more changes

apt-sec.py

@@ -523,15 +523,24 @@ def processCVEs(pkg, now, src2dsa, dsa2cve, src2month, cvetable, pkg_with_cvss,
     temp_cvss = 0.0
     with_cvss = dict()
 
+    ## To eliminate duplicate cves
+    haveseen = dict()
+
     ## cvestats = (date: number)
     for dsa_id in src2dsa[pkg]:
         for cve_id in dsa2cve[str(dsa_id)]:
-            tt = cvetable[cve_id][0]
-            if tt in cvestats:
-                cvestats[tt] += 1
+            if cve_id in haveseen:
+                continue
             else:
-                cvestats[tt] = 1
-            stats[1] += 1
+                haveseen[cve_id]=1
+                tt = cvetable[cve_id][0]
+                if tt in cvestats:
+                    cvestats[tt] += 1
+                else:
+                    cvestats[tt] = 1
+        stats[1] += 1
+
+    ## Date at the moment taken from CVE? - not sure.
 
     ## with_cvss = (date: number low, number med, number high)
     for dsa_id in src2dsa[pkg]:
@@ -567,7 +576,11 @@ def processCVEs(pkg, now, src2dsa, dsa2cve, src2month, cvetable, pkg_with_cvss,
     weight = 0
 
     dates = sorted(cvestats, key = cvestats.get)
-    stats[0] = dates[0]
+    try:
+        stats[0] = dates[0]
+    except IndexError:
+        print(pkg + str(dates))
+        stats[0] = 0
 
 
     count = sum(cvestats.values())
@@ -818,6 +831,8 @@ def plot_all(src2month):
                 year_num[j] += 1
             year_sum[j] += temp 
         total = sum(src2month[pkg][12:-12])
+        last_year = sum(src2month[pkg][-24:-12])
+        print(pkg + '; ' + str(last_year))
         if (total>0):
             src2sum[pkg] = total
     
@@ -845,13 +860,63 @@ def plot_all(src2month):
 
     print('Yearly vulnerabilites in total' + str(year_sum))
 
+    ## Number of affected packages
+    n = len(year_sum)
+    yearsx = ['\'01', '\'02', '\'03', '\'04', '\'05', '\'06', '\'07', '\'08', '\'09', '\'10', '\'11' , '\'12' ,'\'13', '\'14', '\'15', '\'16']
+    x = range(16)
+    width = 1/2
+    plt.bar(x, year_num, width, color='orange')
+    plt.xticks(np.arange(0,n),yearsx)
+    plt.ylabel('Number of affected packages')
+    plt.xlabel('Year')
+    plt.show()
+    
+    
     ## Average number of vulnerabilities per package per year
     average_per_year = [0] * 16
     for j in range(16):
         average_per_year[j] = year_sum[j]/float(year_num[j])
 
+    
+
     print(average_per_year)
 
+
+    n = len(year_sum)
+    yearsx = ['\'01', '\'02', '\'03', '\'04', '\'05', '\'06', '\'07', '\'08', '\'09', '\'10', '\'11' , '\'12' ,'\'13', '\'14', '\'15', '\'16']
+    x = range(16)
+    width = 1/2
+    #plt.bar(x, year_sum, width)
+    plt.bar(x, average_per_year, width, color='blue')
+    plt.xticks(np.arange(0,n),yearsx)
+    plt.ylabel('Average vulnerabilities per package')
+    plt.xlabel('Year')
+    plt.show()
+
+    ## Work on selected packages (php7.0, openjdk8, wireshark, chromium-browser, icedove, linux)
+
+    src2quarter = dict()
+    quarter_num = 17*4 
+    for pkg in src2month:
+        if (pkg == 'php7.0' or pkg == 'openjdk-8' or pkg=='wireshark' or pkg=='chromium-browser' or pkg=='icedove' or pkg=='linux'):
+            quarter_sum = [0] * quarter_num
+            for j in range(quarter_num):
+                temp =  sum(src2month[pkg][12+3*j:12+3*(j+1)])
+                quarter_sum[j] = temp
+            src2quarter[pkg] = quarter_sum
+
+    for pkg in src2quarter:
+        n = len(src2quarter[pkg])
+        quartersx = ['1/\'01', '2/\'01', '3/\'01', '4/\'01', '1/\'02', '2/\'02', '3/\'02', '4/\'02', '1/\'03', '2/\'03', '3/\'03', '4/\'03', '1/\'04', '2/\'04', '3/\'04', '4/\'04', '1/\'05', '2/\'05', '3/\'05', '4/\'05', '1/\'06', '2/\'06', '3/\'06', '4/\'06', '1/\'07', '2/\'07', '3/\'07', '4/\'07', '1/\'08', '2/\'08', '3/\'08', '4/\'08', '1/\'09', '2/\'09', '3/\'09', '4/\'09', '1/\'10', '2/\'10', '3/\'10', '4/\'10', '1/\'11', '2/\'11', '3/\'11', '4/\'11', '1/\'12', '2/\'12', '3/\'12', '4/\'12', '1/\'13', '2/\'13', '3/\'13', '4/\'13', '1/\'14', '2/\'14', '3/\'14', '4/\'14', '1/\'15', '2/\'15', '3/\'15', '4/\'15', '1/\'16', '2/\'16', '3/\'16', '4/\'16', '1/\'17', '2/\'17', '3/\'17', '4/\'17']
+        x = range(quarter_num)
+        width = 1/2
+        plt.bar(x, src2quarter[pkg], width, color='red')
+        plt.xticks(np.arange(0,n),quartersx, rotation="vertical")
+        plt.ylabel('Vulnerabilities per quarter of package ' + pkg)
+        plt.xlabel('Quarter')
+        plt.show()
+
+
     ###############################################################################################
 
     n = len(year_sum)
@@ -859,7 +924,7 @@ def plot_all(src2month):
     x = range(16)
     width = 1/2
     plt.bar(x, year_sum, width)
-    plt.bar(x, average_per_year, width)
+    #plt.bar(x, average_per_year, width)
     plt.xticks(np.arange(0,n),yearsx)
     plt.ylabel('Total vulnerabilities')
     plt.xlabel('Year')
@@ -964,7 +1029,7 @@ if action == 'update':
 #    getdeps(src2dsa, src2deps)
     save_DBs(dsatable, src2dsa, dsa2cve, cvetable, src2month, src2sloccount, src2pop, src2deps, src2sum)
     save_state(state)
-    lstm.predict(src2month, src2sloccount, src2pop, src2deps)
+#    lstm.predict(src2month, src2sloccount, src2pop, src2deps)
 #    print(pkg_with_cvss['linux'])
     
