 282s -------------------------------------------------------- 282s airquality 153 4 21.181656 282s Outliers: 13 282s [1] 6 7 11 14 17 20 23 30 34 53 63 77 107 282s ------------- 282s 282s Call: 282s CovSest(x = x, method = method) 282s -> Method: S-estimates: Rocke type 282s 282s Robust Estimate of Location: 282s Ozone Solar.R Wind Temp 282s 40.21 198.33 9.76 79.35 282s 282s Robust Estimate of Covariance: 282s Ozone Solar.R Wind Temp 282s Ozone 885.7 581.1 -57.3 226.4 282s Solar.R 581.1 8870.9 26.2 -15.1 282s Wind -57.3 26.2 11.8 -13.4 282s Temp 226.4 -15.1 -13.4 89.4 282s -------------------------------------------------------- 282s attitude 30 7 27.836398 282s Outliers: 8 282s [1] 1 9 13 14 17 18 24 26 282s ------------- 282s 282s Call: 282s CovSest(x = x, method = method) 282s -> Method: S-estimates: Rocke type 282s 282s Robust Estimate of Location: 282s rating complaints privileges learning raises critical 282s 64.0 65.4 50.5 54.9 63.1 72.6 282s advance 282s 40.5 282s 282s Robust Estimate of Covariance: 282s rating complaints privileges learning raises critical advance 282s rating 180.10 153.16 42.04 128.90 90.25 18.75 39.81 282s complaints 153.16 192.38 58.32 142.48 94.29 8.13 45.33 282s privileges 42.04 58.32 113.65 82.31 69.53 23.13 61.96 282s learning 128.90 142.48 82.31 156.99 101.74 13.22 49.64 282s raises 90.25 94.29 69.53 101.74 110.85 47.84 55.76 282s critical 18.75 8.13 23.13 13.22 47.84 123.00 36.97 282s advance 39.81 45.33 61.96 49.64 55.76 36.97 53.59 282s -------------------------------------------------------- 282s attenu 182 5 9.726797 282s Outliers: 44 282s [1] 1 2 4 5 6 7 8 9 10 11 13 15 16 19 20 21 22 23 24 282s [20] 25 27 28 29 30 31 32 40 45 60 61 64 65 78 80 81 93 94 95 282s [39] 96 97 98 99 100 108 282s ------------- 282s 282s Call: 282s CovSest(x = x, method = method) 282s -> Method: S-estimates: Rocke type 282s 282s Robust Estimate of Location: 282s event mag station dist accel 282s 16.39 5.82 60.89 27.97 0.12 282s 282s Robust Estimate of Covariance: 282s event mag station dist accel 282s event 4.20e+01 -1.97e+00 1.44e+02 -3.50e+01 4.05e-02 282s mag -1.97e+00 5.05e-01 -4.78e+00 4.63e+00 4.19e-03 282s station 1.44e+02 -4.78e+00 1.47e+03 -5.74e+01 7.88e-01 282s dist -3.50e+01 4.63e+00 -5.74e+01 3.99e+02 -1.18e+00 282s accel 4.05e-02 4.19e-03 7.88e-01 -1.18e+00 7.71e-03 282s -------------------------------------------------------- 282s USJudgeRatings 43 12 -46.356873 282s Outliers: 15 282s [1] 1 5 7 8 12 13 14 17 20 21 23 30 31 35 42 282s ------------- 282s 282s Call: 282s CovSest(x = x, method = method) 282s -> Method: S-estimates: Rocke type 282s 282s Robust Estimate of Location: 282s CONT INTG DMNR DILG CFMG DECI PREP FAMI ORAL WRIT PHYS RTEN 282s 7.56 8.12 7.70 7.91 7.74 7.82 7.66 7.66 7.50 7.58 8.22 7.86 282s 282s Robust Estimate of Covariance: 282s CONT INTG DMNR DILG CFMG DECI PREP 282s CONT 0.63426 -0.20121 -0.31858 -0.09578 0.00521 -0.00436 -0.07140 282s INTG -0.20121 0.28326 0.37540 0.27103 0.20362 0.19838 0.25706 282s DMNR -0.31858 0.37540 0.58265 0.33615 0.25649 0.24804 0.31696 282s DILG -0.09578 0.27103 0.33615 0.32588 0.27022 0.26302 0.32236 282s CFMG 0.00521 0.20362 0.25649 0.27022 0.25929 0.24217 0.27784 282s DECI -0.00436 0.19838 0.24804 0.26302 0.24217 0.23830 0.27284 282s PREP -0.07140 0.25706 0.31696 0.32236 0.27784 0.27284 0.35071 282s FAMI -0.07118 0.25858 0.29511 0.32582 0.27863 0.27657 0.35941 282s ORAL -0.11149 0.27055 0.33919 0.31768 0.27339 0.26739 0.34200 282s WRIT -0.10050 0.26857 0.32570 0.32327 0.27860 0.27201 0.34399 282s PHYS -0.09693 0.15339 0.18416 0.17089 0.13837 0.14895 0.18472 282s RTEN -0.15643 0.31793 0.40884 0.33863 0.27073 0.26854 0.34049 282s FAMI ORAL WRIT PHYS RTEN 282s CONT -0.07118 -0.11149 -0.10050 -0.09693 -0.15643 282s INTG 0.25858 0.27055 0.26857 0.15339 0.31793 282s DMNR 0.29511 0.33919 0.32570 0.18416 0.40884 282s DILG 0.32582 0.31768 0.32327 0.17089 0.33863 282s CFMG 0.27863 0.27339 0.27860 0.13837 0.27073 282s DECI 0.27657 0.26739 0.27201 0.14895 0.26854 282s PREP 0.35941 0.34200 0.34399 0.18472 0.34049 282s FAMI 0.38378 0.35617 0.36094 0.19998 0.35048 282s ORAL 0.35617 0.34918 0.34808 0.19759 0.35217 282s WRIT 0.36094 0.34808 0.35242 0.19666 0.35090 282s PHYS 0.19998 0.19759 0.19666 0.14770 0.20304 282s RTEN 0.35048 0.35217 0.35090 0.20304 0.39451 282s -------------------------------------------------------- 282s USArrests 50 4 19.206310 282s Outliers: 4 282s [1] 2 28 33 39 282s ------------- 282s 282s Call: 282s CovSest(x = x, method = method) 282s -> Method: S-estimates: Rocke type 282s 282s Robust Estimate of Location: 282s Murder Assault UrbanPop Rape 282s 7.55 160.94 65.10 19.97 282s 282s Robust Estimate of Covariance: 282s Murder Assault UrbanPop Rape 282s Murder 25.6 409.5 23.4 32.1 282s Assault 409.5 8530.9 676.9 669.4 282s UrbanPop 23.4 676.9 269.9 76.6 282s Rape 32.1 669.4 76.6 76.6 282s -------------------------------------------------------- 282s longley 16 7 13.387132 282s Outliers: 4 282s [1] 1 2 3 4 282s ------------- 282s 282s Call: 282s CovSest(x = x, method = method) 282s -> Method: S-estimates: Rocke type 282s 282s Robust Estimate of Location: 282s GNP.deflator GNP Unemployed Armed.Forces Population 282s 105.5 422.4 318.3 299.7 119.5 282s Year Employed 282s 1956.1 66.5 282s 282s Robust Estimate of Covariance: 282s GNP.deflator GNP Unemployed Armed.Forces Population 282s GNP.deflator 59.97 582.66 694.99 -237.75 46.12 282s GNP 582.66 5849.82 6383.68 -2207.26 461.15 282s Unemployed 694.99 6383.68 11155.03 -3104.18 534.25 282s Armed.Forces -237.75 -2207.26 -3104.18 1429.11 -171.28 282s Population 46.12 461.15 534.25 -171.28 36.79 282s Year 29.01 287.48 340.95 -112.61 22.85 282s Employed 18.99 193.66 186.31 -76.88 14.94 282s Year Employed 282s GNP.deflator 29.01 18.99 282s GNP 287.48 193.66 282s Unemployed 340.95 186.31 282s Armed.Forces -112.61 -76.88 282s Population 22.85 14.94 282s Year 14.36 9.45 282s Employed 9.45 6.90 282s -------------------------------------------------------- 