Python_in_Jupyter_Notebook.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Python in Jupyter Notebook.ipynb",
      "version": "0.3.2",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "[View in Colaboratory](https://colab.research.google.com/github/Con-Mi/Deep-Learning-Projects/blob/master/Python_in_Jupyter_Notebook.ipynb)"
      ]
    },
    {
      "metadata": {
        "id": "zJ8VcLz3TDEP",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "# Using Python in Jupyter Notebook."
      ]
    },
    {
      "metadata": {
        "id": "UdGdV2i-lYS3",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "## Writing using Markdown markup language.\n",
        "### For example its easy to write equations, similar format with Latex.\n",
        "### The sigmoid equation: $P(x) = \\frac{1}{1 + exp(-x)}$\n",
        "\n",
        "### You can also add <font style=\"color:red\"> **colorful comments.**</font>\n",
        "\n",
        "#### You can find more here [Markdown Cheat Sheet](https://github.com/adam-p/markdown-here/wiki/Markdown-Cheatsheet)\n",
        "Apart from titles you can also include your comments like the one I have show below."
      ]
    },
    {
      "metadata": {
        "id": "qo1LL22jTCvt",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 380
        },
        "outputId": "883bcda3-2cde-443d-c21f-76745cb768e3"
      },
      "cell_type": "code",
      "source": [
        "# Every cell can be compiled with Ctrl + Enter and prints an output(if any).\n",
        "\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "from matplotlib import style\n",
        "\n",
        "style.use(\"ggplot\")\n",
        "\n",
        "rnd_vector1 = np.random.normal(0, 0.25, 200)\n",
        "rnd_vector2 = np.random.normal(0.2, 0.45, 200)\n",
        "\n",
        "plt.scatter(rnd_vector1, rnd_vector2)\n",
        "plt.ylabel(\"Random Vector 1\")\n",
        "plt.xlabel(\"Random Vector 2\")\n",
        "plt.title(\"A simple scatter plot.\")\n",
        "plt.show()"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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IT4TtP/9nz+bnfH4i3egW+DMzM7Fw4UK3x3NycrB48eLgFYgoAmmZbudtt3/boQMudkRk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\nQgghiogkfiGEEKKI/AMsZmU2QozpPAAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<matplotlib.figure.Figure at 0x7fa6ef041358>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "X5ON6ZPMP1Md",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "## Now we can check what computing resources we have on the collaboratory."
      ]
    },
    {
      "metadata": {
        "id": "Ea7LKUWIBdtb",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "### Google Colaboratory runs on Linux, and specifically Ubuntu distribution. Therefore we can use bash commands for profiling."
      ]
    },
    {
      "metadata": {
        "id": "63DXEBPBP8ki",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "de14480e-dcec-4a0a-8915-128db836f022"
      },
      "cell_type": "code",
      "source": [
        "# To check how many processes are available, run the following bash command.\n",
        "\n",
        "!grep -c ^processor /proc/cpuinfo     "
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "2\r\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "K1Av0XRoQQZ_",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "8ea55d30-9f46-4be9-a9eb-2872f3daf6bc"
      },
      "cell_type": "code",
      "source": [
        "# To check how much RAM memory we have available, run the following.\n",
        "\n",
        "!grep MemTotal /proc/meminfo"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "MemTotal:       13341832 kB\r\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "-o2pZwbUBZVd",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "c2f1eab8-cc03-4a7d-c91e-db5e00936905"
      },
      "cell_type": "code",
      "source": [
        "# Chack platform \n",
        "!uname"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Linux\r\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "kH2Uvsrr_24-",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 445
        },
        "outputId": "ce73d6b6-bbcd-4c58-ca76-c28789a79500"
      },
      "cell_type": "code",
      "source": [
        "# Check the list of the CPU details\n",
        "!lscpu"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Architecture:        x86_64\r\n",
            "CPU op-mode(s):      32-bit, 64-bit\r\n",
            "Byte Order:          Little Endian\r\n",
            "CPU(s):              2\r\n",
            "On-line CPU(s) list: 0,1\r\n",
            "Thread(s) per core:  2\r\n",
            "Core(s) per socket:  1\r\n",
            "Socket(s):           1\r\n",
            "NUMA node(s):        1\r\n",
            "Vendor ID:           GenuineIntel\r\n",
            "CPU family:          6\r\n",
            "Model:               63\r\n",
            "Model name:          Intel(R) Xeon(R) CPU @ 2.30GHz\r\n",
            "Stepping:            0\r\n",
            "CPU MHz:             2300.000\r\n",
            "BogoMIPS:            4600.00\r\n",
            "Hypervisor vendor:   KVM\r\n",
            "Virtualization type: full\r\n",
            "L1d cache:           32K\r\n",
            "L1i cache:           32K\r\n",
            "L2 cache:            256K\r\n",
            "L3 cache:            46080K\r\n",
            "NUMA node0 CPU(s):   0,1\r\n",
            "Flags:               fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ss ht syscall nx pdpe1gb rdtscp lm constant_tsc rep_good nopl xtopology nonstop_tsc eagerfpu pni pclmulqdq ssse3 fma cx16 sse4_1 sse4_2 x2apic movbe popcnt aes xsave avx f16c rdrand hypervisor lahf_lm abm kaiser fsgsbase tsc_adjust bmi1 avx2 smep bmi2 erms xsaveopt\r\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "FNQxKA_ETiDb",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 102
        },
        "outputId": "1465804c-e68a-4c15-9757-7b12454e2546"
      },
      "cell_type": "code",
      "source": [
        "# Check the compiler version\n",
        "!g++ --version"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "g++ (Ubuntu 7.2.0-8ubuntu3.2) 7.2.0\r\n",
            "Copyright (C) 2017 Free Software Foundation, Inc.\r\n",
            "This is free software; see the source for copying conditions.  There is NO\r\n",
            "warranty; not even for MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.\r\n",
            "\r\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "WbBq0Yi6Qjpe",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 16969
        },
        "outputId": "92719e62-f3b8-4e80-b068-f3074bec845d"
      },
      "cell_type": "code",
      "source": [
        "# To check what is available for the GPU, we need nVidia profiling tools. \n",
        "# So we need to install the following. Remember, they will be deleted in 12 hours\n",
        "# These are optional. You do not need them to use the GPU with Python.\n",
        "# (Note: This cell will run for a while.)\n",
        "!apt-get install nvidia-cuda-dev # You can ignore the outputs."
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Reading package lists... Done\n",
            "Building dependency tree       \n",
            "Reading state information... Done\n",
            "The following additional packages will be installed:\n",
            "  accountsservice acpid activity-log-manager adwaita-icon-theme apg aspell\n",
            "  aspell-en at-spi2-core avahi-daemon avahi-utils bbswitch-dkms bind9-host\n",
            "  binfmt-support bluez bluez-obexd bsdmainutils ca-certificates-java\n",
            "  cheese-common clang-3.8 cracklib-runtime crda cups-pk-helper dbus\n",
            "  dbus-user-session dbus-x11 dconf-cli dconf-gsettings-backend dconf-service\n",
            "  default-jre default-jre-headless desktop-file-utils dictionaries-common\n",
            "  distro-info-data dkms dmsetup dns-root-data dnsmasq-base dosfstools eject\n",
            "  emacsen-common enchant evolution-data-server evolution-data-server-common\n",
            "  fakeroot file fontconfig fonts-dejavu-extra fuse gcr gdisk geoclue\n",
            "  geoclue-ubuntu-geoip geoip-database gettext-base gir1.2-atk-1.0\n",
            "  gir1.2-freedesktop gir1.2-gdkpixbuf-2.0 gir1.2-glib-2.0 gir1.2-gtk-3.0\n",
            "  gir1.2-ibus-1.0 gir1.2-notify-0.7 gir1.2-packagekitglib-1.0 gir1.2-pango-1.0\n",
            "  gir1.2-polkit-1.0 gir1.2-secret-1 gkbd-capplet glib-networking\n",
            "  glib-networking-common glib-networking-services gnome-bluetooth\n",
            "  gnome-control-center-faces gnome-desktop3-data gnome-keyring gnome-menus\n",
            "  gnome-power-manager gnome-screensaver gnome-session-bin\n",
            "  gnome-settings-daemon-schemas groff-base gsettings-desktop-schemas\n",
            "  gsettings-ubuntu-schemas gstreamer1.0-clutter-3.0 gstreamer1.0-plugins-base\n",
            "  gstreamer1.0-plugins-good gstreamer1.0-x gtk-update-icon-cache gvfs\n",
            "  gvfs-backends gvfs-common gvfs-daemons gvfs-libs hicolor-icon-theme\n",
            "  humanity-icon-theme hunspell-en-us ibus ibus-gtk ibus-gtk3 im-config\n",
            "  indicator-applet indicator-application indicator-bluetooth indicator-common\n",
            "  indicator-datetime indicator-keyboard indicator-messages indicator-power\n",
            "  indicator-session indicator-sound ippusbxd iproute2 iptables iputils-arping\n",
            "  isc-dhcp-client isc-dhcp-common iso-codes iw java-common\n",
            "  keyboard-configuration kmod lib32gcc1 libaa1 libaccounts-glib0\n",
            "  libaccountsservice0 libapparmor1 libappindicator3-1 libappstream4\n",
            "  libarchive13 libasound2 libasound2-data libasound2-plugins libaspell15\n",
            "  libasyncns0 libatasmart4 libatk-bridge2.0-0 libatk-wrapper-java\n",
            "  libatk-wrapper-java-jni libatk1.0-0 libatk1.0-data libatm1 libatspi2.0-0\n",
            "  libavahi-client3 libavahi-common-data libavahi-common3 libavahi-core7\n",
            "  libavahi-glib1 libavc1394-0 libbind9-140 libbluetooth3\n",
            "  libboost-filesystem1.62.0 libboost-system1.62.0 libboost-thread1.62.0\n",
            "  libc6-i386 libcaca0 libcairo-gobject2 libcairo2 libcamel-1.2-60\n",
            "  libcanberra-gtk3-0 libcanberra-gtk3-module libcanberra-pulse libcanberra0\n",
            "  libcap2 libcap2-bin libcapnp-0.5.3 libcdio-cdda1 libcdio-paranoia1 libcdio13\n",
            "  libcdparanoia0 libcheese-gtk25 libcheese8 libclang-common-3.8-dev\n",
            "  libclang1-3.8 libclutter-1.0-0 libclutter-1.0-common libclutter-gst-3.0-0\n",
            "  libclutter-gtk-1.0-0 libcogl-common libcogl-pango20 libcogl-path20 libcogl20\n",
            "  libcolord2 libcrack2 libcroco3 libcryptsetup4 libcuda1-384 libcuinj64-8.0\n",
            "  libcups2 libcusparse8.0 libdaemon0 libdatrie1 libdbus-1-3 libdbus-glib-1-2\n",
            "  libdbusmenu-glib4 libdbusmenu-gtk3-4 libdconf1 libdee-1.0-4\n",
            "  libdevmapper1.02.1 libdns-export162 libdns162 libdrm-amdgpu1 libdrm-common\n",
            "  libdrm-dev libdrm-intel1 libdrm-nouveau2 libdrm-radeon1 libdrm2 libdv4\n",
            "  libebackend-1.2-10 libebook-1.2-19 libebook-contacts-1.2-2 libecal-1.2-19\n",
            "  libedata-book-1.2-25 libedata-cal-1.2-28 libedataserver-1.2-22 libegl1-mesa\n",
            "  libelf1 libenchant1c2a libepoxy0 libevdev2 libexif12 libfakeroot\n",
            "  libfcitx-config4 libfcitx-gclient0 libfcitx-utils0 libffi-dev libflac8\n",
            "  libfontenc1 libfribidi0 libfuse2 libgail-common libgail18 libgbm1 libgc1c2\n",
            "  libgck-1-0 libgcr-3-common libgcr-base-3-1 libgcr-ui-3-1 libgd3\n",
            "  libgdata-common libgdata22 libgdk-pixbuf2.0-0 libgdk-pixbuf2.0-bin\n",
            "  libgdk-pixbuf2.0-common libgee-0.8-2 libgeoclue0 libgeocode-glib0 libgeoip1\n",
            "  libgeonames-common libgeonames0 libgif7 libgirepository-1.0-1\n",
            "  libgl1-mesa-dev libgl1-mesa-dri libgl1-mesa-glx libglapi-mesa libgles2-mesa\n",
            "  libglib2.0-bin libglib2.0-data libgnome-bluetooth13 libgnome-desktop-3-12\n",
            "  libgnome-menu-3-0 libgnomekbd-common libgnomekbd8 libgoa-1.0-0b\n",
            "  libgoa-1.0-common libgphoto2-6 libgphoto2-l10n libgphoto2-port12 libgpm2\n",
            "  libgraphite2-3 libgstreamer-plugins-base1.0-0 libgstreamer-plugins-good1.0-0\n",
            "  libgstreamer1.0-0 libgtk-3-0 libgtk-3-bin libgtk-3-common libgtk2.0-0\n",
            "  libgtk2.0-bin libgtk2.0-common libgtop-2.0-11 libgtop2-common libgudev-1.0-0\n",
            "  libgweather-3-6 libgweather-common libharfbuzz-icu0 libharfbuzz0b\n",
            "  libhunspell-1.6-0 libhyphen0 libibus-1.0-5 libical2 libido3-0.1-0\n",
            "  libiec61883-0 libimobiledevice6 libindicator3-7 libinput-bin libinput10\n",
            "  libip4tc0 libip6tc0 libiptc0 libisc-export160 libisc160 libisccc140\n",
            "  libisccfg140 libjack-jackd2-0 libjansson4 libjavascriptcoregtk-4.0-18\n",
            "  libjbig0 libjson-c3 libjson-glib-1.0-0 libjson-glib-1.0-common libjsoncpp1\n",
            "  libkmod2 liblcms2-2 libldb1 liblightdm-gobject-1-0 libllvm3.8 libllvm5.0\n",
            "  liblocale-gettext-perl libltdl7 liblwres141 liblzo2-2 libmagic-mgc libmagic1\n",
            "  libmbim-glib4 libmbim-proxy libmessaging-menu0 libmirclient9 libmircommon7\n",
            "  libmircore1 libmirprotobuf3 libmm-glib0 libmnl0 libmtdev1 libmtp-common\n",
            "  libmtp-runtime libmtp9 libndp0 libnetfilter-conntrack3 libnewt0.52\n",
            "  libnfnetlink0 libnl-3-200 libnl-genl-3-200 libnm-glib4 libnm-gtk0\n",
            "  libnm-util2 libnm0 libnma0 libnotify4 libnppc8.0 libnppi8.0 libnppial8.0\n",
            "  libnppicc8.0 libnppicom8.0 libnppidei8.0 libnppif8.0 libnppig8.0 libnppim8.0\n",
            "  libnppist8.0 libnppisu8.0 libnppitc8.0 libnpps8.0 libnspr4 libnss-mdns\n",
            "  libnss3 libntfs-3g872 libnvblas8.0 libnvgraph8.0 libnvrtc8.0 libnvtoolsext1\n",
            "  libnvvm3 liboauth0 libobjc-7-dev libobjc4 libogg0 libopus0 liborc-0.4-0\n",
            "  libp11-kit-gnome-keyring libpackagekit-glib2-18 libpam-cap\n",
            "  libpam-gnome-keyring libpam-systemd libpanel-applet3 libpango-1.0-0\n",
            "  libpangocairo-1.0-0 libpangoft2-1.0-0 libpangoxft-1.0-0 libparted2\n",
            "  libpcap0.8 libpci3 libpciaccess0 libpcsclite1 libphonenumber7 libpipeline1\n",
            "  libpixman-1-0 libplist3 libplymouth4 libpolkit-agent-1-0\n",
            "  libpolkit-backend-1-0 libpolkit-gobject-1-0 libprotobuf-lite10 libprotobuf10\n",
            "  libproxy1v5 libpulse-mainloop-glib0 libpulse0 libpulsedsp\n",
            "  libpwquality-common libpwquality1 libqmi-glib5 libqmi-proxy libraw1394-11\n",
            "  librest-0.7-0 librsvg2-2 librsvg2-common libsamplerate0 libseccomp2\n",
            "  libsecret-1-0 libsecret-common libsensors4 libshout3 libslang2 libsmbclient\n",
            "  libsndfile1 libsoup-gnome2.4-1 libsoup2.4-1 libspeex1 libspeexdsp1\n",
            "  libstemmer0d libsystemd0 libtag1v5 libtag1v5-vanilla libtalloc2 libtdb1\n",
            "  libtevent0 libtext-iconv-perl libthai-data libthai0 libtheora0 libthrust-dev\n",
            "  libtiff5 libtimezonemap-data libtimezonemap1 libtinfo-dev libtxc-dxtn-s2tc\n",
            "  libudev1 libudisks2-0 libunity-control-center1 libunity-settings-daemon1\n",
            "  libupower-glib3 liburl-dispatcher1 libusb-1.0-0 libusbmuxd4 libv4l-0\n",
            "  libv4lconvert0 libvdpau-dev libvdpau1 libvisual-0.4-0 libvorbis0a\n",
            "  libvorbisenc2 libvorbisfile3 libvpx4 libwacom-bin libwacom-common libwacom2\n",
            "  libwavpack1 libwayland-client0 libwayland-cursor0 libwayland-egl1-mesa\n",
            "  libwayland-server0 libwbclient0 libwebkit2gtk-4.0-37 libwebp6\n",
            "  libwebrtc-audio-processing1 libwhoopsie-preferences0 libwhoopsie0 libwrap0\n",
            "  libx11-xcb-dev libx11-xcb1 libxapian30 libxatracker2 libxaw7 libxcb-dri2-0\n",
            "  libxcb-dri2-0-dev libxcb-dri3-0 libxcb-dri3-dev libxcb-glx0 libxcb-glx0-dev\n",
            "  libxcb-present-dev libxcb-present0 libxcb-randr0 libxcb-randr0-dev\n",
            "  libxcb-render0 libxcb-render0-dev libxcb-shape0 libxcb-shape0-dev\n",
            "  libxcb-shm0 libxcb-sync-dev libxcb-sync1 libxcb-util1 libxcb-xfixes0\n",
            "  libxcb-xfixes0-dev libxcomposite1 libxcursor1 libxdamage-dev libxdamage1\n",
            "  libxext-dev libxfixes-dev libxfixes3 libxfont1 libxfont2 libxi6 libxinerama1\n",
            "  libxkbcommon0 libxkbfile1 libxklavier16 libxmu6 libxmuu1 libxnvctrl0 libxpm4\n",
            "  libxrandr2 libxshmfence-dev libxshmfence1 libxslt1.1 libxt6 libxtables12\n",
            "  libxtst6 libxv1 libxvmc1 libxxf86dga1 libxxf86vm-dev libxxf86vm1 libyaml-0-2\n",
            "  libyelp0 libzeitgeist-2.0-0 lightdm linux-headers-4.13.0-38\n",
            "  linux-headers-4.13.0-38-generic linux-headers-generic llvm-3.8 llvm-3.8-dev\n",
            "  llvm-3.8-runtime lsb-release man-db mesa-common-dev mesa-vdpau-drivers\n",
            "  mobile-broadband-provider-info modemmanager mousetweaks nautilus-data\n",
            "  network-manager network-manager-gnome network-manager-pptp\n",
            "  notification-daemon ntfs-3g nvidia-384 nvidia-cuda-doc nvidia-cuda-gdb\n",
            "  nvidia-opencl-dev nvidia-opencl-icd-384 nvidia-prime nvidia-profiler\n",
            "  nvidia-settings nvidia-visual-profiler ocl-icd-libopencl1 opencl-c-headers\n",
            "  opencl-clhpp-headers opencl-headers openjdk-8-jre openjdk-8-jre-headless\n",
            "  p11-kit p11-kit-modules packagekit packagekit-tools parted pciutils\n",
            "  pinentry-gnome3 plymouth plymouth-theme-ubuntu-text policykit-1\n",
            "  policykit-1-gnome ppp pptp-linux psmisc pulseaudio pulseaudio-utils\n",
            "  python-apt-common python-talloc python3-apt python3-cairo python3-certifi\n",
            "  python3-chardet python3-cups python3-cupshelpers python3-dbus python3-gi\n",
            "  python3-idna python3-pkg-resources python3-requests python3-six\n",
            "  python3-urllib3 python3-xdg python3-xkit rtkit samba-libs\n",
            "  screen-resolution-extra shared-mime-info sound-theme-freedesktop sudo\n",
            "  system-config-printer system-config-printer-common\n",
            "  system-config-printer-udev systemd systemd-sysv tcpd ubuntu-mono\n",
            "  ubuntu-system-service ubuntu-touch-sounds udev udisks2 unity-control-center\n",
            "  unity-greeter unity-settings-daemon upower usb-modeswitch\n",
            "  usb-modeswitch-data usbmuxd vdpau-driver-all wamerican whoopsie-preferences\n",
            "  wireless-regdb wpasupplicant x11-utils x11-xkb-utils x11proto-damage-dev\n",
            "  x11proto-dri2-dev x11proto-fixes-dev x11proto-gl-dev x11proto-xext-dev\n",
            "  x11proto-xf86vidmode-dev xauth xfonts-base xfonts-encodings xfonts-utils\n",
            "  xkb-data xserver-common xserver-xorg xserver-xorg-core\n",
            "  xserver-xorg-input-all xserver-xorg-input-libinput xserver-xorg-input-wacom\n",
            "  xserver-xorg-legacy xserver-xorg-video-all xserver-xorg-video-amdgpu\n",
            "  xserver-xorg-video-ati xserver-xorg-video-fbdev xserver-xorg-video-intel\n",
            "  xserver-xorg-video-nouveau xserver-xorg-video-qxl xserver-xorg-video-radeon\n",
            "  xserver-xorg-video-vesa xserver-xorg-video-vmware yelp yelp-xsl\n",
            "  zeitgeist-core zenity zenity-common\n",
            "Suggested packages:\n",
            "  gnome-control-center aspell-doc spellutils avahi-autoipd bumblebee whois\n",
            "  vacation gnustep gnustep-devel clang-3.8-doc default-java-plugin\n",
            "  python3-apport menu cdtool setcd evolution groff samba-common hunspell\n",
            "  openoffice.org-hunspell | openoffice.org-core ibus-clutter ibus-doc ibus-qt4\n",
            "  libqt5gui5 apport unity-greeter-session-broadcast iproute2-doc resolvconf\n",
            "  isc-dhcp-client-ddns isoquery lrzip alsa-utils libcanberra-gtk0 colord\n",
            "  cups-common libdv-bin oss-compat libenchant-voikko fcitx libgd-tools\n",
            "  geoip-bin gphoto2 gpm libvisual-0.4-plugins gstreamer1.0-tools\n",
            "  libusbmuxd-tools jackd2 liblcms2-utils avahi-autoipd | zeroconf opus-tools\n",
            "  libparted-dev libparted-i18n pcscd libraw1394-doc librsvg2-bin lm-sensors\n",
            "  speex url-dispatcher libvdpau-doc libwebkit2gtk-4.0-37-gtk2 xapian-tools\n",
            "  libxext-doc bindfs llvm-3.8-doc lsb less www-browser nautilus\n",
            "  network-manager-openconnect-gnome network-manager-openvpn-gnome\n",
            "  network-manager-vpnc-gnome network-manager-pptp-gnome libcupti-dev\n",
            "  nvidia-driver opencl-clhpp-headers-doc icedtea-8-plugin fonts-ipafont-gothic\n",
            "  fonts-ipafont-mincho fonts-wqy-microhei fonts-wqy-zenhei fonts-indic\n",
            "  appstream parted-doc pinentry-doc desktop-base plymouth-themes pavumeter\n",
            "  pavucontrol paman paprefs ubuntu-sounds python3-apt-dbg python-apt-doc\n",
            "  python-dbus-doc python3-dbus-dbg python3-setuptools python3-cryptography\n",
            "  python3-openssl python3-socks gnome-software python3-smbc systemd-container\n",
            "  btrfs-progs | btrfs-tools cryptsetup-bin exfat-utils mdadm reiserfsprogs\n",
            "  xfsprogs gnome-user-guide | ubuntu-docs libcanberra-gtk-module\n",
            "  x11-xserver-utils lightdm-remote-session-freerdp\n",
            "  lightdm-remote-session-uccsconfigure remote-login-service metacity\n",
            "  | x-window-manager comgt wvdial libvdpau-va-gl1 nvidia-vdpau-driver\n",
            "  nvidia-legacy-340xx-vdpau-driver wpagui libengine-pkcs11-openssl mesa-utils\n",
            "  xfonts-100dpi | xfonts-75dpi xfonts-scalable xinput firmware-amd-graphics\n",
            "  xserver-xorg-video-r128 xserver-xorg-video-mach64 firmware-misc-nonfree\n",
            "  zeitgeist-datahub\n",
            "Recommended packages:\n",
            "  libnvcuvid1 systemd-services\n",
            "The following NEW packages will be installed:\n",
            "  accountsservice acpid activity-log-manager adwaita-icon-theme apg aspell\n",
            "  aspell-en at-spi2-core avahi-daemon avahi-utils bbswitch-dkms bind9-host\n",
            "  binfmt-support bluez bluez-obexd bsdmainutils ca-certificates-java\n",
            "  cheese-common clang-3.8 cracklib-runtime crda cups-pk-helper dbus\n",
            "  dbus-user-session dbus-x11 dconf-cli dconf-gsettings-backend dconf-service\n",
            "  default-jre default-jre-headless desktop-file-utils dictionaries-common\n",
            "  distro-info-data dkms dmsetup dns-root-data dnsmasq-base dosfstools eject\n",
            "  emacsen-common enchant evolution-data-server evolution-data-server-common\n",
            "  fakeroot file fontconfig fonts-dejavu-extra fuse gcr gdisk geoclue\n",
            "  geoclue-ubuntu-geoip geoip-database gettext-base gir1.2-atk-1.0\n",
            "  gir1.2-freedesktop gir1.2-gdkpixbuf-2.0 gir1.2-glib-2.0 gir1.2-gtk-3.0\n",
            "  gir1.2-ibus-1.0 gir1.2-notify-0.7 gir1.2-packagekitglib-1.0 gir1.2-pango-1.0\n",
            "  gir1.2-polkit-1.0 gir1.2-secret-1 gkbd-capplet glib-networking\n",
            "  glib-networking-common glib-networking-services gnome-bluetooth\n",
            "  gnome-control-center-faces gnome-desktop3-data gnome-keyring gnome-menus\n",
            "  gnome-power-manager gnome-screensaver gnome-session-bin\n",
            "  gnome-settings-daemon-schemas groff-base gsettings-desktop-schemas\n",
            "  gsettings-ubuntu-schemas gstreamer1.0-clutter-3.0 gstreamer1.0-plugins-base\n",
            "  gstreamer1.0-plugins-good gstreamer1.0-x gtk-update-icon-cache gvfs\n",
            "  gvfs-backends gvfs-common gvfs-daemons gvfs-libs hicolor-icon-theme\n",
            "  humanity-icon-theme hunspell-en-us ibus ibus-gtk ibus-gtk3 im-config\n",
            "  indicator-applet indicator-application indicator-bluetooth indicator-common\n",
            "  indicator-datetime indicator-keyboard indicator-messages indicator-power\n",
            "  indicator-session indicator-sound ippusbxd iproute2 iptables iputils-arping\n",
            "  isc-dhcp-client isc-dhcp-common iso-codes iw java-common\n",
            "  keyboard-configuration kmod lib32gcc1 libaa1 libaccounts-glib0\n",
            "  libaccountsservice0 libapparmor1 libappindicator3-1 libappstream4\n",
            "  libarchive13 libasound2 libasound2-data libasound2-plugins libaspell15\n",
            "  libasyncns0 libatasmart4 libatk-bridge2.0-0 libatk-wrapper-java\n",
            "  libatk-wrapper-java-jni libatk1.0-0 libatk1.0-data libatm1 libatspi2.0-0\n",
            "  libavahi-client3 libavahi-common-data libavahi-common3 libavahi-core7\n",
            "  libavahi-glib1 libavc1394-0 libbind9-140 libbluetooth3\n",
            "  libboost-filesystem1.62.0 libboost-system1.62.0 libboost-thread1.62.0\n",
            "  libc6-i386 libcaca0 libcairo-gobject2 libcairo2 libcamel-1.2-60\n",
            "  libcanberra-gtk3-0 libcanberra-gtk3-module libcanberra-pulse libcanberra0\n",
            "  libcap2 libcap2-bin libcapnp-0.5.3 libcdio-cdda1 libcdio-paranoia1 libcdio13\n",
            "  libcdparanoia0 libcheese-gtk25 libcheese8 libclang-common-3.8-dev\n",
            "  libclang1-3.8 libclutter-1.0-0 libclutter-1.0-common libclutter-gst-3.0-0\n",
            "  libclutter-gtk-1.0-0 libcogl-common libcogl-pango20 libcogl-path20 libcogl20\n",
            "  libcolord2 libcrack2 libcroco3 libcryptsetup4 libcuda1-384 libcuinj64-8.0\n",
            "  libcups2 libcusparse8.0 libdaemon0 libdatrie1 libdbus-1-3 libdbus-glib-1-2\n",
            "  libdbusmenu-glib4 libdbusmenu-gtk3-4 libdconf1 libdee-1.0-4\n",
            "  libdevmapper1.02.1 libdns-export162 libdns162 libdrm-amdgpu1 libdrm-common\n",
            "  libdrm-dev libdrm-intel1 libdrm-nouveau2 libdrm-radeon1 libdrm2 libdv4\n",
            "  libebackend-1.2-10 libebook-1.2-19 libebook-contacts-1.2-2 libecal-1.2-19\n",
            "  libedata-book-1.2-25 libedata-cal-1.2-28 libedataserver-1.2-22 libegl1-mesa\n",
            "  libelf1 libenchant1c2a libepoxy0 libevdev2 libexif12 libfakeroot\n",
            "  libfcitx-config4 libfcitx-gclient0 libfcitx-utils0 libffi-dev libflac8\n",
            "  libfontenc1 libfribidi0 libfuse2 libgail-common libgail18 libgbm1 libgc1c2\n",
            "  libgck-1-0 libgcr-3-common libgcr-base-3-1 libgcr-ui-3-1 libgd3\n",
            "  libgdata-common libgdata22 libgdk-pixbuf2.0-0 libgdk-pixbuf2.0-bin\n",
            "  libgdk-pixbuf2.0-common libgee-0.8-2 libgeoclue0 libgeocode-glib0 libgeoip1\n",
            "  libgeonames-common libgeonames0 libgif7 libgirepository-1.0-1\n",
            "  libgl1-mesa-dev libgl1-mesa-dri libgl1-mesa-glx libglapi-mesa libgles2-mesa\n",
            "  libglib2.0-bin libglib2.0-data libgnome-bluetooth13 libgnome-desktop-3-12\n",