     low = []

cache/old_cache/all_sources

@@ -0,0 +1,1217 @@
+[
+  "Konquerer",
+  "XChat",
+  "a2ps",
+  "abc2ps",
+  "abcmidi",
+  "abiword",
+  "abuse",
+  "acidlab",
+  "acm",
+  "acpi-support",
+  "acpid",
+  "activemq",
+  "adzapper",
+  "affix",
+  "afuse",
+  "aircrack-ng",
+  "ajaxterm",
+  "albatross",
+  "alsa-driver",
+  "alsaplayer",
+  "amarok",
+  "amule",
+  "analog",
+  "antiword",
+  "aodh",
+  "apache2",
+  "apcupsd",
+  "apr",
+  "apr-util",
+  "apt",
+  "apt-cacher",
+  "apt-listchanges",
+  "arc",
+  "aria2",
+  "arj",
+  "arpwatch",
+  "asterisk",
+  "at",
+  "atari800",
+  "atftp",
+  "atheme-services",
+  "atril",
+  "audiofile",
+  "augeas",
+  "auth2db",
+  "autorespond",
+  "avahi",
+  "awstats",
+  "axel",
+  "b2evolution",
+  "backup-manager",
+  "backupninja",
+  "bacula",
+  "balsa",
+  "barnowl",
+  "bash",
+  "batik",
+  "bcfg2",
+  "beaker",
+  "belpic",
+  "bidwatcher",
+  "bind9",
+  "binutils",
+  "bip",
+  "bitlbee",
+  "blender",
+  "blueman",
+  "bluez",
+  "bluez-hcidump",
+  "bluez-utils",
+  "bmv",
+  "bnc",
+  "bochs",
+  "bogofilter",
+  "boinc",
+  "bomberclone",
+  "bonsai",
+  "botan1.10",
+  "bouncycastle",
+  "bsd-mailx",
+  "bsdgames",
+  "bsh",
+  "bsmtpd",
+  "bugzilla",
+  "bzip2",
+  "c-ares",
+  "c-icap",
+  "cabextract",
+  "cacti",
+  "cadaver",
+  "calife",
+  "camlimages",
+  "canna",
+  "capi4hylafax",
+  "catdoc",
+  "centericq",
+  "cfengine2",
+  "cfingerd",
+  "cfs",
+  "cgiemail",
+  "cgiirc",
+  "cgit",
+  "changetrack",
+  "charybdis",
+  "chasen",
+  "chbg",
+  "checkpw",
+  "cheesetracker",
+  "chkrootkit",
+  "chmlib",
+  "chromium-browser",
+  "chrony",
+  "cinder",
+  "cipe",
+  "citadel",
+  "clamav",
+  "claws-mail",
+  "clearsilver",
+  "collectd",
+  "common-lisp-controller",
+  "condor",
+  "connman",
+  "conntrack",
+  "conquest",
+  "couchdb",
+  "courier",
+  "courier-authlib",
+  "cpio",
+  "crawl",
+  "crip",
+  "cron",
+  "crossfire",
+  "cscope",
+  "ctorrent",
+  "cups",
+  "cups-filters",
+  "cups-pk-helper",
+  "curl",
+  "cvs",
+  "cvsnt",
+  "cyrus-imapd",
+  "cyrus-sasl2",
+  "das-watchdog",
+  "davfs2",
+  "dbus",
+  "dcmtk",
+  "ddskk",
+  "debian-goodies",
+  "debmake",
+  "deluge",
+  "denyhosts",
+  "devil",
+  "devscripts",
+  "dhcpcd5",
+  "dhis-tools-dns",
+  "dia",
+  "diatheke",
+  "didiwiki",
+  "dietlibc",
+  "django-markupfield",
+  "djbdns",
+  "djvulibre",
+  "dnsmasq",
+  "doctrine",
+  "dokuwiki",
+  "dovecot",
+  "dpkg",
+  "dropbear",
+  "drupal",
+  "drupal7",
+  "dspam",
+  "dtc",
+  "dulwich",
+  "dvipng",
+  "e2fsprogs",
+  "ecartis",
+  "ecryptfs-utils",
+  "eggdrop",
+  "egroupware",
+  "ejabberd",
+  "eject",
+  "ekg",
+  "elasticsearch",
+  "eldav",
+  "elinks",
+  "elog",
+  "emacs2",
+  "emil",
+  "enemies-of-carlotta",
+  "enigmail",
+  "enscript",
+  "eperl",
+  "epic",
+  "eric",
+  "eroaster",
+  "eterm",
+  "ettercap",
+  "evince",
+  "evolution",
+  "evolution-data-server",
+  "exactimage",
+  "exiftags",
+  "exim",
+  "exim4",
+  "exiv2",
+  "exmh",
+  "expat",
+  "extplorer",
+  "exuberant-ctags",
+  "ez-ipupdate",
+  "f2c",
+  "fail2ban",
+  "falconseye",
+  "fam",
+  "faqomatic",
+  "fbi",
+  "fcheck",
+  "fckeditor",
+  "fdclone",
+  "feta",
+  "fetchmail",
+  "fetchmail-ssl",
+  "fex",
+  "ffmpeg",
+  "file",
+  "firebird3.0",
+  "fireflier-server",
+  "firefox-esr",
+  "firefox-sage",
+  "flac",
+  "flamethrower",
+  "flatpak",
+  "flex",
+  "flexbackup",
+  "flightgear",
+  "flim",
+  "flyspray",
+  "fontconfig",
+  "fontforge",
+  "foomatic-filters",
+  "fop",
+  "freeamp",
+  "freeciv",
+  "freeimage",
+  "freenet6",
+  "freeradius",
+  "freerdp",
+  "freeswan",
+  "freesweep",
+  "freetype",
+  "freexl",
+  "fsp",
+  "fte",
+  "fuse",
+  "fuseiso",
+  "fusionforge",
+  "fuzz",
+  "gaim",
+  "gajim",
+  "gallery",
+  "ganeti",
+  "ganglia",
+  "ganglia-monitor-core",
+  "gatos",
+  "gcc",
+  "gdk-pixbuf",
+  "gdm",
+  "gdm3",
+  "gedit",
+  "geneweb",
+  "getmail",
+  "getmail4",
+  "gfax",
+  "gftp",
+  "ghostscript",
+  "gimp",
+  "git",
+  "git-core",
+  "gkrellm-newsticker",
+  "glib2.0",
+  "glibc",
+  "globus-gridftp-server",
+  "gmc",
+  "gmime2.2",
+  "gnash",
+  "gnats",
+  "gnatsweb",
+  "gnocatan",
+  "gnome-gv",
+  "gnome-peercast",
+  "gnomemeeting",
+  "gnujsp",
+  "gnumeric",
+  "gnump3d",
+  "gnupg2",
+  "gnuserv",
+  "gnutls28",
+  "gopher",
+  "gpdf",
+  "gpgme1.0",
+  "gpm",
+  "gps",
+  "gpsdrive",
+  "graphicsmagick",
+  "graphite2",
+  "graphviz",
+  "gridengine",
+  "groff",
+  "grub2",
+  "gs-common",
+  "gs-esp",
+  "gs-gpl",
+  "gsambad",