282s Loblolly 84 3 7.757906 282s Outliers: 27 282s [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 282s [26] 83 84 282s ------------- 282s 282s Call: 282s CovSest(x = x, method = method) 282s -> Method: S-estimates: Rocke type 282s 282s Robust Estimate of Location: 282s height age Seed 282s 21.72 8.60 7.58 282s 282s Robust Estimate of Covariance: 282s height age Seed 282s height 316.590 102.273 5.939 282s age 102.273 33.465 -0.121 282s Seed 5.939 -0.121 27.203 282s -------------------------------------------------------- 283s quakes 1000 4 11.473431 283s Outliers: 237 283s [1] 7 12 15 17 22 25 27 28 32 37 40 41 45 48 53 283s [16] 63 64 73 78 87 91 92 94 99 108 110 117 118 119 120 283s [31] 121 122 126 133 136 141 143 145 148 152 154 155 157 159 160 283s [46] 163 166 170 174 176 192 205 222 226 230 239 243 244 250 251 283s [61] 252 254 258 263 267 268 271 283 292 297 300 301 305 311 312 283s [76] 318 320 321 325 328 330 331 334 352 357 360 365 368 376 381 283s [91] 382 384 389 399 400 402 408 410 413 416 417 418 419 426 429 283s [106] 437 441 443 453 456 467 474 477 490 492 496 504 507 508 509 283s [121] 517 524 527 528 531 532 534 536 538 539 541 542 543 544 545 283s [136] 546 547 552 553 558 560 570 571 581 583 587 593 594 596 597 283s [151] 605 612 613 618 620 625 629 638 642 647 649 653 655 656 672 283s [166] 675 681 686 699 701 702 712 714 716 721 725 726 735 744 753 283s [181] 754 756 759 765 766 769 779 781 782 785 787 797 804 813 825 283s [196] 827 837 840 844 852 853 857 860 865 866 869 870 872 873 883 283s [211] 884 887 888 890 891 893 908 909 912 915 916 921 927 930 952 283s [226] 962 963 969 974 980 982 986 987 988 992 997 1000 283s ------------- 283s 283s Call: 283s CovSest(x = x, method = method) 283s -> Method: S-estimates: Rocke type 283s 283s Robust Estimate of Location: 283s lat long depth mag 283s -21.45 182.54 351.18 4.55 283s 283s Robust Estimate of Covariance: 283s lat long depth mag 283s lat 2.10e+01 4.66e+00 2.45e+02 -3.38e-01 283s long 4.66e+00 5.88e+00 -4.63e+02 9.36e-02 283s depth 2.45e+02 -4.63e+02 6.38e+04 -2.02e+01 283s mag -3.38e-01 9.36e-02 -2.02e+01 1.78e-01 283s -------------------------------------------------------- 283s =================================================== 283s > dodata(method="MM") 283s 283s Call: dodata(method = "MM") 283s Data Set n p LOG(det) Time 283s =================================================== 283s heart 12 2 2.017701 283s Outliers: 1 283s [1] 6 283s ------------- 283s 283s Call: 283s CovMMest(x = x) 283s -> Method: MM-estimates 283s 283s Robust Estimate of Location: 283s height weight 283s 40.0 37.7 283s 283s Robust Estimate of Covariance: 283s height weight 283s height 99.2 205.7 283s weight 205.7 458.9 283s -------------------------------------------------------- 283s starsCYG 47 2 -1.450032 283s Outliers: 7 283s [1] 7 9 11 14 20 30 34 283s ------------- 283s 283s Call: 283s CovMMest(x = x) 283s -> Method: MM-estimates 283s 283s Robust Estimate of Location: 283s log.Te log.light 283s 4.41 4.94 283s 283s Robust Estimate of Covariance: 283s log.Te log.light 283s log.Te 0.0180 0.0526 283s log.light 0.0526 0.3217 283s -------------------------------------------------------- 283s phosphor 18 2 2.320721 283s Outliers: 1 283s [1] 6 283s ------------- 283s 283s Call: 283s CovMMest(x = x) 283s -> Method: MM-estimates 283s 283s Robust Estimate of Location: 283s inorg organic 283s 12.3 41.4 283s 283s Robust Estimate of Covariance: 283s inorg organic 283s inorg 94.2 67.2 283s organic 67.2 162.1 283s -------------------------------------------------------- 283s stackloss 21 3 1.470031 283s Outliers: 0 283s ------------- 283s 283s Call: 283s CovMMest(x = x) 283s -> Method: MM-estimates 283s 283s Robust Estimate of Location: 283s Air.Flow Water.Temp Acid.Conc. 283s 60.2 21.0 86.4 283s 283s Robust Estimate of Covariance: 283s Air.Flow Water.Temp Acid.Conc. 283s Air.Flow 81.13 21.99 23.15 283s Water.Temp 21.99 10.01 6.43 283s Acid.Conc. 23.15 6.43 27.22 283s -------------------------------------------------------- 283s coleman 20 5 0.491419 283s Outliers: 1 283s [1] 10 283s ------------- 283s 283s Call: 283s CovMMest(x = x) 283s -> Method: MM-estimates 283s 283s Robust Estimate of Location: 283s salaryP fatherWc sstatus teacherSc motherLev 283s 2.74 43.14 3.65 25.07 6.32 283s 283s Robust Estimate of Covariance: 283s salaryP fatherWc sstatus teacherSc motherLev 283s salaryP 0.1878 2.0635 1.0433 0.2721 0.0582 283s fatherWc 2.0635 670.2232 211.0609 4.3625 15.6083 283s sstatus 1.0433 211.0609 92.8743 2.6532 5.1816 283s teacherSc 0.2721 4.3625 2.6532 1.2757 0.1613 283s motherLev 0.0582 15.6083 5.1816 0.1613 0.4192 283s -------------------------------------------------------- 283s salinity 28 3 0.734619 283s Outliers: 2 283s [1] 5 16 283s ------------- 283s 283s Call: 283s CovMMest(x = x) 283s -> Method: MM-estimates 283s 283s Robust Estimate of Location: 283s X1 X2 X3 283s 10.46 2.66 23.15 283s 283s Robust Estimate of Covariance: 283s X1 X2 X3 283s X1 10.079 -0.024 -1.899 283s X2 -0.024 3.466 -1.817 283s X3 -1.899 -1.817 3.665 283s -------------------------------------------------------- 283s wood 20 5 -3.202636 283s Outliers: 0 283s ------------- 283s 283s Call: 283s CovMMest(x = x) 283s -> Method: MM-estimates 283s 283s Robust Estimate of Location: 283s x1 x2 x3 x4 x5 283s 0.550 0.133 0.506 0.511 0.909 283s 283s Robust Estimate of Covariance: 283s x1 x2 x3 x4 x5 283s x1 0.008454 -0.000377 0.003720 0.002874 -0.003065 283s x2 -0.000377 0.000516 -0.000399 -0.000933 0.000645 283s x3 0.003720 -0.000399 0.004186 0.001720 -0.001714 283s x4 0.002874 -0.000933 0.001720 0.003993 -0.001028 283s x5 -0.003065 0.000645 -0.001714 -0.001028 0.002744 283s -------------------------------------------------------- 283s hbk 75 3 0.283145 283s Outliers: 14 283s [1] 1 2 3 4 5 6 7 8 9 10 11 12 13 14 283s ------------- 283s 283s Call: 283s CovMMest(x = x) 283s -> Method: MM-estimates 283s 283s Robust