            "  libgnome-menu-3-0 libgnomekbd-common libgnomekbd8 libgoa-1.0-0b\n",
            "  libgoa-1.0-common libgphoto2-6 libgphoto2-l10n libgphoto2-port12 libgpm2\n",
            "  libgraphite2-3 libgstreamer-plugins-base1.0-0 libgstreamer-plugins-good1.0-0\n",
            "  libgstreamer1.0-0 libgtk-3-0 libgtk-3-bin libgtk-3-common libgtk2.0-0\n",
            "  libgtk2.0-bin libgtk2.0-common libgtop-2.0-11 libgtop2-common libgudev-1.0-0\n",
            "  libgweather-3-6 libgweather-common libharfbuzz-icu0 libharfbuzz0b\n",
            "  libhunspell-1.6-0 libhyphen0 libibus-1.0-5 libical2 libido3-0.1-0\n",
            "  libiec61883-0 libimobiledevice6 libindicator3-7 libinput-bin libinput10\n",
            "  libip4tc0 libip6tc0 libiptc0 libisc-export160 libisc160 libisccc140\n",
            "  libisccfg140 libjack-jackd2-0 libjansson4 libjavascriptcoregtk-4.0-18\n",
            "  libjbig0 libjson-c3 libjson-glib-1.0-0 libjson-glib-1.0-common libjsoncpp1\n",
            "  libkmod2 liblcms2-2 libldb1 liblightdm-gobject-1-0 libllvm3.8 libllvm5.0\n",
            "  liblocale-gettext-perl libltdl7 liblwres141 liblzo2-2 libmagic-mgc libmagic1\n",
            "  libmbim-glib4 libmbim-proxy libmessaging-menu0 libmirclient9 libmircommon7\n",
            "  libmircore1 libmirprotobuf3 libmm-glib0 libmnl0 libmtdev1 libmtp-common\n",
            "  libmtp-runtime libmtp9 libndp0 libnetfilter-conntrack3 libnewt0.52\n",
            "  libnfnetlink0 libnl-3-200 libnl-genl-3-200 libnm-glib4 libnm-gtk0\n",
            "  libnm-util2 libnm0 libnma0 libnotify4 libnppc8.0 libnppi8.0 libnppial8.0\n",
            "  libnppicc8.0 libnppicom8.0 libnppidei8.0 libnppif8.0 libnppig8.0 libnppim8.0\n",
            "  libnppist8.0 libnppisu8.0 libnppitc8.0 libnpps8.0 libnspr4 libnss-mdns\n",
            "  libnss3 libntfs-3g872 libnvblas8.0 libnvgraph8.0 libnvrtc8.0 libnvtoolsext1\n",
            "  libnvvm3 liboauth0 libobjc-7-dev libobjc4 libogg0 libopus0 liborc-0.4-0\n",
            "  libp11-kit-gnome-keyring libpackagekit-glib2-18 libpam-cap\n",
            "  libpam-gnome-keyring libpam-systemd libpanel-applet3 libpango-1.0-0\n",
            "  libpangocairo-1.0-0 libpangoft2-1.0-0 libpangoxft-1.0-0 libparted2\n",
            "  libpcap0.8 libpci3 libpciaccess0 libpcsclite1 libphonenumber7 libpipeline1\n",
            "  libpixman-1-0 libplist3 libplymouth4 libpolkit-agent-1-0\n",
            "  libpolkit-backend-1-0 libpolkit-gobject-1-0 libprotobuf-lite10 libprotobuf10\n",
            "  libproxy1v5 libpulse-mainloop-glib0 libpulse0 libpulsedsp\n",
            "  libpwquality-common libpwquality1 libqmi-glib5 libqmi-proxy libraw1394-11\n",
            "  librest-0.7-0 librsvg2-2 librsvg2-common libsamplerate0 libseccomp2\n",
            "  libsecret-1-0 libsecret-common libsensors4 libshout3 libslang2 libsmbclient\n",
            "  libsndfile1 libsoup-gnome2.4-1 libsoup2.4-1 libspeex1 libspeexdsp1\n",
            "  libstemmer0d libtag1v5 libtag1v5-vanilla libtalloc2 libtdb1 libtevent0\n",
            "  libtext-iconv-perl libthai-data libthai0 libtheora0 libthrust-dev libtiff5\n",
            "  libtimezonemap-data libtimezonemap1 libtinfo-dev libtxc-dxtn-s2tc\n",
            "  libudisks2-0 libunity-control-center1 libunity-settings-daemon1\n",
            "  libupower-glib3 liburl-dispatcher1 libusb-1.0-0 libusbmuxd4 libv4l-0\n",
            "  libv4lconvert0 libvdpau-dev libvdpau1 libvisual-0.4-0 libvorbis0a\n",
            "  libvorbisenc2 libvorbisfile3 libvpx4 libwacom-bin libwacom-common libwacom2\n",
            "  libwavpack1 libwayland-client0 libwayland-cursor0 libwayland-egl1-mesa\n",
            "  libwayland-server0 libwbclient0 libwebkit2gtk-4.0-37 libwebp6\n",
            "  libwebrtc-audio-processing1 libwhoopsie-preferences0 libwhoopsie0 libwrap0\n",
            "  libx11-xcb-dev libx11-xcb1 libxapian30 libxatracker2 libxaw7 libxcb-dri2-0\n",
            "  libxcb-dri2-0-dev libxcb-dri3-0 libxcb-dri3-dev libxcb-glx0 libxcb-glx0-dev\n",
            "  libxcb-present-dev libxcb-present0 libxcb-randr0 libxcb-randr0-dev\n",
            "  libxcb-render0 libxcb-render0-dev libxcb-shape0 libxcb-shape0-dev\n",
            "  libxcb-shm0 libxcb-sync-dev libxcb-sync1 libxcb-util1 libxcb-xfixes0\n",
            "  libxcb-xfixes0-dev libxcomposite1 libxcursor1 libxdamage-dev libxdamage1\n",
            "  libxext-dev libxfixes-dev libxfixes3 libxfont1 libxfont2 libxi6 libxinerama1\n",
            "  libxkbcommon0 libxkbfile1 libxklavier16 libxmu6 libxmuu1 libxnvctrl0 libxpm4\n",
            "  libxrandr2 libxshmfence-dev libxshmfence1 libxslt1.1 libxt6 libxtables12\n",
            "  libxtst6 libxv1 libxvmc1 libxxf86dga1 libxxf86vm-dev libxxf86vm1 libyaml-0-2\n",
            "  libyelp0 libzeitgeist-2.0-0 lightdm linux-headers-4.13.0-38\n",
            "  linux-headers-4.13.0-38-generic linux-headers-generic llvm-3.8 llvm-3.8-dev\n",
            "  llvm-3.8-runtime lsb-release man-db mesa-common-dev mesa-vdpau-drivers\n",
            "  mobile-broadband-provider-info modemmanager mousetweaks nautilus-data\n",
            "  network-manager network-manager-gnome network-manager-pptp\n",
            "  notification-daemon ntfs-3g nvidia-384 nvidia-cuda-dev nvidia-cuda-doc\n",
            "  nvidia-cuda-gdb nvidia-cuda-toolkit nvidia-opencl-dev nvidia-opencl-icd-384\n",
            "  nvidia-prime nvidia-profiler nvidia-settings nvidia-visual-profiler\n",
            "  ocl-icd-libopencl1 opencl-c-headers opencl-clhpp-headers opencl-headers\n",
            "  openjdk-8-jre openjdk-8-jre-headless p11-kit p11-kit-modules packagekit\n",
            "  packagekit-tools parted pciutils pinentry-gnome3 plymouth\n",
            "  plymouth-theme-ubuntu-text policykit-1 policykit-1-gnome ppp pptp-linux\n",
            "  psmisc pulseaudio pulseaudio-utils python-apt-common python-talloc\n",
            "  python3-apt python3-cairo python3-certifi python3-chardet python3-cups\n",
            "  python3-cupshelpers python3-dbus python3-gi python3-idna\n",
            "  python3-pkg-resources python3-requests python3-six python3-urllib3\n",
            "  python3-xdg python3-xkit rtkit samba-libs screen-resolution-extra\n",
            "  shared-mime-info sound-theme-freedesktop sudo system-config-printer\n",
            "  system-config-printer-common system-config-printer-udev systemd systemd-sysv\n",
            "  tcpd ubuntu-mono ubuntu-system-service ubuntu-touch-sounds udev udisks2\n",
            "  unity-control-center unity-greeter unity-settings-daemon upower\n",
            "  usb-modeswitch usb-modeswitch-data usbmuxd vdpau-driver-all wamerican\n",
            "  whoopsie-preferences wireless-regdb wpasupplicant x11-utils x11-xkb-utils\n",
            "  x11proto-damage-dev x11proto-dri2-dev x11proto-fixes-dev x11proto-gl-dev\n",
            "  x11proto-xext-dev x11proto-xf86vidmode-dev xauth xfonts-base\n",
            "  xfonts-encodings xfonts-utils xkb-data xserver-common xserver-xorg\n",
            "  xserver-xorg-core xserver-xorg-input-all xserver-xorg-input-libinput\n",
            "  xserver-xorg-input-wacom xserver-xorg-legacy xserver-xorg-video-all\n",
            "  xserver-xorg-video-amdgpu xserver-xorg-video-ati xserver-xorg-video-fbdev\n",
            "  xserver-xorg-video-intel xserver-xorg-video-nouveau xserver-xorg-video-qxl\n",
            "  xserver-xorg-video-radeon xserver-xorg-video-vesa xserver-xorg-video-vmware\n",
            "  yelp yelp-xsl zeitgeist-core zenity zenity-common\n",
            "The following packages will be upgraded:\n",
            "  libsystemd0 libudev1\n",
            "2 upgraded, 664 newly installed, 0 to remove and 0 not upgraded.\n",
            "Need to get 932 MB of archives.\n",
            "After this operation, 2,865 MB of additional disk space will be used.\n",
            "Get:1 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libsystemd0 amd64 234-2ubuntu12.3 [209 kB]\n",
            "0% [1 libsystemd0 14.2 kB/209 kB 7%]"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Get:2 http://archive.ubuntu.com/ubuntu artful/main amd64 liblocale-gettext-perl amd64 1.07-3build2 [16.6 kB]\n",
            "Get:3 http://archive.ubuntu.com/ubuntu artful/main amd64 keyboard-configuration all 1.166ubuntu7 [622 kB]\n",
            "Get:4 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libapparmor1 amd64 2.11.0-2ubuntu17.1 [28.9 kB]\n",
            "Get:5 http://archive.ubuntu.com/ubuntu artful/main amd64 libcap2 amd64 1:2.25-1.1 [13.2 kB]\n",
            "Get:6 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libudev1 amd64 234-2ubuntu12.3 [52.4 kB]\n",
            "Get:7 http://archive.ubuntu.com/ubuntu artful/main amd64 libdevmapper1.02.1 amd64 2:1.02.137-2ubuntu3 [135 kB]\n",
            "Get:8 http://archive.ubuntu.com/ubuntu artful/main amd64 libcryptsetup4 amd64 2:1.7.3-4ubuntu1 [77.3 kB]\n",
            "Get:9 http://archive.ubuntu.com/ubuntu artful/main amd64 libip4tc0 amd64 1.6.1-2ubuntu1 [19.6 kB]\n",
            "Get:10 http://archive.ubuntu.com/ubuntu artful/main amd64 libkmod2 amd64 24-1ubuntu2 [40.1 kB]\n",
            "Get:11 http://archive.ubuntu.com/ubuntu artful/main amd64 libseccomp2 amd64 2.3.1-2.1ubuntu3 [37.3 kB]\n",
            "Get:12 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 systemd amd64 234-2ubuntu12.3 [2,781 kB]\n",
            "Get:13 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 systemd-sysv amd64 234-2ubuntu12.3 [11.6 kB]\n",
            "Get:14 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 udev amd64 234-2ubuntu12.3 [1,091 kB]\n",
            "Get:15 http://archive.ubuntu.com/ubuntu artful/main amd64 libnfnetlink0 amd64 1.0.1-3 [13.3 kB]\n",
            "Get:16 http://archive.ubuntu.com/ubuntu artful/main amd64 groff-base amd64 1.22.3-9 [1,144 kB]\n",
            "Get:17 http://archive.ubuntu.com/ubuntu artful/main amd64 bsdmainutils amd64 9.0.12+nmu1ubuntu1 [179 kB]\n",
            "Get:18 http://archive.ubuntu.com/ubuntu artful/main amd64 libpipeline1 amd64 1.4.2-1 [25.2 kB]\n",
            "Get:19 http://archive.ubuntu.com/ubuntu artful/main amd64 man-db amd64 2.7.6.1-2 [895 kB]\n",
            "Get:20 http://archive.ubuntu.com/ubuntu artful/main amd64 libfuse2 amd64 2.9.7-1ubuntu1 [80.9 kB]\n",
            "Get:21 http://archive.ubuntu.com/ubuntu artful/main amd64 fuse amd64 2.9.7-1ubuntu1 [24.5 kB]\n",
            "Get:22 http://archive.ubuntu.com/ubuntu artful/main amd64 libntfs-3g872 amd64 1:2016.2.22AR.2-2 [145 kB]\n",
            "Get:23 http://archive.ubuntu.com/ubuntu artful/main amd64 ntfs-3g amd64 1:2016.2.22AR.2-2 [380 kB]\n",
            "Get:24 http://archive.ubuntu.com/ubuntu artful/main amd64 fontconfig amd64 2.11.94-0ubuntu2 [177 kB]\n",
            "Get:25 http://archive.ubuntu.com/ubuntu artful/main amd64 libdbusmenu-glib4 amd64 16.04.1+17.04.20170109.1-0ubuntu1 [40.8 kB]\n",
            "Get:26 http://archive.ubuntu.com/ubuntu artful/main amd64 libatk1.0-data all 2.26.0-2ubuntu1 [2,820 B]\n",
            "Get:27 http://archive.ubuntu.com/ubuntu artful/main amd64 libatk1.0-0 amd64 2.26.0-2ubuntu1 [44.2 kB]\n",
            "Get:28 http://archive.ubuntu.com/ubuntu artful/main amd64 libjbig0 amd64 2.1-3.1 [26.6 kB]\n",
            "Get:29 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libtiff5 amd64 4.0.8-5ubuntu0.1 [150 kB]\n",
            "Get:30 http://archive.ubuntu.com/ubuntu artful/main amd64 shared-mime-info amd64 1.8-1 [420 kB]\n",
            "Get:31 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libgdk-pixbuf2.0-common all 2.36.11-1ubuntu0.1 [4,488 B]\n",
            "Get:32 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libgdk-pixbuf2.0-0 amd64 2.36.11-1ubuntu0.1 [165 kB]\n",
            "Get:33 http://archive.ubuntu.com/ubuntu artful/main amd64 libthai-data all 0.1.26-3 [132 kB]\n",
            "Get:34 http://archive.ubuntu.com/ubuntu artful/main amd64 libdatrie1 amd64 0.2.10-5 [17.6 kB]\n",
            "Get:35 http://archive.ubuntu.com/ubuntu artful/main amd64 libthai0 amd64 0.1.26-3 [17.7 kB]\n",
            "Get:36 http://archive.ubuntu.com/ubuntu artful/main amd64 libpango-1.0-0 amd64 1.40.12-1 [152 kB]\n",
            "Get:37 http://archive.ubuntu.com/ubuntu artful/main amd64 libdbusmenu-gtk3-4 amd64 16.04.1+17.04.20170109.1-0ubuntu1 [26.7 kB]\n",
            "Get:38 http://archive.ubuntu.com/ubuntu artful/main amd64 libdconf1 amd64 0.26.0-2 [33.0 kB]\n",
            "Get:39 http://archive.ubuntu.com/ubuntu artful/main amd64 dconf-service amd64 0.26.0-2 [27.2 kB]\n",
            "Get:40 http://archive.ubuntu.com/ubuntu artful/main amd64 dconf-gsettings-backend amd64 0.26.0-2 [20.0 kB]\n",
            "Get:41 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libgtk-3-common all 3.22.25-0ubuntu0.1 [226 kB]\n",
            "Get:42 http://archive.ubuntu.com/ubuntu artful/main amd64 libdbus-1-3 amd64 1.10.22-1ubuntu1 [165 kB]\n",
            "Get:43 http://archive.ubuntu.com/ubuntu artful/main amd64 libatspi2.0-0 amd64 2.26.0-2 [60.1 kB]\n",
            "Get:44 http://archive.ubuntu.com/ubuntu artful/main amd64 libatk-bridge2.0-0 amd64 2.26.0-1ubuntu1 [54.2 kB]\n",
            "Get:45 http://archive.ubuntu.com/ubuntu artful/main amd64 libpixman-1-0 amd64 0.34.0-1 [230 kB]\n",
            "Get:46 http://archive.ubuntu.com/ubuntu artful/main amd64 libxcb-render0 amd64 1.12-1ubuntu1 [14.8 kB]\n",
            "Get:47 http://archive.ubuntu.com/ubuntu artful/main amd64 libxcb-shm0 amd64 1.12-1ubuntu1 [5,482 B]\n",
            "Get:48 http://archive.ubuntu.com/ubuntu artful/main amd64 libcairo2 amd64 1.14.10-1ubuntu1 [558 kB]\n",
            "Get:49 http://archive.ubuntu.com/ubuntu artful/main amd64 libcairo-gobject2 amd64 1.14.10-1ubuntu1 [17.1 kB]\n",
            "Get:50 http://archive.ubuntu.com/ubuntu artful/main amd64 liblcms2-2 amd64 2.7-1ubuntu1 [137 kB]\n",
            "Get:51 http://archive.ubuntu.com/ubuntu artful/main amd64 libcolord2 amd64 1.3.3-2build1 [107 kB]\n",
            "Get:52 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libavahi-common-data amd64 0.6.32-1ubuntu1.1 [22.0 kB]\n",
            "Get:53 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libavahi-common3 amd64 0.6.32-1ubuntu1.1 [21.6 kB]\n",
            "Get:54 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libavahi-client3 amd64 0.6.32-1ubuntu1.1 [25.2 kB]\n",
            "Get:55 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libcups2 amd64 2.2.4-7ubuntu3 [209 kB]\n",
            "Get:56 http://archive.ubuntu.com/ubuntu artful/main amd64 libepoxy0 amd64 1.3.1-3 [176 kB]\n",
            "Get:57 http://archive.ubuntu.com/ubuntu artful/main amd64 libjson-glib-1.0-common all 1.2.8-1 [3,648 B]\n",
            "Get:58 http://archive.ubuntu.com/ubuntu artful/main amd64 libjson-glib-1.0-0 amd64 1.2.8-1 [60.4 kB]\n",
            "Get:59 http://archive.ubuntu.com/ubuntu artful/main amd64 libboost-system1.62.0 amd64 1.62.0+dfsg-4build3 [9,212 B]\n",
            "Get:60 http://archive.ubuntu.com/ubuntu artful/main amd64 libcapnp-0.5.3 amd64 0.5.3-2ubuntu2 [569 kB]\n",
            "Get:61 http://archive.ubuntu.com/ubuntu artful/main amd64 libboost-filesystem1.62.0 amd64 1.62.0+dfsg-4build3 [38.6 kB]\n",
            "Get:62 http://archive.ubuntu.com/ubuntu artful/main amd64 libmircore1 amd64 0.28.0+17.10.20171011.1-0ubuntu1 [31.5 kB]\n",
            "Get:63 http://archive.ubuntu.com/ubuntu artful/main amd64 libmircommon7 amd64 0.28.0+17.10.20171011.1-0ubuntu1 [73.2 kB]\n",
            "Get:64 http://archive.ubuntu.com/ubuntu artful/main amd64 libprotobuf-lite10 amd64 3.0.0-9ubuntu5 [97.1 kB]\n",
            "Get:65 http://archive.ubuntu.com/ubuntu artful/main amd64 libmirprotobuf3 amd64 0.28.0+17.10.20171011.1-0ubuntu1 [131 kB]\n",
            "Get:66 http://archive.ubuntu.com/ubuntu artful/main amd64 xkb-data all 2.19-1.1ubuntu1 [312 kB]\n",
            "Get:67 http://archive.ubuntu.com/ubuntu artful/main amd64 libxkbcommon0 amd64 0.7.1-2 [97.2 kB]\n",
            "Get:68 http://archive.ubuntu.com/ubuntu artful/main amd64 libmirclient9 amd64 0.28.0+17.10.20171011.1-0ubuntu1 [199 kB]\n",
            "Get:69 http://archive.ubuntu.com/ubuntu artful/main amd64 libgraphite2-3 amd64 1.3.10-2 [78.3 kB]\n",
            "Get:70 http://archive.ubuntu.com/ubuntu artful/main amd64 libharfbuzz0b amd64 1.4.2-1 [211 kB]\n",
            "Get:71 http://archive.ubuntu.com/ubuntu artful/main amd64 libpangoft2-1.0-0 amd64 1.40.12-1 [33.2 kB]\n",
            "Get:72 http://archive.ubuntu.com/ubuntu artful/main amd64 libpangocairo-1.0-0 amd64 1.40.12-1 [20.8 kB]\n",
            "Get:73 http://archive.ubuntu.com/ubuntu artful/main amd64 libproxy1v5 amd64 0.4.14-3 [50.8 kB]\n",
            "Get:74 http://archive.ubuntu.com/ubuntu artful/main amd64 glib-networking-common all 2.54.0-1 [2,960 B]\n",
            "Get:75 http://archive.ubuntu.com/ubuntu artful/main amd64 glib-networking-services amd64 2.54.0-1 [8,096 B]\n",
            "Get:76 http://archive.ubuntu.com/ubuntu artful/main amd64 gsettings-desktop-schemas all 3.24.1-1ubuntu1 [27.6 kB]\n",
            "Get:77 http://archive.ubuntu.com/ubuntu artful/main amd64 glib-networking amd64 2.54.0-1 [52.0 kB]\n",
            "Get:78 http://archive.ubuntu.com/ubuntu artful/main amd64 libsoup2.4-1 amd64 2.60.1-1 [289 kB]\n",
            "Get:79 http://archive.ubuntu.com/ubuntu artful/main amd64 libsoup-gnome2.4-1 amd64 2.60.1-1 [5,008 B]\n",
            "Get:80 http://archive.ubuntu.com/ubuntu artful/main amd64 librest-0.7-0 amd64 0.8.0-2 [31.8 kB]\n",
            "Get:81 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libwayland-client0 amd64 1.14.0-1ubuntu0.1 [22.5 kB]\n",
            "Get:82 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libwayland-cursor0 amd64 1.14.0-1ubuntu0.1 [9,890 B]\n",
            "4% [Working]"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "\r            \rGet:83 http://archive.ubuntu.com/ubuntu artful/main amd64 libdrm-common all 2.4.83-1 [4,938 B]\r\n",
            "\r4% [83 libdrm-common 0 B/4,938 B 0%]\r                                    \r4% [Working]\r            \rGet:84 http://archive.ubuntu.com/ubuntu artful/main amd64 libdrm2 amd64 2.4.83-1 [30.6 kB]\r\n",
            "\r4% [84 libdrm2 0 B/30.6 kB 0%]\r                              \r4% [Working]\r            \rGet:85 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libwayland-server0 amd64 1.14.0-1ubuntu0.1 [28.5 kB]\r\n",
            "\r4% [85 libwayland-server0 0 B/28.5 kB 0%]\r                                         \r4% [Working]\r            \rGet:86 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libgbm1 amd64 17.2.8-0ubuntu0~17.10.1 [24.4 kB]\r\n",
            "\r4% [86 libgbm1 0 B/24.4 kB 0%]\r                              \r4% [Working]\r            \rGet:87 http://archive.ubuntu.com/ubuntu artful/main amd64 libx11-xcb1 amd64 2:1.6.4-3 [9,626 B]\r\n",
            "Get:88 http://archive.ubuntu.com/ubuntu artful/main amd64 libxcb-dri2-0 amd64 1.12-1ubuntu1 [6,838 B]\n",
            "Get:89 http://archive.ubuntu.com/ubuntu artful/main amd64 libxcb-dri3-0 amd64 1.12-1ubuntu1 [5,156 B]\n",
            "Get:90 http://archive.ubuntu.com/ubuntu artful/main amd64 libxcb-present0 amd64 1.12-1ubuntu1 [5,436 B]\n",
            "Get:91 http://archive.ubuntu.com/ubuntu artful/main amd64 libxcb-sync1 amd64 1.12-1ubuntu1 [8,746 B]\n",
            "Get:92 http://archive.ubuntu.com/ubuntu artful/main amd64 libxcb-xfixes0 amd64 1.12-1ubuntu1 [9,292 B]\n",
            "Get:93 http://archive.ubuntu.com/ubuntu artful/main amd64 libxshmfence1 amd64 1.2-1 [5,042 B]\n",
            "Get:94 http://archive.ubuntu.com/ubuntu artful/main amd64 libdrm-amdgpu1 amd64 2.4.83-1 [18.5 kB]\n",
            "Get:95 http://archive.ubuntu.com/ubuntu artful/main amd64 libpciaccess0 amd64 0.13.4-1ubuntu1 [17.9 kB]\n",
            "Get:96 http://archive.ubuntu.com/ubuntu artful/main amd64 libdrm-intel1 amd64 2.4.83-1 [59.7 kB]\n",
            "Get:97 http://archive.ubuntu.com/ubuntu artful/main amd64 libdrm-nouveau2 amd64 2.4.83-1 [16.4 kB]\n",
            "Get:98 http://archive.ubuntu.com/ubuntu artful/main amd64 libdrm-radeon1 amd64 2.4.83-1 [21.6 kB]\n",
            "Get:99 http://archive.ubuntu.com/ubuntu artful/main amd64 libelf1 amd64 0.170-0.1 [44.3 kB]\n",
            "Get:100 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libglapi-mesa amd64 17.2.8-0ubuntu0~17.10.1 [22.2 kB]\n",
            "Get:101 http://archive.ubuntu.com/ubuntu artful/main amd64 libllvm5.0 amd64 1:5.0-3 [13.7 MB]\n",
            "Get:102 http://archive.ubuntu.com/ubuntu artful/main amd64 libsensors4 amd64 1:3.4.0-4 [28.8 kB]\n",
            "Get:103 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libgl1-mesa-dri amd64 17.2.8-0ubuntu0~17.10.1 [5,707 kB]\n",
            "Get:104 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libegl1-mesa amd64 17.2.8-0ubuntu0~17.10.1 [85.3 kB]\n",
            "Get:105 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libwayland-egl1-mesa amd64 17.2.8-0ubuntu0~17.10.1 [5,778 B]\n",
            "Get:106 http://archive.ubuntu.com/ubuntu artful/main amd64 libxcomposite1 amd64 1:0.4.4-2 [6,988 B]\n",
            "Get:107 http://archive.ubuntu.com/ubuntu artful/main amd64 libxfixes3 amd64 1:5.0.3-1 [10.8 kB]\n",
            "Get:108 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libxcursor1 amd64 1:1.1.14-3ubuntu0.1 [19.8 kB]\n",
            "Get:109 http://archive.ubuntu.com/ubuntu artful/main amd64 libxdamage1 amd64 1:1.1.4-3 [6,934 B]\n",
            "Get:110 http://archive.ubuntu.com/ubuntu artful/main amd64 libxi6 amd64 2:1.7.9-1 [29.2 kB]\n",
            "Get:111 http://archive.ubuntu.com/ubuntu artful/main amd64 libxinerama1 amd64 2:1.1.3-1 [7,908 B]\n",
            "Get:112 http://archive.ubuntu.com/ubuntu artful/main amd64 libxrandr2 amd64 2:1.5.1-1 [18.1 kB]\n",
            "Get:113 http://archive.ubuntu.com/ubuntu artful/main amd64 hicolor-icon-theme all 0.17-1 [10.3 kB]\n",
            "Get:114 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 gtk-update-icon-cache amd64 3.22.25-0ubuntu0.1 [27.6 kB]\n",
            "Get:115 http://archive.ubuntu.com/ubuntu artful/main amd64 libcroco3 amd64 0.6.12-1 [81.3 kB]\n",
            "Get:116 http://archive.ubuntu.com/ubuntu artful/main amd64 librsvg2-2 amd64 2.40.18-1 [95.2 kB]\n",
            "Get:117 http://archive.ubuntu.com/ubuntu artful/main amd64 librsvg2-common amd64 2.40.18-1 [5,106 B]\n",
            "Get:118 http://archive.ubuntu.com/ubuntu artful/main amd64 humanity-icon-theme all 0.6.13 [1,288 kB]\n",
            "Get:119 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 ubuntu-mono all 16.10+17.10.20171115-0ubuntu1 [162 kB]\n",
            "Get:120 http://archive.ubuntu.com/ubuntu artful/main amd64 adwaita-icon-theme all 3.26.0-0ubuntu2 [3,452 kB]\n",
            "Get:121 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libgtk-3-0 amd64 3.22.25-0ubuntu0.1 [2,540 kB]\n",
            "7% [Waiting for headers]"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Get:122 http://archive.ubuntu.com/ubuntu artful/main amd64 libindicator3-7 amd64 16.10.0+16.10.20160913-0ubuntu1 [26.1 kB]\n",
            "Get:123 http://archive.ubuntu.com/ubuntu artful/main amd64 libappindicator3-1 amd64 12.10.1+17.04.20170215-0ubuntu2 [19.2 kB]\n",
            "Get:124 http://archive.ubuntu.com/ubuntu artful/main amd64 libcdparanoia0 amd64 3.10.2+debian-11 [53.1 kB]\n",
            "Get:125 http://archive.ubuntu.com/ubuntu artful/main amd64 libdaemon0 amd64 0.14-6 [16.6 kB]\n",
            "Get:126 http://archive.ubuntu.com/ubuntu artful/main amd64 liblzo2-2 amd64 2.08-1.2 [48.7 kB]\n",
            "Get:127 http://archive.ubuntu.com/ubuntu artful/main amd64 libmtdev1 amd64 1.1.5-1ubuntu2 [13.8 kB]\n",
            "Get:128 http://archive.ubuntu.com/ubuntu artful/main amd64 libmtp-common all 1.1.13-1 [43.6 kB]\n",
            "Get:129 http://archive.ubuntu.com/ubuntu artful/main amd64 libusb-1.0-0 amd64 2:1.0.21-2 [43.3 kB]\n",
            "Get:130 http://archive.ubuntu.com/ubuntu artful/main amd64 libmtp9 amd64 1.1.13-1 [154 kB]\n",
            "Get:131 http://archive.ubuntu.com/ubuntu artful/main amd64 libogg0 amd64 1.3.2-1 [17.2 kB]\n",
            "Get:132 http://archive.ubuntu.com/ubuntu artful/main amd64 libspeex1 amd64 1.2~rc1.2-1ubuntu1 [51.3 kB]\n",
            "Get:133 http://archive.ubuntu.com/ubuntu artful/main amd64 libtheora0 amd64 1.1.1+dfsg.1-14 [170 kB]\n",
            "Get:134 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libvorbis0a amd64 1.3.5-4ubuntu0.2 [86.5 kB]\n",
            "Get:135 http://archive.ubuntu.com/ubuntu artful/main amd64 libshout3 amd64 2.3.1-3 [38.1 kB]\n",
            "Get:136 http://archive.ubuntu.com/ubuntu artful/main amd64 libstemmer0d amd64 0+svn585-1 [62.1 kB]\n",
            "Get:137 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libwbclient0 amd64 2:4.6.7+dfsg-1ubuntu3.2 [33.6 kB]\n",
            "Get:138 http://archive.ubuntu.com/ubuntu artful/main amd64 libxxf86dga1 amd64 2:1.1.4-1 [13.7 kB]\n",
            "Get:139 http://archive.ubuntu.com/ubuntu artful/main amd64 libxxf86vm1 amd64 1:1.1.4-1 [10.6 kB]\n",
            "Get:140 http://archive.ubuntu.com/ubuntu artful/main amd64 dbus amd64 1.10.22-1ubuntu1 [144 kB]\n",
            "Get:141 http://archive.ubuntu.com/ubuntu artful/main amd64 libglib2.0-data all 2.54.1-1ubuntu1 [4,250 B]\n",
            "Get:142 http://archive.ubuntu.com/ubuntu artful/main amd64 libglib2.0-bin amd64 2.54.1-1ubuntu1 [69.8 kB]\n",
            "Err:143 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libplymouth4 amd64 0.9.2-3ubuntu18\n",
            "  404  Not Found [IP: 91.189.88.152 80]\n",
            "Err:144 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 plymouth amd64 0.9.2-3ubuntu18\n",
            "  404  Not Found [IP: 91.189.88.152 80]\n",
            "Get:145 http://archive.ubuntu.com/ubuntu artful/universe amd64 lightdm amd64 1.24.0-0ubuntu1 [146 kB]\n",
            "Get:146 http://archive.ubuntu.com/ubuntu artful/main amd64 libtalloc2 amd64 2.1.9-2ubuntu1 [35.9 kB]\n",
            "Get:147 http://archive.ubuntu.com/ubuntu artful/main amd64 libtdb1 amd64 1.3.13-2build1 [39.1 kB]\n",
            "Get:148 http://archive.ubuntu.com/ubuntu artful/main amd64 libtevent0 amd64 0.9.31-1 [28.4 kB]\n",
            "Get:149 http://archive.ubuntu.com/ubuntu artful/main amd64 libldb1 amd64 2:1.1.29-2 [110 kB]\n",
            "Get:150 http://archive.ubuntu.com/ubuntu artful/main amd64 python-talloc amd64 2.1.9-2ubuntu1 [9,050 B]\n",
            "Get:151 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 samba-libs amd64 2:4.6.7+dfsg-1ubuntu3.2 [5,195 kB]\n",
            "Get:152 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libsmbclient amd64 2:4.6.7+dfsg-1ubuntu3.2 [54.2 kB]\n",
            "Get:153 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 distro-info-data all 0.36ubuntu0.1 [4,266 B]\n",
            "Get:154 http://archive.ubuntu.com/ubuntu artful/main amd64 dmsetup amd64 2:1.02.137-2ubuntu3 [71.9 kB]\n",
            "Get:155 http://archive.ubuntu.com/ubuntu artful/main amd64 eject amd64 2.1.5+deb1+cvs20081104-13.2 [22.8 kB]\n",
            "Get:156 http://archive.ubuntu.com/ubuntu artful/main amd64 libmagic-mgc amd64 1:5.32-1 [184 kB]\n",