+  "gst-plugins-bad0.10",
+  "gst-plugins-bad1.0",
+  "gst-plugins-base1.0",
+  "gst-plugins-good0.10",
+  "gst-plugins-good1.0",
+  "gst-plugins-ugly1.0",
+  "gstreamer1.0",
+  "gtetrinet",
+  "gtk+2.0",
+  "gtkdiskfree",
+  "gtkhtml",
+  "gtksee",
+  "gv",
+  "gzip",
+  "hanterm",
+  "haproxy",
+  "hashcash",
+  "hdf5",
+  "heartbeat",
+  "heimdal",
+  "heirloom-mailx",
+  "helix-player",
+  "hf",
+  "hiki",
+  "horizon",
+  "hostapd",
+  "hplip",
+  "hpsockd",
+  "hsftp",
+  "hsqldb",
+  "ht",
+  "htcheck",
+  "htdig",
+  "htget",
+  "html2ps",
+  "htmlheadline",
+  "httrack",
+  "hybserv",
+  "hylafax",
+  "hypermail",
+  "hztty",
+  "iceape",
+  "icecast-server",
+  "icecast2",
+  "icedove",
+  "icedtea-web",
+  "icinga",
+  "icoutils",
+  "icu",
+  "id3lib3.8.3",
+  "ident2",
+  "ikiwiki",
+  "ilohamail",
+  "im",
+  "imagemagick",
+  "imlib",
+  "imlib2",
+  "imp",
+  "imp4",
+  "inetutils",
+  "info2www",
+  "ingo1",
+  "inkscape",
+  "inn2",
+  "inotify-tools",
+  "inspircd",
+  "interchange",
+  "iodine",
+  "ioquake3",
+  "iortcw",
+  "ipmasq",
+  "ipmenu",
+  "ipmitool",
+  "ipplan",
+  "iproute",
+  "ipsec-tools",
+  "iptables",
+  "ircd-hybrid",
+  "ircd-hybrid/ircd-ratbox",
+  "ircd-ratbox",
+  "ircii",
+  "ircii-pana",
+  "irssi",
+  "irssi-text",
+  "isakmpd",
+  "isc-dhcp",
+  "iscsitarget",
+  "jabber",
+  "jabberd14",
+  "jabberd2",
+  "jackrabbit",
+  "jackson-databind",
+  "jailer",
+  "jansson",
+  "jasper",
+  "jazip",
+  "jbig2dec",
+  "jbigkit",
+  "jffnms",
+  "jftpgw",
+  "jhead",
+  "jitterbug",
+  "joe",
+  "jqueryui",
+  "junkbuster",
+  "jython",
+  "kaffeine",
+  "kamailio",
+  "kazehakase",
+  "kdeadmin",
+  "kdebase",
+  "kdeedu",
+  "kdegames",
+  "kdegraphics",
+  "kdelibs",
+  "kdelibs-crypto",
+  "kdemultimedia",
+  "kdenetwork",
+  "kdepim",
+  "kdepimlibs",
+  "kdesdk",
+  "kdeutils",
+  "kernel",
+  "ketm",
+  "kfreebsd-10",
+  "kismet",
+  "knot",
+  "koffice",
+  "konversation",
+  "kphone",
+  "krb5",
+  "krb5-appl",
+  "kronolith",
+  "kronolith2",
+  "ktorrent",
+  "kvirc",
+  "l2tpd",
+  "l2tpns",
+  "lasso",
+  "lbreakout2",
+  "lcms",
+  "lcms2",
+  "ldap-account-manager",
+  "ldapscripts",
+  "ldm",
+  "ldns",
+  "leksbot",
+  "lesstif1-1",
+  "lftp",
+  "lha",
+  "lhasa",
+  "libapache-auth-ldap",
+  "libapache-mod-auth-kerb",
+  "libapache-mod-dav",
+  "libapache-mod-jk",
+  "libapache-mod-python",
+  "libapache-mod-security",
+  "libapache-mod-ssl",
+  "libapache2-mod-auth-pgsql",
+  "libapache2-mod-authnz-external",
+  "libapache2-mod-fcgid",
+  "libapache2-mod-perl2",
+  "libapreq2-perl",
+  "libarchive",
+  "libarchive1",
+  "libast2",
+  "libav",
+  "libcairo",
+  "libcdaudio",
+  "libcgi-pm-perl",
+  "libcgroup",
+  "libcommons-fileupload-java",
+  "libconvert-uulib-perl",
+  "libcrypt-cbc-perl",
+  "libcrypto++",
+  "libcurl3-gnutls",
+  "libdbd-firebird-perl",
+  "libdbd-mysql-perl",
+  "libdbd-pg-perl",
+  "libdbi-perl",
+  "libdmx",
+  "libdumb",
+  "libebml",
+  "libemail-address-perl",
+  "libevent",
+  "libexif",
+  "libextractor",
+  "libfcgi-perl",
+  "libffi",
+  "libfishsound",
+  "libfs",
+  "libgadu",
+  "libgcrypt11",
+  "libgcrypt20",
+  "libgd",
+  "libgd2",
+  "libgda",
+  "libgdata",
+  "libgtop",
+  "libgtop2",
+  "libhtml-parser-perl",
+  "libhttp-body-perl",
+  "libidn",
+  "libidn2-0",
+  "libimager-perl",
+  "libjakarta-poi-java",
+  "libksba",
+  "libmail-audit-perl",
+  "libmailtools-perl",
+  "libmatroska",
+  "libmcrypt",
+  "libmikmod",
+  "libmms",
+  "libmodplug",
+  "libmodule-signature-perl",
+  "libmojolicious-perl",
+  "libmspack",
+  "libmusicbrainz",
+  "libmwaw",
+  "libndp",
+  "libnet-dns-perl",
+  "libnet-server-perl",
+  "libnids",
+  "libnss-ldap",
+  "libosip2",
+  "libotr",
+  "libpam-heimdal",
+  "libpam-krb5",
+  "libpam-ldap",
+  "libpam-radius-auth",
+  "libpam-smb",
+  "libpam-sshauth",
+  "libpdfbox-java",
+  "libphp-adodb",
+  "libphp-phpmailer",
+  "libphp-snoopy",
+  "libphp-swiftmailer",
+  "libpng1.6",
+  "libproxy",
+  "libquicktime",
+  "libraw",
+  "libreoffice",
+  "librpcsecgss",
+  "librsvg",
+  "libsmi",
+  "libsndfile",
+  "libsoup",
+  "libsoup2.4",
+  "libspf2",
+  "libspring-2.5-java",
+  "libspring-java",
+  "libssh",
+  "libssh2",
+  "libstruts1.2-java",
+  "libtar",
+  "libtasn1",
+  "libtasn1-3",
+  "libtasn1-6",
+  "libthai",
+  "libtheora",
+  "libtirpc",
+  "libtk-img",
+  "libtool",
+  "libtorrent-rasterbar",
+  "libtunepimp",
+  "libungif4",
+  "libupnp",
+  "libvdpau",
+  "libvirt",
+  "libvncserver",
+  "libvorbis",
+  "libwmf",
+  "libwpd",
+  "libx11",
+  "libxalan2-java",