Estimate of Location: 283s X1 X2 X3 283s 1.54 1.79 1.68 283s 283s Robust Estimate of Covariance: 283s X1 X2 X3 283s X1 1.8016 0.0739 0.2000 283s X2 0.0739 1.8301 0.2295 283s X3 0.2000 0.2295 1.7101 283s -------------------------------------------------------- 283s Animals 28 2 4.685129 283s Outliers: 10 283s [1] 2 6 7 9 12 14 15 16 24 25 283s ------------- 283s 283s Call: 283s CovMMest(x = x) 283s -> Method: MM-estimates 283s 283s Robust Estimate of Location: 283s body brain 283s 82 148 283s 283s Robust Estimate of Covariance: 283s body brain 283s body 21050 24534 283s brain 24534 35135 283s -------------------------------------------------------- 283s milk 86 8 -1.437863 283s Outliers: 12 283s [1] 1 2 3 12 13 17 41 44 47 70 74 75 283s ------------- 283s 283s Call: 283s CovMMest(x = x) 283s -> Method: MM-estimates 283s 283s Robust Estimate of Location: 283s X1 X2 X3 X4 X5 X6 X7 X8 283s 1.03 35.73 32.87 25.96 24.94 24.85 122.55 14.33 283s 283s Robust Estimate of Covariance: 283s X1 X2 X3 X4 X5 X6 X7 283s X1 1.08e-06 5.36e-04 6.80e-04 5.96e-04 5.87e-04 5.91e-04 2.22e-03 283s X2 5.36e-04 2.42e+00 7.07e-01 5.51e-01 4.89e-01 5.70e-01 3.08e+00 283s X3 6.80e-04 7.07e-01 1.64e+00 1.28e+00 1.25e+00 1.26e+00 2.38e+00 283s X4 5.96e-04 5.51e-01 1.28e+00 1.05e+00 1.01e+00 1.02e+00 2.01e+00 283s X5 5.87e-04 4.89e-01 1.25e+00 1.01e+00 1.05e+00 1.02e+00 1.96e+00 283s X6 5.91e-04 5.70e-01 1.26e+00 1.02e+00 1.02e+00 1.05e+00 2.01e+00 283s X7 2.22e-03 3.08e+00 2.38e+00 2.01e+00 1.96e+00 2.01e+00 9.22e+00 283s X8 1.68e-04 4.13e-01 3.37e-01 2.53e-01 2.34e-01 2.43e-01 8.81e-01 283s X8 283s X1 1.68e-04 283s X2 4.13e-01 283s X3 3.37e-01 283s X4 2.53e-01 283s X5 2.34e-01 283s X6 2.43e-01 283s X7 8.81e-01 283s X8 2.11e-01 283s -------------------------------------------------------- 283s bushfire 38 5 2.443148 283s Outliers: 12 283s [1] 8 9 10 11 31 32 33 34 35 36 37 38 283s ------------- 283s 283s Call: 283s CovMMest(x = x) 283s -> Method: MM-estimates 283s 283s Robust Estimate of Location: 283s V1 V2 V3 V4 V5 283s 109 149 258 215 276 283s 283s Robust Estimate of Covariance: 283s V1 V2 V3 V4 V5 283s V1 708 538 -2705 -558 -464 283s V2 538 497 -1376 -248 -216 283s V3 -2705 -1376 20521 4833 3914 283s V4 -558 -248 4833 1217 969 283s V5 -464 -216 3914 969 778 283s -------------------------------------------------------- 283s rice 105 5 -0.724874 283s Outliers: 5 283s [1] 9 42 49 58 71 283s ------------- 283s 283s Call: 283s CovMMest(x = x) 283s -> Method: MM-estimates 283s 283s Robust Estimate of Location: 283s Favor Appearance Taste Stickiness Toughness 283s -0.2653 0.0969 -0.1371 0.0483 0.0731 283s 283s Robust Estimate of Covariance: 283s Favor Appearance Taste Stickiness Toughness 283s Favor 0.421 0.349 0.427 0.405 -0.191 283s Appearance 0.349 0.605 0.565 0.553 -0.316 283s Taste 0.427 0.565 0.725 0.701 -0.378 283s Stickiness 0.405 0.553 0.701 0.868 -0.484 283s Toughness -0.191 -0.316 -0.378 -0.484 0.464 283s -------------------------------------------------------- 283s hemophilia 75 2 -1.868949 283s Outliers: 2 283s [1] 11 36 283s ------------- 283s 283s Call: 283s CovMMest(x = x) 283s -> Method: MM-estimates 283s 283s Robust Estimate of Location: 283s AHFactivity AHFantigen 283s -0.2342 -0.0333 283s 283s Robust Estimate of Covariance: 283s AHFactivity AHFantigen 283s AHFactivity 0.0309 0.0122 283s AHFantigen 0.0122 0.0231 283s -------------------------------------------------------- 283s fish 159 6 1.285876 283s Outliers: 20 283s [1] 61 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 283s [20] 142 283s ------------- 283s 283s Call: 283s CovMMest(x = x) 283s -> Method: MM-estimates 283s 283s Robust Estimate of Location: 283s Weight Length1 Length2 Length3 Height Width 283s 352.7 24.3 26.4 29.2 29.7 14.6 283s 283s Robust Estimate of Covariance: 283s Weight Length1 Length2 Length3 Height Width 283s Weight 1.20e+05 2.89e+03 3.12e+03 3.51e+03 1.49e+03 2.83e+02 283s Length1 2.89e+03 7.73e+01 8.35e+01 9.28e+01 3.73e+01 9.26e+00 283s Length2 3.12e+03 8.35e+01 9.04e+01 1.01e+02 4.16e+01 1.01e+01 283s Length3 3.51e+03 9.28e+01 1.01e+02 1.14e+02 5.37e+01 1.01e+01 283s Height 1.49e+03 3.73e+01 4.16e+01 5.37e+01 6.75e+01 3.22e+00 283s Width 2.83e+02 9.26e+00 1.01e+01 1.01e+01 3.22e+00 4.18e+00 283s -------------------------------------------------------- 283s airquality 153 4 2.684374 283s Outliers: 6 283s [1] 7 14 23 30 34 77 283s ------------- 283s 283s Call: 283s CovMMest(x = x) 283s -> Method: MM-estimates 283s 283s Robust Estimate of Location: 283s Ozone Solar.R Wind Temp 283s 40.35 186.21 9.86 78.09 283s 283s Robust Estimate of Covariance: 283s Ozone Solar.R Wind Temp 283s Ozone 951.0 959.9 -62.5 224.6 283s Solar.R 959.9 8629.9 -28.1 244.9 283s Wind -62.5 -28.1 11.6 -15.8 283s Temp 224.6 244.9 -15.8 93.1 283s -------------------------------------------------------- 283s attitude 30 7 2.091968 283s Outliers: 4 283s [1] 14 16 18 24 283s ------------- 283s 283s Call: 283s CovMMest(x = x) 283s -> Method: MM-estimates 283s 283s Robust Estimate of Location: 283s rating complaints privileges learning raises critical 283s 65.0 66.5 52.4 56.2 65.3 75.6 283s advance 283s 42.7 283s 283s Robust Estimate of Covariance: 283s rating complaints privileges learning raises critical advance 283s rating 143.5 123.4 62.4 92.5 79.2 17.7 28.2 283s complaints 123.4 159.8 83.9 99.7 96.0 27.3 44.0 283s privileges 62.4 83.9 133.5 78.6 62.0 13.4 46.4 283s learning 92.5 99.7 78.6 136.0 90.9 18.9 62.6 283s raises 79.2 96.0 62.0 90.9 107.6 34.6 63.3 283s critical 17.7 27.3 13.4 18.9 34.6 84.9 25.9 283s advance 28.2 44.0 46.4 62.6 63.3 25.9 94.4 283s -------------------------------------------------------- 283s attenu 182 5 1.148032 283s Outliers: 21 283s [1] 2 7 8 9 10 11 15 16 24 25 28 29 30 31 32 64 65 94 95 283s [20] 96 100 283s ------------- 283s 283s Call: 283s CovMMest(x = x) 283s -> Method: MM-estimates 283s 283s Robust Estimate of Location: 283s event mag station dist accel 283s 15.36 5.95 58.11 33.56 0.14 283s 