            "Get:157 http://archive.ubuntu.com/ubuntu artful/main amd64 libmagic1 amd64 1:5.32-1 [68.4 kB]\n",
            "Get:158 http://archive.ubuntu.com/ubuntu artful/main amd64 file amd64 1:5.32-1 [22.0 kB]\n",
            "Get:159 http://archive.ubuntu.com/ubuntu artful/main amd64 libmnl0 amd64 1.0.4-2 [12.3 kB]\n",
            "Get:160 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 iproute2 amd64 4.9.0-1ubuntu2.1 [628 kB]\n",
            "Get:161 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libisc-export160 amd64 1:9.10.3.dfsg.P4-12.6ubuntu1.1 [155 kB]\n",
            "9% [Working]                                                 6,909 kB/s 2min 7s"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Get:162 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libdns-export162 amd64 1:9.10.3.dfsg.P4-12.6ubuntu1.1 [671 kB]\n",
            "Get:163 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 isc-dhcp-client amd64 4.3.5-3ubuntu2.3 [244 kB]\n",
            "Get:164 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 isc-dhcp-common amd64 4.3.5-3ubuntu2.3 [45.8 kB]\n",
            "Get:165 http://archive.ubuntu.com/ubuntu artful/main amd64 kmod amd64 24-1ubuntu2 [88.7 kB]\n",
            "Get:166 http://archive.ubuntu.com/ubuntu artful/main amd64 libatm1 amd64 1:2.5.1-2 [21.7 kB]\n",
            "Get:167 http://archive.ubuntu.com/ubuntu artful/main amd64 libcap2-bin amd64 1:2.25-1.1 [20.5 kB]\n",
            "Get:168 http://archive.ubuntu.com/ubuntu artful/main amd64 libfribidi0 amd64 0.19.7-1 [25.1 kB]\n",
            "Get:169 http://archive.ubuntu.com/ubuntu artful/main amd64 libjson-c3 amd64 0.12.1-1.2 [21.5 kB]\n",
            "Get:170 http://archive.ubuntu.com/ubuntu artful/main amd64 libslang2 amd64 2.3.1-5ubuntu1 [422 kB]\n",
            "Get:171 http://archive.ubuntu.com/ubuntu artful/main amd64 libnewt0.52 amd64 0.52.18-3ubuntu3 [40.9 kB]\n",
            "Get:172 http://archive.ubuntu.com/ubuntu artful/main amd64 libpam-cap amd64 1:2.25-1.1 [7,190 B]\n",
            "Get:173 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libpam-systemd amd64 234-2ubuntu12.3 [111 kB]\n",
            "Get:174 http://archive.ubuntu.com/ubuntu artful/main amd64 libtext-iconv-perl amd64 1.7-5build6 [13.0 kB]\n",
            "Get:175 http://archive.ubuntu.com/ubuntu artful/main amd64 libxtables12 amd64 1.6.1-2ubuntu1 [27.8 kB]\n",
            "Get:176 http://archive.ubuntu.com/ubuntu artful/main amd64 libyaml-0-2 amd64 0.1.7-2ubuntu3 [47.2 kB]\n",
            "Get:177 http://archive.ubuntu.com/ubuntu artful/main amd64 lsb-release all 9.20160110ubuntu5 [11.1 kB]\n",
            "Get:178 http://archive.ubuntu.com/ubuntu artful/main amd64 sudo amd64 1.8.20p2-1ubuntu1 [415 kB]\n",
            "Get:179 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libaccountsservice0 amd64 0.6.42-0ubuntu3.1 [70.2 kB]\n",
            "Get:180 http://archive.ubuntu.com/ubuntu artful/main amd64 libpolkit-gobject-1-0 amd64 0.105-18 [36.8 kB]\n",
            "Get:181 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 accountsservice amd64 0.6.42-0ubuntu3.1 [59.8 kB]\n",
            "Get:182 http://archive.ubuntu.com/ubuntu artful/main amd64 libgeoip1 amd64 1.6.11-2ubuntu1 [71.7 kB]\n",
            "Get:183 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libisc160 amd64 1:9.10.3.dfsg.P4-12.6ubuntu1.1 [219 kB]\n",
            "Get:184 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libdns162 amd64 1:9.10.3.dfsg.P4-12.6ubuntu1.1 [883 kB]\n",
            "Get:185 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libisccc140 amd64 1:9.10.3.dfsg.P4-12.6ubuntu1.1 [16.6 kB]\n",
            "Get:186 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libisccfg140 amd64 1:9.10.3.dfsg.P4-12.6ubuntu1.1 [40.9 kB]\n",
            "Get:187 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libbind9-140 amd64 1:9.10.3.dfsg.P4-12.6ubuntu1.1 [23.9 kB]\n",
            "Get:188 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 liblwres141 amd64 1:9.10.3.dfsg.P4-12.6ubuntu1.1 [34.5 kB]\n",
            "Get:189 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 bind9-host amd64 1:9.10.3.dfsg.P4-12.6ubuntu1.1 [50.1 kB]\n",
            "Get:190 http://archive.ubuntu.com/ubuntu artful/main amd64 dosfstools amd64 4.1-1 [58.1 kB]\n",
            "Get:191 http://archive.ubuntu.com/ubuntu artful/main amd64 geoip-database all 20170912-1 [2,225 kB]\n",
            "Get:192 http://archive.ubuntu.com/ubuntu artful/main amd64 gettext-base amd64 0.19.8.1-4ubuntu1 [49.4 kB]\n",
            "Get:193 http://archive.ubuntu.com/ubuntu artful/main amd64 libgirepository-1.0-1 amd64 1.54.1-1 [82.1 kB]\n",
            "Get:194 http://archive.ubuntu.com/ubuntu artful/main amd64 gir1.2-glib-2.0 amd64 1.54.1-1 [131 kB]\n",
            "Get:195 http://archive.ubuntu.com/ubuntu artful/main amd64 libip6tc0 amd64 1.6.1-2ubuntu1 [19.9 kB]\n",
            "Get:196 http://archive.ubuntu.com/ubuntu artful/main amd64 libiptc0 amd64 1.6.1-2ubuntu1 [9,254 B]\n",
            "Get:197 http://archive.ubuntu.com/ubuntu artful/main amd64 libnetfilter-conntrack3 amd64 1.0.6-2 [37.8 kB]\n",
            "Get:198 http://archive.ubuntu.com/ubuntu artful/main amd64 iptables amd64 1.6.1-2ubuntu1 [269 kB]\n",
            "Get:199 http://archive.ubuntu.com/ubuntu artful/main amd64 iso-codes all 3.75-1 [2,339 kB]\n",
            "Get:200 http://archive.ubuntu.com/ubuntu artful/main amd64 libdbus-glib-1-2 amd64 0.108-2 [67.1 kB]\n",
            "11% [Working]                                               1,893 kB/s 7min 41s"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Get:201 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libparted2 amd64 3.2-18ubuntu0.1 [123 kB]\n",
            "Get:202 http://archive.ubuntu.com/ubuntu artful/main amd64 libpcap0.8 amd64 1.8.1-5ubuntu1 [118 kB]\n",
            "Get:203 http://archive.ubuntu.com/ubuntu artful/main amd64 libpci3 amd64 1:3.5.2-1ubuntu1 [24.1 kB]\n",
            "Get:204 http://archive.ubuntu.com/ubuntu artful/main amd64 libxmuu1 amd64 2:1.1.2-2 [9,674 B]\n",
            "Get:205 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 parted amd64 3.2-18ubuntu0.1 [42.3 kB]\n",
            "Get:206 http://archive.ubuntu.com/ubuntu artful/main amd64 pciutils amd64 1:3.5.2-1ubuntu1 [247 kB]\n",
            "Err:207 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 plymouth-theme-ubuntu-text amd64 0.9.2-3ubuntu18\n",
            "  404  Not Found [IP: 91.189.88.152 80]\n",
            "Get:208 http://archive.ubuntu.com/ubuntu artful/main amd64 psmisc amd64 23.1-1 [51.5 kB]\n",
            "Get:209 http://archive.ubuntu.com/ubuntu artful/main amd64 python-apt-common all 1.4.0~beta3build2 [17.1 kB]\n",
            "Get:210 http://archive.ubuntu.com/ubuntu artful/main amd64 python3-apt amd64 1.4.0~beta3build2 [141 kB]\n",
            "Get:211 http://archive.ubuntu.com/ubuntu artful/main amd64 python3-dbus amd64 1.2.4-1build3 [84.1 kB]\n",
            "Get:212 http://archive.ubuntu.com/ubuntu artful/main amd64 python3-gi amd64 3.24.1-2build1 [153 kB]\n",
            "Get:213 http://archive.ubuntu.com/ubuntu artful/main amd64 xauth amd64 1:1.0.9-1ubuntu2 [22.7 kB]\n",
            "Get:214 http://archive.ubuntu.com/ubuntu artful/main amd64 acpid amd64 1:2.0.28-1ubuntu1 [36.5 kB]\n",
            "Get:215 http://archive.ubuntu.com/ubuntu artful/main amd64 libgee-0.8-2 amd64 0.20.0-1 [211 kB]\n",
            "Get:216 http://archive.ubuntu.com/ubuntu artful/universe amd64 libunity-control-center1 amd64 15.04.0+17.10.20170930-0ubuntu1 [80.6 kB]\n",
            "Get:217 http://archive.ubuntu.com/ubuntu artful/main amd64 libwhoopsie-preferences0 amd64 0.19 [13.9 kB]\n",
            "Get:218 http://archive.ubuntu.com/ubuntu artful/main amd64 libzeitgeist-2.0-0 amd64 1.0-0ubuntu4 [115 kB]\n",
            "Get:219 http://archive.ubuntu.com/ubuntu artful/main amd64 libdee-1.0-4 amd64 1.2.7+17.10.20170616-0ubuntu1 [75.7 kB]\n",
            "Get:220 http://archive.ubuntu.com/ubuntu artful/main amd64 libxapian30 amd64 1.4.4-2 [641 kB]\n",
            "Get:221 http://archive.ubuntu.com/ubuntu artful/main amd64 zeitgeist-core amd64 1.0-0ubuntu4 [134 kB]\n",
            "Get:222 http://archive.ubuntu.com/ubuntu artful/main amd64 libwhoopsie0 amd64 0.2.58 [9,502 B]\n",
            "Get:223 http://archive.ubuntu.com/ubuntu artful/main amd64 whoopsie-preferences amd64 0.19 [8,728 B]\n",
            "Get:224 http://archive.ubuntu.com/ubuntu artful/universe amd64 activity-log-manager amd64 0.9.7-0ubuntu26 [93.8 kB]\n",
            "Get:225 http://archive.ubuntu.com/ubuntu artful/main amd64 apg amd64 2.2.3.dfsg.1-4 [50.2 kB]\n",
            "Get:226 http://archive.ubuntu.com/ubuntu artful/main amd64 libaspell15 amd64 0.60.7~20110707-4 [309 kB]\n",
            "Get:227 http://archive.ubuntu.com/ubuntu artful/main amd64 emacsen-common all 2.0.8 [17.6 kB]\n",
            "Get:228 http://archive.ubuntu.com/ubuntu artful/main amd64 dictionaries-common all 1.27.2 [186 kB]\n",
            "Get:229 http://archive.ubuntu.com/ubuntu artful/main amd64 aspell amd64 0.60.7~20110707-4 [77.1 kB]\n",
            "Get:230 http://archive.ubuntu.com/ubuntu artful/main amd64 aspell-en all 2017.08.24-0-0.1 [298 kB]\n",
            "Get:231 http://archive.ubuntu.com/ubuntu artful/main amd64 libxtst6 amd64 2:1.2.3-1 [12.8 kB]\n",
            "Get:232 http://archive.ubuntu.com/ubuntu artful/main amd64 at-spi2-core amd64 2.26.0-2 [48.6 kB]\n",
            "Get:233 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libavahi-core7 amd64 0.6.32-1ubuntu1.1 [81.4 kB]\n",
            "Get:234 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 avahi-daemon amd64 0.6.32-1ubuntu1.1 [60.9 kB]\n",
            "Get:235 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 avahi-utils amd64 0.6.32-1ubuntu1.1 [24.8 kB]\n",
            "Get:236 http://archive.ubuntu.com/ubuntu artful/main amd64 binfmt-support amd64 2.1.8-1 [51.6 kB]\n",
            "Get:237 http://archive.ubuntu.com/ubuntu artful/main amd64 bluez amd64 5.46-0ubuntu3 [901 kB]\n",
            "12% [237 bluez 11.3 kB/901 kB 1%]                           1,893 kB/s 7min 39s"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Get:238 http://archive.ubuntu.com/ubuntu artful/main amd64 libical2 amd64 2.0.0-0.5 [194 kB]\n",
            "Get:239 http://archive.ubuntu.com/ubuntu artful/main amd64 bluez-obexd amd64 5.46-0ubuntu3 [167 kB]\n",
            "Get:240 http://archive.ubuntu.com/ubuntu artful/main amd64 java-common all 0.59ubuntu1 [7,232 B]\n",
            "Get:241 http://archive.ubuntu.com/ubuntu artful/main amd64 libnspr4 amd64 2:4.16-1ubuntu2 [112 kB]\n",
            "Get:242 http://archive.ubuntu.com/ubuntu artful/main amd64 libnss3 amd64 2:3.32-1ubuntu3 [1,141 kB]\n",
            "Get:243 http://archive.ubuntu.com/ubuntu artful/main amd64 libpcsclite1 amd64 1.8.22-1ubuntu1 [21.2 kB]\n",
            "Get:244 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 openjdk-8-jre-headless amd64 8u162-b12-0ubuntu0.17.10.2 [27.3 MB]\n",
            "Get:245 http://archive.ubuntu.com/ubuntu artful/main amd64 default-jre-headless amd64 2:1.8-59ubuntu1 [3,680 B]\n",
            "Get:246 http://archive.ubuntu.com/ubuntu artful/main amd64 ca-certificates-java all 20170930 [12.0 kB]\n",
            "Get:247 http://archive.ubuntu.com/ubuntu artful/main amd64 cheese-common all 3.26.0-0ubuntu1 [719 kB]\n",
            "Get:248 http://archive.ubuntu.com/ubuntu artful/universe amd64 libllvm3.8 amd64 1:3.8.1-24ubuntu7 [10.5 MB]\n",
            "Get:249 http://archive.ubuntu.com/ubuntu artful/universe amd64 libclang1-3.8 amd64 1:3.8.1-24ubuntu7 [4,223 kB]\n",
            "Get:250 http://archive.ubuntu.com/ubuntu artful/main amd64 libgc1c2 amd64 1:7.4.2-8ubuntu1 [81.8 kB]\n",
            "Get:251 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libobjc4 amd64 7.2.0-8ubuntu3.2 [51.0 kB]\n",
            "Get:252 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libobjc-7-dev amd64 7.2.0-8ubuntu3.2 [209 kB]\n",
            "Get:253 http://archive.ubuntu.com/ubuntu artful/universe amd64 libclang-common-3.8-dev amd64 1:3.8.1-24ubuntu7 [2,204 kB]\n",
            "Get:254 http://archive.ubuntu.com/ubuntu artful/universe amd64 clang-3.8 amd64 1:3.8.1-24ubuntu7 [23.5 MB]\n",
            "Get:255 http://archive.ubuntu.com/ubuntu artful/main amd64 libcrack2 amd64 2.9.2-5build1 [28.0 kB]\n",
            "Get:256 http://archive.ubuntu.com/ubuntu artful/main amd64 cracklib-runtime amd64 2.9.2-5build1 [134 kB]\n",
            "Get:257 http://archive.ubuntu.com/ubuntu artful/main amd64 libnl-3-200 amd64 3.2.29-0ubuntu3 [52.8 kB]\n",
            "Get:258 http://archive.ubuntu.com/ubuntu artful/main amd64 libnl-genl-3-200 amd64 3.2.29-0ubuntu3 [11.2 kB]\n",
            "Get:259 http://archive.ubuntu.com/ubuntu artful/main amd64 wireless-regdb all 2016.06.10-0ubuntu1 [8,824 B]\n",
            "Get:260 http://archive.ubuntu.com/ubuntu artful/main amd64 iw amd64 4.9-0.1 [70.4 kB]\n",
            "Get:261 http://archive.ubuntu.com/ubuntu artful/main amd64 crda amd64 3.18-0ubuntu1 [63.4 kB]\n",
            "Get:262 http://archive.ubuntu.com/ubuntu artful/main amd64 dbus-user-session all 1.10.22-1ubuntu1 [9,278 B]\n",
            "Get:263 http://archive.ubuntu.com/ubuntu artful/main amd64 dbus-x11 amd64 1.10.22-1ubuntu1 [22.1 kB]\n",
            "Get:264 http://archive.ubuntu.com/ubuntu artful/main amd64 dconf-cli amd64 0.26.0-2 [22.7 kB]\n",
            "Get:265 http://archive.ubuntu.com/ubuntu artful/main amd64 libgtk2.0-common all 2.24.31-2ubuntu1 [124 kB]\n",
            "Get:266 http://archive.ubuntu.com/ubuntu artful/main amd64 libgtk2.0-0 amd64 2.24.31-2ubuntu1 [1,773 kB]\n",
            "Get:267 http://archive.ubuntu.com/ubuntu artful/main amd64 libxcb-glx0 amd64 1.12-1ubuntu1 [22.3 kB]\n",
            "Get:268 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libgl1-mesa-glx amd64 17.2.8-0ubuntu0~17.10.1 [130 kB]\n",
            "Get:269 http://archive.ubuntu.com/ubuntu artful/main amd64 libfontenc1 amd64 1:1.1.3-1 [13.9 kB]\n",
            "Get:270 http://archive.ubuntu.com/ubuntu artful/main amd64 libxt6 amd64 1:1.1.5-1 [160 kB]\n",
            "Get:271 http://archive.ubuntu.com/ubuntu artful/main amd64 libxmu6 amd64 2:1.1.2-2 [46.0 kB]\n",
            "Get:272 http://archive.ubuntu.com/ubuntu artful/main amd64 libxpm4 amd64 1:3.5.12-1 [34.0 kB]\n",
            "Get:273 http://archive.ubuntu.com/ubuntu artful/main amd64 libxaw7 amd64 2:1.0.13-1 [173 kB]\n",
            "Get:274 http://archive.ubuntu.com/ubuntu artful/main amd64 libxcb-shape0 amd64 1.12-1ubuntu1 [5,864 B]\n",
            "Get:275 http://archive.ubuntu.com/ubuntu artful/main amd64 libxv1 amd64 2:1.0.11-1 [10.7 kB]\n",
            "Get:276 http://archive.ubuntu.com/ubuntu artful/main amd64 x11-utils amd64 7.7+3build1 [196 kB]\n",
            "20% [Working]                                               1,721 kB/s 7min 41s"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Get:277 http://archive.ubuntu.com/ubuntu artful/main amd64 libatk-wrapper-java all 0.33.3-13 [34.1 kB]\n",
            "Get:278 http://archive.ubuntu.com/ubuntu artful/main amd64 libatk-wrapper-java-jni amd64 0.33.3-13 [27.2 kB]\n",
            "Get:279 http://archive.ubuntu.com/ubuntu artful/main amd64 libasound2-data all 1.1.3-5 [36.1 kB]\n",
            "Get:280 http://archive.ubuntu.com/ubuntu artful/main amd64 libasound2 amd64 1.1.3-5 [357 kB]\n",
            "Get:281 http://archive.ubuntu.com/ubuntu artful/main amd64 libgif7 amd64 5.1.4-1 [30.7 kB]\n",
            "Get:282 http://archive.ubuntu.com/ubuntu artful/main amd64 libasyncns0 amd64 0.8-6 [12.1 kB]\n",
            "Get:283 http://archive.ubuntu.com/ubuntu artful/main amd64 libflac8 amd64 1.3.2-1 [213 kB]\n",
            "Get:284 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libvorbisenc2 amd64 1.3.5-4ubuntu0.2 [70.6 kB]\n",
            "Get:285 http://archive.ubuntu.com/ubuntu artful/main amd64 libsndfile1 amd64 1.0.28-4 [169 kB]\n",
            "Get:286 http://archive.ubuntu.com/ubuntu artful/main amd64 libwrap0 amd64 7.6.q-26 [46.1 kB]\n",
            "Get:287 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libpulse0 amd64 1:10.0-2ubuntu3.1 [265 kB]\n",
            "Get:288 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 openjdk-8-jre amd64 8u162-b12-0ubuntu0.17.10.2 [69.7 kB]\n",
            "Get:289 http://archive.ubuntu.com/ubuntu artful/main amd64 default-jre amd64 2:1.8-59ubuntu1 [982 B]\n",
            "Get:290 http://archive.ubuntu.com/ubuntu artful/main amd64 desktop-file-utils amd64 0.23-1ubuntu3 [50.2 kB]\n",
            "Get:291 http://archive.ubuntu.com/ubuntu artful/main amd64 dkms all 2.3-3ubuntu3 [68.3 kB]\n",
            "Get:292 http://archive.ubuntu.com/ubuntu artful/main amd64 dns-root-data all 2017072601 [4,858 B]\n",
            "Get:293 http://archive.ubuntu.com/ubuntu artful/main amd64 dnsmasq-base amd64 2.78-1 [304 kB]\n",
            "Get:294 http://archive.ubuntu.com/ubuntu artful/main amd64 hunspell-en-us all 20070829-6ubuntu3 [206 kB]\n",
            "Get:295 http://archive.ubuntu.com/ubuntu artful/main amd64 libhunspell-1.6-0 amd64 1.6.2-1 [154 kB]\n",
            "Get:296 http://archive.ubuntu.com/ubuntu artful/main amd64 libenchant1c2a amd64 1.6.0-11build2 [62.5 kB]\n",
            "Get:297 http://archive.ubuntu.com/ubuntu artful/main amd64 enchant amd64 1.6.0-11build2 [11.9 kB]\n",
            "Get:298 http://archive.ubuntu.com/ubuntu artful/main amd64 libcamel-1.2-60 amd64 3.26.1-1ubuntu1 [411 kB]\n",
            "Get:299 http://archive.ubuntu.com/ubuntu artful/main amd64 libsecret-common all 0.18.5-3.1ubuntu2 [4,232 B]\n",
            "Get:300 http://archive.ubuntu.com/ubuntu artful/main amd64 libsecret-1-0 amd64 0.18.5-3.1ubuntu2 [94.6 kB]\n",
            "Get:301 http://archive.ubuntu.com/ubuntu artful/main amd64 evolution-data-server-common all 3.26.1-1ubuntu1 [17.5 kB]\n",
            "Get:302 http://archive.ubuntu.com/ubuntu artful/main amd64 libedataserver-1.2-22 amd64 3.26.1-1ubuntu1 [235 kB]\n",
            "Get:303 http://archive.ubuntu.com/ubuntu artful/main amd64 libebackend-1.2-10 amd64 3.26.1-1ubuntu1 [95.5 kB]\n",
            "Get:304 http://archive.ubuntu.com/ubuntu artful/main amd64 libboost-thread1.62.0 amd64 1.62.0+dfsg-4build3 [47.3 kB]\n",
            "Get:305 http://archive.ubuntu.com/ubuntu artful/main amd64 libprotobuf10 amd64 3.0.0-9ubuntu5 [650 kB]\n",
            "Get:306 http://archive.ubuntu.com/ubuntu artful/main amd64 libphonenumber7 amd64 7.1.0-5ubuntu2 [192 kB]\n",
            "Get:307 http://archive.ubuntu.com/ubuntu artful/main amd64 libebook-contacts-1.2-2 amd64 3.26.1-1ubuntu1 [53.5 kB]\n",
            "Get:308 http://archive.ubuntu.com/ubuntu artful/main amd64 libedata-book-1.2-25 amd64 3.26.1-1ubuntu1 [202 kB]\n",
            "Get:309 http://archive.ubuntu.com/ubuntu artful/main amd64 libebook-1.2-19 amd64 3.26.1-1ubuntu1 [73.4 kB]\n",
            "Get:310 http://archive.ubuntu.com/ubuntu artful/main amd64 libecal-1.2-19 amd64 3.26.1-1ubuntu1 [122 kB]\n",
            "Get:311 http://archive.ubuntu.com/ubuntu artful/main amd64 libedata-cal-1.2-28 amd64 3.26.1-1ubuntu1 [128 kB]\n",
            "Get:312 http://archive.ubuntu.com/ubuntu artful/main amd64 libgck-1-0 amd64 3.20.0-5.1ubuntu1 [74.1 kB]\n",
            "Get:313 http://archive.ubuntu.com/ubuntu artful/main amd64 libgcr-3-common all 3.20.0-5.1ubuntu1 [5,744 B]\n",
            "Get:314 http://archive.ubuntu.com/ubuntu artful/main amd64 libgcr-base-3-1 amd64 3.20.0-5.1ubuntu1 [185 kB]\n",
            "Get:315 http://archive.ubuntu.com/ubuntu artful/main amd64 libgcr-ui-3-1 amd64 3.20.0-5.1ubuntu1 [141 kB]\n",
            "Get:316 http://archive.ubuntu.com/ubuntu artful/main amd64 libgoa-1.0-common all 3.26.1-1ubuntu1 [5,426 B]\n",
            "22% [Working]                                                 12.0 MB/s 1min 6s"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Get:317 http://archive.ubuntu.com/ubuntu artful/main amd64 libgoa-1.0-0b amd64 3.26.1-1ubuntu1 [62.4 kB]\n",
            "Get:318 http://archive.ubuntu.com/ubuntu artful/main amd64 liboauth0 amd64 1.0.3-1 [16.9 kB]\n",
            "Get:319 http://archive.ubuntu.com/ubuntu artful/main amd64 libgdata-common all 0.17.9-1 [3,070 B]\n",
            "Get:320 http://archive.ubuntu.com/ubuntu artful/main amd64 libgdata22 amd64 0.17.9-1 [263 kB]\n",
            "Get:321 http://archive.ubuntu.com/ubuntu artful/main amd64 libgeocode-glib0 amd64 3.25.4.1-1 [41.0 kB]\n",
            "Get:322 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libgweather-common all 3.26.0-1ubuntu0.1 [146 kB]\n",
            "Get:323 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libgweather-3-6 amd64 3.26.0-1ubuntu0.1 [52.1 kB]\n",
            "Get:324 http://archive.ubuntu.com/ubuntu artful/main amd64 gcr amd64 3.20.0-5.1ubuntu1 [52.0 kB]\n",
            "Get:325 http://archive.ubuntu.com/ubuntu artful/main amd64 p11-kit-modules amd64 0.23.7-3 [230 kB]\n",
            "Get:326 http://archive.ubuntu.com/ubuntu artful/main amd64 p11-kit amd64 0.23.7-3 [91.8 kB]\n",
            "Get:327 http://archive.ubuntu.com/ubuntu artful/main amd64 pinentry-gnome3 amd64 1.0.0-2 [35.2 kB]\n",
            "Get:328 http://archive.ubuntu.com/ubuntu artful/main amd64 gnome-keyring amd64 3.20.1-1ubuntu1 [593 kB]\n",
            "Get:329 http://archive.ubuntu.com/ubuntu artful/main amd64 evolution-data-server amd64 3.26.1-1ubuntu1 [642 kB]\n",
            "Get:330 http://archive.ubuntu.com/ubuntu artful/main amd64 libfakeroot amd64 1.21-1ubuntu2 [25.9 kB]\n",
            "Get:331 http://archive.ubuntu.com/ubuntu artful/main amd64 fakeroot amd64 1.21-1ubuntu2 [62.2 kB]\n",
            "Get:332 http://archive.ubuntu.com/ubuntu artful/main amd64 fonts-dejavu-extra all 2.37-1 [1,953 kB]\n",
            "Get:333 http://archive.ubuntu.com/ubuntu artful/universe amd64 libgeoclue0 amd64 0.12.99-4ubuntu2 [27.2 kB]\n",
            "Get:334 http://archive.ubuntu.com/ubuntu artful/main amd64 libnm-util2 amd64 1.8.4-1ubuntu3 [117 kB]\n",
            "Get:335 http://archive.ubuntu.com/ubuntu artful/main amd64 libnm-glib4 amd64 1.8.4-1ubuntu3 [78.8 kB]\n",
            "Get:336 http://archive.ubuntu.com/ubuntu artful/universe amd64 geoclue amd64 0.12.99-4ubuntu2 [19.4 kB]\n",
            "Get:337 http://archive.ubuntu.com/ubuntu artful/universe amd64 geoclue-ubuntu-geoip amd64 1.0.2+14.04.20131125-0ubuntu3 [11.0 kB]\n",
            "Get:338 http://archive.ubuntu.com/ubuntu artful/main amd64 gir1.2-atk-1.0 amd64 2.26.0-2ubuntu1 [17.7 kB]\n",
            "Get:339 http://archive.ubuntu.com/ubuntu artful/main amd64 gir1.2-freedesktop amd64 1.54.1-1 [8,958 B]\n",
            "Get:340 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 gir1.2-gdkpixbuf-2.0 amd64 2.36.11-1ubuntu0.1 [7,670 B]\n",
            "Get:341 http://archive.ubuntu.com/ubuntu artful/main amd64 libpangoxft-1.0-0 amd64 1.40.12-1 [15.0 kB]\n",
            "Get:342 http://archive.ubuntu.com/ubuntu artful/main amd64 gir1.2-pango-1.0 amd64 1.40.12-1 [21.5 kB]\n",
            "Get:343 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 gir1.2-gtk-3.0 amd64 3.22.25-0ubuntu0.1 [194 kB]\n",
            "Get:344 http://archive.ubuntu.com/ubuntu artful/main amd64 libibus-1.0-5 amd64 1.5.14-2ubuntu1 [129 kB]\n",
            "Get:345 http://archive.ubuntu.com/ubuntu artful/main amd64 gir1.2-ibus-1.0 amd64 1.5.14-2ubuntu1 [66.0 kB]\n",
            "Get:346 http://archive.ubuntu.com/ubuntu artful/main amd64 libnotify4 amd64 0.7.7-2 [17.2 kB]\n",
            "Get:347 http://archive.ubuntu.com/ubuntu artful/main amd64 gir1.2-notify-0.7 amd64 0.7.7-2 [3,496 B]\n",
            "Get:348 http://archive.ubuntu.com/ubuntu artful/main amd64 libpackagekit-glib2-18 amd64 1.1.7-1 [101 kB]\n",
            "Get:349 http://archive.ubuntu.com/ubuntu artful/main amd64 gir1.2-packagekitglib-1.0 amd64 1.1.7-1 [21.6 kB]\n",
            "Get:350 http://archive.ubuntu.com/ubuntu artful/main amd64 libpolkit-agent-1-0 amd64 0.105-18 [14.8 kB]\n",
            "Get:351 http://archive.ubuntu.com/ubuntu artful/main amd64 gir1.2-polkit-1.0 amd64 0.105-18 [7,262 B]\n",
            "Get:352 http://archive.ubuntu.com/ubuntu artful/main amd64 gir1.2-secret-1 amd64 0.18.5-3.1ubuntu2 [7,214 B]\n",
            "Get:353 http://archive.ubuntu.com/ubuntu artful/main amd64 libgnomekbd-common all 3.26.0-2 [6,088 B]\n",
            "Get:354 http://archive.ubuntu.com/ubuntu artful/main amd64 libxkbfile1 amd64 1:1.0.9-2 [64.6 kB]\n",
            "Get:355 http://archive.ubuntu.com/ubuntu artful/main amd64 x11-xkb-utils amd64 7.7+3 [158 kB]\n",
            "23% [Working]                                                1,442 kB/s 9min 4s"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Get:356 http://archive.ubuntu.com/ubuntu artful/main amd64 libxklavier16 amd64 5.4-2 [43.2 kB]\n",
            "Get:357 http://archive.ubuntu.com/ubuntu artful/main amd64 libgnomekbd8 amd64 3.26.0-2 [44.2 kB]\n",
            "Get:358 http://archive.ubuntu.com/ubuntu artful/main amd64 gkbd-capplet amd64 3.26.0-2 [4,902 B]\n",
            "Get:359 http://archive.ubuntu.com/ubuntu artful/main amd64 libltdl7 amd64 2.4.6-2 [38.8 kB]\n",
            "Get:360 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libvorbisfile3 amd64 1.3.5-4ubuntu0.2 [15.9 kB]\n",
            "Get:361 http://archive.ubuntu.com/ubuntu artful/main amd64 sound-theme-freedesktop all 0.8-1ubuntu1 [385 kB]\n",
            "Get:362 http://archive.ubuntu.com/ubuntu artful/main amd64 libcanberra0 amd64 0.30-3ubuntu1 [37.8 kB]\n",
            "Get:363 http://archive.ubuntu.com/ubuntu artful/main amd64 libcanberra-gtk3-0 amd64 0.30-3ubuntu1 [7,808 B]\n",
            "Get:364 http://archive.ubuntu.com/ubuntu artful/main amd64 libgnome-bluetooth13 amd64 3.26.1-1 [77.1 kB]\n",
            "Get:365 http://archive.ubuntu.com/ubuntu artful/main amd64 gnome-bluetooth amd64 3.26.1-1 [54.1 kB]\n",
            "Get:366 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 gnome-control-center-faces all 1:3.26.2-0ubuntu0.2 [112 kB]\n",
            "Get:367 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 gnome-desktop3-data all 3.26.2-0ubuntu0.1 [21.7 kB]\n",
            "Get:368 http://archive.ubuntu.com/ubuntu artful/main amd64 gnome-menus amd64 3.13.3-6ubuntu5 [23.3 kB]\n",
            "Get:369 http://archive.ubuntu.com/ubuntu artful/main amd64 libupower-glib3 amd64 0.99.6-1 [42.6 kB]\n",
            "Get:370 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 gnome-settings-daemon-schemas all 3.26.2-0ubuntu0.1 [13.0 kB]\n",
            "Get:371 http://archive.ubuntu.com/ubuntu artful/main amd64 libgudev-1.0-0 amd64 1:232-1 [13.3 kB]\n",
            "Get:372 http://archive.ubuntu.com/ubuntu artful/main amd64 libplist3 amd64 2.0.0-2 [31.6 kB]\n",
            "Get:373 http://archive.ubuntu.com/ubuntu artful/main amd64 libusbmuxd4 amd64 1.0.10-3 [15.1 kB]\n",
            "Get:374 http://archive.ubuntu.com/ubuntu artful/main amd64 libimobiledevice6 amd64 1.2.0+dfsg-3.1ubuntu3 [59.1 kB]\n",
            "Get:375 http://archive.ubuntu.com/ubuntu artful/main amd64 upower amd64 0.99.6-1 [99.3 kB]\n",
            "Get:376 http://archive.ubuntu.com/ubuntu artful/main amd64 gnome-power-manager amd64 3.25.90-1 [51.9 kB]\n",