+  "libxcb",
+  "libxcursor",
+  "libxerces2-java",
+  "libxext",
+  "libxfixes",
+  "libxfont",
+  "libxi",
+  "libxinerama",
+  "libxml",
+  "libxml-libxml-perl",
+  "libxml-security-java",
+  "libxml2",
+  "libxp",
+  "libxpm",
+  "libxrandr",
+  "libxrender",
+  "libxres",
+  "libxslt",
+  "libxstream-java",
+  "libxt",
+  "libxtst",
+  "libxv",
+  "libxvmc",
+  "libxxf86dga",
+  "libxxf86vm",
+  "libyaml",
+  "libyaml-libyaml-perl",
+  "libytnef",
+  "liece",
+  "lighttpd",
+  "link-grammar",
+  "links",
+  "links2",
+  "linpopup",
+  "lintian",
+  "linux",
+  "linux-ftpd",
+  "linux-ftpd-ssl",
+  "listar",
+  "lm-sensors",
+  "log2mail",
+  "logcheck",
+  "logwatch",
+  "lookup-el",
+  "loop-aes-utils",
+  "lpr",
+  "lpr-ppd",
+  "lprng",
+  "lsh-utils",
+  "lsyncd",
+  "lua5.1",
+  "lua5.2",
+  "lucene-solr",
+  "lukemftpd",
+  "lurker",
+  "luxman",
+  "lv",
+  "lvm2",
+  "lxc",
+  "lxml",
+  "lxr",
+  "lxr-cvs",
+  "lynx",
+  "lynx-cur",
+  "lynx-ssl",
+  "lyskom-server",
+  "lzo2",
+  "mah-jong",
+  "mahara",
+  "maildrop",
+  "mailman",
+  "mailreader",
+  "mailutils",
+  "man-db",
+  "man2html",
+  "mantis",
+  "mapserver",
+  "maradns",
+  "marbles",
+  "mariadb-10.1",
+  "mason",
+  "masqmail",
+  "maxdb-7.5.00",
+  "mbedtls",
+  "mc",
+  "mediawiki",
+  "memcached",
+  "mercurial",
+  "mesa",
+  "metamail",
+  "metrics",
+  "mgetty",
+  "mhc",
+  "mhonarc",
+  "micq",
+  "migrationtools",
+  "mikmod",
+  "mime-support",
+  "mimetex",
+  "mindi",
+  "minimalist",
+  "miniupnpc",
+  "mldonkey",
+  "mlmmj",
+  "mm",
+  "mod-auth-shadow",
+  "mod-gnutls",
+  "mod-wsgi",
+  "modsecurity-apache",
+  "module-assistant",
+  "moin",
+  "mojarra",
+  "mon",
+  "mono",
+  "moodle",
+  "mosquitto",
+  "most",
+  "motor",
+  "movabletype-opensource",
+  "moxftp",
+  "mozart",
+  "mpack",
+  "mpg123",
+  "mpg321",
+  "mplayer",
+  "mt-daapd",
+  "mtr",
+  "multipath-tools",
+  "mumble",
+  "munin",
+  "mupdf",
+  "mutt",
+  "mydms",
+  "mydns",
+  "mysql",
+  "mysql-transitional",
+  "nagios",
+  "nagios-plugins",
+  "namazu2",
+  "nas",
+  "nasm",
+  "nautilus",
+  "nbd",
+  "ncompress",
+  "ncpfs",
+  "ncurses",
+  "nd",
+  "ndiswrapper",
+  "nedit",
+  "neon",
+  "net-acct",
+  "net-snmp",
+  "netatalk",
+  "nethack",
+  "netkit-rwho",
+  "netkit-telnet",
+  "netkit-telnet-ssl",
+  "netpbm-free",
+  "netrik",
+  "netris",
+  "netscape",
+  "network-manager",
+  "newsbeuter",
+  "newsx",
+  "newt",
+  "nfs-user-server",
+  "nfs-utils",
+  "nginx",
+  "nis",
+  "no-ip",
+  "node",
+  "noffle",
+  "noweb",
+  "nsd",
+  "nspr",
+  "nss",
+  "nss-ldapd",
+  "nss-pam-ldapd",
+  "ntfs-3g",
+  "ntlmaps",
+  "ntp",
+  "ntpd",
+  "nullmailer",
+  "nut",
+  "nvi",
+  "nvi-m17n",
+  "oar",
+  "ocsinventory-agent",
+  "oftpd",
+  "omega-rpg",
+  "oops",
+  "open-iscsi",
+  "openafs",
+  "openarena",
+  "openconnect",
+  "openexr",
+  "openjdk-8",
+  "openjfx",
+  "openjpeg",
+  "openjpeg2",
+  "openldap",
+  "opensaml",
+  "opensaml2",
+  "opensc",
+  "openslp-dfsg",
+  "openssh",
+  "openssl",
+  "openswan",
+  "openttd",
+  "openvpn",
+  "openvswitch",
+  "opie",
+  "oprofile",
+  "optipng",
+  "orville-write",
+  "osh",
+  "osiris",
+  "otrs",
+  "otrs2",
+  "owncloud",
+  "owncloud-client",
+  "p7zip",
+  "pam",
+  "pam-pgsql",
+  "pango1.0",
+  "parcimonie",
+  "pavuk",
+  "pcal",
+  "pcp",
+  "pcre3",
+  "pcsc-lite",
+  "pcscd",
+  "pdfkit",
+  "pdftohtml",
+  "pdns",
+  "pdns-recursor",
+  "peercast",
+  "perdition",
+  "perl",
+  "petris",
+  "php-cas",
+  "php-horde",
+  "php-horde-core",
+  "php-json-ext",
+  "php-net-ping",
+  "php-radius",
+  "php-xajax",
+  "php7.0",
+  "phpbb3",
+  "phpgedview",
+  "phpgroupware",
+  "phpldapadmin",
+  "phpmyadmin",
+  "phppgadmin",
+  "phpsysinfo",
+  "phpwiki",
+  "pidgin",
+  "pidgin-otr",
+  "pillow",
+  "pimd",
+  "pinball",
+  "pixman",
+  "pjproject",
+  "playmidi",
+  "plib",
+  "pmount",
+  "polarssl",
+  "policyd-weight",
+  "policykit-1",
+  "polipo",
+  "polygen",
+  "popfile",
+  "poppler",
+  "postfix",
+  "postfix-policyd",
+  "postfixadmin",
+  "postgresql",
+  "postgresql-9.6",
+  "postgrey",
+  "pound",
+  "ppp",
+  "pppoe",
+  "pptpd",
+  "ppxp",
+  "privoxy",
+  "procmail",
+  "proftpd",
+  "proftpd-dfsg",
+  "prosody",
+  "prozilla",
+  "psi",
+  "pstotext",
+  "pulseaudio",
+  "puppet",
+  "purity",
+  "putty",
+  "pwlib",
+  "py2play",
+  "pygments",
+  "pygresql",
+  "pyjwt",
+  "pymongo",
+  "pyopenssl",
+  "python",
+  "python-bottle",
+  "python-cherrypy",
+  "python-cjson",
+  "python-crypto",
+  "python-django",
+  "python-django-piston",