283s Robust Estimate of Covariance: 283s event mag station dist accel 283s event 4.88e+01 -2.74e+00 1.53e+02 -1.14e+02 5.95e-02 283s mag -2.74e+00 5.32e-01 -6.29e+00 1.10e+01 9.37e-03 283s station 1.53e+02 -6.29e+00 1.29e+03 -2.95e+02 1.04e+00 283s dist -1.14e+02 1.10e+01 -2.95e+02 1.13e+03 -2.41e+00 283s accel 5.95e-02 9.37e-03 1.04e+00 -2.41e+00 1.70e-02 283s -------------------------------------------------------- 283s USJudgeRatings 43 12 -1.683847 283s Outliers: 7 283s [1] 5 7 12 13 14 23 31 283s ------------- 283s 283s Call: 283s CovMMest(x = x) 283s -> Method: MM-estimates 283s 283s Robust Estimate of Location: 283s CONT INTG DMNR DILG CFMG DECI PREP FAMI ORAL WRIT PHYS RTEN 283s 7.45 8.15 7.74 7.87 7.67 7.74 7.65 7.65 7.50 7.57 8.17 7.85 283s 283s Robust Estimate of Covariance: 283s CONT INTG DMNR DILG CFMG DECI PREP FAMI 283s CONT 0.9403 -0.2500 -0.3953 -0.1418 -0.0176 -0.0620 -0.1304 -0.1517 283s INTG -0.2500 0.6314 0.8479 0.6889 0.5697 0.5386 0.7007 0.6985 283s DMNR -0.3953 0.8479 1.2186 0.9027 0.7613 0.7232 0.9191 0.9055 283s DILG -0.1418 0.6889 0.9027 0.8474 0.7344 0.6949 0.8751 0.8655 283s CFMG -0.0176 0.5697 0.7613 0.7344 0.6904 0.6442 0.7683 0.7594 283s DECI -0.0620 0.5386 0.7232 0.6949 0.6442 0.6219 0.7362 0.7360 283s PREP -0.1304 0.7007 0.9191 0.8751 0.7683 0.7362 0.9370 0.9357 283s FAMI -0.1517 0.6985 0.9055 0.8655 0.7594 0.7360 0.9357 0.9547 283s ORAL -0.1866 0.7375 0.9841 0.8816 0.7747 0.7433 0.9400 0.9496 283s WRIT -0.1881 0.7208 0.9516 0.8711 0.7646 0.7357 0.9302 0.9439 283s PHYS -0.1407 0.4673 0.6261 0.5661 0.5105 0.5039 0.5996 0.6112 283s RTEN -0.2494 0.7921 1.0688 0.9167 0.7902 0.7585 0.9533 0.9561 283s ORAL WRIT PHYS RTEN 283s CONT -0.1866 -0.1881 -0.1407 -0.2494 283s INTG 0.7375 0.7208 0.4673 0.7921 283s DMNR 0.9841 0.9516 0.6261 1.0688 283s DILG 0.8816 0.8711 0.5661 0.9167 283s CFMG 0.7747 0.7646 0.5105 0.7902 283s DECI 0.7433 0.7357 0.5039 0.7585 283s PREP 0.9400 0.9302 0.5996 0.9533 283s FAMI 0.9496 0.9439 0.6112 0.9561 283s ORAL 0.9712 0.9558 0.6271 0.9933 283s WRIT 0.9558 0.9483 0.6135 0.9725 283s PHYS 0.6271 0.6135 0.4816 0.6549 283s RTEN 0.9933 0.9725 0.6549 1.0540 283s -------------------------------------------------------- 283s USArrests 50 4 2.411726 283s Outliers: 3 283s [1] 2 33 39 283s ------------- 283s 283s Call: 283s CovMMest(x = x) 283s -> Method: MM-estimates 283s 283s Robust Estimate of Location: 283s Murder Assault UrbanPop Rape 283s 7.52 163.86 65.66 20.64 283s 283s Robust Estimate of Covariance: 283s Murder Assault UrbanPop Rape 283s Murder 19.05 295.96 8.32 23.40 283s Assault 295.96 6905.03 396.53 523.49 283s UrbanPop 8.32 396.53 202.98 62.81 283s Rape 23.40 523.49 62.81 79.10 283s -------------------------------------------------------- 283s longley 16 7 1.038316 283s Outliers: 5 283s [1] 1 2 3 4 5 283s ------------- 283s 283s Call: 283s CovMMest(x = x) 283s -> Method: MM-estimates 283s 283s Robust Estimate of Location: 283s GNP.deflator GNP Unemployed Armed.Forces Population 283s 107.5 440.4 339.4 293.0 120.9 283s Year Employed 283s 1957.0 67.2 283s 283s Robust Estimate of Covariance: 283s GNP.deflator GNP Unemployed Armed.Forces Population 283s GNP.deflator 100.4 953.8 1140.8 -501.8 74.3 283s GNP 953.8 9434.3 10084.3 -4573.8 731.3 283s Unemployed 1140.8 10084.3 19644.6 -6296.3 848.4 283s Armed.Forces -501.8 -4573.8 -6296.3 3192.3 -348.5 283s Population 74.3 731.3 848.4 -348.5 57.7 283s Year 46.3 450.7 537.0 -230.7 35.3 283s Employed 30.8 310.2 273.8 -159.4 23.3 283s Year Employed 283s GNP.deflator 46.3 30.8 283s GNP 450.7 310.2 283s Unemployed 537.0 273.8 283s Armed.Forces -230.7 -159.4 283s Population 35.3 23.3 283s Year 21.9 14.6 283s Employed 14.6 11.2 283s -------------------------------------------------------- 283s Loblolly 84 3 1.481317 283s Outliers: 0 283s ------------- 283s 283s Call: 283s CovMMest(x = x) 283s -> Method: MM-estimates 283s 283s Robust Estimate of Location: 283s height age Seed 283s 31.93 12.79 7.48 283s 283s Robust Estimate of Covariance: 283s height age Seed 283s height 440.644 165.652 6.958 283s age 165.652 63.500 0.681 283s Seed 6.958 0.681 16.564 283s -------------------------------------------------------- 283s quakes 1000 4 1.576855 283s Outliers: 218 283s [1] 7 12 15 17 22 27 32 37 40 41 45 48 53 63 64 283s [16] 73 78 87 91 92 94 99 108 110 117 118 119 120 121 122 283s [31] 126 133 136 141 143 145 148 152 154 155 157 159 160 163 170 283s [46] 192 205 222 226 230 239 243 250 251 252 254 258 263 267 268 283s [61] 271 283 292 300 301 305 311 312 318 320 321 325 328 330 334 283s [76] 352 357 360 365 381 382 384 389 400 402 408 413 416 417 419 283s [91] 429 437 441 443 453 456 467 474 477 490 492 496 504 507 508 283s [106] 509 517 524 527 528 531 532 534 536 538 539 541 542 543 544 283s [121] 545 546 547 552 553 560 571 581 583 587 593 594 596 597 605 283s [136] 612 613 618 620 625 629 638 642 647 649 653 655 656 672 675 283s [151] 681 686 699 701 702 712 714 716 721 725 726 735 744 754 756 283s [166] 759 765 766 769 779 781 782 785 787 797 804 813 825 827 837 283s [181] 840 844 852 853 857 860 865 866 869 870 872 873 883 884 887 283s [196] 888 890 891 893 908 909 912 915 916 921 927 930 962 963 969 283s [211] 974 980 982 986 987 988 997 1000 283s ------------- 283s 283s Call: 283s CovMMest(x = x) 283s -> Method: MM-estimates 283s 283s Robust Estimate of Location: 283s lat long depth mag 283s -21.74 182.37 356.37 4.56 283s 283s Robust Estimate of Covariance: 283s lat long depth mag 283s lat 2.97e+01 6.53e+00 3.46e+02 -4.66e-01 283s long 6.53e+00 6.92e+00 -5.05e+02 5.62e-02 283s depth 3.46e+02 -5.05e+02 7.39e+04 -2.51e+01 283s mag -4.66e-01 5.62e-02 -2.51e+01 2.32e-01 283s -------------------------------------------------------- 283s =================================================== 283s > ##dogen() 283s > ##cat('Time elapsed: ', proc.time(),'\n') # for ``statistical reasons'' 283s > 284s autopkgtest [01:54:52]: test run-unit-test: -----------------------] 284s autopkgtest [01:54:52]: test run-unit-test: - - - - - - - - - - results - - - - - - - - - - 284s run-unit-test PASS 285s autopkgtest [01:54:53]: test pkg-r-autopkgtest: preparing testbed 291s Reading package lists... 