            "Get:377 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libgdk-pixbuf2.0-bin amd64 2.36.11-1ubuntu0.1 [7,802 B]\n",
            "Get:378 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libgnome-desktop-3-12 amd64 3.26.2-0ubuntu0.1 [112 kB]\n",
            "Get:379 http://archive.ubuntu.com/ubuntu artful/main amd64 gnome-screensaver amd64 3.6.1-7ubuntu6 [90.1 kB]\n",
            "Get:380 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libgles2-mesa amd64 17.2.8-0ubuntu0~17.10.1 [13.5 kB]\n",
            "Get:381 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 gnome-session-bin amd64 3.26.1-0ubuntu6 [125 kB]\n",
            "Get:382 http://archive.ubuntu.com/ubuntu artful/main amd64 gsettings-ubuntu-schemas all 0.0.7+17.10.20170922-0ubuntu1 [5,666 B]\n",
            "Get:383 http://archive.ubuntu.com/ubuntu artful/main amd64 libcogl20 amd64 1.22.2-2 [287 kB]\n",
            "Get:384 http://archive.ubuntu.com/ubuntu artful/main amd64 libcogl-pango20 amd64 1.22.2-2 [15.0 kB]\n",
            "Get:385 http://archive.ubuntu.com/ubuntu artful/main amd64 libcogl-path20 amd64 1.22.2-2 [30.9 kB]\n",
            "Get:386 http://archive.ubuntu.com/ubuntu artful/main amd64 libevdev2 amd64 1.5.7+dfsg-1 [28.8 kB]\n",
            "Get:387 http://archive.ubuntu.com/ubuntu artful/main amd64 libwacom-common all 0.24-1 [33.7 kB]\n",
            "Get:388 http://archive.ubuntu.com/ubuntu artful/main amd64 libwacom2 amd64 0.24-1 [17.3 kB]\n",
            "Get:389 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libinput-bin amd64 1.8.4-0ubuntu0.17.10.1 [9,778 B]\n",
            "Get:390 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libinput10 amd64 1.8.4-0ubuntu0.17.10.1 [78.4 kB]\n",
            "Get:391 http://archive.ubuntu.com/ubuntu artful/main amd64 libclutter-1.0-0 amd64 1.26.2+dfsg-3ubuntu1 [543 kB]\n",
            "Get:392 http://archive.ubuntu.com/ubuntu artful/main amd64 libgstreamer1.0-0 amd64 1.12.3-1 [818 kB]\n",
            "Get:393 http://archive.ubuntu.com/ubuntu artful/main amd64 liborc-0.4-0 amd64 1:0.4.27-1 [138 kB]\n",
            "Get:394 http://archive.ubuntu.com/ubuntu artful/main amd64 libgstreamer-plugins-base1.0-0 amd64 1.12.3-1 [654 kB]\n",
            "25% [Working]                                                1,442 kB/s 9min 1s"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Get:395 http://archive.ubuntu.com/ubuntu artful/main amd64 libclutter-gst-3.0-0 amd64 3.0.24-1 [54.3 kB]\n",
            "Get:396 http://archive.ubuntu.com/ubuntu artful/main amd64 gstreamer1.0-clutter-3.0 amd64 3.0.24-1 [6,032 B]\n",
            "Get:397 http://archive.ubuntu.com/ubuntu artful/main amd64 libopus0 amd64 1.1.2-1ubuntu1 [159 kB]\n",
            "Get:398 http://archive.ubuntu.com/ubuntu artful/main amd64 libvisual-0.4-0 amd64 0.4.0-10 [99.0 kB]\n",
            "Get:399 http://archive.ubuntu.com/ubuntu artful/main amd64 gstreamer1.0-plugins-base amd64 1.12.3-1 [567 kB]\n",
            "Get:400 http://archive.ubuntu.com/ubuntu artful/main amd64 libgpm2 amd64 1.20.4-6.2 [14.6 kB]\n",
            "Get:401 http://archive.ubuntu.com/ubuntu artful/main amd64 libaa1 amd64 1.4p5-44build1 [47.3 kB]\n",
            "Get:402 http://archive.ubuntu.com/ubuntu artful/main amd64 libraw1394-11 amd64 2.1.2-1 [30.7 kB]\n",
            "Get:403 http://archive.ubuntu.com/ubuntu artful/main amd64 libavc1394-0 amd64 0.5.4-4 [16.1 kB]\n",
            "Get:404 http://archive.ubuntu.com/ubuntu artful/main amd64 libcaca0 amd64 0.99.beta19-2build2~gcc5.2 [202 kB]\n",
            "Get:405 http://archive.ubuntu.com/ubuntu artful/main amd64 libdv4 amd64 1.0.0-11 [57.8 kB]\n",
            "Get:406 http://archive.ubuntu.com/ubuntu artful/main amd64 libgstreamer-plugins-good1.0-0 amd64 1.12.3-1ubuntu1 [47.6 kB]\n",
            "Get:407 http://archive.ubuntu.com/ubuntu artful/main amd64 libiec61883-0 amd64 1.2.0-2 [23.5 kB]\n",
            "Get:408 http://archive.ubuntu.com/ubuntu artful/main amd64 libsamplerate0 amd64 0.1.9-1 [938 kB]\n",
            "Get:409 http://archive.ubuntu.com/ubuntu artful/main amd64 libjack-jackd2-0 amd64 1.9.10+20150825git1ed50c92~dfsg-5ubuntu1 [256 kB]\n",
            "Get:410 http://archive.ubuntu.com/ubuntu artful/main amd64 libtag1v5-vanilla amd64 1.11.1+dfsg.1-0.2 [269 kB]\n",
            "Get:411 http://archive.ubuntu.com/ubuntu artful/main amd64 libtag1v5 amd64 1.11.1+dfsg.1-0.2 [10.8 kB]\n",
            "Get:412 http://archive.ubuntu.com/ubuntu artful/main amd64 libv4lconvert0 amd64 1.12.5-1 [76.7 kB]\n",
            "Get:413 http://archive.ubuntu.com/ubuntu artful/main amd64 libv4l-0 amd64 1.12.5-1 [41.4 kB]\n",
            "Get:414 http://archive.ubuntu.com/ubuntu artful/main amd64 libvpx4 amd64 1.6.1-3 [763 kB]\n",
            "Get:415 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libwavpack1 amd64 5.1.0-2ubuntu0.2 [76.4 kB]\n",
            "Get:416 http://archive.ubuntu.com/ubuntu artful/main amd64 gstreamer1.0-plugins-good amd64 1.12.3-1ubuntu1 [1,568 kB]\n",
            "Get:417 http://archive.ubuntu.com/ubuntu artful/main amd64 gstreamer1.0-x amd64 1.12.3-1 [72.7 kB]\n",
            "Get:418 http://archive.ubuntu.com/ubuntu artful/main amd64 libudisks2-0 amd64 2.6.5-2ubuntu2 [94.9 kB]\n",
            "Get:419 http://archive.ubuntu.com/ubuntu artful/main amd64 libatasmart4 amd64 0.19-4 [23.7 kB]\n",
            "Get:420 http://archive.ubuntu.com/ubuntu artful/main amd64 udisks2 amd64 2.6.5-2ubuntu2 [218 kB]\n",
            "Get:421 http://archive.ubuntu.com/ubuntu artful/main amd64 gvfs-common all 1.34.1-1ubuntu1 [19.5 kB]\n",
            "Get:422 http://archive.ubuntu.com/ubuntu artful/main amd64 gvfs-libs amd64 1.34.1-1ubuntu1 [94.1 kB]\n",
            "Get:423 http://archive.ubuntu.com/ubuntu artful/main amd64 gvfs-daemons amd64 1.34.1-1ubuntu1 [116 kB]\n",
            "Get:424 http://archive.ubuntu.com/ubuntu artful/main amd64 gvfs amd64 1.34.1-1ubuntu1 [111 kB]\n",
            "Get:425 http://archive.ubuntu.com/ubuntu artful/main amd64 libarchive13 amd64 3.2.2-3.1 [289 kB]\n",
            "Get:426 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libavahi-glib1 amd64 0.6.32-1ubuntu1.1 [7,642 B]\n",
            "Get:427 http://archive.ubuntu.com/ubuntu artful/main amd64 libcdio13 amd64 0.83-4.2ubuntu1 [53.0 kB]\n",
            "Get:428 http://archive.ubuntu.com/ubuntu artful/main amd64 libcdio-cdda1 amd64 0.83-4.2ubuntu1 [15.7 kB]\n",
            "Get:429 http://archive.ubuntu.com/ubuntu artful/main amd64 libcdio-paranoia1 amd64 0.83-4.2ubuntu1 [15.4 kB]\n",
            "Get:430 http://archive.ubuntu.com/ubuntu artful/main amd64 libexif12 amd64 0.6.21-2.1 [77.5 kB]\n",
            "Get:431 http://archive.ubuntu.com/ubuntu artful/main amd64 libwebp6 amd64 0.6.0-3 [181 kB]\n",
            "Get:432 http://archive.ubuntu.com/ubuntu artful/main amd64 libgd3 amd64 2.2.5-3 [119 kB]\n",
            "26% [Waiting for headers]                                    997 kB/s 12min 55s"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Get:433 http://archive.ubuntu.com/ubuntu artful/main amd64 libgphoto2-port12 amd64 2.5.14-1 [63.9 kB]\n",
            "Get:434 http://archive.ubuntu.com/ubuntu artful/main amd64 libgphoto2-6 amd64 2.5.14-1 [827 kB]\n",
            "Get:435 http://archive.ubuntu.com/ubuntu artful/main amd64 gvfs-backends amd64 1.34.1-1ubuntu1 [323 kB]\n",
            "Get:436 http://archive.ubuntu.com/ubuntu artful/main amd64 ibus amd64 1.5.14-2ubuntu1 [214 kB]\n",
            "Get:437 http://archive.ubuntu.com/ubuntu artful/main amd64 ibus-gtk amd64 1.5.14-2ubuntu1 [14.0 kB]\n",
            "Get:438 http://archive.ubuntu.com/ubuntu artful/main amd64 ibus-gtk3 amd64 1.5.14-2ubuntu1 [14.3 kB]\n",
            "Get:439 http://archive.ubuntu.com/ubuntu artful/main amd64 im-config all 0.32-1ubuntu3 [24.5 kB]\n",
            "Get:440 http://archive.ubuntu.com/ubuntu artful/main amd64 libido3-0.1-0 amd64 13.10.0+17.04.20161028-0ubuntu1 [48.4 kB]\n",
            "Get:441 http://archive.ubuntu.com/ubuntu artful/universe amd64 libpanel-applet3 amd64 1:3.24.1-1ubuntu2 [19.7 kB]\n",
            "Get:442 http://archive.ubuntu.com/ubuntu artful/main amd64 python3-xdg all 0.25-4 [31.5 kB]\n",
            "Get:443 http://archive.ubuntu.com/ubuntu artful/universe amd64 indicator-applet amd64 12.10.2+17.10.20170425-0ubuntu1 [76.0 kB]\n",
            "Get:444 http://archive.ubuntu.com/ubuntu artful/universe amd64 indicator-common all 16.10.0+16.10.20160913-0ubuntu1 [3,376 B]\n",
            "Get:445 http://archive.ubuntu.com/ubuntu artful/universe amd64 indicator-application amd64 12.10.1+17.04.20161201-0ubuntu1 [24.1 kB]\n",
            "Get:446 http://archive.ubuntu.com/ubuntu artful/universe amd64 libaccounts-glib0 amd64 1.23+17.04.20161104-0ubuntu1 [41.0 kB]\n",
            "Get:447 http://archive.ubuntu.com/ubuntu artful/main amd64 libmessaging-menu0 amd64 13.10.1+17.04.20170120-0ubuntu2 [21.2 kB]\n",
            "Get:448 http://archive.ubuntu.com/ubuntu artful/universe amd64 liburl-dispatcher1 amd64 0.1+17.04.20170328-0ubuntu3 [6,212 B]\n",
            "Get:449 http://archive.ubuntu.com/ubuntu artful/universe amd64 indicator-datetime amd64 15.10+17.10.20170829.2-0ubuntu1 [281 kB]\n",
            "Get:450 http://archive.ubuntu.com/ubuntu artful/universe amd64 libfcitx-utils0 amd64 1:4.2.9.1-6 [33.8 kB]\n",
            "Get:451 http://archive.ubuntu.com/ubuntu artful/universe amd64 libfcitx-gclient0 amd64 1:4.2.9.1-6 [19.2 kB]\n",
            "Get:452 http://archive.ubuntu.com/ubuntu artful/universe amd64 liblightdm-gobject-1-0 amd64 1.24.0-0ubuntu1 [38.4 kB]\n",
            "Get:453 http://archive.ubuntu.com/ubuntu artful/universe amd64 indicator-keyboard amd64 0.0.0+17.10.20170906-0ubuntu1 [50.5 kB]\n",
            "Get:454 http://archive.ubuntu.com/ubuntu artful/universe amd64 indicator-messages amd64 13.10.1+17.04.20170120-0ubuntu2 [68.2 kB]\n",
            "Get:455 http://archive.ubuntu.com/ubuntu artful/universe amd64 indicator-power amd64 12.10.6+17.10.20170829.1-0ubuntu3 [121 kB]\n",
            "Get:456 http://archive.ubuntu.com/ubuntu artful/universe amd64 indicator-session amd64 17.3.20+17.10.20171006-0ubuntu1 [111 kB]\n",
            "Get:457 http://archive.ubuntu.com/ubuntu artful/main amd64 iputils-arping amd64 3:20161105-1ubuntu2 [29.3 kB]\n",
            "Get:458 http://archive.ubuntu.com/ubuntu artful/main amd64 libappstream4 amd64 0.11.3-1 [91.3 kB]\n",
            "Get:459 http://archive.ubuntu.com/ubuntu artful/main amd64 libspeexdsp1 amd64 1.2~rc1.2-1ubuntu1 [39.9 kB]\n",
            "Get:460 http://archive.ubuntu.com/ubuntu artful/main amd64 libasound2-plugins amd64 1.1.1-1ubuntu1 [55.0 kB]\n",
            "Get:461 http://archive.ubuntu.com/ubuntu artful/main amd64 libbluetooth3 amd64 5.46-0ubuntu3 [63.3 kB]\n",
            "Get:462 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libc6-i386 amd64 2.26-0ubuntu2.1 [2,638 kB]\n",
            "Get:463 http://archive.ubuntu.com/ubuntu artful/main amd64 libwebrtc-audio-processing1 amd64 0.3-1 [260 kB]\n",
            "Get:464 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libpulsedsp amd64 1:10.0-2ubuntu3.1 [31.7 kB]\n",
            "Get:465 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 pulseaudio-utils amd64 1:10.0-2ubuntu3.1 [64.3 kB]\n",
            "Get:466 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 pulseaudio amd64 1:10.0-2ubuntu3.1 [779 kB]\n",
            "Get:467 http://archive.ubuntu.com/ubuntu artful/main amd64 libcanberra-pulse amd64 0.30-3ubuntu1 [12.0 kB]\n",
            "Get:468 http://archive.ubuntu.com/ubuntu artful/main amd64 libcheese8 amd64 3.26.0-0ubuntu1 [32.4 kB]\n",
            "Get:469 http://archive.ubuntu.com/ubuntu artful/main amd64 libclutter-gtk-1.0-0 amd64 1.8.4-2 [26.0 kB]\n",
            "Get:470 http://archive.ubuntu.com/ubuntu artful/main amd64 libcheese-gtk25 amd64 3.26.0-0ubuntu1 [26.3 kB]\n",
            "Get:471 http://archive.ubuntu.com/ubuntu artful/main amd64 libclutter-1.0-common all 1.26.2+dfsg-3ubuntu1 [3,810 B]\n",
            "28% [Working]                                                1,397 kB/s 9min 9s"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Get:472 http://archive.ubuntu.com/ubuntu artful/main amd64 libcogl-common all 1.22.2-2 [174 kB]\n",
            "Get:473 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 lib32gcc1 amd64 1:7.2.0-8ubuntu3.2 [46.8 kB]\n",
            "Get:474 http://archive.ubuntu.com/ubuntu artful/main amd64 xserver-common all 2:1.19.5-0ubuntu2 [26.9 kB]\n",
            "Get:475 http://archive.ubuntu.com/ubuntu artful/main amd64 xserver-xorg-legacy amd64 2:1.19.5-0ubuntu2 [35.0 kB]\n",
            "Get:476 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libxfont2 amd64 1:2.0.1-3ubuntu1.1 [91.6 kB]\n",
            "Get:477 http://archive.ubuntu.com/ubuntu artful/main amd64 xserver-xorg-core amd64 2:1.19.5-0ubuntu2 [1,348 kB]\n",
            "Get:478 http://archive.ubuntu.com/ubuntu artful-updates/restricted amd64 nvidia-384 amd64 384.111-0ubuntu0.17.10.1 [76.6 MB]\n",
            "Get:479 http://archive.ubuntu.com/ubuntu artful-updates/restricted amd64 libcuda1-384 amd64 384.111-0ubuntu0.17.10.1 [3,709 kB]\n",
            "Get:480 http://archive.ubuntu.com/ubuntu artful/main amd64 libdrm-dev amd64 2.4.83-1 [234 kB]\n",
            "Get:481 http://archive.ubuntu.com/ubuntu artful/universe amd64 libfcitx-config4 amd64 1:4.2.9.1-6 [33.5 kB]\n",
            "Get:482 http://archive.ubuntu.com/ubuntu artful/main amd64 libgail18 amd64 2.24.31-2ubuntu1 [14.1 kB]\n",
            "Get:483 http://archive.ubuntu.com/ubuntu artful/main amd64 libgail-common amd64 2.24.31-2ubuntu1 [112 kB]\n",
            "Get:484 http://archive.ubuntu.com/ubuntu artful/universe amd64 libgeonames-common all 0.2+17.04.20170220-0ubuntu1 [2,966 B]\n",
            "Get:485 http://archive.ubuntu.com/ubuntu artful/universe amd64 libgeonames0 amd64 0.2+17.04.20170220-0ubuntu1 [800 kB]\n",
            "Get:486 http://archive.ubuntu.com/ubuntu artful/main amd64 libgnome-menu-3-0 amd64 3.13.3-6ubuntu5 [55.1 kB]\n",
            "Get:487 http://archive.ubuntu.com/ubuntu artful/main amd64 libgphoto2-l10n all 2.5.14-1 [11.1 kB]\n",
            "Get:488 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libgtk-3-bin amd64 3.22.25-0ubuntu0.1 [57.6 kB]\n",
            "Get:489 http://archive.ubuntu.com/ubuntu artful/main amd64 libgtk2.0-bin amd64 2.24.31-2ubuntu1 [7,448 B]\n",
            "Get:490 http://archive.ubuntu.com/ubuntu artful/main amd64 libgtop2-common all 2.38.0-1 [3,548 B]\n",
            "Get:491 http://archive.ubuntu.com/ubuntu artful/main amd64 libgtop-2.0-11 amd64 2.38.0-1 [35.3 kB]\n",
            "Get:492 http://archive.ubuntu.com/ubuntu artful/main amd64 libharfbuzz-icu0 amd64 1.4.2-1 [5,248 B]\n",
            "Get:493 http://archive.ubuntu.com/ubuntu artful/main amd64 libhyphen0 amd64 2.8.8-5 [26.5 kB]\n",
            "Get:494 http://archive.ubuntu.com/ubuntu artful/main amd64 libjansson4 amd64 2.10-1 [27.6 kB]\n",
            "Get:495 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libjavascriptcoregtk-4.0-18 amd64 2.18.6-0ubuntu0.17.10.1 [4,052 kB]\n",
            "Get:496 http://archive.ubuntu.com/ubuntu artful/main amd64 libmbim-glib4 amd64 1.14.2-1 [65.7 kB]\n",
            "Get:497 http://archive.ubuntu.com/ubuntu artful/main amd64 libmbim-proxy amd64 1.14.2-1 [5,500 B]\n",
            "Get:498 http://archive.ubuntu.com/ubuntu artful/main amd64 libmm-glib0 amd64 1.6.8-1 [163 kB]\n",
            "Get:499 http://archive.ubuntu.com/ubuntu artful/main amd64 libmtp-runtime amd64 1.1.13-1 [5,722 B]\n",
            "Get:500 http://archive.ubuntu.com/ubuntu artful/main amd64 libndp0 amd64 1.6-1 [10.7 kB]\n",
            "Get:501 http://archive.ubuntu.com/ubuntu artful/main amd64 libnm-gtk0 amd64 1.8.4-1ubuntu1 [72.8 kB]\n",
            "Get:502 http://archive.ubuntu.com/ubuntu artful/main amd64 libnm0 amd64 1.8.4-1ubuntu3 [266 kB]\n",
            "Get:503 http://archive.ubuntu.com/ubuntu artful/main amd64 libnma0 amd64 1.8.4-1ubuntu1 [80.1 kB]\n",
            "Get:504 http://archive.ubuntu.com/ubuntu artful/main amd64 libnss-mdns amd64 0.10-8ubuntu1 [21.2 kB]\n",
            "Get:505 http://archive.ubuntu.com/ubuntu artful/main amd64 libp11-kit-gnome-keyring amd64 3.20.1-1ubuntu1 [27.5 kB]\n",
            "Get:506 http://archive.ubuntu.com/ubuntu artful/main amd64 libpam-gnome-keyring amd64 3.20.1-1ubuntu1 [22.7 kB]\n",
            "Get:507 http://archive.ubuntu.com/ubuntu artful/main amd64 libpolkit-backend-1-0 amd64 0.105-18 [35.8 kB]\n",
            "Get:508 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libpulse-mainloop-glib0 amd64 1:10.0-2ubuntu3.1 [22.0 kB]\n",
            "Get:509 http://archive.ubuntu.com/ubuntu artful/main amd64 libpwquality-common all 1.4.0-1 [7,172 B]\n",
            "37% [Waiting for headers]                                         15.2 MB/s 44s"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Get:510 http://archive.ubuntu.com/ubuntu artful/main amd64 libpwquality1 amd64 1.4.0-1 [12.3 kB]\n",
            "Get:511 http://archive.ubuntu.com/ubuntu artful/main amd64 libqmi-glib5 amd64 1.18.0-2 [429 kB]\n",
            "Get:512 http://archive.ubuntu.com/ubuntu artful/main amd64 libqmi-proxy amd64 1.18.0-2 [5,548 B]\n",
            "Get:513 http://archive.ubuntu.com/ubuntu artful/main amd64 libtimezonemap-data all 0.4.5 [1,921 kB]\n",
            "Get:514 http://archive.ubuntu.com/ubuntu artful/main amd64 libtimezonemap1 amd64 0.4.5 [22.4 kB]\n",
            "Get:515 http://archive.ubuntu.com/ubuntu artful/main amd64 libtinfo-dev amd64 6.0+20160625-1ubuntu1 [78.9 kB]\n",
            "Get:516 http://archive.ubuntu.com/ubuntu artful/universe amd64 libunity-settings-daemon1 amd64 15.04.1+17.10.20171003-0ubuntu1 [75.6 kB]\n",
            "Get:517 http://archive.ubuntu.com/ubuntu artful/main amd64 libvdpau1 amd64 1.1.1-3ubuntu1 [25.5 kB]\n",
            "Get:518 http://archive.ubuntu.com/ubuntu artful/main amd64 libvdpau-dev amd64 1.1.1-3ubuntu1 [35.8 kB]\n",
            "Get:519 http://archive.ubuntu.com/ubuntu artful/main amd64 libwacom-bin amd64 0.24-1 [4,550 B]\n",
            "Get:520 http://archive.ubuntu.com/ubuntu artful/main amd64 libxslt1.1 amd64 1.1.29-2.1ubuntu1 [149 kB]\n",
            "Get:521 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libwebkit2gtk-4.0-37 amd64 2.18.6-0ubuntu0.17.10.1 [11.2 MB]\n",
            "Get:522 http://archive.ubuntu.com/ubuntu artful/main amd64 libx11-xcb-dev amd64 2:1.6.4-3 [9,660 B]\n",
            "Get:523 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libxatracker2 amd64 17.2.8-0ubuntu0~17.10.1 [1,078 kB]\n",
            "Get:524 http://archive.ubuntu.com/ubuntu artful/main amd64 libxcb-dri2-0-dev amd64 1.12-1ubuntu1 [8,376 B]\n",
            "Get:525 http://archive.ubuntu.com/ubuntu artful/main amd64 libxcb-dri3-dev amd64 1.12-1ubuntu1 [5,742 B]\n",
            "Get:526 http://archive.ubuntu.com/ubuntu artful/main amd64 libxcb-glx0-dev amd64 1.12-1ubuntu1 [27.5 kB]\n",
            "Get:527 http://archive.ubuntu.com/ubuntu artful/main amd64 libxcb-randr0 amd64 1.12-1ubuntu1 [16.0 kB]\n",
            "Get:528 http://archive.ubuntu.com/ubuntu artful/main amd64 libxcb-render0-dev amd64 1.12-1ubuntu1 [18.3 kB]\n",
            "Get:529 http://archive.ubuntu.com/ubuntu artful/main amd64 libxcb-randr0-dev amd64 1.12-1ubuntu1 [19.5 kB]\n",
            "Get:530 http://archive.ubuntu.com/ubuntu artful/main amd64 libxcb-shape0-dev amd64 1.12-1ubuntu1 [7,056 B]\n",
            "Get:531 http://archive.ubuntu.com/ubuntu artful/main amd64 libxcb-xfixes0-dev amd64 1.12-1ubuntu1 [11.6 kB]\n",
            "Get:532 http://archive.ubuntu.com/ubuntu artful/main amd64 libxcb-sync-dev amd64 1.12-1ubuntu1 [10.5 kB]\n",
            "Get:533 http://archive.ubuntu.com/ubuntu artful/main amd64 libxcb-present-dev amd64 1.12-1ubuntu1 [6,868 B]\n",
            "Get:534 http://archive.ubuntu.com/ubuntu artful/main amd64 x11proto-xext-dev all 7.3.0-1 [212 kB]\n",
            "Get:535 http://archive.ubuntu.com/ubuntu artful/main amd64 x11proto-fixes-dev all 1:5.0-2ubuntu2 [14.2 kB]\n",
            "Get:536 http://archive.ubuntu.com/ubuntu artful/main amd64 libxfixes-dev amd64 1:5.0.3-1 [11.0 kB]\n",
            "Get:537 http://archive.ubuntu.com/ubuntu artful/main amd64 x11proto-damage-dev all 1:1.2.1-2 [8,286 B]\n",
            "Get:538 http://archive.ubuntu.com/ubuntu artful/main amd64 libxdamage-dev amd64 1:1.1.4-3 [5,028 B]\n",
            "Get:539 http://archive.ubuntu.com/ubuntu artful/main amd64 libxext-dev amd64 2:1.3.3-1 [82.1 kB]\n",
            "Get:540 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libxfont1 amd64 1:1.5.2-4ubuntu1.1 [94.6 kB]\n",
            "Get:541 http://archive.ubuntu.com/ubuntu artful/main amd64 libxnvctrl0 amd64 384.69-0ubuntu1 [11.2 kB]\n",
            "Get:542 http://archive.ubuntu.com/ubuntu artful/main amd64 libxshmfence-dev amd64 1.2-1 [3,676 B]\n",
            "Get:543 http://archive.ubuntu.com/ubuntu artful/main amd64 libxvmc1 amd64 2:1.0.10-1 [13.7 kB]\n",
            "Get:544 http://archive.ubuntu.com/ubuntu artful/main amd64 x11proto-xf86vidmode-dev all 2.3.1-2 [6,116 B]\n",
            "Get:545 http://archive.ubuntu.com/ubuntu artful/main amd64 libxxf86vm-dev amd64 1:1.1.4-1 [13.3 kB]\n",
            "Get:546 http://archive.ubuntu.com/ubuntu artful/main amd64 libyelp0 amd64 3.26.0-1ubuntu1 [93.9 kB]\n",
            "Get:547 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 linux-headers-4.13.0-38 all 4.13.0-38.43 [10.9 MB]\n",
            "Get:548 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 linux-headers-4.13.0-38-generic amd64 4.13.0-38.43 [700 kB]\n",
            "Get:549 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 linux-headers-generic amd64 4.13.0.38.41 [2,290 B]\n",
            "40% [Waiting for headers]                                   4,448 kB/s 2min 26s"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Get:550 http://archive.ubuntu.com/ubuntu artful/universe amd64 llvm-3.8-runtime amd64 1:3.8.1-24ubuntu7 [75.3 kB]\n",
            "Get:551 http://archive.ubuntu.com/ubuntu artful/universe amd64 llvm-3.8 amd64 1:3.8.1-24ubuntu7 [1,562 kB]\n",
            "Get:552 http://archive.ubuntu.com/ubuntu artful/main amd64 libjsoncpp1 amd64 1.7.4-3 [73.6 kB]\n",
            "Get:553 http://archive.ubuntu.com/ubuntu artful/main amd64 libffi-dev amd64 3.2.1-6 [156 kB]\n",
            "Get:554 http://archive.ubuntu.com/ubuntu artful/universe amd64 llvm-3.8-dev amd64 1:3.8.1-24ubuntu7 [17.0 MB]\n",
            "Get:555 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 mesa-common-dev amd64 17.2.8-0ubuntu0~17.10.1 [519 kB]\n",
            "Get:556 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 mesa-vdpau-drivers amd64 17.2.8-0ubuntu0~17.10.1 [1,658 kB]\n",
            "Get:557 http://archive.ubuntu.com/ubuntu artful/main amd64 modemmanager amd64 1.6.8-1 [598 kB]\n",
            "Get:558 http://archive.ubuntu.com/ubuntu artful/main amd64 mousetweaks amd64 3.12.0-1ubuntu3 [36.4 kB]\n",
            "Get:559 http://archive.ubuntu.com/ubuntu artful/main amd64 nautilus-data all 1:3.26.0-0ubuntu1 [69.4 kB]\n",
            "Get:560 http://archive.ubuntu.com/ubuntu artful/main amd64 wpasupplicant amd64 2.4-0ubuntu10 [903 kB]\n",
            "Get:561 http://archive.ubuntu.com/ubuntu artful/main amd64 policykit-1 amd64 0.105-18 [52.4 kB]\n",
            "Get:562 http://archive.ubuntu.com/ubuntu artful/main amd64 network-manager amd64 1.8.4-1ubuntu3 [1,417 kB]\n",
            "Get:563 http://archive.ubuntu.com/ubuntu artful/main amd64 policykit-1-gnome amd64 0.105-6ubuntu2 [24.0 kB]\n",
            "Get:564 http://archive.ubuntu.com/ubuntu artful/main amd64 network-manager-gnome amd64 1.8.4-1ubuntu1 [315 kB]\n",
            "Get:565 http://archive.ubuntu.com/ubuntu artful/main amd64 ppp amd64 2.4.7-1+2ubuntu1 [329 kB]\n",
            "Get:566 http://archive.ubuntu.com/ubuntu artful/main amd64 pptp-linux amd64 1.9.0+ds-1 [41.3 kB]\n",
            "Get:567 http://archive.ubuntu.com/ubuntu artful/main amd64 network-manager-pptp amd64 1.2.4-4 [29.1 kB]\n",
            "Get:568 http://archive.ubuntu.com/ubuntu artful/main amd64 notification-daemon amd64 3.20.0-1 [30.2 kB]\n",
            "Get:569 http://archive.ubuntu.com/ubuntu artful/main amd64 ocl-icd-libopencl1 amd64 2.2.11-1ubuntu1 [30.3 kB]\n",
            "Get:570 http://archive.ubuntu.com/ubuntu artful-updates/restricted amd64 nvidia-opencl-icd-384 amd64 384.111-0ubuntu0.17.10.1 [3,370 kB]\n",
            "Get:571 http://archive.ubuntu.com/ubuntu artful/main amd64 bbswitch-dkms amd64 0.8-4ubuntu1 [11.6 kB]\n",
            "Get:572 http://archive.ubuntu.com/ubuntu artful/main amd64 nvidia-prime amd64 0.8.5 [11.0 kB]\n",
            "Get:573 http://archive.ubuntu.com/ubuntu artful/main amd64 python3-xkit all 0.5.0ubuntu2 [18.6 kB]\n",
            "Get:574 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 screen-resolution-extra all 0.17.1.1 [11.7 kB]\n",
            "Get:575 http://archive.ubuntu.com/ubuntu artful/main amd64 nvidia-settings amd64 384.69-0ubuntu1 [881 kB]\n",
            "Get:576 http://archive.ubuntu.com/ubuntu artful/main amd64 packagekit amd64 1.1.7-1 [362 kB]\n",
            "Get:577 http://archive.ubuntu.com/ubuntu artful/main amd64 packagekit-tools amd64 1.1.7-1 [32.3 kB]\n",
            "Get:578 http://archive.ubuntu.com/ubuntu artful/main amd64 python3-cairo amd64 1.10.0+dfsg-5build3 [29.4 kB]\n",
            "Get:579 http://archive.ubuntu.com/ubuntu artful/main amd64 python3-certifi all 2017.4.17-2 [177 kB]\n",
            "Get:580 http://archive.ubuntu.com/ubuntu artful/main amd64 python3-pkg-resources all 36.2.7-2 [98.7 kB]\n",
            "Get:581 http://archive.ubuntu.com/ubuntu artful/main amd64 python3-chardet all 3.0.4-1 [80.3 kB]\n",
            "Get:582 http://archive.ubuntu.com/ubuntu artful/main amd64 python3-cups amd64 1.9.73-1build2 [58.2 kB]\n",
            "Get:583 http://archive.ubuntu.com/ubuntu artful/main amd64 python3-idna all 2.5-1 [31.7 kB]\n",
            "Get:584 http://archive.ubuntu.com/ubuntu artful/main amd64 python3-six all 1.10.0-4 [10.8 kB]\n",
            "Get:585 http://archive.ubuntu.com/ubuntu artful/main amd64 python3-urllib3 all 1.21.1-1 [84.7 kB]\n",
            "Get:586 http://archive.ubuntu.com/ubuntu artful/main amd64 python3-requests all 2.18.1-1 [57.6 kB]\n",
            "Get:587 http://archive.ubuntu.com/ubuntu artful/main amd64 python3-cupshelpers all 1.5.9+20170825-0ubuntu1 [33.2 kB]\n",
            "Get:588 http://archive.ubuntu.com/ubuntu artful/main amd64 rtkit amd64 0.11-5 [35.4 kB]\n",
            "Get:589 http://archive.ubuntu.com/ubuntu artful/main amd64 system-config-printer-common all 1.5.9+20170825-0ubuntu1 [106 kB]\n",
            "Get:590 http://archive.ubuntu.com/ubuntu artful/main amd64 system-config-printer all 1.5.9+20170825-0ubuntu1 [78.9 kB]\n",
            "44% [Working]                                               4,448 kB/s 2min 19s"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Get:591 http://archive.ubuntu.com/ubuntu artful/main amd64 system-config-printer-udev amd64 1.5.9+20170825-0ubuntu1 [23.4 kB]\n",
            "Get:592 http://archive.ubuntu.com/ubuntu artful/main amd64 tcpd amd64 7.6.q-26 [23.5 kB]\n",