+  "python-dns",
+  "python-gnupg",
+  "python-imaging",
+  "python-pam",
+  "python-pysaml2",
+  "python3.5",
+  "pywebdav",
+  "pyyaml",
+  "qemu",
+  "qpopper",
+  "qt-copy",
+  "qt-x11-free",
+  "qt4-x11",
+  "quagga",
+  "quassel",
+  "queue",
+  "r-base",
+  "rabbitmq-server",
+  "radicale",
+  "radiusd-cistron",
+  "radsecproxy",
+  "radvd",
+  "rails",
+  "raptor",
+  "razor",
+  "rdesktop",
+  "redis",
+  "redmine",
+  "refpolicy",
+  "remstats",
+  "reportbug",
+  "reprepro",
+  "request-tracker4",
+  "requests",
+  "resmgr",
+  "rinetd",
+  "rlpr",
+  "roundcube",
+  "roundup",
+  "rp-pppoe",
+  "rpcbind",
+  "rpm",
+  "rssh",
+  "rsync",
+  "rsyslog",
+  "rt-authen-externalauth",
+  "rt2400",
+  "rt2500",
+  "rt2570",
+  "rtfm",
+  "rtmpdump",
+  "ruby-defaults",
+  "ruby-rack",
+  "ruby2.3",
+  "rxvt",
+  "rxvt-unicode",
+  "s3ql",
+  "samba",
+  "sane-backends",
+  "sash",
+  "scponly",
+  "screen",
+  "scrollkeeper",
+  "sdl-image1.2",
+  "semi",
+  "sendfile",
+  "sendmail",
+  "sendmail-wide",
+  "serendipity",
+  "sgml-tools",
+  "shadow",
+  "shibboleth-sp",
+  "shibboleth-sp2",
+  "shorewall",
+  "silc-client/silc-toolkit",
+  "simpleproxy",
+  "sitebar",
+  "skk",
+  "slash",
+  "slocate",
+  "slrn",
+  "smail",
+  "smartlist",
+  "smarty",
+  "smb2www",
+  "smb4k",
+  "smbind",
+  "smokeping",
+  "smstools",
+  "snmptrapfmt",
+  "snort",
+  "socat",
+  "sork-passwd-h3",
+  "sox",
+  "spamassassin",
+  "speex",
+  "spice",
+  "spip",
+  "splitvt",
+  "sql-ledger",
+  "sqlalchemy",
+  "sqlite3",
+  "squid3",
+  "squirrelmail",
+  "srtp",
+  "ssmtp",
+  "storebackup",
+  "streamripper",
+  "strongswan",
+  "stunnel4",
+  "subversion",
+  "sudo",
+  "sup",
+  "sup-mail",
+  "super",
+  "supervisor",
+  "suphp",
+  "suricata",
+  "svgsalamander",
+  "swift",
+  "swift-plugin-s3",
+  "sword",
+  "sylpheed",
+  "sylpheed-claws",
+  "symfony",
+  "sympa",
+  "synaesthesia",
+  "syslog-ng",
+  "sysstat",
+  "systemd",
+  "systemtap",
+  "t1lib",
+  "tar",
+  "tardiff",
+  "tcpdump",
+  "tcpreen",
+  "tcptraceroute",
+  "tdiary",
+  "teapop",
+  "telepathy-gabble",
+  "terminology",
+  "tetex-bin",
+  "tex-common",
+  "texinfo",
+  "texlive-base",
+  "tgt",
+  "thttpd",
+  "tidy",
+  "tiff",
+  "tinc",
+  "tinymux",
+  "tinyproxy",
+  "tk8",
+  "tkdiff",
+  "tkmail",
+  "tmux",
+  "tnef",
+  "tomcat",
+  "tomcat8",
+  "toolchain-source",
+  "tor",
+  "torque",
+  "trac",
+  "trac-git",
+  "traceroute-nanog",
+  "transmission",
+  "trousers",
+  "trr19",
+  "tryton-client",
+  "tryton-server",
+  "tunapie",
+  "turba2",
+  "turqstat",
+  "tutos",
+  "tuxpaint",
+  "twig",
+  "twiki",
+  "typespeed",
+  "typo3-src",
+  "ucd-snmp",
+  "udev",
+  "udisks",
+  "uim",
+  "unace",
+  "unadf",
+  "unalz",
+  "unarj",
+  "unattended-upgrades",
+  "unbound",
+  "undertow",
+  "unicon-imc2",
+  "unrtf",
+  "unzip",
+  "up-imapproxy",
+  "usermin",
+  "util-linux",
+  "util-vserver",
+  "uucp",
+  "uw-imap",
+  "varnish",
+  "vbox3",
+  "vdr",
+  "viewcvs",
+  "viewvc",
+  "vim",
+  "vino",
+  "virtualbox",
+  "virtualbox-ose",
+  "vlc",
+  "vnc4",
+  "vsftpd",
+  "vzctl",
+  "w3m",
+  "w3m-ssl",
+  "w3mmee",
+  "w3mmee-ssl",
+  "webcalendar",
+  "webcit",
+  "webfs",
+  "webkit",
+  "webmin",
+  "websvn",
+  "weechat",
+  "weex",
+  "wemi",
+  "wesnoth",
+  "wesnoth-1.10",
+  "wget",
+  "wine",
+  "wireshark",
+  "wmaker",
+  "wml",
+  "wmtv",
+  "wordnet",
+  "wordpress",
+  "wordpress-shibboleth",
+  "wpa",
+  "wu-ftpd",
+  "wv",
+  "wv2",
+  "www-sql",
+  "wwwoffle",
+  "wxwindows2.4",
+  "wzdftpd",
+  "x11-xserver-utils",
+  "xaos",
+  "xapian-omega",
+  "xbl",
+  "xboing",
+  "xbuffy",
+  "xchat",
+  "xconq",
+  "xdelta3",
+  "xdg-utils",
+  "xemacs21",
+  "xen",
+  "xen-qemu-dm-4.0",
+  "xerces-c",
+  "xfce4-terminal",
+  "xfs",
+  "xfsdump",
+  "xfstt",
+  "xgalaga",
+  "xine-lib-1.2",
+  "xine-ui",
+  "xinetd",
+  "xitalk",
+  "xli",
+  "xloadimage",
+  "xmail",
+  "xmcd",
+  "xml-security-c",
+  "xmlsec1",
+  "xmltooling",
+  "xmms",
+  "xonix",
+  "xorg-server",
+  "xpcd",
+  "xpdf",
+  "xpilot",
+  "xpvm",
+  "xscreensaver",
+  "xsok",
+  "xtel",
+  "xtell",
+  "xterm",
+  "xtokkaetama",
+  "xtrlock",
+  "xulrunner",
+  "xview",
+  "xvt",
+  "xwine",
+  "xymon",
+  "xzgv",
+  "yadifa",
+  "yardradius",
+  "yarssr",
+  "yaws",
+  "zabbix",
+  "zaptel",
+  "zblast",
+  "zebra",
+  "zendframework",
+  "zeromq3",
+  "zgv",
+  "zhcon",
+  "zip",
+  "zlib",
+  "znc",
+  "zodb",
+  "zonecheck",
+  "zoneminder",
+  "zoo",
+  "zookeeper",
+  "zope-common",
+  "zsync",
+  "zziplib"
+]