291s Building dependency tree... 291s Reading state information... 291s Starting pkgProblemResolver with broken count: 0 291s Starting 2 pkgProblemResolver with broken count: 0 291s Done 291s The following additional packages will be installed: 291s build-essential cpp cpp-13 cpp-13-s390x-linux-gnu cpp-s390x-linux-gnu 291s dctrl-tools g++ g++-13 g++-13-s390x-linux-gnu g++-s390x-linux-gnu gcc gcc-13 291s gcc-13-s390x-linux-gnu gcc-s390x-linux-gnu gfortran gfortran-13 291s gfortran-13-s390x-linux-gnu gfortran-s390x-linux-gnu icu-devtools libasan8 291s libatomic1 libblas-dev libbz2-dev libcc1-0 libgcc-13-dev libgfortran-13-dev 291s libicu-dev libisl23 libitm1 libjpeg-dev libjpeg-turbo8-dev libjpeg8-dev 291s liblapack-dev liblzma-dev libmpc3 libncurses-dev libpcre2-16-0 libpcre2-32-0 291s libpcre2-dev libpcre2-posix3 libpkgconf3 libpng-dev libreadline-dev 291s libstdc++-13-dev libubsan1 pkg-config pkg-r-autopkgtest pkgconf pkgconf-bin 291s r-base-dev zlib1g-dev 291s Suggested packages: 291s cpp-doc gcc-13-locales cpp-13-doc debtags g++-multilib g++-13-multilib 291s gcc-13-doc gcc-multilib autoconf automake libtool flex bison gdb gcc-doc 291s gcc-13-multilib gdb-s390x-linux-gnu gfortran-multilib gfortran-doc 291s gfortran-13-multilib gfortran-13-doc libcoarrays-dev liblapack-doc icu-doc 291s liblzma-doc ncurses-doc readline-doc libstdc++-13-doc texlive-base 291s texlive-latex-base texlive-plain-generic texlive-fonts-recommended 291s texlive-fonts-extra texlive-extra-utils texlive-latex-recommended 291s texlive-latex-extra texinfo 291s Recommended packages: 291s bzip2-doc libpng-tools 291s The following NEW packages will be installed: 291s autopkgtest-satdep build-essential cpp cpp-13 cpp-13-s390x-linux-gnu 291s cpp-s390x-linux-gnu dctrl-tools g++ g++-13 g++-13-s390x-linux-gnu 291s g++-s390x-linux-gnu gcc gcc-13 gcc-13-s390x-linux-gnu gcc-s390x-linux-gnu 291s gfortran gfortran-13 gfortran-13-s390x-linux-gnu gfortran-s390x-linux-gnu 291s icu-devtools libasan8 libatomic1 libblas-dev libbz2-dev libcc1-0 291s libgcc-13-dev libgfortran-13-dev libicu-dev libisl23 libitm1 libjpeg-dev 291s libjpeg-turbo8-dev libjpeg8-dev liblapack-dev liblzma-dev libmpc3 291s libncurses-dev libpcre2-16-0 libpcre2-32-0 libpcre2-dev libpcre2-posix3 291s libpkgconf3 libpng-dev libreadline-dev libstdc++-13-dev libubsan1 pkg-config 291s pkg-r-autopkgtest pkgconf pkgconf-bin r-base-dev zlib1g-dev 291s 0 upgraded, 52 newly installed, 0 to remove and 1 not upgraded. 291s Need to get 82.5 MB/82.5 MB of archives. 291s After this operation, 282 MB of additional disk space will be used. 291s Get:1 /tmp/autopkgtest.Jgxa7B/2-autopkgtest-satdep.deb autopkgtest-satdep s390x 0 [720 B] 292s Get:2 http://ftpmaster.internal/ubuntu noble/main s390x libisl23 s390x 0.26-3 [722 kB] 292s Get:3 http://ftpmaster.internal/ubuntu noble/main s390x libmpc3 s390x 1.3.1-1 [54.9 kB] 292s Get:4 http://ftpmaster.internal/ubuntu noble/main s390x cpp-13-s390x-linux-gnu s390x 13.2.0-21ubuntu1 [9935 kB] 295s Get:5 http://ftpmaster.internal/ubuntu noble/main s390x cpp-13 s390x 13.2.0-21ubuntu1 [1026 B] 295s Get:6 http://ftpmaster.internal/ubuntu noble/main s390x cpp-s390x-linux-gnu s390x 4:13.2.0-7ubuntu1 [5308 B] 295s Get:7 http://ftpmaster.internal/ubuntu noble/main s390x cpp s390x 4:13.2.0-7ubuntu1 [22.4 kB] 295s Get:8 http://ftpmaster.internal/ubuntu noble/main s390x libcc1-0 s390x 14-20240315-1ubuntu1 [50.0 kB] 295s Get:9 http://ftpmaster.internal/ubuntu noble/main s390x libitm1 s390x 14-20240315-1ubuntu1 [31.1 kB] 295s Get:10 http://ftpmaster.internal/ubuntu noble/main s390x libatomic1 s390x 14-20240315-1ubuntu1 [9396 B] 295s Get:11 http://ftpmaster.internal/ubuntu noble/main s390x libasan8 s390x 14-20240315-1ubuntu1 [2997 kB] 295s Get:12 http://ftpmaster.internal/ubuntu noble/main s390x libubsan1 s390x 14-20240315-1ubuntu1 [1186 kB] 295s Get:13 http://ftpmaster.internal/ubuntu noble/main s390x libgcc-13-dev s390x 13.2.0-21ubuntu1 [1003 kB] 295s Get:14 http://ftpmaster.internal/ubuntu noble/main s390x gcc-13-s390x-linux-gnu s390x 13.2.0-21ubuntu1 [19.1 MB] 299s Get:15 http://ftpmaster.internal/ubuntu noble/main s390x gcc-13 s390x 13.2.0-21ubuntu1 [469 kB] 299s Get:16 http://ftpmaster.internal/ubuntu noble/main s390x gcc-s390x-linux-gnu s390x 4:13.2.0-7ubuntu1 [1208 B] 299s Get:17 http://ftpmaster.internal/ubuntu noble/main s390x gcc s390x 4:13.2.0-7ubuntu1 [5014 B] 299s Get:18 http://ftpmaster.internal/ubuntu noble/main s390x libstdc++-13-dev s390x 13.2.0-21ubuntu1 [2494 kB] 299s Get:19 http://ftpmaster.internal/ubuntu noble/main s390x g++-13-s390x-linux-gnu s390x 13.2.0-21ubuntu1 [11.3 MB] 302s Get:20 http://ftpmaster.internal/ubuntu noble/main s390x g++-13 s390x 13.2.0-21ubuntu1 [14.4 kB] 302s Get:21 http://ftpmaster.internal/ubuntu noble/main s390x g++-s390x-linux-gnu s390x 4:13.2.0-7ubuntu1 [956 B] 302s Get:22 http://ftpmaster.internal/ubuntu noble/main s390x g++ s390x 4:13.2.0-7ubuntu1 [1096 B] 302s Get:23 http://ftpmaster.internal/ubuntu noble/main s390x build-essential s390x 12.10ubuntu1 [4930 B] 302s Get:24 http://ftpmaster.internal/ubuntu noble/main s390x dctrl-tools s390x 2.24-3build2 [65.4 kB] 302s Get:25 http://ftpmaster.internal/ubuntu noble/main s390x libgfortran-13-dev s390x 13.2.0-21ubuntu1 [623 kB] 302s Get:26 http://ftpmaster.internal/ubuntu noble/main s390x gfortran-13-s390x-linux-gnu s390x 13.2.0-21ubuntu1 [10.4 MB] 305s Get:27 http://ftpmaster.internal/ubuntu noble/main s390x gfortran-13 s390x 13.2.0-21ubuntu1 [10.9 kB] 305s Get:28 http://ftpmaster.internal/ubuntu noble/main s390x gfortran-s390x-linux-gnu s390x 4:13.2.0-7ubuntu1 [1016 B] 305s Get:29 http://ftpmaster.internal/ubuntu noble/main s390x gfortran s390x 4:13.2.0-7ubuntu1 [1174 B] 305s Get:30 http://ftpmaster.internal/ubuntu noble/main s390x