            "Get:593 http://archive.ubuntu.com/ubuntu artful/main amd64 ubuntu-system-service all 0.3 [9,052 B]\n",
            "Get:594 http://archive.ubuntu.com/ubuntu artful/universe amd64 ubuntu-touch-sounds all 15.08 [12.7 MB]\n",
            "Get:595 http://archive.ubuntu.com/ubuntu artful/universe amd64 unity-settings-daemon amd64 15.04.1+17.10.20171003-0ubuntu1 [450 kB]\n",
            "Get:596 http://archive.ubuntu.com/ubuntu artful/universe amd64 indicator-bluetooth amd64 0.0.6+17.10.20170605-0ubuntu3 [33.8 kB]\n",
            "Get:597 http://archive.ubuntu.com/ubuntu artful/universe amd64 indicator-sound amd64 12.10.2+17.10.20170829.1-0ubuntu1 [96.4 kB]\n",
            "Get:598 http://archive.ubuntu.com/ubuntu artful/universe amd64 unity-control-center amd64 15.04.0+17.10.20170930-0ubuntu1 [861 kB]\n",
            "Get:599 http://archive.ubuntu.com/ubuntu artful/universe amd64 unity-greeter amd64 17.10.0-0ubuntu1 [228 kB]\n",
            "Get:600 http://archive.ubuntu.com/ubuntu artful/main amd64 usbmuxd amd64 1.1.0-2build1 [34.0 kB]\n",
            "Get:601 http://archive.ubuntu.com/ubuntu artful/main amd64 vdpau-driver-all amd64 1.1.1-3ubuntu1 [4,674 B]\n",
            "Get:602 http://archive.ubuntu.com/ubuntu artful/main amd64 wamerican all 2017.01.22-1 [207 kB]\n",
            "Get:603 http://archive.ubuntu.com/ubuntu artful/main amd64 x11proto-dri2-dev all 2.8-2 [12.6 kB]\n",
            "Get:604 http://archive.ubuntu.com/ubuntu artful/main amd64 x11proto-gl-dev all 1.4.17-1 [17.9 kB]\n",
            "Get:605 http://archive.ubuntu.com/ubuntu artful/main amd64 xfonts-encodings all 1:1.0.4-2 [573 kB]\n",
            "Get:606 http://archive.ubuntu.com/ubuntu artful/main amd64 xfonts-utils amd64 1:7.7+4 [75.4 kB]\n",
            "Get:607 http://archive.ubuntu.com/ubuntu artful/main amd64 xfonts-base all 1:1.0.4+nmu1 [5,914 kB]\n",
            "Get:608 http://archive.ubuntu.com/ubuntu artful/main amd64 xserver-xorg-input-libinput amd64 0.25.0-0ubuntu1 [33.7 kB]\n",
            "Get:609 http://archive.ubuntu.com/ubuntu artful/main amd64 xserver-xorg-input-all amd64 1:7.7+19ubuntu3 [4,134 B]\n",
            "Get:610 http://archive.ubuntu.com/ubuntu artful/main amd64 xserver-xorg-input-wacom amd64 1:0.34.0-0ubuntu2 [86.8 kB]\n",
            "Get:611 http://archive.ubuntu.com/ubuntu artful/main amd64 xserver-xorg amd64 1:7.7+19ubuntu3 [65.2 kB]\n",
            "Get:612 http://archive.ubuntu.com/ubuntu artful/main amd64 xserver-xorg-video-amdgpu amd64 1.4.0-1 [59.4 kB]\n",
            "Get:613 http://archive.ubuntu.com/ubuntu artful/main amd64 xserver-xorg-video-radeon amd64 1:7.10.0-1 [145 kB]\n",
            "Get:614 http://archive.ubuntu.com/ubuntu artful/main amd64 xserver-xorg-video-ati amd64 1:7.10.0-1 [7,024 B]\n",
            "Get:615 http://archive.ubuntu.com/ubuntu artful/main amd64 xserver-xorg-video-fbdev amd64 1:0.4.4-1build6 [11.5 kB]\n",
            "Get:616 http://archive.ubuntu.com/ubuntu artful/main amd64 xserver-xorg-video-nouveau amd64 1:1.0.15-2 [86.3 kB]\n",
            "Get:617 http://archive.ubuntu.com/ubuntu artful/main amd64 xserver-xorg-video-vesa amd64 1:2.3.4-1build3 [14.7 kB]\n",
            "Get:618 http://archive.ubuntu.com/ubuntu artful/main amd64 xserver-xorg-video-vmware amd64 1:13.2.1-1build1 [71.6 kB]\n",
            "Get:619 http://archive.ubuntu.com/ubuntu artful/main amd64 xserver-xorg-video-all amd64 1:7.7+19ubuntu3 [4,180 B]\n",
            "Get:620 http://archive.ubuntu.com/ubuntu artful/main amd64 libxcb-util1 amd64 0.4.0-0ubuntu3 [11.2 kB]\n",
            "Get:621 http://archive.ubuntu.com/ubuntu artful/main amd64 xserver-xorg-video-intel amd64 2:2.99.917+git20170309-0ubuntu1 [727 kB]\n",
            "Get:622 http://archive.ubuntu.com/ubuntu artful/main amd64 xserver-xorg-video-qxl amd64 0.1.5-2build1 [81.0 kB]\n",
            "Get:623 http://archive.ubuntu.com/ubuntu artful/main amd64 yelp-xsl all 3.20.1-2 [230 kB]\n",
            "Get:624 http://archive.ubuntu.com/ubuntu artful/main amd64 yelp amd64 3.26.0-1ubuntu1 [514 kB]\n",
            "Get:625 http://archive.ubuntu.com/ubuntu artful/main amd64 zenity-common all 3.24.0-1 [200 kB]\n",
            "Get:626 http://archive.ubuntu.com/ubuntu artful/main amd64 zenity amd64 3.24.0-1 [59.9 kB]\n",
            "Get:627 http://archive.ubuntu.com/ubuntu artful/main amd64 cups-pk-helper amd64 0.2.6-1ubuntu1 [50.4 kB]\n",
            "Get:628 http://archive.ubuntu.com/ubuntu artful/main amd64 gdisk amd64 1.0.1-1build1 [194 kB]\n",
            "48% [Working]                                               7,506 kB/s 1min 19s"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Get:629 http://archive.ubuntu.com/ubuntu artful/main amd64 ippusbxd amd64 1.31-0ubuntu1 [32.5 kB]\n",
            "Get:630 http://archive.ubuntu.com/ubuntu artful/main amd64 libcanberra-gtk3-module amd64 0.30-3ubuntu1 [9,870 B]\n",
            "Get:631 http://archive.ubuntu.com/ubuntu artful/multiverse amd64 libcuinj64-8.0 amd64 8.0.61-1 [1,758 kB]\n",
            "Get:632 http://archive.ubuntu.com/ubuntu artful/multiverse amd64 libcusparse8.0 amd64 8.0.61-1 [22.6 MB]\n",
            "Get:633 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libgl1-mesa-dev amd64 17.2.8-0ubuntu0~17.10.1 [4,436 B]\n",
            "Get:634 http://archive.ubuntu.com/ubuntu artful/multiverse amd64 libnppc8.0 amd64 8.0.61-1 [122 kB]\n",
            "Get:635 http://archive.ubuntu.com/ubuntu artful/multiverse amd64 libnppi8.0 amd64 8.0.61-1 [40.3 MB]\n",
            "Get:636 http://archive.ubuntu.com/ubuntu artful/multiverse amd64 libnppial8.0 amd64 8.0.61-1 [3,338 kB]\n",
            "Get:637 http://archive.ubuntu.com/ubuntu artful/multiverse amd64 libnppicc8.0 amd64 8.0.61-1 [1,344 kB]\n",
            "Get:638 http://archive.ubuntu.com/ubuntu artful/multiverse amd64 libnppicom8.0 amd64 8.0.61-1 [384 kB]\n",
            "Get:639 http://archive.ubuntu.com/ubuntu artful/multiverse amd64 libnppidei8.0 amd64 8.0.61-1 [1,756 kB]\n",
            "Get:640 http://archive.ubuntu.com/ubuntu artful/multiverse amd64 libnppif8.0 amd64 8.0.61-1 [19.2 MB]\n",
            "Get:641 http://archive.ubuntu.com/ubuntu artful/multiverse amd64 libnppig8.0 amd64 8.0.61-1 [7,777 kB]\n",
            "Get:642 http://archive.ubuntu.com/ubuntu artful/multiverse amd64 libnppim8.0 amd64 8.0.61-1 [1,498 kB]\n",
            "Get:643 http://archive.ubuntu.com/ubuntu artful/multiverse amd64 libnppist8.0 amd64 8.0.61-1 [4,791 kB]\n",
            "Get:644 http://archive.ubuntu.com/ubuntu artful/multiverse amd64 libnppisu8.0 amd64 8.0.61-1 [115 kB]\n",
            "Get:645 http://archive.ubuntu.com/ubuntu artful/multiverse amd64 libnppitc8.0 amd64 8.0.61-1 [766 kB]\n",
            "Get:646 http://archive.ubuntu.com/ubuntu artful/multiverse amd64 libnpps8.0 amd64 8.0.61-1 [2,595 kB]\n",
            "Get:647 http://archive.ubuntu.com/ubuntu artful/multiverse amd64 libnvblas8.0 amd64 8.0.61-1 [128 kB]\n",
            "Get:648 http://archive.ubuntu.com/ubuntu artful/multiverse amd64 libnvgraph8.0 amd64 8.0.61-1 [2,336 kB]\n",
            "Get:649 http://archive.ubuntu.com/ubuntu artful/multiverse amd64 libnvrtc8.0 amd64 8.0.61-1 [6,225 kB]\n",
            "Get:650 http://archive.ubuntu.com/ubuntu artful/multiverse amd64 libnvtoolsext1 amd64 8.0.61-1 [32.2 kB]\n",
            "Get:651 http://archive.ubuntu.com/ubuntu artful/multiverse amd64 libnvvm3 amd64 8.0.61-1 [4,236 kB]\n",
            "Get:652 http://archive.ubuntu.com/ubuntu artful/multiverse amd64 libthrust-dev all 1.8.1-1 [430 kB]\n",
            "Get:653 http://archive.ubuntu.com/ubuntu artful/main amd64 libtxc-dxtn-s2tc amd64 1.0+git20151227-2 [48.4 kB]\n",
            "Get:654 http://archive.ubuntu.com/ubuntu artful/main amd64 mobile-broadband-provider-info all 20170903-1 [47.3 kB]\n",
            "Get:655 http://archive.ubuntu.com/ubuntu artful/multiverse amd64 nvidia-cuda-dev amd64 8.0.61-1 [243 MB]\n",
            "73% [655 nvidia-cuda-dev 165 MB/243 MB 68%]                       22.1 MB/s 14s"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Get:656 http://archive.ubuntu.com/ubuntu artful/multiverse amd64 nvidia-cuda-doc all 8.0.61-1 [90.7 MB]\n",
            "Get:657 http://archive.ubuntu.com/ubuntu artful/multiverse amd64 nvidia-cuda-gdb amd64 8.0.61-1 [2,610 kB]\n",
            "Get:658 http://archive.ubuntu.com/ubuntu artful/multiverse amd64 nvidia-profiler amd64 8.0.61-1 [2,624 kB]\n",
            "Get:659 http://archive.ubuntu.com/ubuntu artful/main amd64 opencl-c-headers all 2.1-1 [23.2 kB]\n",
            "Get:660 http://archive.ubuntu.com/ubuntu artful/universe amd64 opencl-clhpp-headers all 2.0.10-1 [57.5 kB]\n",
            "Get:661 http://archive.ubuntu.com/ubuntu artful/universe amd64 opencl-headers all 2.1-1 [2,590 B]\n",
            "Get:662 http://archive.ubuntu.com/ubuntu artful/multiverse amd64 nvidia-opencl-dev amd64 8.0.61-1 [23.7 kB]\n",
            "Get:663 http://archive.ubuntu.com/ubuntu artful/multiverse amd64 nvidia-cuda-toolkit amd64 8.0.61-1 [22.4 MB]\n",
            "Get:664 http://archive.ubuntu.com/ubuntu artful/multiverse amd64 nvidia-visual-profiler amd64 8.0.61-1 [113 MB]\n",
            "Get:665 http://archive.ubuntu.com/ubuntu artful/main amd64 usb-modeswitch-data all 20170806-1 [30.7 kB]\n",
            "Get:666 http://archive.ubuntu.com/ubuntu artful/main amd64 usb-modeswitch amd64 2.5.1+repack0-1ubuntu1 [53.1 kB]\n",
            "Fetched 931 MB in 1min 26s (10.8 MB/s)\n",
            "E: Failed to fetch http://archive.ubuntu.com/ubuntu/pool/main/p/plymouth/libplymouth4_0.9.2-3ubuntu18_amd64.deb  404  Not Found [IP: 91.189.88.152 80]\n",
            "E: Failed to fetch http://archive.ubuntu.com/ubuntu/pool/main/p/plymouth/plymouth_0.9.2-3ubuntu18_amd64.deb  404  Not Found [IP: 91.189.88.152 80]\n",
            "E: Failed to fetch http://archive.ubuntu.com/ubuntu/pool/main/p/plymouth/plymouth-theme-ubuntu-text_0.9.2-3ubuntu18_amd64.deb  404  Not Found [IP: 91.189.88.152 80]\n",
            "E: Unable to fetch some archives, maybe run apt-get update or try with --fix-missing?\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "EU0VkI7SRVqZ",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 68190
        },
        "outputId": "57951250-f80b-4af3-8053-36297d0cc12d"
      },
      "cell_type": "code",
      "source": [
        "# Same as above.\n",
        "!apt-get install nvidia-cuda-toolkit # You can ignore the outputs"
      ],
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Reading package lists... Done\n",
            "Building dependency tree       \n",
            "Reading state information... Done\n",
            "The following additional packages will be installed:\n",
            "  accountsservice acpid activity-log-manager adwaita-icon-theme apg aspell\n",
            "  aspell-en at-spi2-core avahi-daemon avahi-utils bbswitch-dkms bind9-host\n",
            "  binfmt-support bluez bluez-obexd bsdmainutils ca-certificates-java\n",
            "  cheese-common clang-3.8 cracklib-runtime crda cups-pk-helper dbus\n",
            "  dbus-user-session dbus-x11 dconf-cli dconf-gsettings-backend dconf-service\n",
            "  default-jre default-jre-headless desktop-file-utils dictionaries-common\n",
            "  distro-info-data dkms dmsetup dns-root-data dnsmasq-base dosfstools eject\n",
            "  emacsen-common enchant evolution-data-server evolution-data-server-common\n",
            "  fakeroot file fontconfig fonts-dejavu-extra fuse gcr gdisk geoclue\n",
            "  geoclue-ubuntu-geoip geoip-database gettext-base gir1.2-atk-1.0\n",
            "  gir1.2-freedesktop gir1.2-gdkpixbuf-2.0 gir1.2-glib-2.0 gir1.2-gtk-3.0\n",
            "  gir1.2-ibus-1.0 gir1.2-notify-0.7 gir1.2-packagekitglib-1.0 gir1.2-pango-1.0\n",
            "  gir1.2-polkit-1.0 gir1.2-secret-1 gkbd-capplet glib-networking\n",
            "  glib-networking-common glib-networking-services gnome-bluetooth\n",
            "  gnome-control-center-faces gnome-desktop3-data gnome-keyring gnome-menus\n",
            "  gnome-power-manager gnome-screensaver gnome-session-bin\n",
            "  gnome-settings-daemon-schemas groff-base gsettings-desktop-schemas\n",
            "  gsettings-ubuntu-schemas gstreamer1.0-clutter-3.0 gstreamer1.0-plugins-base\n",
            "  gstreamer1.0-plugins-good gstreamer1.0-x gtk-update-icon-cache gvfs\n",
            "  gvfs-backends gvfs-common gvfs-daemons gvfs-libs hicolor-icon-theme\n",
            "  humanity-icon-theme hunspell-en-us ibus ibus-gtk ibus-gtk3 im-config\n",
            "  indicator-applet indicator-application indicator-bluetooth indicator-common\n",
            "  indicator-datetime indicator-keyboard indicator-messages indicator-power\n",
            "  indicator-session indicator-sound ippusbxd iproute2 iptables iputils-arping\n",
            "  isc-dhcp-client isc-dhcp-common iso-codes iw java-common\n",
            "  keyboard-configuration kmod lib32gcc1 libaa1 libaccounts-glib0\n",
            "  libaccountsservice0 libapparmor1 libappindicator3-1 libappstream4\n",
            "  libarchive13 libasound2 libasound2-data libasound2-plugins libaspell15\n",
            "  libasyncns0 libatasmart4 libatk-bridge2.0-0 libatk-wrapper-java\n",
            "  libatk-wrapper-java-jni libatk1.0-0 libatk1.0-data libatm1 libatspi2.0-0\n",
            "  libavahi-client3 libavahi-common-data libavahi-common3 libavahi-core7\n",
            "  libavahi-glib1 libavc1394-0 libbind9-140 libbluetooth3\n",
            "  libboost-filesystem1.62.0 libboost-system1.62.0 libboost-thread1.62.0\n",
            "  libc6-i386 libcaca0 libcairo-gobject2 libcairo2 libcamel-1.2-60\n",
            "  libcanberra-gtk3-0 libcanberra-gtk3-module libcanberra-pulse libcanberra0\n",
            "  libcap2 libcap2-bin libcapnp-0.5.3 libcdio-cdda1 libcdio-paranoia1 libcdio13\n",
            "  libcdparanoia0 libcheese-gtk25 libcheese8 libclang-common-3.8-dev\n",
            "  libclang1-3.8 libclutter-1.0-0 libclutter-1.0-common libclutter-gst-3.0-0\n",
            "  libclutter-gtk-1.0-0 libcogl-common libcogl-pango20 libcogl-path20 libcogl20\n",
            "  libcolord2 libcrack2 libcroco3 libcryptsetup4 libcuda1-384 libcuinj64-8.0\n",
            "  libcups2 libcusparse8.0 libdaemon0 libdatrie1 libdbus-1-3 libdbus-glib-1-2\n",
            "  libdbusmenu-glib4 libdbusmenu-gtk3-4 libdconf1 libdee-1.0-4\n",
            "  libdevmapper1.02.1 libdns-export162 libdns162 libdrm-amdgpu1 libdrm-common\n",
            "  libdrm-dev libdrm-intel1 libdrm-nouveau2 libdrm-radeon1 libdrm2 libdv4\n",
            "  libebackend-1.2-10 libebook-1.2-19 libebook-contacts-1.2-2 libecal-1.2-19\n",
            "  libedata-book-1.2-25 libedata-cal-1.2-28 libedataserver-1.2-22 libegl1-mesa\n",
            "  libelf1 libenchant1c2a libepoxy0 libevdev2 libexif12 libfakeroot\n",
            "  libfcitx-config4 libfcitx-gclient0 libfcitx-utils0 libffi-dev libflac8\n",
            "  libfontenc1 libfribidi0 libfuse2 libgail-common libgail18 libgbm1 libgc1c2\n",
            "  libgck-1-0 libgcr-3-common libgcr-base-3-1 libgcr-ui-3-1 libgd3\n",
            "  libgdata-common libgdata22 libgdk-pixbuf2.0-0 libgdk-pixbuf2.0-bin\n",
            "  libgdk-pixbuf2.0-common libgee-0.8-2 libgeoclue0 libgeocode-glib0 libgeoip1\n",
            "  libgeonames-common libgeonames0 libgif7 libgirepository-1.0-1\n",
            "  libgl1-mesa-dev libgl1-mesa-dri libgl1-mesa-glx libglapi-mesa libgles2-mesa\n",
            "  libglib2.0-bin libglib2.0-data libgnome-bluetooth13 libgnome-desktop-3-12\n",
            "  libgnome-menu-3-0 libgnomekbd-common libgnomekbd8 libgoa-1.0-0b\n",
            "  libgoa-1.0-common libgphoto2-6 libgphoto2-l10n libgphoto2-port12 libgpm2\n",
            "  libgraphite2-3 libgstreamer-plugins-base1.0-0 libgstreamer-plugins-good1.0-0\n",
            "  libgstreamer1.0-0 libgtk-3-0 libgtk-3-bin libgtk-3-common libgtk2.0-0\n",
            "  libgtk2.0-bin libgtk2.0-common libgtop-2.0-11 libgtop2-common libgudev-1.0-0\n",
            "  libgweather-3-6 libgweather-common libharfbuzz-icu0 libharfbuzz0b\n",
            "  libhunspell-1.6-0 libhyphen0 libibus-1.0-5 libical2 libido3-0.1-0\n",
            "  libiec61883-0 libimobiledevice6 libindicator3-7 libinput-bin libinput10\n",
            "  libip4tc0 libip6tc0 libiptc0 libisc-export160 libisc160 libisccc140\n",
            "  libisccfg140 libjack-jackd2-0 libjansson4 libjavascriptcoregtk-4.0-18\n",
            "  libjbig0 libjson-c3 libjson-glib-1.0-0 libjson-glib-1.0-common libjsoncpp1\n",
            "  libkmod2 liblcms2-2 libldb1 liblightdm-gobject-1-0 libllvm3.8 libllvm5.0\n",
            "  liblocale-gettext-perl libltdl7 liblwres141 liblzo2-2 libmagic-mgc libmagic1\n",
            "  libmbim-glib4 libmbim-proxy libmessaging-menu0 libmirclient9 libmircommon7\n",
            "  libmircore1 libmirprotobuf3 libmm-glib0 libmnl0 libmtdev1 libmtp-common\n",
            "  libmtp-runtime libmtp9 libndp0 libnetfilter-conntrack3 libnewt0.52\n",
            "  libnfnetlink0 libnl-3-200 libnl-genl-3-200 libnm-glib4 libnm-gtk0\n",
            "  libnm-util2 libnm0 libnma0 libnotify4 libnppc8.0 libnppi8.0 libnppial8.0\n",
            "  libnppicc8.0 libnppicom8.0 libnppidei8.0 libnppif8.0 libnppig8.0 libnppim8.0\n",
            "  libnppist8.0 libnppisu8.0 libnppitc8.0 libnpps8.0 libnspr4 libnss-mdns\n",
            "  libnss3 libntfs-3g872 libnvblas8.0 libnvgraph8.0 libnvrtc8.0 libnvtoolsext1\n",
            "  libnvvm3 liboauth0 libobjc-7-dev libobjc4 libogg0 libopus0 liborc-0.4-0\n",
            "  libp11-kit-gnome-keyring libpackagekit-glib2-18 libpam-cap\n",
            "  libpam-gnome-keyring libpam-systemd libpanel-applet3 libpango-1.0-0\n",
            "  libpangocairo-1.0-0 libpangoft2-1.0-0 libpangoxft-1.0-0 libparted2\n",
            "  libpcap0.8 libpci3 libpciaccess0 libpcsclite1 libphonenumber7 libpipeline1\n",
            "  libpixman-1-0 libplist3 libplymouth4 libpolkit-agent-1-0\n",
            "  libpolkit-backend-1-0 libpolkit-gobject-1-0 libprotobuf-lite10 libprotobuf10\n",
            "  libproxy1v5 libpulse-mainloop-glib0 libpulse0 libpulsedsp\n",
            "  libpwquality-common libpwquality1 libqmi-glib5 libqmi-proxy libraw1394-11\n",
            "  librest-0.7-0 librsvg2-2 librsvg2-common libsamplerate0 libseccomp2\n",
            "  libsecret-1-0 libsecret-common libsensors4 libshout3 libslang2 libsmbclient\n",
            "  libsndfile1 libsoup-gnome2.4-1 libsoup2.4-1 libspeex1 libspeexdsp1\n",
            "  libstemmer0d libsystemd0 libtag1v5 libtag1v5-vanilla libtalloc2 libtdb1\n",
            "  libtevent0 libtext-iconv-perl libthai-data libthai0 libtheora0 libthrust-dev\n",
            "  libtiff5 libtimezonemap-data libtimezonemap1 libtinfo-dev libtxc-dxtn-s2tc\n",
            "  libudev1 libudisks2-0 libunity-control-center1 libunity-settings-daemon1\n",
            "  libupower-glib3 liburl-dispatcher1 libusb-1.0-0 libusbmuxd4 libv4l-0\n",
            "  libv4lconvert0 libvdpau-dev libvdpau1 libvisual-0.4-0 libvorbis0a\n",
            "  libvorbisenc2 libvorbisfile3 libvpx4 libwacom-bin libwacom-common libwacom2\n",
            "  libwavpack1 libwayland-client0 libwayland-cursor0 libwayland-egl1-mesa\n",
            "  libwayland-server0 libwbclient0 libwebkit2gtk-4.0-37 libwebp6\n",
            "  libwebrtc-audio-processing1 libwhoopsie-preferences0 libwhoopsie0 libwrap0\n",
            "  libx11-xcb-dev libx11-xcb1 libxapian30 libxatracker2 libxaw7 libxcb-dri2-0\n",
            "  libxcb-dri2-0-dev libxcb-dri3-0 libxcb-dri3-dev libxcb-glx0 libxcb-glx0-dev\n",
            "  libxcb-present-dev libxcb-present0 libxcb-randr0 libxcb-randr0-dev\n",
            "  libxcb-render0 libxcb-render0-dev libxcb-shape0 libxcb-shape0-dev\n",
            "  libxcb-shm0 libxcb-sync-dev libxcb-sync1 libxcb-util1 libxcb-xfixes0\n",
            "  libxcb-xfixes0-dev libxcomposite1 libxcursor1 libxdamage-dev libxdamage1\n",
            "  libxext-dev libxfixes-dev libxfixes3 libxfont1 libxfont2 libxi6 libxinerama1\n",
            "  libxkbcommon0 libxkbfile1 libxklavier16 libxmu6 libxmuu1 libxnvctrl0 libxpm4\n",
            "  libxrandr2 libxshmfence-dev libxshmfence1 libxslt1.1 libxt6 libxtables12\n",
            "  libxtst6 libxv1 libxvmc1 libxxf86dga1 libxxf86vm-dev libxxf86vm1 libyaml-0-2\n",
            "  libyelp0 libzeitgeist-2.0-0 lightdm linux-headers-4.13.0-38\n",
            "  linux-headers-4.13.0-38-generic linux-headers-generic llvm-3.8 llvm-3.8-dev\n",
            "  llvm-3.8-runtime lsb-release man-db mesa-common-dev mesa-vdpau-drivers\n",
            "  mobile-broadband-provider-info modemmanager mousetweaks nautilus-data\n",
            "  network-manager network-manager-gnome network-manager-pptp\n",
            "  notification-daemon ntfs-3g nvidia-384 nvidia-cuda-dev nvidia-cuda-doc\n",
            "  nvidia-cuda-gdb nvidia-opencl-dev nvidia-opencl-icd-384 nvidia-prime\n",
            "  nvidia-profiler nvidia-settings nvidia-visual-profiler ocl-icd-libopencl1\n",
            "  opencl-c-headers opencl-clhpp-headers opencl-headers openjdk-8-jre\n",
            "  openjdk-8-jre-headless p11-kit p11-kit-modules packagekit packagekit-tools\n",
            "  parted pciutils pinentry-gnome3 plymouth plymouth-theme-ubuntu-text\n",
            "  policykit-1 policykit-1-gnome ppp pptp-linux psmisc pulseaudio\n",
            "  pulseaudio-utils python-apt-common python-talloc python3-apt python3-cairo\n",
            "  python3-certifi python3-chardet python3-cups python3-cupshelpers\n",
            "  python3-dbus python3-gi python3-idna python3-pkg-resources python3-requests\n",
            "  python3-six python3-urllib3 python3-xdg python3-xkit rtkit samba-libs\n",
            "  screen-resolution-extra shared-mime-info sound-theme-freedesktop sudo\n",
            "  system-config-printer system-config-printer-common\n",
            "  system-config-printer-udev systemd systemd-sysv tcpd ubuntu-mono\n",
            "  ubuntu-system-service ubuntu-touch-sounds udev udisks2 unity-control-center\n",
            "  unity-greeter unity-settings-daemon upower usb-modeswitch\n",
            "  usb-modeswitch-data usbmuxd vdpau-driver-all wamerican whoopsie-preferences\n",
            "  wireless-regdb wpasupplicant x11-utils x11-xkb-utils x11proto-damage-dev\n",
            "  x11proto-dri2-dev x11proto-fixes-dev x11proto-gl-dev x11proto-xext-dev\n",
            "  x11proto-xf86vidmode-dev xauth xfonts-base xfonts-encodings xfonts-utils\n",
            "  xkb-data xserver-common xserver-xorg xserver-xorg-core\n",
            "  xserver-xorg-input-all xserver-xorg-input-libinput xserver-xorg-input-wacom\n",
            "  xserver-xorg-legacy xserver-xorg-video-all xserver-xorg-video-amdgpu\n",
            "  xserver-xorg-video-ati xserver-xorg-video-fbdev xserver-xorg-video-intel\n",
            "  xserver-xorg-video-nouveau xserver-xorg-video-qxl xserver-xorg-video-radeon\n",
            "  xserver-xorg-video-vesa xserver-xorg-video-vmware yelp yelp-xsl\n",
            "  zeitgeist-core zenity zenity-common\n",
            "Suggested packages:\n",
            "  gnome-control-center aspell-doc spellutils avahi-autoipd bumblebee whois\n",
            "  vacation gnustep gnustep-devel clang-3.8-doc default-java-plugin\n",
            "  python3-apport menu cdtool setcd evolution groff samba-common hunspell\n",
            "  openoffice.org-hunspell | openoffice.org-core ibus-clutter ibus-doc ibus-qt4\n",
            "  libqt5gui5 apport unity-greeter-session-broadcast iproute2-doc resolvconf\n",
            "  isc-dhcp-client-ddns isoquery lrzip alsa-utils libcanberra-gtk0 colord\n",
            "  cups-common libdv-bin oss-compat libenchant-voikko fcitx libgd-tools\n",
            "  geoip-bin gphoto2 gpm libvisual-0.4-plugins gstreamer1.0-tools\n",
            "  libusbmuxd-tools jackd2 liblcms2-utils avahi-autoipd | zeroconf opus-tools\n",
            "  libparted-dev libparted-i18n pcscd libraw1394-doc librsvg2-bin lm-sensors\n",
            "  speex url-dispatcher libvdpau-doc libwebkit2gtk-4.0-37-gtk2 xapian-tools\n",
            "  libxext-doc bindfs llvm-3.8-doc lsb less www-browser nautilus\n",
            "  network-manager-openconnect-gnome network-manager-openvpn-gnome\n",
            "  network-manager-vpnc-gnome network-manager-pptp-gnome libcupti-dev\n",
            "  nvidia-driver opencl-clhpp-headers-doc icedtea-8-plugin fonts-ipafont-gothic\n",
            "  fonts-ipafont-mincho fonts-wqy-microhei fonts-wqy-zenhei fonts-indic\n",
            "  appstream parted-doc pinentry-doc desktop-base plymouth-themes pavumeter\n",
            "  pavucontrol paman paprefs ubuntu-sounds python3-apt-dbg python-apt-doc\n",
            "  python-dbus-doc python3-dbus-dbg python3-setuptools python3-cryptography\n",
            "  python3-openssl python3-socks gnome-software python3-smbc systemd-container\n",
            "  btrfs-progs | btrfs-tools cryptsetup-bin exfat-utils mdadm reiserfsprogs\n",
            "  xfsprogs gnome-user-guide | ubuntu-docs libcanberra-gtk-module\n",
            "  x11-xserver-utils lightdm-remote-session-freerdp\n",
            "  lightdm-remote-session-uccsconfigure remote-login-service metacity\n",
            "  | x-window-manager comgt wvdial libvdpau-va-gl1 nvidia-vdpau-driver\n",
            "  nvidia-legacy-340xx-vdpau-driver wpagui libengine-pkcs11-openssl mesa-utils\n",
            "  xfonts-100dpi | xfonts-75dpi xfonts-scalable xinput firmware-amd-graphics\n",
            "  xserver-xorg-video-r128 xserver-xorg-video-mach64 firmware-misc-nonfree\n",
            "  zeitgeist-datahub\n",
            "Recommended packages:\n",
            "  libnvcuvid1 systemd-services\n",
            "The following NEW packages will be installed:\n",
            "  accountsservice acpid activity-log-manager adwaita-icon-theme apg aspell\n",
            "  aspell-en at-spi2-core avahi-daemon avahi-utils bbswitch-dkms bind9-host\n",
            "  binfmt-support bluez bluez-obexd bsdmainutils ca-certificates-java\n",
            "  cheese-common clang-3.8 cracklib-runtime crda cups-pk-helper dbus\n",
            "  dbus-user-session dbus-x11 dconf-cli dconf-gsettings-backend dconf-service\n",
            "  default-jre default-jre-headless desktop-file-utils dictionaries-common\n",
            "  distro-info-data dkms dmsetup dns-root-data dnsmasq-base dosfstools eject\n",
            "  emacsen-common enchant evolution-data-server evolution-data-server-common\n",
            "  fakeroot file fontconfig fonts-dejavu-extra fuse gcr gdisk geoclue\n",
            "  geoclue-ubuntu-geoip geoip-database gettext-base gir1.2-atk-1.0\n",
            "  gir1.2-freedesktop gir1.2-gdkpixbuf-2.0 gir1.2-glib-2.0 gir1.2-gtk-3.0\n",
            "  gir1.2-ibus-1.0 gir1.2-notify-0.7 gir1.2-packagekitglib-1.0 gir1.2-pango-1.0\n",
            "  gir1.2-polkit-1.0 gir1.2-secret-1 gkbd-capplet glib-networking\n",
            "  glib-networking-common glib-networking-services gnome-bluetooth\n",
            "  gnome-control-center-faces gnome-desktop3-data gnome-keyring gnome-menus\n",
            "  gnome-power-manager gnome-screensaver gnome-session-bin\n",
            "  gnome-settings-daemon-schemas groff-base gsettings-desktop-schemas\n",