cache/old_cache/src2deps

@@ -0,0 +1 @@
+{}

cache/old_cache/src2pop

@@ -0,0 +1 @@
+{}

cache/old_cache/src2sloccount

@@ -0,0 +1 @@
+{}

cache/old_cache/state

@@ -0,0 +1 @@
+{"vendor": "debian", "Sources": "", "next_adv": 4014, "next_fsa": 0, "Packages": "", "cache_dir": "cache/state", "Sha1Sums": ""}

cache/state

@@ -1 +1 @@
-{"next_adv": 3931, "Sources": "", "Sha1Sums": "", "vendor": "debian", "Packages": "", "cache_dir": "cache/state", "next_fsa": 0}
+{"cache_dir": "cache/state", "next_adv": 4015, "next_fsa": 0, "Packages": "", "Sources": "", "Sha1Sums": "", "vendor": "debian"}

log

@@ -0,0 +1,1352 @@
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+CVE-2014-9940
+CVE-2017-12153
+CVE-2017-14340
+linux 853
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+CVE-2017-8345
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+CVE-2017-8357
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lstm_reg.py

@@ -54,10 +54,11 @@ def predict(src2month, src2sloccount, src2pop, src2deps):
     feat_num = 1
     
     ## Model parameters
+    do_train = False
     num_steps = 9
     smoothing = num_steps
     num_neurons = 10
-    look_back = 1
+    look_back = 3
     train_flag = True
     test_flag = True
     lamda_w = 12
@@ -80,6 +81,7 @@ def predict(src2month, src2sloccount, src2pop, src2deps):
     # create the LSTM network
     model = Sequential()
     model.add(LSTM(num_neurons, batch_input_shape = (batch_num, look_back, feat_num) , activation ='relu', dropout_W=0.5, stateful=True))
+#    model.add((keras.layers.0, recurrent_dropout=0.4, implementation=1, return_sequences=False, return_state=False, go_backwards=False, stateful=True, unroll=False))
 #    model.add(Dense(32, activation='relu'))
 #    model.add(Dense(16, activation='relu'))
     model.add(Dense(1))
@@ -196,15 +198,14 @@ def predict(src2month, src2sloccount, src2pop, src2deps):
 
     
                 # fit the LSTM network
-                for i in range (10000):
-                    model.fit(trainX, trainY, nb_epoch=1, batch_size=len(trainX), verbose=2, shuffle=False)
-                    model.reset_states()
-   #            
-                #if (sum(dataset)>80):
-                try:
-                    model.save('./models/' + pkg_name + '-' + str(num_steps) + 'smoothing' + str(smoothing) + '.h5')
-                except OSError:
-                    model.save('./models/unknown-' + str(num_steps) + 'smoothing' + str(smoothing) + '.h5')
+                if do_train:
+                    for i in range (20000):
+                        model.fit(trainX, trainY, nb_epoch=1, batch_size=len(trainX), verbose=2, shuffle=False)
+                        model.reset_states()
+                    try:
+                        model.save('./models/' + pkg_name + '-' + str(num_steps) + 'smoothing' + str(smoothing) + '.h5')
+                    except OSError:
+                        model.save('./models/unknown-' + str(num_steps) + 'smoothing' + str(smoothing) + '.h5')
                 #else:    
                 #    try:
                 #        model.save('./moels/low_together' + '-' + str(num_steps) + 'smoothing' + str(smoothing) + '.h5')
@@ -373,10 +374,10 @@ def predict(src2month, src2sloccount, src2pop, src2deps):
             w_av_pred = w_averagear_test[-1]*num_steps
             #print(real_values)
 
-            #plt.plot(real_values)
-            #plt.plot(training_fit)
-            #plt.plot(prediction)
-            #plt.show()
+            plt.plot(real_values)
+            plt.plot(training_fit)
+            plt.plot(prediction)
+            plt.show()
             