icu-devtools s390x 74.2-1ubuntu1 [224 kB] 305s Get:31 http://ftpmaster.internal/ubuntu noble/main s390x libblas-dev s390x 3.12.0-3 [239 kB] 305s Get:32 http://ftpmaster.internal/ubuntu noble/main s390x libbz2-dev s390x 1.0.8-5ubuntu1 [39.4 kB] 305s Get:33 http://ftpmaster.internal/ubuntu noble/main s390x libicu-dev s390x 74.2-1ubuntu1 [11.9 MB] 308s Get:34 http://ftpmaster.internal/ubuntu noble/main s390x libjpeg-turbo8-dev s390x 2.1.5-2ubuntu1 [264 kB] 308s Get:35 http://ftpmaster.internal/ubuntu noble/main s390x libjpeg8-dev s390x 8c-2ubuntu11 [1484 B] 308s Get:36 http://ftpmaster.internal/ubuntu noble/main s390x libjpeg-dev s390x 8c-2ubuntu11 [1484 B] 308s Get:37 http://ftpmaster.internal/ubuntu noble/main s390x liblapack-dev s390x 3.12.0-3 [5983 kB] 311s Get:38 http://ftpmaster.internal/ubuntu noble/main s390x libncurses-dev s390x 6.4+20240113-1ubuntu1 [412 kB] 311s Get:39 http://ftpmaster.internal/ubuntu noble/main s390x libpcre2-16-0 s390x 10.42-4ubuntu1 [229 kB] 311s Get:40 http://ftpmaster.internal/ubuntu noble/main s390x libpcre2-32-0 s390x 10.42-4ubuntu1 [217 kB] 311s Get:41 http://ftpmaster.internal/ubuntu noble/main s390x libpcre2-posix3 s390x 10.42-4ubuntu1 [6704 B] 311s Get:42 http://ftpmaster.internal/ubuntu noble/main s390x libpcre2-dev s390x 10.42-4ubuntu1 [805 kB] 312s Get:43 http://ftpmaster.internal/ubuntu noble/main s390x libpkgconf3 s390x 1.8.1-2 [30.4 kB] 312s Get:44 http://ftpmaster.internal/ubuntu noble-proposed/main s390x zlib1g-dev s390x 1:1.3.dfsg-3.1ubuntu1 [904 kB] 312s Get:45 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libpng-dev s390x 1.6.43-3 [277 kB] 312s Get:46 http://ftpmaster.internal/ubuntu noble-proposed/main s390x libreadline-dev s390x 8.2-4 [189 kB] 312s Get:47 http://ftpmaster.internal/ubuntu noble/main s390x pkgconf-bin s390x 1.8.1-2 [20.8 kB] 312s Get:48 http://ftpmaster.internal/ubuntu noble/main s390x pkgconf s390x 1.8.1-2 [16.7 kB] 312s Get:49 http://ftpmaster.internal/ubuntu noble/main s390x pkg-config s390x 1.8.1-2 [7170 B] 312s Get:50 http://ftpmaster.internal/ubuntu noble-proposed/main s390x liblzma-dev s390x 5.6.0-0.2 [185 kB] 312s Get:51 http://ftpmaster.internal/ubuntu noble-proposed/universe s390x r-base-dev all 4.3.3-2build1 [4334 B] 312s Get:52 http://ftpmaster.internal/ubuntu noble/universe s390x pkg-r-autopkgtest all 20231212ubuntu1 [6448 B] 313s Fetched 82.5 MB in 21s (3933 kB/s) 313s Selecting previously unselected package libisl23:s390x. 313s (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 ... 83821 files and directories currently installed.) 313s Preparing to unpack .../00-libisl23_0.26-3_s390x.deb ... 313s Unpacking libisl23:s390x (0.26-3) ... 313s Selecting previously unselected package libmpc3:s390x. 313s Preparing to unpack .../01-libmpc3_1.3.1-1_s390x.deb ... 313s Unpacking libmpc3:s390x (1.3.1-1) ... 313s Selecting previously unselected package cpp-13-s390x-linux-gnu. 313s Preparing to unpack .../02-cpp-13-s390x-linux-gnu_13.2.0-21ubuntu1_s390x.deb ... 313s Unpacking cpp-13-s390x-linux-gnu (13.2.0-21ubuntu1) ... 313s Selecting previously unselected package cpp-13. 313s Preparing to unpack .../03-cpp-13_13.2.0-21ubuntu1_s390x.deb ... 313s Unpacking cpp-13 (13.2.0-21ubuntu1) ... 313s Selecting previously unselected package cpp-s390x-linux-gnu. 313s Preparing to unpack .../04-cpp-s390x-linux-gnu_4%3a13.2.0-7ubuntu1_s390x.deb ... 313s Unpacking cpp-s390x-linux-gnu (4:13.2.0-7ubuntu1) ... 313s Selecting previously unselected package cpp. 313s Preparing to unpack .../05-cpp_4%3a13.2.0-7ubuntu1_s390x.deb ... 313s Unpacking cpp (4:13.2.0-7ubuntu1) ... 313s Selecting previously unselected package libcc1-0:s390x. 313s Preparing to unpack .../06-libcc1-0_14-20240315-1ubuntu1_s390x.deb ... 313s Unpacking libcc1-0:s390x (14-20240315-1ubuntu1) ... 313s Selecting previously unselected package libitm1:s390x. 313s Preparing to unpack .../07-libitm1_14-20240315-1ubuntu1_s390x.deb ... 313s Unpacking libitm1:s390x (14-20240315-1ubuntu1) ... 313s Selecting previously unselected package libatomic1:s390x. 313s Preparing to unpack .../08-libatomic1_14-20240315-1ubuntu1_s390x.deb ... 313s Unpacking libatomic1:s390x (14-20240315-1ubuntu1) ... 313s Selecting previously unselected package libasan8:s390x. 313s Preparing to unpack .../09-libasan8_14-20240315-1ubuntu1_s390x.deb ... 313s Unpacking libasan8:s390x (14-20240315-1ubuntu1) ... 313s Selecting previously unselected package libubsan1:s390x. 313s Preparing to unpack .../10-libubsan1_14-20240315-1ubuntu1_s390x.deb ... 313s Unpacking libubsan1:s390x (14-20240315-1ubuntu1) ... 313s Selecting previously unselected package libgcc-13-dev:s390x. 313s Preparing to unpack .../11-libgcc-13-dev_13.2.0-21ubuntu1_s390x.deb ... 313s Unpacking libgcc-13-dev:s390x (13.2.0-21ubuntu1) ... 313s Selecting previously unselected package gcc-13-s390x-linux-gnu. 313s Preparing to unpack .../12-gcc-13-s390x-linux-gnu_13.2.0-21ubuntu1_s390x.deb ... 313s Unpacking gcc-13-s390x-linux-gnu (13.2.0-21ubuntu1) ... 314s Selecting previously unselected package gcc-13. 314s Preparing to unpack .../13-gcc-13_13.2.0-21ubuntu1_s390x.deb ... 314s Unpacking gcc-13 (13.2.0-21ubuntu1) ... 314s Selecting previously unselected package gcc-s390x-linux-gnu. 314s Preparing to unpack .../14-gcc-s390x-linux-gnu_4%3a13.2.0-7ubuntu1_s390x.deb ... 314s Unpacking gcc-s390x-linux-gnu (4:13.2.0-7ubuntu1) ... 314s Selecting previously unselected package gcc. 314s Preparing to unpack .../15-gcc_4%3a13.2.0-7ubuntu1_s390x.deb ... 314s Unpacking gcc (4:13.2.0-7ubuntu1) ... 314s Selecting previously unselected package libstdc++-13-dev:s390x. 314s Preparing to unpack .../16-libstdc++-13-dev_13.2.0-21ubuntu1_s390x.deb ... 314s Unpacking libstdc++-13-dev:s390x (13.2.0-21ubuntu1) ... 314s Selecting previously unselected package g++-13-s390x-linux-gnu. 314s Preparing to unpack .../17-g++-13-s390x-linux-gnu_13.2.0-21ubuntu1_s390x.deb ... 314s Unpacking g++-13-s390x-linux-gnu (13.2.0-21ubuntu1) ... 