            "  gsettings-ubuntu-schemas gstreamer1.0-clutter-3.0 gstreamer1.0-plugins-base\n",
            "  gstreamer1.0-plugins-good gstreamer1.0-x gtk-update-icon-cache gvfs\n",
            "  gvfs-backends gvfs-common gvfs-daemons gvfs-libs hicolor-icon-theme\n",
            "  humanity-icon-theme hunspell-en-us ibus ibus-gtk ibus-gtk3 im-config\n",
            "  indicator-applet indicator-application indicator-bluetooth indicator-common\n",
            "  indicator-datetime indicator-keyboard indicator-messages indicator-power\n",
            "  indicator-session indicator-sound ippusbxd iproute2 iptables iputils-arping\n",
            "  isc-dhcp-client isc-dhcp-common iso-codes iw java-common\n",
            "  keyboard-configuration kmod lib32gcc1 libaa1 libaccounts-glib0\n",
            "  libaccountsservice0 libapparmor1 libappindicator3-1 libappstream4\n",
            "  libarchive13 libasound2 libasound2-data libasound2-plugins libaspell15\n",
            "  libasyncns0 libatasmart4 libatk-bridge2.0-0 libatk-wrapper-java\n",
            "  libatk-wrapper-java-jni libatk1.0-0 libatk1.0-data libatm1 libatspi2.0-0\n",
            "  libavahi-client3 libavahi-common-data libavahi-common3 libavahi-core7\n",
            "  libavahi-glib1 libavc1394-0 libbind9-140 libbluetooth3\n",
            "  libboost-filesystem1.62.0 libboost-system1.62.0 libboost-thread1.62.0\n",
            "  libc6-i386 libcaca0 libcairo-gobject2 libcairo2 libcamel-1.2-60\n",
            "  libcanberra-gtk3-0 libcanberra-gtk3-module libcanberra-pulse libcanberra0\n",
            "  libcap2 libcap2-bin libcapnp-0.5.3 libcdio-cdda1 libcdio-paranoia1 libcdio13\n",
            "  libcdparanoia0 libcheese-gtk25 libcheese8 libclang-common-3.8-dev\n",
            "  libclang1-3.8 libclutter-1.0-0 libclutter-1.0-common libclutter-gst-3.0-0\n",
            "  libclutter-gtk-1.0-0 libcogl-common libcogl-pango20 libcogl-path20 libcogl20\n",
            "  libcolord2 libcrack2 libcroco3 libcryptsetup4 libcuda1-384 libcuinj64-8.0\n",
            "  libcups2 libcusparse8.0 libdaemon0 libdatrie1 libdbus-1-3 libdbus-glib-1-2\n",
            "  libdbusmenu-glib4 libdbusmenu-gtk3-4 libdconf1 libdee-1.0-4\n",
            "  libdevmapper1.02.1 libdns-export162 libdns162 libdrm-amdgpu1 libdrm-common\n",
            "  libdrm-dev libdrm-intel1 libdrm-nouveau2 libdrm-radeon1 libdrm2 libdv4\n",
            "  libebackend-1.2-10 libebook-1.2-19 libebook-contacts-1.2-2 libecal-1.2-19\n",
            "  libedata-book-1.2-25 libedata-cal-1.2-28 libedataserver-1.2-22 libegl1-mesa\n",
            "  libelf1 libenchant1c2a libepoxy0 libevdev2 libexif12 libfakeroot\n",
            "  libfcitx-config4 libfcitx-gclient0 libfcitx-utils0 libffi-dev libflac8\n",
            "  libfontenc1 libfribidi0 libfuse2 libgail-common libgail18 libgbm1 libgc1c2\n",
            "  libgck-1-0 libgcr-3-common libgcr-base-3-1 libgcr-ui-3-1 libgd3\n",
            "  libgdata-common libgdata22 libgdk-pixbuf2.0-0 libgdk-pixbuf2.0-bin\n",
            "  libgdk-pixbuf2.0-common libgee-0.8-2 libgeoclue0 libgeocode-glib0 libgeoip1\n",
            "  libgeonames-common libgeonames0 libgif7 libgirepository-1.0-1\n",
            "  libgl1-mesa-dev libgl1-mesa-dri libgl1-mesa-glx libglapi-mesa libgles2-mesa\n",
            "  libglib2.0-bin libglib2.0-data libgnome-bluetooth13 libgnome-desktop-3-12\n",
            "  libgnome-menu-3-0 libgnomekbd-common libgnomekbd8 libgoa-1.0-0b\n",
            "  libgoa-1.0-common libgphoto2-6 libgphoto2-l10n libgphoto2-port12 libgpm2\n",
            "  libgraphite2-3 libgstreamer-plugins-base1.0-0 libgstreamer-plugins-good1.0-0\n",
            "  libgstreamer1.0-0 libgtk-3-0 libgtk-3-bin libgtk-3-common libgtk2.0-0\n",
            "  libgtk2.0-bin libgtk2.0-common libgtop-2.0-11 libgtop2-common libgudev-1.0-0\n",
            "  libgweather-3-6 libgweather-common libharfbuzz-icu0 libharfbuzz0b\n",
            "  libhunspell-1.6-0 libhyphen0 libibus-1.0-5 libical2 libido3-0.1-0\n",
            "  libiec61883-0 libimobiledevice6 libindicator3-7 libinput-bin libinput10\n",
            "  libip4tc0 libip6tc0 libiptc0 libisc-export160 libisc160 libisccc140\n",
            "  libisccfg140 libjack-jackd2-0 libjansson4 libjavascriptcoregtk-4.0-18\n",
            "  libjbig0 libjson-c3 libjson-glib-1.0-0 libjson-glib-1.0-common libjsoncpp1\n",
            "  libkmod2 liblcms2-2 libldb1 liblightdm-gobject-1-0 libllvm3.8 libllvm5.0\n",
            "  liblocale-gettext-perl libltdl7 liblwres141 liblzo2-2 libmagic-mgc libmagic1\n",
            "  libmbim-glib4 libmbim-proxy libmessaging-menu0 libmirclient9 libmircommon7\n",
            "  libmircore1 libmirprotobuf3 libmm-glib0 libmnl0 libmtdev1 libmtp-common\n",
            "  libmtp-runtime libmtp9 libndp0 libnetfilter-conntrack3 libnewt0.52\n",
            "  libnfnetlink0 libnl-3-200 libnl-genl-3-200 libnm-glib4 libnm-gtk0\n",
            "  libnm-util2 libnm0 libnma0 libnotify4 libnppc8.0 libnppi8.0 libnppial8.0\n",
            "  libnppicc8.0 libnppicom8.0 libnppidei8.0 libnppif8.0 libnppig8.0 libnppim8.0\n",
            "  libnppist8.0 libnppisu8.0 libnppitc8.0 libnpps8.0 libnspr4 libnss-mdns\n",
            "  libnss3 libntfs-3g872 libnvblas8.0 libnvgraph8.0 libnvrtc8.0 libnvtoolsext1\n",
            "  libnvvm3 liboauth0 libobjc-7-dev libobjc4 libogg0 libopus0 liborc-0.4-0\n",
            "  libp11-kit-gnome-keyring libpackagekit-glib2-18 libpam-cap\n",
            "  libpam-gnome-keyring libpam-systemd libpanel-applet3 libpango-1.0-0\n",
            "  libpangocairo-1.0-0 libpangoft2-1.0-0 libpangoxft-1.0-0 libparted2\n",
            "  libpcap0.8 libpci3 libpciaccess0 libpcsclite1 libphonenumber7 libpipeline1\n",
            "  libpixman-1-0 libplist3 libplymouth4 libpolkit-agent-1-0\n",
            "  libpolkit-backend-1-0 libpolkit-gobject-1-0 libprotobuf-lite10 libprotobuf10\n",
            "  libproxy1v5 libpulse-mainloop-glib0 libpulse0 libpulsedsp\n",
            "  libpwquality-common libpwquality1 libqmi-glib5 libqmi-proxy libraw1394-11\n",
            "  librest-0.7-0 librsvg2-2 librsvg2-common libsamplerate0 libseccomp2\n",
            "  libsecret-1-0 libsecret-common libsensors4 libshout3 libslang2 libsmbclient\n",
            "  libsndfile1 libsoup-gnome2.4-1 libsoup2.4-1 libspeex1 libspeexdsp1\n",
            "  libstemmer0d libtag1v5 libtag1v5-vanilla libtalloc2 libtdb1 libtevent0\n",
            "  libtext-iconv-perl libthai-data libthai0 libtheora0 libthrust-dev libtiff5\n",
            "  libtimezonemap-data libtimezonemap1 libtinfo-dev libtxc-dxtn-s2tc\n",
            "  libudisks2-0 libunity-control-center1 libunity-settings-daemon1\n",
            "  libupower-glib3 liburl-dispatcher1 libusb-1.0-0 libusbmuxd4 libv4l-0\n",
            "  libv4lconvert0 libvdpau-dev libvdpau1 libvisual-0.4-0 libvorbis0a\n",
            "  libvorbisenc2 libvorbisfile3 libvpx4 libwacom-bin libwacom-common libwacom2\n",
            "  libwavpack1 libwayland-client0 libwayland-cursor0 libwayland-egl1-mesa\n",
            "  libwayland-server0 libwbclient0 libwebkit2gtk-4.0-37 libwebp6\n",
            "  libwebrtc-audio-processing1 libwhoopsie-preferences0 libwhoopsie0 libwrap0\n",
            "  libx11-xcb-dev libx11-xcb1 libxapian30 libxatracker2 libxaw7 libxcb-dri2-0\n",
            "  libxcb-dri2-0-dev libxcb-dri3-0 libxcb-dri3-dev libxcb-glx0 libxcb-glx0-dev\n",
            "  libxcb-present-dev libxcb-present0 libxcb-randr0 libxcb-randr0-dev\n",
            "  libxcb-render0 libxcb-render0-dev libxcb-shape0 libxcb-shape0-dev\n",
            "  libxcb-shm0 libxcb-sync-dev libxcb-sync1 libxcb-util1 libxcb-xfixes0\n",
            "  libxcb-xfixes0-dev libxcomposite1 libxcursor1 libxdamage-dev libxdamage1\n",
            "  libxext-dev libxfixes-dev libxfixes3 libxfont1 libxfont2 libxi6 libxinerama1\n",
            "  libxkbcommon0 libxkbfile1 libxklavier16 libxmu6 libxmuu1 libxnvctrl0 libxpm4\n",
            "  libxrandr2 libxshmfence-dev libxshmfence1 libxslt1.1 libxt6 libxtables12\n",
            "  libxtst6 libxv1 libxvmc1 libxxf86dga1 libxxf86vm-dev libxxf86vm1 libyaml-0-2\n",
            "  libyelp0 libzeitgeist-2.0-0 lightdm linux-headers-4.13.0-38\n",
            "  linux-headers-4.13.0-38-generic linux-headers-generic llvm-3.8 llvm-3.8-dev\n",
            "  llvm-3.8-runtime lsb-release man-db mesa-common-dev mesa-vdpau-drivers\n",
            "  mobile-broadband-provider-info modemmanager mousetweaks nautilus-data\n",
            "  network-manager network-manager-gnome network-manager-pptp\n",
            "  notification-daemon ntfs-3g nvidia-384 nvidia-cuda-dev nvidia-cuda-doc\n",
            "  nvidia-cuda-gdb nvidia-cuda-toolkit nvidia-opencl-dev nvidia-opencl-icd-384\n",
            "  nvidia-prime nvidia-profiler nvidia-settings nvidia-visual-profiler\n",
            "  ocl-icd-libopencl1 opencl-c-headers opencl-clhpp-headers opencl-headers\n",
            "  openjdk-8-jre openjdk-8-jre-headless p11-kit p11-kit-modules packagekit\n",
            "  packagekit-tools parted pciutils pinentry-gnome3 plymouth\n",
            "  plymouth-theme-ubuntu-text policykit-1 policykit-1-gnome ppp pptp-linux\n",
            "  psmisc pulseaudio pulseaudio-utils python-apt-common python-talloc\n",
            "  python3-apt python3-cairo python3-certifi python3-chardet python3-cups\n",
            "  python3-cupshelpers python3-dbus python3-gi python3-idna\n",
            "  python3-pkg-resources python3-requests python3-six python3-urllib3\n",
            "  python3-xdg python3-xkit rtkit samba-libs screen-resolution-extra\n",
            "  shared-mime-info sound-theme-freedesktop sudo system-config-printer\n",
            "  system-config-printer-common system-config-printer-udev systemd systemd-sysv\n",
            "  tcpd ubuntu-mono ubuntu-system-service ubuntu-touch-sounds udev udisks2\n",
            "  unity-control-center unity-greeter unity-settings-daemon upower\n",
            "  usb-modeswitch usb-modeswitch-data usbmuxd vdpau-driver-all wamerican\n",
            "  whoopsie-preferences wireless-regdb wpasupplicant x11-utils x11-xkb-utils\n",
            "  x11proto-damage-dev x11proto-dri2-dev x11proto-fixes-dev x11proto-gl-dev\n",
            "  x11proto-xext-dev x11proto-xf86vidmode-dev xauth xfonts-base\n",
            "  xfonts-encodings xfonts-utils xkb-data xserver-common xserver-xorg\n",
            "  xserver-xorg-core xserver-xorg-input-all xserver-xorg-input-libinput\n",
            "  xserver-xorg-input-wacom xserver-xorg-legacy xserver-xorg-video-all\n",
            "  xserver-xorg-video-amdgpu xserver-xorg-video-ati xserver-xorg-video-fbdev\n",
            "  xserver-xorg-video-intel xserver-xorg-video-nouveau xserver-xorg-video-qxl\n",
            "  xserver-xorg-video-radeon xserver-xorg-video-vesa xserver-xorg-video-vmware\n",
            "  yelp yelp-xsl zeitgeist-core zenity zenity-common\n",
            "The following packages will be upgraded:\n",
            "  libsystemd0 libudev1\n",
            "2 upgraded, 664 newly installed, 0 to remove and 10 not upgraded.\n",
            "Need to get 932 MB of archives.\n",
            "After this operation, 2,865 MB of additional disk space will be used.\n",
            "Get:1 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libsystemd0 amd64 234-2ubuntu12.3 [209 kB]\n",
            "0% [Working]"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "\r            \rGet:2 http://archive.ubuntu.com/ubuntu artful/main amd64 liblocale-gettext-perl amd64 1.07-3build2 [16.6 kB]\r\n",
            "Get:3 http://archive.ubuntu.com/ubuntu artful/main amd64 keyboard-configuration all 1.166ubuntu7 [622 kB]\n",
            "Get:4 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libapparmor1 amd64 2.11.0-2ubuntu17.1 [28.9 kB]\n",
            "Get:5 http://archive.ubuntu.com/ubuntu artful/main amd64 libcap2 amd64 1:2.25-1.1 [13.2 kB]\n",
            "Get:6 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libudev1 amd64 234-2ubuntu12.3 [52.4 kB]\n",
            "Get:7 http://archive.ubuntu.com/ubuntu artful/main amd64 libdevmapper1.02.1 amd64 2:1.02.137-2ubuntu3 [135 kB]\n",
            "Get:8 http://archive.ubuntu.com/ubuntu artful/main amd64 libcryptsetup4 amd64 2:1.7.3-4ubuntu1 [77.3 kB]\n",
            "Get:9 http://archive.ubuntu.com/ubuntu artful/main amd64 libip4tc0 amd64 1.6.1-2ubuntu1 [19.6 kB]\n",
            "Get:10 http://archive.ubuntu.com/ubuntu artful/main amd64 libkmod2 amd64 24-1ubuntu2 [40.1 kB]\n",
            "Get:11 http://archive.ubuntu.com/ubuntu artful/main amd64 libseccomp2 amd64 2.3.1-2.1ubuntu3 [37.3 kB]\n",
            "Get:12 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 systemd amd64 234-2ubuntu12.3 [2,781 kB]\n",
            "Get:13 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 systemd-sysv amd64 234-2ubuntu12.3 [11.6 kB]\n",
            "Get:14 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 udev amd64 234-2ubuntu12.3 [1,091 kB]\n",
            "Get:15 http://archive.ubuntu.com/ubuntu artful/main amd64 libnfnetlink0 amd64 1.0.1-3 [13.3 kB]\n",
            "Get:16 http://archive.ubuntu.com/ubuntu artful/main amd64 groff-base amd64 1.22.3-9 [1,144 kB]\n",
            "Get:17 http://archive.ubuntu.com/ubuntu artful/main amd64 bsdmainutils amd64 9.0.12+nmu1ubuntu1 [179 kB]\n",
            "Get:18 http://archive.ubuntu.com/ubuntu artful/main amd64 libpipeline1 amd64 1.4.2-1 [25.2 kB]\n",
            "Get:19 http://archive.ubuntu.com/ubuntu artful/main amd64 man-db amd64 2.7.6.1-2 [895 kB]\n",
            "Get:20 http://archive.ubuntu.com/ubuntu artful/main amd64 libfuse2 amd64 2.9.7-1ubuntu1 [80.9 kB]\n",
            "Get:21 http://archive.ubuntu.com/ubuntu artful/main amd64 fuse amd64 2.9.7-1ubuntu1 [24.5 kB]\n",
            "Get:22 http://archive.ubuntu.com/ubuntu artful/main amd64 libntfs-3g872 amd64 1:2016.2.22AR.2-2 [145 kB]\n",
            "Get:23 http://archive.ubuntu.com/ubuntu artful/main amd64 ntfs-3g amd64 1:2016.2.22AR.2-2 [380 kB]\n",
            "Get:24 http://archive.ubuntu.com/ubuntu artful/main amd64 fontconfig amd64 2.11.94-0ubuntu2 [177 kB]\n",
            "Get:25 http://archive.ubuntu.com/ubuntu artful/main amd64 libdbusmenu-glib4 amd64 16.04.1+17.04.20170109.1-0ubuntu1 [40.8 kB]\n",
            "Get:26 http://archive.ubuntu.com/ubuntu artful/main amd64 libatk1.0-data all 2.26.0-2ubuntu1 [2,820 B]\n",
            "Get:27 http://archive.ubuntu.com/ubuntu artful/main amd64 libatk1.0-0 amd64 2.26.0-2ubuntu1 [44.2 kB]\n",
            "Get:28 http://archive.ubuntu.com/ubuntu artful/main amd64 libjbig0 amd64 2.1-3.1 [26.6 kB]\n",
            "Get:29 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libtiff5 amd64 4.0.8-5ubuntu0.1 [150 kB]\n",
            "Get:30 http://archive.ubuntu.com/ubuntu artful/main amd64 shared-mime-info amd64 1.8-1 [420 kB]\n",
            "Get:31 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libgdk-pixbuf2.0-common all 2.36.11-1ubuntu0.1 [4,488 B]\n",
            "Get:32 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libgdk-pixbuf2.0-0 amd64 2.36.11-1ubuntu0.1 [165 kB]\n",
            "Get:33 http://archive.ubuntu.com/ubuntu artful/main amd64 libthai-data all 0.1.26-3 [132 kB]\n",
            "Get:34 http://archive.ubuntu.com/ubuntu artful/main amd64 libdatrie1 amd64 0.2.10-5 [17.6 kB]\n",
            "Get:35 http://archive.ubuntu.com/ubuntu artful/main amd64 libthai0 amd64 0.1.26-3 [17.7 kB]\n",
            "Get:36 http://archive.ubuntu.com/ubuntu artful/main amd64 libpango-1.0-0 amd64 1.40.12-1 [152 kB]\n",
            "Get:37 http://archive.ubuntu.com/ubuntu artful/main amd64 libdbusmenu-gtk3-4 amd64 16.04.1+17.04.20170109.1-0ubuntu1 [26.7 kB]\n",
            "Get:38 http://archive.ubuntu.com/ubuntu artful/main amd64 libdconf1 amd64 0.26.0-2 [33.0 kB]\n",
            "Get:39 http://archive.ubuntu.com/ubuntu artful/main amd64 dconf-service amd64 0.26.0-2 [27.2 kB]\n",
            "Get:40 http://archive.ubuntu.com/ubuntu artful/main amd64 dconf-gsettings-backend amd64 0.26.0-2 [20.0 kB]\n",
            "Get:41 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libgtk-3-common all 3.22.25-0ubuntu0.1 [226 kB]\n",
            "Get:42 http://archive.ubuntu.com/ubuntu artful/main amd64 libdbus-1-3 amd64 1.10.22-1ubuntu1 [165 kB]\n",
            "Get:43 http://archive.ubuntu.com/ubuntu artful/main amd64 libatspi2.0-0 amd64 2.26.0-2 [60.1 kB]\n",
            "Get:44 http://archive.ubuntu.com/ubuntu artful/main amd64 libatk-bridge2.0-0 amd64 2.26.0-1ubuntu1 [54.2 kB]\n",
            "Get:45 http://archive.ubuntu.com/ubuntu artful/main amd64 libpixman-1-0 amd64 0.34.0-1 [230 kB]\n",
            "Get:46 http://archive.ubuntu.com/ubuntu artful/main amd64 libxcb-render0 amd64 1.12-1ubuntu1 [14.8 kB]\n",
            "Get:47 http://archive.ubuntu.com/ubuntu artful/main amd64 libxcb-shm0 amd64 1.12-1ubuntu1 [5,482 B]\n",
            "Get:48 http://archive.ubuntu.com/ubuntu artful/main amd64 libcairo2 amd64 1.14.10-1ubuntu1 [558 kB]\n",
            "Get:49 http://archive.ubuntu.com/ubuntu artful/main amd64 libcairo-gobject2 amd64 1.14.10-1ubuntu1 [17.1 kB]\n",
            "Get:50 http://archive.ubuntu.com/ubuntu artful/main amd64 liblcms2-2 amd64 2.7-1ubuntu1 [137 kB]\n",
            "Get:51 http://archive.ubuntu.com/ubuntu artful/main amd64 libcolord2 amd64 1.3.3-2build1 [107 kB]\n",
            "Get:52 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libavahi-common-data amd64 0.6.32-1ubuntu1.1 [22.0 kB]\n",
            "Get:53 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libavahi-common3 amd64 0.6.32-1ubuntu1.1 [21.6 kB]\n",
            "Get:54 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libavahi-client3 amd64 0.6.32-1ubuntu1.1 [25.2 kB]\n",
            "Get:55 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libcups2 amd64 2.2.4-7ubuntu3 [209 kB]\n",
            "Get:56 http://archive.ubuntu.com/ubuntu artful/main amd64 libepoxy0 amd64 1.3.1-3 [176 kB]\n",
            "Get:57 http://archive.ubuntu.com/ubuntu artful/main amd64 libjson-glib-1.0-common all 1.2.8-1 [3,648 B]\n",
            "Get:58 http://archive.ubuntu.com/ubuntu artful/main amd64 libjson-glib-1.0-0 amd64 1.2.8-1 [60.4 kB]\n",
            "Get:59 http://archive.ubuntu.com/ubuntu artful/main amd64 libboost-system1.62.0 amd64 1.62.0+dfsg-4build3 [9,212 B]\n",
            "Get:60 http://archive.ubuntu.com/ubuntu artful/main amd64 libcapnp-0.5.3 amd64 0.5.3-2ubuntu2 [569 kB]\n",
            "Get:61 http://archive.ubuntu.com/ubuntu artful/main amd64 libboost-filesystem1.62.0 amd64 1.62.0+dfsg-4build3 [38.6 kB]\n",
            "Get:62 http://archive.ubuntu.com/ubuntu artful/main amd64 libmircore1 amd64 0.28.0+17.10.20171011.1-0ubuntu1 [31.5 kB]\n",
            "Get:63 http://archive.ubuntu.com/ubuntu artful/main amd64 libmircommon7 amd64 0.28.0+17.10.20171011.1-0ubuntu1 [73.2 kB]\n",
            "Get:64 http://archive.ubuntu.com/ubuntu artful/main amd64 libprotobuf-lite10 amd64 3.0.0-9ubuntu5 [97.1 kB]\n",
            "Get:65 http://archive.ubuntu.com/ubuntu artful/main amd64 libmirprotobuf3 amd64 0.28.0+17.10.20171011.1-0ubuntu1 [131 kB]\n",
            "Get:66 http://archive.ubuntu.com/ubuntu artful/main amd64 xkb-data all 2.19-1.1ubuntu1 [312 kB]\n",
            "Get:67 http://archive.ubuntu.com/ubuntu artful/main amd64 libxkbcommon0 amd64 0.7.1-2 [97.2 kB]\n",
            "Get:68 http://archive.ubuntu.com/ubuntu artful/main amd64 libmirclient9 amd64 0.28.0+17.10.20171011.1-0ubuntu1 [199 kB]\n",
            "Get:69 http://archive.ubuntu.com/ubuntu artful/main amd64 libgraphite2-3 amd64 1.3.10-2 [78.3 kB]\n",
            "Get:70 http://archive.ubuntu.com/ubuntu artful/main amd64 libharfbuzz0b amd64 1.4.2-1 [211 kB]\n",
            "Get:71 http://archive.ubuntu.com/ubuntu artful/main amd64 libpangoft2-1.0-0 amd64 1.40.12-1 [33.2 kB]\n",
            "Get:72 http://archive.ubuntu.com/ubuntu artful/main amd64 libpangocairo-1.0-0 amd64 1.40.12-1 [20.8 kB]\n",
            "Get:73 http://archive.ubuntu.com/ubuntu artful/main amd64 libproxy1v5 amd64 0.4.14-3 [50.8 kB]\n",
            "Get:74 http://archive.ubuntu.com/ubuntu artful/main amd64 glib-networking-common all 2.54.0-1 [2,960 B]\n",
            "Get:75 http://archive.ubuntu.com/ubuntu artful/main amd64 glib-networking-services amd64 2.54.0-1 [8,096 B]\n",
            "Get:76 http://archive.ubuntu.com/ubuntu artful/main amd64 gsettings-desktop-schemas all 3.24.1-1ubuntu1 [27.6 kB]\n",
            "Get:77 http://archive.ubuntu.com/ubuntu artful/main amd64 glib-networking amd64 2.54.0-1 [52.0 kB]\n",
            "Get:78 http://archive.ubuntu.com/ubuntu artful/main amd64 libsoup2.4-1 amd64 2.60.1-1 [289 kB]\n",
            "Get:79 http://archive.ubuntu.com/ubuntu artful/main amd64 libsoup-gnome2.4-1 amd64 2.60.1-1 [5,008 B]\n",
            "Get:80 http://archive.ubuntu.com/ubuntu artful/main amd64 librest-0.7-0 amd64 0.8.0-2 [31.8 kB]\n",
            "Get:81 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libwayland-client0 amd64 1.14.0-1ubuntu0.1 [22.5 kB]\n",
            "Get:82 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libwayland-cursor0 amd64 1.14.0-1ubuntu0.1 [9,890 B]\n",
            "Get:83 http://archive.ubuntu.com/ubuntu artful/main amd64 libdrm-common all 2.4.83-1 [4,938 B]\n",
            "Get:84 http://archive.ubuntu.com/ubuntu artful/main amd64 libdrm2 amd64 2.4.83-1 [30.6 kB]\n",
            "Get:85 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libwayland-server0 amd64 1.14.0-1ubuntu0.1 [28.5 kB]\n",
            "Get:86 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libgbm1 amd64 17.2.8-0ubuntu0~17.10.1 [24.4 kB]\n",
            "Get:87 http://archive.ubuntu.com/ubuntu artful/main amd64 libx11-xcb1 amd64 2:1.6.4-3 [9,626 B]\n",
            "Get:88 http://archive.ubuntu.com/ubuntu artful/main amd64 libxcb-dri2-0 amd64 1.12-1ubuntu1 [6,838 B]\n",
            "4% [Waiting for headers]"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "\r                        \rGet:89 http://archive.ubuntu.com/ubuntu artful/main amd64 libxcb-dri3-0 amd64 1.12-1ubuntu1 [5,156 B]\r\n",
            "\r4% [89 libxcb-dri3-0 5,156 B/5,156 B 100%]\r                                          \r4% [Waiting for headers]\r                        \rGet:90 http://archive.ubuntu.com/ubuntu artful/main amd64 libxcb-present0 amd64 1.12-1ubuntu1 [5,436 B]\r\n",
            "Get:91 http://archive.ubuntu.com/ubuntu artful/main amd64 libxcb-sync1 amd64 1.12-1ubuntu1 [8,746 B]\n",
            "Get:92 http://archive.ubuntu.com/ubuntu artful/main amd64 libxcb-xfixes0 amd64 1.12-1ubuntu1 [9,292 B]\n",
            "Get:93 http://archive.ubuntu.com/ubuntu artful/main amd64 libxshmfence1 amd64 1.2-1 [5,042 B]\n",
            "Get:94 http://archive.ubuntu.com/ubuntu artful/main amd64 libdrm-amdgpu1 amd64 2.4.83-1 [18.5 kB]\n",
            "Get:95 http://archive.ubuntu.com/ubuntu artful/main amd64 libpciaccess0 amd64 0.13.4-1ubuntu1 [17.9 kB]\n",
            "Get:96 http://archive.ubuntu.com/ubuntu artful/main amd64 libdrm-intel1 amd64 2.4.83-1 [59.7 kB]\n",
            "Get:97 http://archive.ubuntu.com/ubuntu artful/main amd64 libdrm-nouveau2 amd64 2.4.83-1 [16.4 kB]\n",
            "Get:98 http://archive.ubuntu.com/ubuntu artful/main amd64 libdrm-radeon1 amd64 2.4.83-1 [21.6 kB]\n",
            "Get:99 http://archive.ubuntu.com/ubuntu artful/main amd64 libelf1 amd64 0.170-0.1 [44.3 kB]\n",
            "Get:100 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libglapi-mesa amd64 17.2.8-0ubuntu0~17.10.1 [22.2 kB]\n",
            "Get:101 http://archive.ubuntu.com/ubuntu artful/main amd64 libllvm5.0 amd64 1:5.0-3 [13.7 MB]\n",
            "Get:102 http://archive.ubuntu.com/ubuntu artful/main amd64 libsensors4 amd64 1:3.4.0-4 [28.8 kB]\n",
            "Get:103 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libgl1-mesa-dri amd64 17.2.8-0ubuntu0~17.10.1 [5,707 kB]\n",
            "Get:104 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libegl1-mesa amd64 17.2.8-0ubuntu0~17.10.1 [85.3 kB]\n",
            "Get:105 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libwayland-egl1-mesa amd64 17.2.8-0ubuntu0~17.10.1 [5,778 B]\n",
            "Get:106 http://archive.ubuntu.com/ubuntu artful/main amd64 libxcomposite1 amd64 1:0.4.4-2 [6,988 B]\n",
            "Get:107 http://archive.ubuntu.com/ubuntu artful/main amd64 libxfixes3 amd64 1:5.0.3-1 [10.8 kB]\n",
            "Get:108 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libxcursor1 amd64 1:1.1.14-3ubuntu0.1 [19.8 kB]\n",
            "Get:109 http://archive.ubuntu.com/ubuntu artful/main amd64 libxdamage1 amd64 1:1.1.4-3 [6,934 B]\n",
            "Get:110 http://archive.ubuntu.com/ubuntu artful/main amd64 libxi6 amd64 2:1.7.9-1 [29.2 kB]\n",
            "Get:111 http://archive.ubuntu.com/ubuntu artful/main amd64 libxinerama1 amd64 2:1.1.3-1 [7,908 B]\n",
            "Get:112 http://archive.ubuntu.com/ubuntu artful/main amd64 libxrandr2 amd64 2:1.5.1-1 [18.1 kB]\n",
            "Get:113 http://archive.ubuntu.com/ubuntu artful/main amd64 hicolor-icon-theme all 0.17-1 [10.3 kB]\n",
            "Get:114 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 gtk-update-icon-cache amd64 3.22.25-0ubuntu0.1 [27.6 kB]\n",
            "Get:115 http://archive.ubuntu.com/ubuntu artful/main amd64 libcroco3 amd64 0.6.12-1 [81.3 kB]\n",
            "Get:116 http://archive.ubuntu.com/ubuntu artful/main amd64 librsvg2-2 amd64 2.40.18-1 [95.2 kB]\n",
            "Get:117 http://archive.ubuntu.com/ubuntu artful/main amd64 librsvg2-common amd64 2.40.18-1 [5,106 B]\n",
            "Get:118 http://archive.ubuntu.com/ubuntu artful/main amd64 humanity-icon-theme all 0.6.13 [1,288 kB]\n",
            "Get:119 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 ubuntu-mono all 16.10+17.10.20171115-0ubuntu1 [162 kB]\n",
            "Get:120 http://archive.ubuntu.com/ubuntu artful/main amd64 adwaita-icon-theme all 3.26.0-0ubuntu2 [3,452 kB]\n",
            "Get:121 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libgtk-3-0 amd64 3.22.25-0ubuntu0.1 [2,540 kB]\n",
            "Get:122 http://archive.ubuntu.com/ubuntu artful/main amd64 libindicator3-7 amd64 16.10.0+16.10.20160913-0ubuntu1 [26.1 kB]\n",
            "Get:123 http://archive.ubuntu.com/ubuntu artful/main amd64 libappindicator3-1 amd64 12.10.1+17.04.20170215-0ubuntu2 [19.2 kB]\n",
            "Get:124 http://archive.ubuntu.com/ubuntu artful/main amd64 libcdparanoia0 amd64 3.10.2+debian-11 [53.1 kB]\n",
            "Get:125 http://archive.ubuntu.com/ubuntu artful/main amd64 libdaemon0 amd64 0.14-6 [16.6 kB]\n",
            "Get:126 http://archive.ubuntu.com/ubuntu artful/main amd64 liblzo2-2 amd64 2.08-1.2 [48.7 kB]\n",
            "Get:127 http://archive.ubuntu.com/ubuntu artful/main amd64 libmtdev1 amd64 1.1.5-1ubuntu2 [13.8 kB]\n",
            "Get:128 http://archive.ubuntu.com/ubuntu artful/main amd64 libmtp-common all 1.1.13-1 [43.6 kB]\n",
            "7% [Working]                                                 6,909 kB/s 2min 8s"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Get:129 http://archive.ubuntu.com/ubuntu artful/main amd64 libusb-1.0-0 amd64 2:1.0.21-2 [43.3 kB]\n",
            "Get:130 http://archive.ubuntu.com/ubuntu artful/main amd64 libmtp9 amd64 1.1.13-1 [154 kB]\n",