             ## Caclulate better predictor
             best = -1

results_paper9.txt

@@ -1,55 +1,31 @@
-request-tracker4,1.66666666667,0.16977014092,0.148351779249,0.362517508172,1, 174, 7, 4.0, 2.0320469141, 2.25, 5.82595791914
-tiff,5.44444444444,0.641476040568,0.672745388212,0.66300465879,0, 174, 7, 46.0, 3.47781416774, 2.35, 2.8974488222
-chromium-browser,16.4444444444,0.319962087646,0.852279105548,0.464829311599,0, 174, 7, 87.0, 81.9463262558, 9.95, 69.4293552927
-clamav,0.0,inf,inf,inf,2, 174, 7, 0.0, 1.08985984325, 2.6, 0.0460936654695
-mariadb-10.1,3.11111111111,0.703647839085,0.838009233373,0.838009233373,0, 174, 7, 22.0, 3.36345201731, 0.0, 0.0
-openssl,2.66666666667,0.351652628404,0.413806980934,0.266576871845,2, 174, 7, 3.0, 5.34726262093, 4.75, 9.16023691398
-xorg-server,1.44444444444,0.185692816973,0.187140618652,0.104206899172,2, 174, 7, 0.0, 2.41400662065, 2.9, 1.35468968924
-postgresql-9.6,1.88888888889,0.256360574444,0.0433836518725,0.494117207642,1, 174, 7, 3.0, 6.36892676353, 2.8, 10.6735502921
-phpmyadmin,0.777777777778,0.472877635329,0.527540773593,0.556432456569,0, 174, 7, 0.0, 4.61861371994, 2.75, 2.21920330822
-qemu,4.22222222222,0.655860863136,0.059736899327,0.103538999597,1, 174, 7, 0.0, 23.061255455, 3.2, 4.4007655842
-iceape,0.0,inf,inf,inf,0, 174, 7, 0.0, 5.51956558228, 8.9, 6.61814781983
-mediawiki,2.55555555556,0.0743924664414,0.0834164958765,0.536886457069,0, 174, 7, 0.0, 1.71102672815, 2.05, 12.3483885126
-squid3,1.0,0.338225853258,0.347360948133,0.406389983155,0, 174, 7, 1.0, 2.33108264208, 1.65, 0.503497987538
-mysql-transitional,2.0,0.452584587292,0.825343136975,0.308463202555,2, 174, 7, 27.0, 16.7504843473, 7.9, 22.5032732231
-xulrunner,0.0,inf,inf,inf,2, 174, 7, 0.0, 2.95166051388, 10.55, 1.3426493327
-mantis,2.22222222222,0.150726574659,0.112729055073,0.113800635668,1, 174, 7, 0.0, 3.01453149319, 2.75, 2.27601271335
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-pidgin,1.88888888889,0.676157487839,0.677297738393,0.486710746085,2, 174, 7, 1.0, 2.55115628242, 1.2, 6.33801265622
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-cups,0.777777777778,0.467050258602,0.424484471303,0.294733002179,2, 174, 7, 0.0, 3.26935181022, 2.95, 2.06313101526
-xen,2.44444444444,0.438590451402,0.469287808135,0.107067229785,2, 174, 7, 11.0, 19.8562731743, 3.05, 12.1030276517
-samba,1.33333333333,0.435688326813,0.358343102496,0.272642577581,2, 174, 7, 5.0, 1.28399866819, 2.15, 3.6735214084
-nss,0.666666666667,0.395705819522,0.163889057066,0.397206653445,1, 174, 7, 3.0, 2.94456982613, 0.85, 3.02514670463
-libav,2.88888888889,0.436651398784,0.0400366717916,0.342805234422,1, 174, 7, 3.0, 14.9892675877, 1.6, 11.1711312098
-drupal7,1.55555555556,0.286582687848,0.0862459946676,0.352826919084,1, 174, 7, 4.0, 6.05917453766, 1.9, 7.60403250817
-ruby2.3,1.44444444444,0.116788976882,0.157713329987,0.398867775065,0, 174, 7, 2.0, 2.51046395302, 3.5, 6.56243231397
-glibc,1.33333333333,0.192275575258,0.111799057097,0.0535646398517,2, 174, 7, 1.0, 2.46074679494, 1.6, 0.682033916207
-cacti,1.11111111111,0.212416897502,0.187508634082,0.511470350308,1, 174, 7, 0.0, 1.9419106096, 1.9, 5.11470350308
-bind9,1.0,0.541417886021,0.493759181364,0.574341082714,1, 174, 7, 8.0, 2.01059058309, 2.5, 1.71167125173
-krb5,1.0,0.431325235178,0.439893155358,0.0773119821668,2, 174, 7, 0.0, 3.9055146575, 3.95, 0.695807839501
-tcpdump,4.55555555556,0.897602524258,0.904307637972,0.925783069758,0, 174, 7, 41.0, 1.25290811062, 1.05, 0.00163988194492
-wordpress,2.22222222222,0.412749351535,0.666101055317,0.488033339029,0, 174, 7, 19.0, 8.46560204029, 3.6, 7.01621175181
-imagemagick,8.55555555556,0.787834328086,0.723055258158,0.711067414979,2, 174, 7, 46.0, -18.7326571941, 1.9, 2.87167337062
-moodle,0.0,inf,inf,inf,2, 174, 7, 0.0, 1.72223380208, 2.8, 1.28611916126
-rails,0.222222222222,1.58467282334,0.317102867052,0.884916295697,1, 174, 7, 0.0, 3.74270403385, 1.15, 2.42549165423
-curl,1.11111111111,1.09893127129,1.13942613158,0.904466127447,2, 174, 7, 10.0, 2.28257060051, 0.9, 3.20030924664
-openjdk-8,10.0,0.18025687931,0.1014783951,0.316407004145,1, 174, 7, 23.0, 25.5578362942, 11.6, 47.1131116889
-libxml2,1.77777777778,0.510192993087,0.487214205491,0.479812547215,2, 174, 7, 0.0, 1.20098188519, 1.25, 1.41934163075
-icedove,3.22222222222,0.348279957426,0.471334492494,0.404773435942,0, 174, 7, 32.0, 25.5129060745, 12.9, 31.8420377005