314s Selecting previously unselected package g++-13. 314s Preparing to unpack .../18-g++-13_13.2.0-21ubuntu1_s390x.deb ... 314s Unpacking g++-13 (13.2.0-21ubuntu1) ... 314s Selecting previously unselected package g++-s390x-linux-gnu. 314s Preparing to unpack .../19-g++-s390x-linux-gnu_4%3a13.2.0-7ubuntu1_s390x.deb ... 314s Unpacking g++-s390x-linux-gnu (4:13.2.0-7ubuntu1) ... 314s Selecting previously unselected package g++. 314s Preparing to unpack .../20-g++_4%3a13.2.0-7ubuntu1_s390x.deb ... 314s Unpacking g++ (4:13.2.0-7ubuntu1) ... 314s Selecting previously unselected package build-essential. 314s Preparing to unpack .../21-build-essential_12.10ubuntu1_s390x.deb ... 314s Unpacking build-essential (12.10ubuntu1) ... 314s Selecting previously unselected package dctrl-tools. 314s Preparing to unpack .../22-dctrl-tools_2.24-3build2_s390x.deb ... 314s Unpacking dctrl-tools (2.24-3build2) ... 314s Selecting previously unselected package libgfortran-13-dev:s390x. 314s Preparing to unpack .../23-libgfortran-13-dev_13.2.0-21ubuntu1_s390x.deb ... 314s Unpacking libgfortran-13-dev:s390x (13.2.0-21ubuntu1) ... 314s Selecting previously unselected package gfortran-13-s390x-linux-gnu. 314s Preparing to unpack .../24-gfortran-13-s390x-linux-gnu_13.2.0-21ubuntu1_s390x.deb ... 314s Unpacking gfortran-13-s390x-linux-gnu (13.2.0-21ubuntu1) ... 314s Selecting previously unselected package gfortran-13. 314s Preparing to unpack .../25-gfortran-13_13.2.0-21ubuntu1_s390x.deb ... 315s Unpacking gfortran-13 (13.2.0-21ubuntu1) ... 315s Selecting previously unselected package gfortran-s390x-linux-gnu. 315s Preparing to unpack .../26-gfortran-s390x-linux-gnu_4%3a13.2.0-7ubuntu1_s390x.deb ... 315s Unpacking gfortran-s390x-linux-gnu (4:13.2.0-7ubuntu1) ... 315s Selecting previously unselected package gfortran. 315s Preparing to unpack .../27-gfortran_4%3a13.2.0-7ubuntu1_s390x.deb ... 315s Unpacking gfortran (4:13.2.0-7ubuntu1) ... 315s Selecting previously unselected package icu-devtools. 315s Preparing to unpack .../28-icu-devtools_74.2-1ubuntu1_s390x.deb ... 315s Unpacking icu-devtools (74.2-1ubuntu1) ... 315s Selecting previously unselected package libblas-dev:s390x. 315s Preparing to unpack .../29-libblas-dev_3.12.0-3_s390x.deb ... 315s Unpacking libblas-dev:s390x (3.12.0-3) ... 315s Selecting previously unselected package libbz2-dev:s390x. 315s Preparing to unpack .../30-libbz2-dev_1.0.8-5ubuntu1_s390x.deb ... 315s Unpacking libbz2-dev:s390x (1.0.8-5ubuntu1) ... 315s Selecting previously unselected package libicu-dev:s390x. 315s Preparing to unpack .../31-libicu-dev_74.2-1ubuntu1_s390x.deb ... 315s Unpacking libicu-dev:s390x (74.2-1ubuntu1) ... 315s Selecting previously unselected package libjpeg-turbo8-dev:s390x. 315s Preparing to unpack .../32-libjpeg-turbo8-dev_2.1.5-2ubuntu1_s390x.deb ... 315s Unpacking libjpeg-turbo8-dev:s390x (2.1.5-2ubuntu1) ... 315s Selecting previously unselected package libjpeg8-dev:s390x. 315s Preparing to unpack .../33-libjpeg8-dev_8c-2ubuntu11_s390x.deb ... 315s Unpacking libjpeg8-dev:s390x (8c-2ubuntu11) ... 315s Selecting previously unselected package libjpeg-dev:s390x. 315s Preparing to unpack .../34-libjpeg-dev_8c-2ubuntu11_s390x.deb ... 315s Unpacking libjpeg-dev:s390x (8c-2ubuntu11) ... 315s Selecting previously unselected package liblapack-dev:s390x. 315s Preparing to unpack .../35-liblapack-dev_3.12.0-3_s390x.deb ... 315s Unpacking liblapack-dev:s390x (3.12.0-3) ... 315s Selecting previously unselected package libncurses-dev:s390x. 315s Preparing to unpack .../36-libncurses-dev_6.4+20240113-1ubuntu1_s390x.deb ... 315s Unpacking libncurses-dev:s390x (6.4+20240113-1ubuntu1) ... 315s Selecting previously unselected package libpcre2-16-0:s390x. 315s Preparing to unpack .../37-libpcre2-16-0_10.42-4ubuntu1_s390x.deb ... 315s Unpacking libpcre2-16-0:s390x (10.42-4ubuntu1) ... 315s Selecting previously unselected package libpcre2-32-0:s390x. 315s Preparing to unpack .../38-libpcre2-32-0_10.42-4ubuntu1_s390x.deb ... 315s Unpacking libpcre2-32-0:s390x (10.42-4ubuntu1) ... 315s Selecting previously unselected package libpcre2-posix3:s390x. 315s Preparing to unpack .../39-libpcre2-posix3_10.42-4ubuntu1_s390x.deb ... 315s Unpacking libpcre2-posix3:s390x (10.42-4ubuntu1) ... 315s Selecting previously unselected package libpcre2-dev:s390x. 315s Preparing to unpack .../40-libpcre2-dev_10.42-4ubuntu1_s390x.deb ... 315s Unpacking libpcre2-dev:s390x (10.42-4ubuntu1) ... 315s Selecting previously unselected package libpkgconf3:s390x. 315s Preparing to unpack .../41-libpkgconf3_1.8.1-2_s390x.deb ... 315s Unpacking libpkgconf3:s390x (1.8.1-2) ... 315s Selecting previously unselected package zlib1g-dev:s390x. 315s Preparing to unpack .../42-zlib1g-dev_1%3a1.3.dfsg-3.1ubuntu1_s390x.deb ... 315s Unpacking zlib1g-dev:s390x (1:1.3.dfsg-3.1ubuntu1) ... 315s Selecting previously unselected package libpng-dev:s390x. 315s Preparing to unpack .../43-libpng-dev_1.6.43-3_s390x.deb ... 315s Unpacking libpng-dev:s390x (1.6.43-3) ... 315s Selecting previously unselected package libreadline-dev:s390x. 315s Preparing to unpack .../44-libreadline-dev_8.2-4_s390x.deb ... 315s Unpacking libreadline-dev:s390x (8.2-4) ... 315s Selecting previously unselected package pkgconf-bin. 315s Preparing to unpack .../45-pkgconf-bin_1.8.1-2_s390x.deb ... 315s Unpacking pkgconf-bin (1.8.1-2) ... 315s Selecting previously unselected package pkgconf:s390x. 315s Preparing to unpack .../46-pkgconf_1.8.1-2_s390x.deb ... 315s Unpacking pkgconf:s390x (1.8.1-2) ... 315s Selecting previously unselected package pkg-config:s390x. 315s Preparing to unpack .../47-pkg-config_1.8.1-2_s390x.deb ... 315s Unpacking pkg-config:s390x (1.8.1-2) ... 316s Selecting previously unselected package liblzma-dev:s390x. 316s Preparing to unpack .../48-liblzma-dev_5.6.0-0.2_s390x.deb ... 316s Unpacking liblzma-dev:s390x (5.6.0-0.2) ... 316s Selecting previously unselected package r-base-dev. 316s Preparing to unpack .../49-r-base-dev_4.3.3-2build1_all.deb ... 