            "Get:131 http://archive.ubuntu.com/ubuntu artful/main amd64 libogg0 amd64 1.3.2-1 [17.2 kB]\n",
            "Get:132 http://archive.ubuntu.com/ubuntu artful/main amd64 libspeex1 amd64 1.2~rc1.2-1ubuntu1 [51.3 kB]\n",
            "Get:133 http://archive.ubuntu.com/ubuntu artful/main amd64 libtheora0 amd64 1.1.1+dfsg.1-14 [170 kB]\n",
            "Get:134 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libvorbis0a amd64 1.3.5-4ubuntu0.2 [86.5 kB]\n",
            "Get:135 http://archive.ubuntu.com/ubuntu artful/main amd64 libshout3 amd64 2.3.1-3 [38.1 kB]\n",
            "Get:136 http://archive.ubuntu.com/ubuntu artful/main amd64 libstemmer0d amd64 0+svn585-1 [62.1 kB]\n",
            "Get:137 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libwbclient0 amd64 2:4.6.7+dfsg-1ubuntu3.2 [33.6 kB]\n",
            "Get:138 http://archive.ubuntu.com/ubuntu artful/main amd64 libxxf86dga1 amd64 2:1.1.4-1 [13.7 kB]\n",
            "Get:139 http://archive.ubuntu.com/ubuntu artful/main amd64 libxxf86vm1 amd64 1:1.1.4-1 [10.6 kB]\n",
            "Get:140 http://archive.ubuntu.com/ubuntu artful/main amd64 dbus amd64 1.10.22-1ubuntu1 [144 kB]\n",
            "Get:141 http://archive.ubuntu.com/ubuntu artful/main amd64 libglib2.0-data all 2.54.1-1ubuntu1 [4,250 B]\n",
            "Get:142 http://archive.ubuntu.com/ubuntu artful/main amd64 libglib2.0-bin amd64 2.54.1-1ubuntu1 [69.8 kB]\n",
            "Get:143 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libplymouth4 amd64 0.9.2-3ubuntu19 [85.3 kB]\n",
            "Get:144 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 plymouth amd64 0.9.2-3ubuntu19 [108 kB]\n",
            "Get:145 http://archive.ubuntu.com/ubuntu artful/universe amd64 lightdm amd64 1.24.0-0ubuntu1 [146 kB]\n",
            "Get:146 http://archive.ubuntu.com/ubuntu artful/main amd64 libtalloc2 amd64 2.1.9-2ubuntu1 [35.9 kB]\n",
            "Get:147 http://archive.ubuntu.com/ubuntu artful/main amd64 libtdb1 amd64 1.3.13-2build1 [39.1 kB]\n",
            "Get:148 http://archive.ubuntu.com/ubuntu artful/main amd64 libtevent0 amd64 0.9.31-1 [28.4 kB]\n",
            "Get:149 http://archive.ubuntu.com/ubuntu artful/main amd64 libldb1 amd64 2:1.1.29-2 [110 kB]\n",
            "Get:150 http://archive.ubuntu.com/ubuntu artful/main amd64 python-talloc amd64 2.1.9-2ubuntu1 [9,050 B]\n",
            "Get:151 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 samba-libs amd64 2:4.6.7+dfsg-1ubuntu3.2 [5,195 kB]\n",
            "Get:152 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libsmbclient amd64 2:4.6.7+dfsg-1ubuntu3.2 [54.2 kB]\n",
            "Get:153 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 distro-info-data all 0.36ubuntu0.1 [4,266 B]\n",
            "Get:154 http://archive.ubuntu.com/ubuntu artful/main amd64 dmsetup amd64 2:1.02.137-2ubuntu3 [71.9 kB]\n",
            "Get:155 http://archive.ubuntu.com/ubuntu artful/main amd64 eject amd64 2.1.5+deb1+cvs20081104-13.2 [22.8 kB]\n",
            "Get:156 http://archive.ubuntu.com/ubuntu artful/main amd64 libmagic-mgc amd64 1:5.32-1 [184 kB]\n",
            "Get:157 http://archive.ubuntu.com/ubuntu artful/main amd64 libmagic1 amd64 1:5.32-1 [68.4 kB]\n",
            "Get:158 http://archive.ubuntu.com/ubuntu artful/main amd64 file amd64 1:5.32-1 [22.0 kB]\n",
            "Get:159 http://archive.ubuntu.com/ubuntu artful/main amd64 libmnl0 amd64 1.0.4-2 [12.3 kB]\n",
            "Get:160 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 iproute2 amd64 4.9.0-1ubuntu2.1 [628 kB]\n",
            "Get:161 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libisc-export160 amd64 1:9.10.3.dfsg.P4-12.6ubuntu1.1 [155 kB]\n",
            "Get:162 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libdns-export162 amd64 1:9.10.3.dfsg.P4-12.6ubuntu1.1 [671 kB]\n",
            "Get:163 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 isc-dhcp-client amd64 4.3.5-3ubuntu2.3 [244 kB]\n",
            "Get:164 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 isc-dhcp-common amd64 4.3.5-3ubuntu2.3 [45.8 kB]\n",
            "Get:165 http://archive.ubuntu.com/ubuntu artful/main amd64 kmod amd64 24-1ubuntu2 [88.7 kB]\n",
            "Get:166 http://archive.ubuntu.com/ubuntu artful/main amd64 libatm1 amd64 1:2.5.1-2 [21.7 kB]\n",
            "Get:167 http://archive.ubuntu.com/ubuntu artful/main amd64 libcap2-bin amd64 1:2.25-1.1 [20.5 kB]\n",
            "Get:168 http://archive.ubuntu.com/ubuntu artful/main amd64 libfribidi0 amd64 0.19.7-1 [25.1 kB]\n",
            "9% [Working]                                                 6,909 kB/s 2min 7s"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Get:169 http://archive.ubuntu.com/ubuntu artful/main amd64 libjson-c3 amd64 0.12.1-1.2 [21.5 kB]\n",
            "Get:170 http://archive.ubuntu.com/ubuntu artful/main amd64 libslang2 amd64 2.3.1-5ubuntu1 [422 kB]\n",
            "Get:171 http://archive.ubuntu.com/ubuntu artful/main amd64 libnewt0.52 amd64 0.52.18-3ubuntu3 [40.9 kB]\n",
            "Get:172 http://archive.ubuntu.com/ubuntu artful/main amd64 libpam-cap amd64 1:2.25-1.1 [7,190 B]\n",
            "Get:173 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libpam-systemd amd64 234-2ubuntu12.3 [111 kB]\n",
            "Get:174 http://archive.ubuntu.com/ubuntu artful/main amd64 libtext-iconv-perl amd64 1.7-5build6 [13.0 kB]\n",
            "Get:175 http://archive.ubuntu.com/ubuntu artful/main amd64 libxtables12 amd64 1.6.1-2ubuntu1 [27.8 kB]\n",
            "Get:176 http://archive.ubuntu.com/ubuntu artful/main amd64 libyaml-0-2 amd64 0.1.7-2ubuntu3 [47.2 kB]\n",
            "Get:177 http://archive.ubuntu.com/ubuntu artful/main amd64 lsb-release all 9.20160110ubuntu5 [11.1 kB]\n",
            "Get:178 http://archive.ubuntu.com/ubuntu artful/main amd64 sudo amd64 1.8.20p2-1ubuntu1 [415 kB]\n",
            "Get:179 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libaccountsservice0 amd64 0.6.42-0ubuntu3.1 [70.2 kB]\n",
            "Get:180 http://archive.ubuntu.com/ubuntu artful/main amd64 libpolkit-gobject-1-0 amd64 0.105-18 [36.8 kB]\n",
            "Get:181 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 accountsservice amd64 0.6.42-0ubuntu3.1 [59.8 kB]\n",
            "Get:182 http://archive.ubuntu.com/ubuntu artful/main amd64 libgeoip1 amd64 1.6.11-2ubuntu1 [71.7 kB]\n",
            "Get:183 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libisc160 amd64 1:9.10.3.dfsg.P4-12.6ubuntu1.1 [219 kB]\n",
            "Get:184 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libdns162 amd64 1:9.10.3.dfsg.P4-12.6ubuntu1.1 [883 kB]\n",
            "Get:185 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libisccc140 amd64 1:9.10.3.dfsg.P4-12.6ubuntu1.1 [16.6 kB]\n",
            "Get:186 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libisccfg140 amd64 1:9.10.3.dfsg.P4-12.6ubuntu1.1 [40.9 kB]\n",
            "Get:187 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libbind9-140 amd64 1:9.10.3.dfsg.P4-12.6ubuntu1.1 [23.9 kB]\n",
            "Get:188 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 liblwres141 amd64 1:9.10.3.dfsg.P4-12.6ubuntu1.1 [34.5 kB]\n",
            "Get:189 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 bind9-host amd64 1:9.10.3.dfsg.P4-12.6ubuntu1.1 [50.1 kB]\n",
            "Get:190 http://archive.ubuntu.com/ubuntu artful/main amd64 dosfstools amd64 4.1-1 [58.1 kB]\n",
            "Get:191 http://archive.ubuntu.com/ubuntu artful/main amd64 geoip-database all 20170912-1 [2,225 kB]\n",
            "Get:192 http://archive.ubuntu.com/ubuntu artful/main amd64 gettext-base amd64 0.19.8.1-4ubuntu1 [49.4 kB]\n",
            "Get:193 http://archive.ubuntu.com/ubuntu artful/main amd64 libgirepository-1.0-1 amd64 1.54.1-1 [82.1 kB]\n",
            "Get:194 http://archive.ubuntu.com/ubuntu artful/main amd64 gir1.2-glib-2.0 amd64 1.54.1-1 [131 kB]\n",
            "Get:195 http://archive.ubuntu.com/ubuntu artful/main amd64 libip6tc0 amd64 1.6.1-2ubuntu1 [19.9 kB]\n",
            "Get:196 http://archive.ubuntu.com/ubuntu artful/main amd64 libiptc0 amd64 1.6.1-2ubuntu1 [9,254 B]\n",
            "Get:197 http://archive.ubuntu.com/ubuntu artful/main amd64 libnetfilter-conntrack3 amd64 1.0.6-2 [37.8 kB]\n",
            "Get:198 http://archive.ubuntu.com/ubuntu artful/main amd64 iptables amd64 1.6.1-2ubuntu1 [269 kB]\n",
            "Get:199 http://archive.ubuntu.com/ubuntu artful/main amd64 iso-codes all 3.75-1 [2,339 kB]\n",
            "Get:200 http://archive.ubuntu.com/ubuntu artful/main amd64 libdbus-glib-1-2 amd64 0.108-2 [67.1 kB]\n",
            "Get:201 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libparted2 amd64 3.2-18ubuntu0.1 [123 kB]\n",
            "Get:202 http://archive.ubuntu.com/ubuntu artful/main amd64 libpcap0.8 amd64 1.8.1-5ubuntu1 [118 kB]\n",
            "Get:203 http://archive.ubuntu.com/ubuntu artful/main amd64 libpci3 amd64 1:3.5.2-1ubuntu1 [24.1 kB]\n",
            "Get:204 http://archive.ubuntu.com/ubuntu artful/main amd64 libxmuu1 amd64 2:1.1.2-2 [9,674 B]\n",
            "Get:205 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 parted amd64 3.2-18ubuntu0.1 [42.3 kB]\n",
            "Get:206 http://archive.ubuntu.com/ubuntu artful/main amd64 pciutils amd64 1:3.5.2-1ubuntu1 [247 kB]\n",
            "11% [Working]                                               1,626 kB/s 8min 56s"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Get:207 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 plymouth-theme-ubuntu-text amd64 0.9.2-3ubuntu19 [8,972 B]\n",
            "Get:208 http://archive.ubuntu.com/ubuntu artful/main amd64 psmisc amd64 23.1-1 [51.5 kB]\n",
            "Get:209 http://archive.ubuntu.com/ubuntu artful/main amd64 python-apt-common all 1.4.0~beta3build2 [17.1 kB]\n",
            "Get:210 http://archive.ubuntu.com/ubuntu artful/main amd64 python3-apt amd64 1.4.0~beta3build2 [141 kB]\n",
            "Get:211 http://archive.ubuntu.com/ubuntu artful/main amd64 python3-dbus amd64 1.2.4-1build3 [84.1 kB]\n",
            "Get:212 http://archive.ubuntu.com/ubuntu artful/main amd64 python3-gi amd64 3.24.1-2build1 [153 kB]\n",
            "Get:213 http://archive.ubuntu.com/ubuntu artful/main amd64 xauth amd64 1:1.0.9-1ubuntu2 [22.7 kB]\n",
            "Get:214 http://archive.ubuntu.com/ubuntu artful/main amd64 acpid amd64 1:2.0.28-1ubuntu1 [36.5 kB]\n",
            "Get:215 http://archive.ubuntu.com/ubuntu artful/main amd64 libgee-0.8-2 amd64 0.20.0-1 [211 kB]\n",
            "Get:216 http://archive.ubuntu.com/ubuntu artful/universe amd64 libunity-control-center1 amd64 15.04.0+17.10.20170930-0ubuntu1 [80.6 kB]\n",
            "Get:217 http://archive.ubuntu.com/ubuntu artful/main amd64 libwhoopsie-preferences0 amd64 0.19 [13.9 kB]\n",
            "Get:218 http://archive.ubuntu.com/ubuntu artful/main amd64 libzeitgeist-2.0-0 amd64 1.0-0ubuntu4 [115 kB]\n",
            "Get:219 http://archive.ubuntu.com/ubuntu artful/main amd64 libdee-1.0-4 amd64 1.2.7+17.10.20170616-0ubuntu1 [75.7 kB]\n",
            "Get:220 http://archive.ubuntu.com/ubuntu artful/main amd64 libxapian30 amd64 1.4.4-2 [641 kB]\n",
            "Get:221 http://archive.ubuntu.com/ubuntu artful/main amd64 zeitgeist-core amd64 1.0-0ubuntu4 [134 kB]\n",
            "Get:222 http://archive.ubuntu.com/ubuntu artful/main amd64 libwhoopsie0 amd64 0.2.58 [9,502 B]\n",
            "Get:223 http://archive.ubuntu.com/ubuntu artful/main amd64 whoopsie-preferences amd64 0.19 [8,728 B]\n",
            "Get:224 http://archive.ubuntu.com/ubuntu artful/universe amd64 activity-log-manager amd64 0.9.7-0ubuntu26 [93.8 kB]\n",
            "Get:225 http://archive.ubuntu.com/ubuntu artful/main amd64 apg amd64 2.2.3.dfsg.1-4 [50.2 kB]\n",
            "Get:226 http://archive.ubuntu.com/ubuntu artful/main amd64 libaspell15 amd64 0.60.7~20110707-4 [309 kB]\n",
            "Get:227 http://archive.ubuntu.com/ubuntu artful/main amd64 emacsen-common all 2.0.8 [17.6 kB]\n",
            "Get:228 http://archive.ubuntu.com/ubuntu artful/main amd64 dictionaries-common all 1.27.2 [186 kB]\n",
            "Get:229 http://archive.ubuntu.com/ubuntu artful/main amd64 aspell amd64 0.60.7~20110707-4 [77.1 kB]\n",
            "Get:230 http://archive.ubuntu.com/ubuntu artful/main amd64 aspell-en all 2017.08.24-0-0.1 [298 kB]\n",
            "Get:231 http://archive.ubuntu.com/ubuntu artful/main amd64 libxtst6 amd64 2:1.2.3-1 [12.8 kB]\n",
            "Get:232 http://archive.ubuntu.com/ubuntu artful/main amd64 at-spi2-core amd64 2.26.0-2 [48.6 kB]\n",
            "Get:233 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libavahi-core7 amd64 0.6.32-1ubuntu1.1 [81.4 kB]\n",
            "Get:234 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 avahi-daemon amd64 0.6.32-1ubuntu1.1 [60.9 kB]\n",
            "Get:235 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 avahi-utils amd64 0.6.32-1ubuntu1.1 [24.8 kB]\n",
            "Get:236 http://archive.ubuntu.com/ubuntu artful/main amd64 binfmt-support amd64 2.1.8-1 [51.6 kB]\n",
            "Get:237 http://archive.ubuntu.com/ubuntu artful/main amd64 bluez amd64 5.46-0ubuntu3 [901 kB]\n",
            "Get:238 http://archive.ubuntu.com/ubuntu artful/main amd64 libical2 amd64 2.0.0-0.5 [194 kB]\n",
            "Get:239 http://archive.ubuntu.com/ubuntu artful/main amd64 bluez-obexd amd64 5.46-0ubuntu3 [167 kB]\n",
            "Get:240 http://archive.ubuntu.com/ubuntu artful/main amd64 java-common all 0.59ubuntu1 [7,232 B]\n",
            "Get:241 http://archive.ubuntu.com/ubuntu artful/main amd64 libnspr4 amd64 2:4.16-1ubuntu2 [112 kB]\n",
            "Get:242 http://archive.ubuntu.com/ubuntu artful/main amd64 libnss3 amd64 2:3.32-1ubuntu3 [1,141 kB]\n",
            "Get:243 http://archive.ubuntu.com/ubuntu artful/main amd64 libpcsclite1 amd64 1.8.22-1ubuntu1 [21.2 kB]\n",
            "Get:244 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 openjdk-8-jre-headless amd64 8u162-b12-0ubuntu0.17.10.2 [27.3 MB]\n",
            "13% [244 openjdk-8-jre-headless 0 B/27.3 MB 0%]             1,667 kB/s 8min 39s"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Get:245 http://archive.ubuntu.com/ubuntu artful/main amd64 default-jre-headless amd64 2:1.8-59ubuntu1 [3,680 B]\n",
            "Get:246 http://archive.ubuntu.com/ubuntu artful/main amd64 ca-certificates-java all 20170930 [12.0 kB]\n",
            "Get:247 http://archive.ubuntu.com/ubuntu artful/main amd64 cheese-common all 3.26.0-0ubuntu1 [719 kB]\n",
            "Get:248 http://archive.ubuntu.com/ubuntu artful/universe amd64 libllvm3.8 amd64 1:3.8.1-24ubuntu7 [10.5 MB]\n",
            "Get:249 http://archive.ubuntu.com/ubuntu artful/universe amd64 libclang1-3.8 amd64 1:3.8.1-24ubuntu7 [4,223 kB]\n",
            "Get:250 http://archive.ubuntu.com/ubuntu artful/main amd64 libgc1c2 amd64 1:7.4.2-8ubuntu1 [81.8 kB]\n",
            "Get:251 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libobjc4 amd64 7.2.0-8ubuntu3.2 [51.0 kB]\n",
            "Get:252 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libobjc-7-dev amd64 7.2.0-8ubuntu3.2 [209 kB]\n",
            "Get:253 http://archive.ubuntu.com/ubuntu artful/universe amd64 libclang-common-3.8-dev amd64 1:3.8.1-24ubuntu7 [2,204 kB]\n",
            "Get:254 http://archive.ubuntu.com/ubuntu artful/universe amd64 clang-3.8 amd64 1:3.8.1-24ubuntu7 [23.5 MB]\n",
            "Get:255 http://archive.ubuntu.com/ubuntu artful/main amd64 libcrack2 amd64 2.9.2-5build1 [28.0 kB]\n",
            "Get:256 http://archive.ubuntu.com/ubuntu artful/main amd64 cracklib-runtime amd64 2.9.2-5build1 [134 kB]\n",
            "Get:257 http://archive.ubuntu.com/ubuntu artful/main amd64 libnl-3-200 amd64 3.2.29-0ubuntu3 [52.8 kB]\n",
            "Get:258 http://archive.ubuntu.com/ubuntu artful/main amd64 libnl-genl-3-200 amd64 3.2.29-0ubuntu3 [11.2 kB]\n",
            "Get:259 http://archive.ubuntu.com/ubuntu artful/main amd64 wireless-regdb all 2016.06.10-0ubuntu1 [8,824 B]\n",
            "Get:260 http://archive.ubuntu.com/ubuntu artful/main amd64 iw amd64 4.9-0.1 [70.4 kB]\n",
            "Get:261 http://archive.ubuntu.com/ubuntu artful/main amd64 crda amd64 3.18-0ubuntu1 [63.4 kB]\n",
            "Get:262 http://archive.ubuntu.com/ubuntu artful/main amd64 dbus-user-session all 1.10.22-1ubuntu1 [9,278 B]\n",
            "Get:263 http://archive.ubuntu.com/ubuntu artful/main amd64 dbus-x11 amd64 1.10.22-1ubuntu1 [22.1 kB]\n",
            "Get:264 http://archive.ubuntu.com/ubuntu artful/main amd64 dconf-cli amd64 0.26.0-2 [22.7 kB]\n",
            "Get:265 http://archive.ubuntu.com/ubuntu artful/main amd64 libgtk2.0-common all 2.24.31-2ubuntu1 [124 kB]\n",
            "Get:266 http://archive.ubuntu.com/ubuntu artful/main amd64 libgtk2.0-0 amd64 2.24.31-2ubuntu1 [1,773 kB]\n",
            "Get:267 http://archive.ubuntu.com/ubuntu artful/main amd64 libxcb-glx0 amd64 1.12-1ubuntu1 [22.3 kB]\n",
            "Get:268 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libgl1-mesa-glx amd64 17.2.8-0ubuntu0~17.10.1 [130 kB]\n",
            "Get:269 http://archive.ubuntu.com/ubuntu artful/main amd64 libfontenc1 amd64 1:1.1.3-1 [13.9 kB]\n",
            "Get:270 http://archive.ubuntu.com/ubuntu artful/main amd64 libxt6 amd64 1:1.1.5-1 [160 kB]\n",
            "Get:271 http://archive.ubuntu.com/ubuntu artful/main amd64 libxmu6 amd64 2:1.1.2-2 [46.0 kB]\n",
            "Get:272 http://archive.ubuntu.com/ubuntu artful/main amd64 libxpm4 amd64 1:3.5.12-1 [34.0 kB]\n",
            "Get:273 http://archive.ubuntu.com/ubuntu artful/main amd64 libxaw7 amd64 2:1.0.13-1 [173 kB]\n",
            "Get:274 http://archive.ubuntu.com/ubuntu artful/main amd64 libxcb-shape0 amd64 1.12-1ubuntu1 [5,864 B]\n",
            "Get:275 http://archive.ubuntu.com/ubuntu artful/main amd64 libxv1 amd64 2:1.0.11-1 [10.7 kB]\n",
            "Get:276 http://archive.ubuntu.com/ubuntu artful/main amd64 x11-utils amd64 7.7+3build1 [196 kB]\n",
            "Get:277 http://archive.ubuntu.com/ubuntu artful/main amd64 libatk-wrapper-java all 0.33.3-13 [34.1 kB]\n",
            "Get:278 http://archive.ubuntu.com/ubuntu artful/main amd64 libatk-wrapper-java-jni amd64 0.33.3-13 [27.2 kB]\n",
            "Get:279 http://archive.ubuntu.com/ubuntu artful/main amd64 libasound2-data all 1.1.3-5 [36.1 kB]\n",
            "Get:280 http://archive.ubuntu.com/ubuntu artful/main amd64 libasound2 amd64 1.1.3-5 [357 kB]\n",
            "Get:281 http://archive.ubuntu.com/ubuntu artful/main amd64 libgif7 amd64 5.1.4-1 [30.7 kB]\n",
            "Get:282 http://archive.ubuntu.com/ubuntu artful/main amd64 libasyncns0 amd64 0.8-6 [12.1 kB]\n",
            "Get:283 http://archive.ubuntu.com/ubuntu artful/main amd64 libflac8 amd64 1.3.2-1 [213 kB]\n",
            "Get:284 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libvorbisenc2 amd64 1.3.5-4ubuntu0.2 [70.6 kB]\n",
            "20% [Working]                                                 12.0 MB/s 1min 6s"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Get:285 http://archive.ubuntu.com/ubuntu artful/main amd64 libsndfile1 amd64 1.0.28-4 [169 kB]\n",
            "Get:286 http://archive.ubuntu.com/ubuntu artful/main amd64 libwrap0 amd64 7.6.q-26 [46.1 kB]\n",
            "Get:287 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libpulse0 amd64 1:10.0-2ubuntu3.1 [265 kB]\n",
            "Get:288 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 openjdk-8-jre amd64 8u162-b12-0ubuntu0.17.10.2 [69.7 kB]\n",
            "Get:289 http://archive.ubuntu.com/ubuntu artful/main amd64 default-jre amd64 2:1.8-59ubuntu1 [982 B]\n",
            "Get:290 http://archive.ubuntu.com/ubuntu artful/main amd64 desktop-file-utils amd64 0.23-1ubuntu3 [50.2 kB]\n",
            "Get:291 http://archive.ubuntu.com/ubuntu artful/main amd64 dkms all 2.3-3ubuntu3 [68.3 kB]\n",
            "Get:292 http://archive.ubuntu.com/ubuntu artful/main amd64 dns-root-data all 2017072601 [4,858 B]\n",
            "Get:293 http://archive.ubuntu.com/ubuntu artful/main amd64 dnsmasq-base amd64 2.78-1 [304 kB]\n",
            "Get:294 http://archive.ubuntu.com/ubuntu artful/main amd64 hunspell-en-us all 20070829-6ubuntu3 [206 kB]\n",
            "Get:295 http://archive.ubuntu.com/ubuntu artful/main amd64 libhunspell-1.6-0 amd64 1.6.2-1 [154 kB]\n",
            "Get:296 http://archive.ubuntu.com/ubuntu artful/main amd64 libenchant1c2a amd64 1.6.0-11build2 [62.5 kB]\n",
            "Get:297 http://archive.ubuntu.com/ubuntu artful/main amd64 enchant amd64 1.6.0-11build2 [11.9 kB]\n",
            "Get:298 http://archive.ubuntu.com/ubuntu artful/main amd64 libcamel-1.2-60 amd64 3.26.1-1ubuntu1 [411 kB]\n",
            "Get:299 http://archive.ubuntu.com/ubuntu artful/main amd64 libsecret-common all 0.18.5-3.1ubuntu2 [4,232 B]\n",
            "Get:300 http://archive.ubuntu.com/ubuntu artful/main amd64 libsecret-1-0 amd64 0.18.5-3.1ubuntu2 [94.6 kB]\n",
            "Get:301 http://archive.ubuntu.com/ubuntu artful/main amd64 evolution-data-server-common all 3.26.1-1ubuntu1 [17.5 kB]\n",
            "Get:302 http://archive.ubuntu.com/ubuntu artful/main amd64 libedataserver-1.2-22 amd64 3.26.1-1ubuntu1 [235 kB]\n",
            "Get:303 http://archive.ubuntu.com/ubuntu artful/main amd64 libebackend-1.2-10 amd64 3.26.1-1ubuntu1 [95.5 kB]\n",
            "Get:304 http://archive.ubuntu.com/ubuntu artful/main amd64 libboost-thread1.62.0 amd64 1.62.0+dfsg-4build3 [47.3 kB]\n",
            "Get:305 http://archive.ubuntu.com/ubuntu artful/main amd64 libprotobuf10 amd64 3.0.0-9ubuntu5 [650 kB]\n",
            "Get:306 http://archive.ubuntu.com/ubuntu artful/main amd64 libphonenumber7 amd64 7.1.0-5ubuntu2 [192 kB]\n",
            "Get:307 http://archive.ubuntu.com/ubuntu artful/main amd64 libebook-contacts-1.2-2 amd64 3.26.1-1ubuntu1 [53.5 kB]\n",
            "Get:308 http://archive.ubuntu.com/ubuntu artful/main amd64 libedata-book-1.2-25 amd64 3.26.1-1ubuntu1 [202 kB]\n",
            "Get:309 http://archive.ubuntu.com/ubuntu artful/main amd64 libebook-1.2-19 amd64 3.26.1-1ubuntu1 [73.4 kB]\n",
            "Get:310 http://archive.ubuntu.com/ubuntu artful/main amd64 libecal-1.2-19 amd64 3.26.1-1ubuntu1 [122 kB]\n",
            "Get:311 http://archive.ubuntu.com/ubuntu artful/main amd64 libedata-cal-1.2-28 amd64 3.26.1-1ubuntu1 [128 kB]\n",
            "Get:312 http://archive.ubuntu.com/ubuntu artful/main amd64 libgck-1-0 amd64 3.20.0-5.1ubuntu1 [74.1 kB]\n",
            "Get:313 http://archive.ubuntu.com/ubuntu artful/main amd64 libgcr-3-common all 3.20.0-5.1ubuntu1 [5,744 B]\n",
            "Get:314 http://archive.ubuntu.com/ubuntu artful/main amd64 libgcr-base-3-1 amd64 3.20.0-5.1ubuntu1 [185 kB]\n",
            "Get:315 http://archive.ubuntu.com/ubuntu artful/main amd64 libgcr-ui-3-1 amd64 3.20.0-5.1ubuntu1 [141 kB]\n",
            "Get:316 http://archive.ubuntu.com/ubuntu artful/main amd64 libgoa-1.0-common all 3.26.1-1ubuntu1 [5,426 B]\n",
            "Get:317 http://archive.ubuntu.com/ubuntu artful/main amd64 libgoa-1.0-0b amd64 3.26.1-1ubuntu1 [62.4 kB]\n",
            "Get:318 http://archive.ubuntu.com/ubuntu artful/main amd64 liboauth0 amd64 1.0.3-1 [16.9 kB]\n",
            "Get:319 http://archive.ubuntu.com/ubuntu artful/main amd64 libgdata-common all 0.17.9-1 [3,070 B]\n",
            "Get:320 http://archive.ubuntu.com/ubuntu artful/main amd64 libgdata22 amd64 0.17.9-1 [263 kB]\n",
            "Get:321 http://archive.ubuntu.com/ubuntu artful/main amd64 libgeocode-glib0 amd64 3.25.4.1-1 [41.0 kB]\n",
            "Get:322 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libgweather-common all 3.26.0-1ubuntu0.1 [146 kB]\n",
            "Get:323 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libgweather-3-6 amd64 3.26.0-1ubuntu0.1 [52.1 kB]\n",
            "Get:324 http://archive.ubuntu.com/ubuntu artful/main amd64 gcr amd64 3.20.0-5.1ubuntu1 [52.0 kB]\n",
            "Get:325 http://archive.ubuntu.com/ubuntu artful/main amd64 p11-kit-modules amd64 0.23.7-3 [230 kB]\n",
            "22% [325 p11-kit-modules 0 B/230 kB 0%]                    1,274 kB/s 10min 19s"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Get:326 http://archive.ubuntu.com/ubuntu artful/main amd64 p11-kit amd64 0.23.7-3 [91.8 kB]\n",
            "Get:327 http://archive.ubuntu.com/ubuntu artful/main amd64 pinentry-gnome3 amd64 1.0.0-2 [35.2 kB]\n",
            "Get:328 http://archive.ubuntu.com/ubuntu artful/main amd64 gnome-keyring amd64 3.20.1-1ubuntu1 [593 kB]\n",
            "Get:329 http://archive.ubuntu.com/ubuntu artful/main amd64 evolution-data-server amd64 3.26.1-1ubuntu1 [642 kB]\n",
            "Get:330 http://archive.ubuntu.com/ubuntu artful/main amd64 libfakeroot amd64 1.21-1ubuntu2 [25.9 kB]\n",
            "Get:331 http://archive.ubuntu.com/ubuntu artful/main amd64 fakeroot amd64 1.21-1ubuntu2 [62.2 kB]\n",
            "Get:332 http://archive.ubuntu.com/ubuntu artful/main amd64 fonts-dejavu-extra all 2.37-1 [1,953 kB]\n",
            "Get:333 http://archive.ubuntu.com/ubuntu artful/universe amd64 libgeoclue0 amd64 0.12.99-4ubuntu2 [27.2 kB]\n",
            "Get:334 http://archive.ubuntu.com/ubuntu artful/main amd64 libnm-util2 amd64 1.8.4-1ubuntu3 [117 kB]\n",
            "Get:335 http://archive.ubuntu.com/ubuntu artful/main amd64 libnm-glib4 amd64 1.8.4-1ubuntu3 [78.8 kB]\n",
            "Get:336 http://archive.ubuntu.com/ubuntu artful/universe amd64 geoclue amd64 0.12.99-4ubuntu2 [19.4 kB]\n",
            "Get:337 http://archive.ubuntu.com/ubuntu artful/universe amd64 geoclue-ubuntu-geoip amd64 1.0.2+14.04.20131125-0ubuntu3 [11.0 kB]\n",
            "Get:338 http://archive.ubuntu.com/ubuntu artful/main amd64 gir1.2-atk-1.0 amd64 2.26.0-2ubuntu1 [17.7 kB]\n",
            "Get:339 http://archive.ubuntu.com/ubuntu artful/main amd64 gir1.2-freedesktop amd64 1.54.1-1 [8,958 B]\n",
            "Get:340 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 gir1.2-gdkpixbuf-2.0 amd64 2.36.11-1ubuntu0.1 [7,670 B]\n",
            "Get:341 http://archive.ubuntu.com/ubuntu artful/main amd64 libpangoxft-1.0-0 amd64 1.40.12-1 [15.0 kB]\n",
            "Get:342 http://archive.ubuntu.com/ubuntu artful/main amd64 gir1.2-pango-1.0 amd64 1.40.12-1 [21.5 kB]\n",
            "Get:343 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 gir1.2-gtk-3.0 amd64 3.22.25-0ubuntu0.1 [194 kB]\n",
            "Get:344 http://archive.ubuntu.com/ubuntu artful/main amd64 libibus-1.0-5 amd64 1.5.14-2ubuntu1 [129 kB]\n",
            "Get:345 http://archive.ubuntu.com/ubuntu artful/main amd64 gir1.2-ibus-1.0 amd64 1.5.14-2ubuntu1 [66.0 kB]\n",
            "Get:346 http://archive.ubuntu.com/ubuntu artful/main amd64 libnotify4 amd64 0.7.7-2 [17.2 kB]\n",
            "Get:347 http://archive.ubuntu.com/ubuntu artful/main amd64 gir1.2-notify-0.7 amd64 0.7.7-2 [3,496 B]\n",
            "Get:348 http://archive.ubuntu.com/ubuntu artful/main amd64 libpackagekit-glib2-18 amd64 1.1.7-1 [101 kB]\n",
            "Get:349 http://archive.ubuntu.com/ubuntu artful/main amd64 gir1.2-packagekitglib-1.0 amd64 1.1.7-1 [21.6 kB]\n",
            "Get:350 http://archive.ubuntu.com/ubuntu artful/main amd64 libpolkit-agent-1-0 amd64 0.105-18 [14.8 kB]\n",
            "Get:351 http://archive.ubuntu.com/ubuntu artful/main amd64 gir1.2-polkit-1.0 amd64 0.105-18 [7,262 B]\n",
            "Get:352 http://archive.ubuntu.com/ubuntu artful/main amd64 gir1.2-secret-1 amd64 0.18.5-3.1ubuntu2 [7,214 B]\n",