-libreoffice,0.555555555556,0.676227206018,0.152981285143,0.16460281612,1, 174, 7, 2.0, 4.66814017296, 2.15, 0.913816058104
-asterisk,0.333333333333,0.516782621543,0.480417892121,0.584460464549,1, 174, 7, 1.0, 2.55034786463, 2.4, 2.75338139365
-python-django,0.777777777778,0.298901269801,0.347258999949,0.34682245916,0, 174, 7, 4.0, 5.39708465338, 1.4, 5.48296567091
-libpng1.6,0.222222222222,1.17336327947,0.940858170692,0.219523222445,2, 174, 7, 0.0, 2.28111067414, 1.85, 0.43904644489
-vlc,0.666666666667,0.252350669687,0.236016207017,0.219333605936,2, 174, 7, 4.0, 1.80059480667, 1.5, 1.13256919199
-linux,2.66666666667,0.984272829811,0.891769977691,0.374191689121,2, 174, 7, 41.0, 59.0351200104, 57.95, 44.4874441972
-xpdf,0.0,inf,inf,inf,2, 174, 7, 0.0, 2.0662997961, 2.35, 0.131147436173
-wireshark,3.0,0.494323607248,0.685356104417,0.51193359201,0, 174, 7, 15.0, 14.1122646332, 8.7, 13.4671561965
-ffmpeg,0.0,inf,inf,inf,0, 174, 7, 0.0, 1.2661741823, 2.4, 2.70917523258
-typo3-src,0.888888888889,0.231062114239,0.48314338495,0.820379809825,0, 174, 7, 0.0, 1.84849691391, 3.8, 6.5630384786
-apache2,0.888888888889,0.287263920887,0.275272660438,0.371493742881,1, 174, 7, 8.0, 4.01619654894, 3.45, 1.42453551737
-firefox-esr,5.88888888889,0.369646142627,0.506645037659,0.42201655634,0, 174, 7, 60.0, 42.753493309, 33.1, 38.4753537559
-php7.0,5.66666666667,0.570847447962,0.616693862301,0.617920064799,0, 174, 7, 9.0, 13.211725831, 8.6, 8.34342058844
-tomcat8,3.0,0.897171419181,0.849258916698,0.645217081744,2, 174, 7, 28.0, 0.544591158628, 2.55, 8.12997301026
-ntp,2.55555555556,1.28472431243,0.318735095765,0.327865827041,1, 174, 7, 0.0, 14.5997915268, 0.5, 0.024330673332
-freetype,2.11111111111,0.136636534682,0.08412268186,0.0821754560511,2, 174, 7, 3.0, 2.81603139639, 1.8, 0.802308472013
+php7.0,0.0,inf,inf,inf,2, 172, 5, 0.0, 6.33956891298, 6.08522727273, 2.13253343492
+apache2,0.0,inf,inf,inf,2, 172, 5, 0.0, 1.15923893452, 2.04545454545, 0.66805539544
+bind9,0.0,inf,inf,inf,2, 172, 5, 0.0, 3.52079495788, 2.14772727273, 0.565328136681
+xorg-server,0.0,inf,inf,inf,2, 172, 5, 0.0, 1.14891430736, 2.14772727273, 0.0958422085578
+linux,0.0,inf,inf,inf,2, 172, 5, 0.0, 27.8348321915, 27.3579545455, 7.00252165467
+samba,0.0,inf,inf,inf,2, 172, 5, 0.0, 1.07630690932, 1.84090909091, 0.419222298113
+cups,0.0,inf,inf,inf,2, 172, 5, 0.0, 3.5355527401, 2.55681818182, 0.270861409056
+wireshark,0.0,inf,inf,inf,2, 172, 5, 0.0, 2.97153005004, 5.67613636364, 1.23851091002
+openssl,0.0,inf,inf,inf,2, 172, 5, 0.0, 2.4051733017, 2.60795454545, 1.11395674757
+libpng1.6,0.0,inf,inf,inf,2, 172, 5, 0.0, 2.16252833605, 1.58522727273, 0.51851078743
+krb5,0.0,inf,inf,inf,2, 172, 5, 0.0, 3.37359505892, 3.17045454545, 0.533789735212
+mantis,0.0,inf,inf,inf,2, 172, 5, 0.0, 3.17739093304, 1.94318181818, 0.804236774053
+tomcat8,0.0,inf,inf,inf,2, 172, 5, 0.0, 0.89970651269, 1.6875, 0.847645623387
+squirrelmail,0.0,inf,inf,inf,2, 172, 5, 0.0, 1.624612391, 1.58522727273, 0.287707840244
+xpdf,0.0,inf,inf,inf,2, 172, 5, 0.0, 1.43476831913, 1.94318181818, 0.153539283112
+imagemagick,0.0,inf,inf,inf,0, 172, 5, 0.0, 0.263301327825, 1.73863636364, 0.832116977889
+clamav,0.0,inf,inf,inf,2, 172, 5, 0.0, 1.11232709885, 2.65909090909, 0.0544532366503
+firefox-esr,0.0,inf,inf,inf,2, 172, 5, 0.0, 6.17971301079, 15.6988636364, 4.3291548593
+mysql-transitional,0.0,inf,inf,inf,2, 172, 5, 0.0, 3.32139873505, 3.63068181818, 2.83370621708
+phpmyadmin,0.0,inf,inf,inf,2, 172, 5, 0.0, 1.07605531812, 2.30113636364, 0.647823234461
+ffmpeg,0.0,inf,inf,inf,0, 172, 5, 0.0, 0.606434851885, 2.04545454545, 2.15033621739
+moodle,0.0,inf,inf,inf,2, 172, 5, 0.0, 1.51682782173, 2.65909090909, 1.35007290634
+asterisk,0.0,inf,inf,inf,2, 172, 5, 0.0, 1.08788627386, 1.99431818182, 0.999730851447
+freetype,0.0,inf,inf,inf,2, 172, 5, 0.0, 1.32499288023, 1.78977272727, 0.947102337894
+libreoffice,0.0,inf,inf,inf,2, 172, 5, 0.0, 1.0574297905, 2.04545454545, 0.803932018918
+wordpress,0.0,inf,inf,inf,2, 172, 5, 0.0, 1.32163207233, 2.19886363636, 1.29940972155
+iceape,0.0,inf,inf,inf,2, 172, 5, 0.0, 4.01141524315, 7.82386363636, 4.00568014499
+icedove,0.0,inf,inf,inf,0, 172, 5, 0.0, 1.95500636101, 7.46590909091, 3.71744926151
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+typo3-src,0.0,inf,inf,inf,0, 172, 5, 0.0, 0.907962083817, 2.14772727273, 0.908337504225
+openjdk-8,0.0,inf,inf,inf,0, 172, 5, 0.0, 0.896175384521, 3.11931818182, 3.22841564633