316s Unpacking r-base-dev (4.3.3-2build1) ... 316s Selecting previously unselected package pkg-r-autopkgtest. 316s Preparing to unpack .../50-pkg-r-autopkgtest_20231212ubuntu1_all.deb ... 316s Unpacking pkg-r-autopkgtest (20231212ubuntu1) ... 316s Selecting previously unselected package autopkgtest-satdep. 316s Preparing to unpack .../51-2-autopkgtest-satdep.deb ... 316s Unpacking autopkgtest-satdep (0) ... 316s Setting up libjpeg-turbo8-dev:s390x (2.1.5-2ubuntu1) ... 316s Setting up libncurses-dev:s390x (6.4+20240113-1ubuntu1) ... 316s Setting up libreadline-dev:s390x (8.2-4) ... 316s Setting up libpcre2-16-0:s390x (10.42-4ubuntu1) ... 316s Setting up libpcre2-32-0:s390x (10.42-4ubuntu1) ... 316s Setting up libpkgconf3:s390x (1.8.1-2) ... 316s Setting up libmpc3:s390x (1.3.1-1) ... 316s Setting up libatomic1:s390x (14-20240315-1ubuntu1) ... 316s Setting up icu-devtools (74.2-1ubuntu1) ... 316s Setting up pkgconf-bin (1.8.1-2) ... 316s Setting up liblzma-dev:s390x (5.6.0-0.2) ... 316s Setting up libubsan1:s390x (14-20240315-1ubuntu1) ... 316s Setting up zlib1g-dev:s390x (1:1.3.dfsg-3.1ubuntu1) ... 316s Setting up libpcre2-posix3:s390x (10.42-4ubuntu1) ... 316s Setting up libasan8:s390x (14-20240315-1ubuntu1) ... 316s Setting up libjpeg8-dev:s390x (8c-2ubuntu11) ... 316s Setting up libisl23:s390x (0.26-3) ... 316s Setting up libicu-dev:s390x (74.2-1ubuntu1) ... 316s Setting up libcc1-0:s390x (14-20240315-1ubuntu1) ... 316s Setting up libblas-dev:s390x (3.12.0-3) ... 316s update-alternatives: using /usr/lib/s390x-linux-gnu/blas/libblas.so to provide /usr/lib/s390x-linux-gnu/libblas.so (libblas.so-s390x-linux-gnu) in auto mode 316s Setting up dctrl-tools (2.24-3build2) ... 316s Setting up libitm1:s390x (14-20240315-1ubuntu1) ... 316s Setting up libbz2-dev:s390x (1.0.8-5ubuntu1) ... 316s Setting up libpcre2-dev:s390x (10.42-4ubuntu1) ... 316s Setting up libpng-dev:s390x (1.6.43-3) ... 316s Setting up libjpeg-dev:s390x (8c-2ubuntu11) ... 316s Setting up pkgconf:s390x (1.8.1-2) ... 316s Setting up cpp-13-s390x-linux-gnu (13.2.0-21ubuntu1) ... 316s Setting up liblapack-dev:s390x (3.12.0-3) ... 316s update-alternatives: using /usr/lib/s390x-linux-gnu/lapack/liblapack.so to provide /usr/lib/s390x-linux-gnu/liblapack.so (liblapack.so-s390x-linux-gnu) in auto mode 316s Setting up pkg-config:s390x (1.8.1-2) ... 316s Setting up libgcc-13-dev:s390x (13.2.0-21ubuntu1) ... 316s Setting up libgfortran-13-dev:s390x (13.2.0-21ubuntu1) ... 316s Setting up libstdc++-13-dev:s390x (13.2.0-21ubuntu1) ... 316s Setting up cpp-13 (13.2.0-21ubuntu1) ... 316s Setting up cpp-s390x-linux-gnu (4:13.2.0-7ubuntu1) ... 316s Setting up gcc-13-s390x-linux-gnu (13.2.0-21ubuntu1) ... 316s Setting up gcc-s390x-linux-gnu (4:13.2.0-7ubuntu1) ... 316s Setting up g++-13-s390x-linux-gnu (13.2.0-21ubuntu1) ... 316s Setting up gcc-13 (13.2.0-21ubuntu1) ... 316s Setting up cpp (4:13.2.0-7ubuntu1) ... 316s Setting up gfortran-13-s390x-linux-gnu (13.2.0-21ubuntu1) ... 316s Setting up g++-13 (13.2.0-21ubuntu1) ... 316s Setting up gfortran-s390x-linux-gnu (4:13.2.0-7ubuntu1) ... 316s Setting up g++-s390x-linux-gnu (4:13.2.0-7ubuntu1) ... 316s Setting up gcc (4:13.2.0-7ubuntu1) ... 316s Setting up gfortran-13 (13.2.0-21ubuntu1) ... 316s Setting up g++ (4:13.2.0-7ubuntu1) ... 316s update-alternatives: using /usr/bin/g++ to provide /usr/bin/c++ (c++) in auto mode 316s Setting up build-essential (12.10ubuntu1) ... 316s Setting up gfortran (4:13.2.0-7ubuntu1) ... 316s update-alternatives: using /usr/bin/gfortran to provide /usr/bin/f95 (f95) in auto mode 316s 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 316s update-alternatives: using /usr/bin/gfortran to provide /usr/bin/f77 (f77) in auto mode 316s 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 316s Setting up r-base-dev (4.3.3-2build1) ... 316s Setting up pkg-r-autopkgtest (20231212ubuntu1) ... 316s Setting up autopkgtest-satdep (0) ... 316s Processing triggers for man-db (2.12.0-3build4) ... 317s Processing triggers for install-info (7.1-3build1) ... 317s Processing triggers for libc-bin (2.39-0ubuntu6) ... 320s (Reading database ... 85651 files and directories currently installed.) 320s Removing autopkgtest-satdep (0) ... 320s autopkgtest [01:55:28]: test pkg-r-autopkgtest: /usr/share/dh-r/pkg-r-autopkgtest 320s autopkgtest [01:55:28]: test pkg-r-autopkgtest: [----------------------- 321s Test: Try to load the R library rrcov 321s 321s R version 4.3.3 (2024-02-29) -- "Angel Food Cake" 321s Copyright (C) 2024 The R Foundation for Statistical Computing 321s Platform: s390x-ibm-linux-gnu (64-bit) 321s 321s R is free software and comes with ABSOLUTELY NO WARRANTY. 321s You are welcome to redistribute it under certain conditions. 321s Type 'license()' or 'licence()' for distribution details. 321s 321s R is a collaborative project with many contributors. 321s Type 'contributors()' for more information and 321s 'citation()' on how to cite R or R packages in publications. 321s 321s Type 'demo()' for some demos, 'help()' for on-line help, or 321s 'help.start()' for an HTML browser interface to help. 321s Type 'q()' to quit R. 321s 321s > library('rrcov') 321s Loading required package: robustbase 321s Scalable Robust Estimators with High Breakdown Point (version 1.7-5) 321s 321s > 321s > 321s Other tests are currently unsupported! 321s They will be progressively added. 321s autopkgtest [01:55:29]: test pkg-r-autopkgtest: -----------------------] 322s autopkgtest [01:55:30]: test pkg-r-autopkgtest: - - - - - - - - - - results - - - - - - - - - - 322s pkg-r-autopkgtest PASS 322s autopkgtest [01:55:30]: @@@@@@@@@@@@@@@@@@@@ summary 322s run-unit-test PASS 322s pkg-r-autopkgtest PASS 335s Creating nova instance adt-noble-s390x-r-cran-rrcov-20240328-015008-juju-7f2275-prod-proposed-migration-environment-2-1426101c-a08c-4160-aa59-25bdbc97f54c from image adt/ubuntu-noble-s390x-server-20240327.img (UUID 4dc0c4c2-a3ae-40cd-8411-e7fc228c10ae)...