            "Get:353 http://archive.ubuntu.com/ubuntu artful/main amd64 libgnomekbd-common all 3.26.0-2 [6,088 B]\n",
            "Get:354 http://archive.ubuntu.com/ubuntu artful/main amd64 libxkbfile1 amd64 1:1.0.9-2 [64.6 kB]\n",
            "Get:355 http://archive.ubuntu.com/ubuntu artful/main amd64 x11-xkb-utils amd64 7.7+3 [158 kB]\n",
            "Get:356 http://archive.ubuntu.com/ubuntu artful/main amd64 libxklavier16 amd64 5.4-2 [43.2 kB]\n",
            "Get:357 http://archive.ubuntu.com/ubuntu artful/main amd64 libgnomekbd8 amd64 3.26.0-2 [44.2 kB]\n",
            "Get:358 http://archive.ubuntu.com/ubuntu artful/main amd64 gkbd-capplet amd64 3.26.0-2 [4,902 B]\n",
            "Get:359 http://archive.ubuntu.com/ubuntu artful/main amd64 libltdl7 amd64 2.4.6-2 [38.8 kB]\n",
            "Get:360 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libvorbisfile3 amd64 1.3.5-4ubuntu0.2 [15.9 kB]\n",
            "Get:361 http://archive.ubuntu.com/ubuntu artful/main amd64 sound-theme-freedesktop all 0.8-1ubuntu1 [385 kB]\n",
            "Get:362 http://archive.ubuntu.com/ubuntu artful/main amd64 libcanberra0 amd64 0.30-3ubuntu1 [37.8 kB]\n",
            "Get:363 http://archive.ubuntu.com/ubuntu artful/main amd64 libcanberra-gtk3-0 amd64 0.30-3ubuntu1 [7,808 B]\n",
            "Get:364 http://archive.ubuntu.com/ubuntu artful/main amd64 libgnome-bluetooth13 amd64 3.26.1-1 [77.1 kB]\n",
            "Get:365 http://archive.ubuntu.com/ubuntu artful/main amd64 gnome-bluetooth amd64 3.26.1-1 [54.1 kB]\n",
            "Get:366 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 gnome-control-center-faces all 1:3.26.2-0ubuntu0.2 [112 kB]\n",
            "Get:367 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 gnome-desktop3-data all 3.26.2-0ubuntu0.1 [21.7 kB]\n",
            "24% [Working]                                              1,274 kB/s 10min 15s"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Get:368 http://archive.ubuntu.com/ubuntu artful/main amd64 gnome-menus amd64 3.13.3-6ubuntu5 [23.3 kB]\n",
            "Get:369 http://archive.ubuntu.com/ubuntu artful/main amd64 libupower-glib3 amd64 0.99.6-1 [42.6 kB]\n",
            "Get:370 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 gnome-settings-daemon-schemas all 3.26.2-0ubuntu0.1 [13.0 kB]\n",
            "Get:371 http://archive.ubuntu.com/ubuntu artful/main amd64 libgudev-1.0-0 amd64 1:232-1 [13.3 kB]\n",
            "Get:372 http://archive.ubuntu.com/ubuntu artful/main amd64 libplist3 amd64 2.0.0-2 [31.6 kB]\n",
            "Get:373 http://archive.ubuntu.com/ubuntu artful/main amd64 libusbmuxd4 amd64 1.0.10-3 [15.1 kB]\n",
            "Get:374 http://archive.ubuntu.com/ubuntu artful/main amd64 libimobiledevice6 amd64 1.2.0+dfsg-3.1ubuntu3 [59.1 kB]\n",
            "Get:375 http://archive.ubuntu.com/ubuntu artful/main amd64 upower amd64 0.99.6-1 [99.3 kB]\n",
            "Get:376 http://archive.ubuntu.com/ubuntu artful/main amd64 gnome-power-manager amd64 3.25.90-1 [51.9 kB]\n",
            "Get:377 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libgdk-pixbuf2.0-bin amd64 2.36.11-1ubuntu0.1 [7,802 B]\n",
            "Get:378 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libgnome-desktop-3-12 amd64 3.26.2-0ubuntu0.1 [112 kB]\n",
            "Get:379 http://archive.ubuntu.com/ubuntu artful/main amd64 gnome-screensaver amd64 3.6.1-7ubuntu6 [90.1 kB]\n",
            "Get:380 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libgles2-mesa amd64 17.2.8-0ubuntu0~17.10.1 [13.5 kB]\n",
            "Get:381 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 gnome-session-bin amd64 3.26.1-0ubuntu6 [125 kB]\n",
            "Get:382 http://archive.ubuntu.com/ubuntu artful/main amd64 gsettings-ubuntu-schemas all 0.0.7+17.10.20170922-0ubuntu1 [5,666 B]\n",
            "Get:383 http://archive.ubuntu.com/ubuntu artful/main amd64 libcogl20 amd64 1.22.2-2 [287 kB]\n",
            "Get:384 http://archive.ubuntu.com/ubuntu artful/main amd64 libcogl-pango20 amd64 1.22.2-2 [15.0 kB]\n",
            "Get:385 http://archive.ubuntu.com/ubuntu artful/main amd64 libcogl-path20 amd64 1.22.2-2 [30.9 kB]\n",
            "Get:386 http://archive.ubuntu.com/ubuntu artful/main amd64 libevdev2 amd64 1.5.7+dfsg-1 [28.8 kB]\n",
            "Get:387 http://archive.ubuntu.com/ubuntu artful/main amd64 libwacom-common all 0.24-1 [33.7 kB]\n",
            "Get:388 http://archive.ubuntu.com/ubuntu artful/main amd64 libwacom2 amd64 0.24-1 [17.3 kB]\n",
            "Get:389 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libinput-bin amd64 1.8.4-0ubuntu0.17.10.1 [9,778 B]\n",
            "Get:390 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libinput10 amd64 1.8.4-0ubuntu0.17.10.1 [78.4 kB]\n",
            "Get:391 http://archive.ubuntu.com/ubuntu artful/main amd64 libclutter-1.0-0 amd64 1.26.2+dfsg-3ubuntu1 [543 kB]\n",
            "Get:392 http://archive.ubuntu.com/ubuntu artful/main amd64 libgstreamer1.0-0 amd64 1.12.3-1 [818 kB]\n",
            "Get:393 http://archive.ubuntu.com/ubuntu artful/main amd64 liborc-0.4-0 amd64 1:0.4.27-1 [138 kB]\n",
            "Get:394 http://archive.ubuntu.com/ubuntu artful/main amd64 libgstreamer-plugins-base1.0-0 amd64 1.12.3-1 [654 kB]\n",
            "Get:395 http://archive.ubuntu.com/ubuntu artful/main amd64 libclutter-gst-3.0-0 amd64 3.0.24-1 [54.3 kB]\n",
            "Get:396 http://archive.ubuntu.com/ubuntu artful/main amd64 gstreamer1.0-clutter-3.0 amd64 3.0.24-1 [6,032 B]\n",
            "Get:397 http://archive.ubuntu.com/ubuntu artful/main amd64 libopus0 amd64 1.1.2-1ubuntu1 [159 kB]\n",
            "Get:398 http://archive.ubuntu.com/ubuntu artful/main amd64 libvisual-0.4-0 amd64 0.4.0-10 [99.0 kB]\n",
            "Get:399 http://archive.ubuntu.com/ubuntu artful/main amd64 gstreamer1.0-plugins-base amd64 1.12.3-1 [567 kB]\n",
            "Get:400 http://archive.ubuntu.com/ubuntu artful/main amd64 libgpm2 amd64 1.20.4-6.2 [14.6 kB]\n",
            "Get:401 http://archive.ubuntu.com/ubuntu artful/main amd64 libaa1 amd64 1.4p5-44build1 [47.3 kB]\n",
            "Get:402 http://archive.ubuntu.com/ubuntu artful/main amd64 libraw1394-11 amd64 2.1.2-1 [30.7 kB]\n",
            "Get:403 http://archive.ubuntu.com/ubuntu artful/main amd64 libavc1394-0 amd64 0.5.4-4 [16.1 kB]\n",
            "Get:404 http://archive.ubuntu.com/ubuntu artful/main amd64 libcaca0 amd64 0.99.beta19-2build2~gcc5.2 [202 kB]\n",
            "Get:405 http://archive.ubuntu.com/ubuntu artful/main amd64 libdv4 amd64 1.0.0-11 [57.8 kB]\n",
            "Get:406 http://archive.ubuntu.com/ubuntu artful/main amd64 libgstreamer-plugins-good1.0-0 amd64 1.12.3-1ubuntu1 [47.6 kB]\n",
            "25% [406 libgstreamer-plugins-good1.0-0 2,615 B/47.6 kB 5%]"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Get:407 http://archive.ubuntu.com/ubuntu artful/main amd64 libiec61883-0 amd64 1.2.0-2 [23.5 kB]\n",
            "Get:408 http://archive.ubuntu.com/ubuntu artful/main amd64 libsamplerate0 amd64 0.1.9-1 [938 kB]\n",
            "Get:409 http://archive.ubuntu.com/ubuntu artful/main amd64 libjack-jackd2-0 amd64 1.9.10+20150825git1ed50c92~dfsg-5ubuntu1 [256 kB]\n",
            "Get:410 http://archive.ubuntu.com/ubuntu artful/main amd64 libtag1v5-vanilla amd64 1.11.1+dfsg.1-0.2 [269 kB]\n",
            "Get:411 http://archive.ubuntu.com/ubuntu artful/main amd64 libtag1v5 amd64 1.11.1+dfsg.1-0.2 [10.8 kB]\n",
            "Get:412 http://archive.ubuntu.com/ubuntu artful/main amd64 libv4lconvert0 amd64 1.12.5-1 [76.7 kB]\n",
            "Get:413 http://archive.ubuntu.com/ubuntu artful/main amd64 libv4l-0 amd64 1.12.5-1 [41.4 kB]\n",
            "Get:414 http://archive.ubuntu.com/ubuntu artful/main amd64 libvpx4 amd64 1.6.1-3 [763 kB]\n",
            "Get:415 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libwavpack1 amd64 5.1.0-2ubuntu0.2 [76.4 kB]\n",
            "Get:416 http://archive.ubuntu.com/ubuntu artful/main amd64 gstreamer1.0-plugins-good amd64 1.12.3-1ubuntu1 [1,568 kB]\n",
            "Get:417 http://archive.ubuntu.com/ubuntu artful/main amd64 gstreamer1.0-x amd64 1.12.3-1 [72.7 kB]\n",
            "Get:418 http://archive.ubuntu.com/ubuntu artful/main amd64 libudisks2-0 amd64 2.6.5-2ubuntu2 [94.9 kB]\n",
            "Get:419 http://archive.ubuntu.com/ubuntu artful/main amd64 libatasmart4 amd64 0.19-4 [23.7 kB]\n",
            "Get:420 http://archive.ubuntu.com/ubuntu artful/main amd64 udisks2 amd64 2.6.5-2ubuntu2 [218 kB]\n",
            "Get:421 http://archive.ubuntu.com/ubuntu artful/main amd64 gvfs-common all 1.34.1-1ubuntu1 [19.5 kB]\n",
            "Get:422 http://archive.ubuntu.com/ubuntu artful/main amd64 gvfs-libs amd64 1.34.1-1ubuntu1 [94.1 kB]\n",
            "Get:423 http://archive.ubuntu.com/ubuntu artful/main amd64 gvfs-daemons amd64 1.34.1-1ubuntu1 [116 kB]\n",
            "Get:424 http://archive.ubuntu.com/ubuntu artful/main amd64 gvfs amd64 1.34.1-1ubuntu1 [111 kB]\n",
            "Get:425 http://archive.ubuntu.com/ubuntu artful/main amd64 libarchive13 amd64 3.2.2-3.1 [289 kB]\n",
            "Get:426 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libavahi-glib1 amd64 0.6.32-1ubuntu1.1 [7,642 B]\n",
            "Get:427 http://archive.ubuntu.com/ubuntu artful/main amd64 libcdio13 amd64 0.83-4.2ubuntu1 [53.0 kB]\n",
            "Get:428 http://archive.ubuntu.com/ubuntu artful/main amd64 libcdio-cdda1 amd64 0.83-4.2ubuntu1 [15.7 kB]\n",
            "Get:429 http://archive.ubuntu.com/ubuntu artful/main amd64 libcdio-paranoia1 amd64 0.83-4.2ubuntu1 [15.4 kB]\n",
            "Get:430 http://archive.ubuntu.com/ubuntu artful/main amd64 libexif12 amd64 0.6.21-2.1 [77.5 kB]\n",
            "Get:431 http://archive.ubuntu.com/ubuntu artful/main amd64 libwebp6 amd64 0.6.0-3 [181 kB]\n",
            "Get:432 http://archive.ubuntu.com/ubuntu artful/main amd64 libgd3 amd64 2.2.5-3 [119 kB]\n",
            "Get:433 http://archive.ubuntu.com/ubuntu artful/main amd64 libgphoto2-port12 amd64 2.5.14-1 [63.9 kB]\n",
            "Get:434 http://archive.ubuntu.com/ubuntu artful/main amd64 libgphoto2-6 amd64 2.5.14-1 [827 kB]\n",
            "Get:435 http://archive.ubuntu.com/ubuntu artful/main amd64 gvfs-backends amd64 1.34.1-1ubuntu1 [323 kB]\n",
            "Get:436 http://archive.ubuntu.com/ubuntu artful/main amd64 ibus amd64 1.5.14-2ubuntu1 [214 kB]\n",
            "Get:437 http://archive.ubuntu.com/ubuntu artful/main amd64 ibus-gtk amd64 1.5.14-2ubuntu1 [14.0 kB]\n",
            "Get:438 http://archive.ubuntu.com/ubuntu artful/main amd64 ibus-gtk3 amd64 1.5.14-2ubuntu1 [14.3 kB]\n",
            "Get:439 http://archive.ubuntu.com/ubuntu artful/main amd64 im-config all 0.32-1ubuntu3 [24.5 kB]\n",
            "Get:440 http://archive.ubuntu.com/ubuntu artful/main amd64 libido3-0.1-0 amd64 13.10.0+17.04.20161028-0ubuntu1 [48.4 kB]\n",
            "Get:441 http://archive.ubuntu.com/ubuntu artful/universe amd64 libpanel-applet3 amd64 1:3.24.1-1ubuntu2 [19.7 kB]\n",
            "Get:442 http://archive.ubuntu.com/ubuntu artful/main amd64 python3-xdg all 0.25-4 [31.5 kB]\n",
            "Get:443 http://archive.ubuntu.com/ubuntu artful/universe amd64 indicator-applet amd64 12.10.2+17.10.20170425-0ubuntu1 [76.0 kB]\n",
            "Get:444 http://archive.ubuntu.com/ubuntu artful/universe amd64 indicator-common all 16.10.0+16.10.20160913-0ubuntu1 [3,376 B]\n",
            "Get:445 http://archive.ubuntu.com/ubuntu artful/universe amd64 indicator-application amd64 12.10.1+17.04.20161201-0ubuntu1 [24.1 kB]\n",
            "Get:446 http://archive.ubuntu.com/ubuntu artful/universe amd64 libaccounts-glib0 amd64 1.23+17.04.20161104-0ubuntu1 [41.0 kB]\n",
            "27% [Working]                                               1,538 kB/s 8min 21s"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Get:447 http://archive.ubuntu.com/ubuntu artful/main amd64 libmessaging-menu0 amd64 13.10.1+17.04.20170120-0ubuntu2 [21.2 kB]\n",
            "Get:448 http://archive.ubuntu.com/ubuntu artful/universe amd64 liburl-dispatcher1 amd64 0.1+17.04.20170328-0ubuntu3 [6,212 B]\n",
            "Get:449 http://archive.ubuntu.com/ubuntu artful/universe amd64 indicator-datetime amd64 15.10+17.10.20170829.2-0ubuntu1 [281 kB]\n",
            "Get:450 http://archive.ubuntu.com/ubuntu artful/universe amd64 libfcitx-utils0 amd64 1:4.2.9.1-6 [33.8 kB]\n",
            "Get:451 http://archive.ubuntu.com/ubuntu artful/universe amd64 libfcitx-gclient0 amd64 1:4.2.9.1-6 [19.2 kB]\n",
            "Get:452 http://archive.ubuntu.com/ubuntu artful/universe amd64 liblightdm-gobject-1-0 amd64 1.24.0-0ubuntu1 [38.4 kB]\n",
            "Get:453 http://archive.ubuntu.com/ubuntu artful/universe amd64 indicator-keyboard amd64 0.0.0+17.10.20170906-0ubuntu1 [50.5 kB]\n",
            "Get:454 http://archive.ubuntu.com/ubuntu artful/universe amd64 indicator-messages amd64 13.10.1+17.04.20170120-0ubuntu2 [68.2 kB]\n",
            "Get:455 http://archive.ubuntu.com/ubuntu artful/universe amd64 indicator-power amd64 12.10.6+17.10.20170829.1-0ubuntu3 [121 kB]\n",
            "Get:456 http://archive.ubuntu.com/ubuntu artful/universe amd64 indicator-session amd64 17.3.20+17.10.20171006-0ubuntu1 [111 kB]\n",
            "Get:457 http://archive.ubuntu.com/ubuntu artful/main amd64 iputils-arping amd64 3:20161105-1ubuntu2 [29.3 kB]\n",
            "Get:458 http://archive.ubuntu.com/ubuntu artful/main amd64 libappstream4 amd64 0.11.3-1 [91.3 kB]\n",
            "Get:459 http://archive.ubuntu.com/ubuntu artful/main amd64 libspeexdsp1 amd64 1.2~rc1.2-1ubuntu1 [39.9 kB]\n",
            "Get:460 http://archive.ubuntu.com/ubuntu artful/main amd64 libasound2-plugins amd64 1.1.1-1ubuntu1 [55.0 kB]\n",
            "Get:461 http://archive.ubuntu.com/ubuntu artful/main amd64 libbluetooth3 amd64 5.46-0ubuntu3 [63.3 kB]\n",
            "Get:462 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libc6-i386 amd64 2.26-0ubuntu2.1 [2,638 kB]\n",
            "Get:463 http://archive.ubuntu.com/ubuntu artful/main amd64 libwebrtc-audio-processing1 amd64 0.3-1 [260 kB]\n",
            "Get:464 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libpulsedsp amd64 1:10.0-2ubuntu3.1 [31.7 kB]\n",
            "Get:465 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 pulseaudio-utils amd64 1:10.0-2ubuntu3.1 [64.3 kB]\n",
            "Get:466 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 pulseaudio amd64 1:10.0-2ubuntu3.1 [779 kB]\n",
            "Get:467 http://archive.ubuntu.com/ubuntu artful/main amd64 libcanberra-pulse amd64 0.30-3ubuntu1 [12.0 kB]\n",
            "Get:468 http://archive.ubuntu.com/ubuntu artful/main amd64 libcheese8 amd64 3.26.0-0ubuntu1 [32.4 kB]\n",
            "Get:469 http://archive.ubuntu.com/ubuntu artful/main amd64 libclutter-gtk-1.0-0 amd64 1.8.4-2 [26.0 kB]\n",
            "Get:470 http://archive.ubuntu.com/ubuntu artful/main amd64 libcheese-gtk25 amd64 3.26.0-0ubuntu1 [26.3 kB]\n",
            "Get:471 http://archive.ubuntu.com/ubuntu artful/main amd64 libclutter-1.0-common all 1.26.2+dfsg-3ubuntu1 [3,810 B]\n",
            "Get:472 http://archive.ubuntu.com/ubuntu artful/main amd64 libcogl-common all 1.22.2-2 [174 kB]\n",
            "Get:473 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 lib32gcc1 amd64 1:7.2.0-8ubuntu3.2 [46.8 kB]\n",
            "Get:474 http://archive.ubuntu.com/ubuntu artful/main amd64 xserver-common all 2:1.19.5-0ubuntu2 [26.9 kB]\n",
            "Get:475 http://archive.ubuntu.com/ubuntu artful/main amd64 xserver-xorg-legacy amd64 2:1.19.5-0ubuntu2 [35.0 kB]\n",
            "Get:476 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libxfont2 amd64 1:2.0.1-3ubuntu1.1 [91.6 kB]\n",
            "Get:477 http://archive.ubuntu.com/ubuntu artful/main amd64 xserver-xorg-core amd64 2:1.19.5-0ubuntu2 [1,348 kB]\n",
            "Get:478 http://archive.ubuntu.com/ubuntu artful-updates/restricted amd64 nvidia-384 amd64 384.111-0ubuntu0.17.10.1 [76.6 MB]\n",
            "Get:479 http://archive.ubuntu.com/ubuntu artful-updates/restricted amd64 libcuda1-384 amd64 384.111-0ubuntu0.17.10.1 [3,709 kB]\n",
            "36% [Working]                                               6,662 kB/s 1min 42s"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Get:480 http://archive.ubuntu.com/ubuntu artful/main amd64 libdrm-dev amd64 2.4.83-1 [234 kB]\n",
            "Get:481 http://archive.ubuntu.com/ubuntu artful/universe amd64 libfcitx-config4 amd64 1:4.2.9.1-6 [33.5 kB]\n",
            "Get:482 http://archive.ubuntu.com/ubuntu artful/main amd64 libgail18 amd64 2.24.31-2ubuntu1 [14.1 kB]\n",
            "Get:483 http://archive.ubuntu.com/ubuntu artful/main amd64 libgail-common amd64 2.24.31-2ubuntu1 [112 kB]\n",
            "Get:484 http://archive.ubuntu.com/ubuntu artful/universe amd64 libgeonames-common all 0.2+17.04.20170220-0ubuntu1 [2,966 B]\n",
            "Get:485 http://archive.ubuntu.com/ubuntu artful/universe amd64 libgeonames0 amd64 0.2+17.04.20170220-0ubuntu1 [800 kB]\n",
            "Get:486 http://archive.ubuntu.com/ubuntu artful/main amd64 libgnome-menu-3-0 amd64 3.13.3-6ubuntu5 [55.1 kB]\n",
            "Get:487 http://archive.ubuntu.com/ubuntu artful/main amd64 libgphoto2-l10n all 2.5.14-1 [11.1 kB]\n",
            "Get:488 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libgtk-3-bin amd64 3.22.25-0ubuntu0.1 [57.6 kB]\n",
            "Get:489 http://archive.ubuntu.com/ubuntu artful/main amd64 libgtk2.0-bin amd64 2.24.31-2ubuntu1 [7,448 B]\n",
            "Get:490 http://archive.ubuntu.com/ubuntu artful/main amd64 libgtop2-common all 2.38.0-1 [3,548 B]\n",
            "Get:491 http://archive.ubuntu.com/ubuntu artful/main amd64 libgtop-2.0-11 amd64 2.38.0-1 [35.3 kB]\n",
            "Get:492 http://archive.ubuntu.com/ubuntu artful/main amd64 libharfbuzz-icu0 amd64 1.4.2-1 [5,248 B]\n",
            "Get:493 http://archive.ubuntu.com/ubuntu artful/main amd64 libhyphen0 amd64 2.8.8-5 [26.5 kB]\n",
            "Get:494 http://archive.ubuntu.com/ubuntu artful/main amd64 libjansson4 amd64 2.10-1 [27.6 kB]\n",
            "Get:495 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libjavascriptcoregtk-4.0-18 amd64 2.18.6-0ubuntu0.17.10.1 [4,052 kB]\n",
            "Get:496 http://archive.ubuntu.com/ubuntu artful/main amd64 libmbim-glib4 amd64 1.14.2-1 [65.7 kB]\n",
            "Get:497 http://archive.ubuntu.com/ubuntu artful/main amd64 libmbim-proxy amd64 1.14.2-1 [5,500 B]\n",
            "Get:498 http://archive.ubuntu.com/ubuntu artful/main amd64 libmm-glib0 amd64 1.6.8-1 [163 kB]\n",
            "Get:499 http://archive.ubuntu.com/ubuntu artful/main amd64 libmtp-runtime amd64 1.1.13-1 [5,722 B]\n",
            "Get:500 http://archive.ubuntu.com/ubuntu artful/main amd64 libndp0 amd64 1.6-1 [10.7 kB]\n",
            "Get:501 http://archive.ubuntu.com/ubuntu artful/main amd64 libnm-gtk0 amd64 1.8.4-1ubuntu1 [72.8 kB]\n",
            "Get:502 http://archive.ubuntu.com/ubuntu artful/main amd64 libnm0 amd64 1.8.4-1ubuntu3 [266 kB]\n",
            "Get:503 http://archive.ubuntu.com/ubuntu artful/main amd64 libnma0 amd64 1.8.4-1ubuntu1 [80.1 kB]\n",
            "Get:504 http://archive.ubuntu.com/ubuntu artful/main amd64 libnss-mdns amd64 0.10-8ubuntu1 [21.2 kB]\n",
            "Get:505 http://archive.ubuntu.com/ubuntu artful/main amd64 libp11-kit-gnome-keyring amd64 3.20.1-1ubuntu1 [27.5 kB]\n",
            "Get:506 http://archive.ubuntu.com/ubuntu artful/main amd64 libpam-gnome-keyring amd64 3.20.1-1ubuntu1 [22.7 kB]\n",
            "Get:507 http://archive.ubuntu.com/ubuntu artful/main amd64 libpolkit-backend-1-0 amd64 0.105-18 [35.8 kB]\n",
            "Get:508 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libpulse-mainloop-glib0 amd64 1:10.0-2ubuntu3.1 [22.0 kB]\n",
            "Get:509 http://archive.ubuntu.com/ubuntu artful/main amd64 libpwquality-common all 1.4.0-1 [7,172 B]\n",
            "Get:510 http://archive.ubuntu.com/ubuntu artful/main amd64 libpwquality1 amd64 1.4.0-1 [12.3 kB]\n",
            "Get:511 http://archive.ubuntu.com/ubuntu artful/main amd64 libqmi-glib5 amd64 1.18.0-2 [429 kB]\n",
            "Get:512 http://archive.ubuntu.com/ubuntu artful/main amd64 libqmi-proxy amd64 1.18.0-2 [5,548 B]\n",
            "Get:513 http://archive.ubuntu.com/ubuntu artful/main amd64 libtimezonemap-data all 0.4.5 [1,921 kB]\n",
            "Get:514 http://archive.ubuntu.com/ubuntu artful/main amd64 libtimezonemap1 amd64 0.4.5 [22.4 kB]\n",
            "Get:515 http://archive.ubuntu.com/ubuntu artful/main amd64 libtinfo-dev amd64 6.0+20160625-1ubuntu1 [78.9 kB]\n",
            "Get:516 http://archive.ubuntu.com/ubuntu artful/universe amd64 libunity-settings-daemon1 amd64 15.04.1+17.10.20171003-0ubuntu1 [75.6 kB]\n",
            "Get:517 http://archive.ubuntu.com/ubuntu artful/main amd64 libvdpau1 amd64 1.1.1-3ubuntu1 [25.5 kB]\n",
            "37% [Working]                                               9,209 kB/s 1min 13s"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Get:518 http://archive.ubuntu.com/ubuntu artful/main amd64 libvdpau-dev amd64 1.1.1-3ubuntu1 [35.8 kB]\n",
            "Get:519 http://archive.ubuntu.com/ubuntu artful/main amd64 libwacom-bin amd64 0.24-1 [4,550 B]\n",
            "Get:520 http://archive.ubuntu.com/ubuntu artful/main amd64 libxslt1.1 amd64 1.1.29-2.1ubuntu1 [149 kB]\n",
            "Get:521 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libwebkit2gtk-4.0-37 amd64 2.18.6-0ubuntu0.17.10.1 [11.2 MB]\n",
            "Get:522 http://archive.ubuntu.com/ubuntu artful/main amd64 libx11-xcb-dev amd64 2:1.6.4-3 [9,660 B]\n",
            "Get:523 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libxatracker2 amd64 17.2.8-0ubuntu0~17.10.1 [1,078 kB]\n",
            "Get:524 http://archive.ubuntu.com/ubuntu artful/main amd64 libxcb-dri2-0-dev amd64 1.12-1ubuntu1 [8,376 B]\n",
            "Get:525 http://archive.ubuntu.com/ubuntu artful/main amd64 libxcb-dri3-dev amd64 1.12-1ubuntu1 [5,742 B]\n",
            "Get:526 http://archive.ubuntu.com/ubuntu artful/main amd64 libxcb-glx0-dev amd64 1.12-1ubuntu1 [27.5 kB]\n",
            "Get:527 http://archive.ubuntu.com/ubuntu artful/main amd64 libxcb-randr0 amd64 1.12-1ubuntu1 [16.0 kB]\n",
            "Get:528 http://archive.ubuntu.com/ubuntu artful/main amd64 libxcb-render0-dev amd64 1.12-1ubuntu1 [18.3 kB]\n",
            "Get:529 http://archive.ubuntu.com/ubuntu artful/main amd64 libxcb-randr0-dev amd64 1.12-1ubuntu1 [19.5 kB]\n",
            "Get:530 http://archive.ubuntu.com/ubuntu artful/main amd64 libxcb-shape0-dev amd64 1.12-1ubuntu1 [7,056 B]\n",
            "Get:531 http://archive.ubuntu.com/ubuntu artful/main amd64 libxcb-xfixes0-dev amd64 1.12-1ubuntu1 [11.6 kB]\n",
            "Get:532 http://archive.ubuntu.com/ubuntu artful/main amd64 libxcb-sync-dev amd64 1.12-1ubuntu1 [10.5 kB]\n",
            "Get:533 http://archive.ubuntu.com/ubuntu artful/main amd64 libxcb-present-dev amd64 1.12-1ubuntu1 [6,868 B]\n",
            "Get:534 http://archive.ubuntu.com/ubuntu artful/main amd64 x11proto-xext-dev all 7.3.0-1 [212 kB]\n",
            "Get:535 http://archive.ubuntu.com/ubuntu artful/main amd64 x11proto-fixes-dev all 1:5.0-2ubuntu2 [14.2 kB]\n",
            "Get:536 http://archive.ubuntu.com/ubuntu artful/main amd64 libxfixes-dev amd64 1:5.0.3-1 [11.0 kB]\n",
            "Get:537 http://archive.ubuntu.com/ubuntu artful/main amd64 x11proto-damage-dev all 1:1.2.1-2 [8,286 B]\n",
            "Get:538 http://archive.ubuntu.com/ubuntu artful/main amd64 libxdamage-dev amd64 1:1.1.4-3 [5,028 B]\n",
            "Get:539 http://archive.ubuntu.com/ubuntu artful/main amd64 libxext-dev amd64 2:1.3.3-1 [82.1 kB]\n",
            "Get:540 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libxfont1 amd64 1:1.5.2-4ubuntu1.1 [94.6 kB]\n",
            "Get:541 http://archive.ubuntu.com/ubuntu artful/main amd64 libxnvctrl0 amd64 384.69-0ubuntu1 [11.2 kB]\n",
            "Get:542 http://archive.ubuntu.com/ubuntu artful/main amd64 libxshmfence-dev amd64 1.2-1 [3,676 B]\n",
            "Get:543 http://archive.ubuntu.com/ubuntu artful/main amd64 libxvmc1 amd64 2:1.0.10-1 [13.7 kB]\n",
            "Get:544 http://archive.ubuntu.com/ubuntu artful/main amd64 x11proto-xf86vidmode-dev all 2.3.1-2 [6,116 B]\n",
            "Get:545 http://archive.ubuntu.com/ubuntu artful/main amd64 libxxf86vm-dev amd64 1:1.1.4-1 [13.3 kB]\n",
            "Get:546 http://archive.ubuntu.com/ubuntu artful/main amd64 libyelp0 amd64 3.26.0-1ubuntu1 [93.9 kB]\n",
            "Get:547 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 linux-headers-4.13.0-38 all 4.13.0-38.43 [10.9 MB]\n",
            "Get:548 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 linux-headers-4.13.0-38-generic amd64 4.13.0-38.43 [700 kB]\n",
            "Get:549 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 linux-headers-generic amd64 4.13.0.38.41 [2,290 B]\n",
            "Get:550 http://archive.ubuntu.com/ubuntu artful/universe amd64 llvm-3.8-runtime amd64 1:3.8.1-24ubuntu7 [75.3 kB]\n",
            "Get:551 http://archive.ubuntu.com/ubuntu artful/universe amd64 llvm-3.8 amd64 1:3.8.1-24ubuntu7 [1,562 kB]\n",
            "Get:552 http://archive.ubuntu.com/ubuntu artful/main amd64 libjsoncpp1 amd64 1.7.4-3 [73.6 kB]\n",
            "Get:553 http://archive.ubuntu.com/ubuntu artful/main amd64 libffi-dev amd64 3.2.1-6 [156 kB]\n",
            "Get:554 http://archive.ubuntu.com/ubuntu artful/universe amd64 llvm-3.8-dev amd64 1:3.8.1-24ubuntu7 [17.0 MB]\n",
            "Get:555 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 mesa-common-dev amd64 17.2.8-0ubuntu0~17.10.1 [519 kB]\n",
            "42% [555 mesa-common-dev 25.8 kB/519 kB 5%]                  9,209 kB/s 1min 8s"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Get:556 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 mesa-vdpau-drivers amd64 17.2.8-0ubuntu0~17.10.1 [1,658 kB]\n",
            "Get:557 http://archive.ubuntu.com/ubuntu artful/main amd64 modemmanager amd64 1.6.8-1 [598 kB]\n",
            "Get:558 http://archive.ubuntu.com/ubuntu artful/main amd64 mousetweaks amd64 3.12.0-1ubuntu3 [36.4 kB]\n",
            "Get:559 http://archive.ubuntu.com/ubuntu artful/main amd64 nautilus-data all 1:3.26.0-0ubuntu1 [69.4 kB]\n",
            "Get:560 http://archive.ubuntu.com/ubuntu artful/main amd64 wpasupplicant amd64 2.4-0ubuntu10 [903 kB]\n",
            "Get:561 http://archive.ubuntu.com/ubuntu artful/main amd64 policykit-1 amd64 0.105-18 [52.4 kB]\n",
            "Get:562 http://archive.ubuntu.com/ubuntu artful/main amd64 network-manager amd64 1.8.4-1ubuntu3 [1,417 kB]\n",
            "Get:563 http://archive.ubuntu.com/ubuntu artful/main amd64 policykit-1-gnome amd64 0.105-6ubuntu2 [24.0 kB]\n",
            "Get:564 http://archive.ubuntu.com/ubuntu artful/main amd64 network-manager-gnome amd64 1.8.4-1ubuntu1 [315 kB]\n",
            "Get:565 http://archive.ubuntu.com/ubuntu artful/main amd64 ppp amd64 2.4.7-1+2ubuntu1 [329 kB]\n",
            "Get:566 http://archive.ubuntu.com/ubuntu artful/main amd64 pptp-linux amd64 1.9.0+ds-1 [41.3 kB]\n",
            "Get:567 http://archive.ubuntu.com/ubuntu artful/main amd64 network-manager-pptp amd64 1.2.4-4 [29.1 kB]\n",
            "Get:568 http://archive.ubuntu.com/ubuntu artful/main amd64 notification-daemon amd64 3.20.0-1 [30.2 kB]\n",
            "Get:569 http://archive.ubuntu.com/ubuntu artful/main amd64 ocl-icd-libopencl1 amd64 2.2.11-1ubuntu1 [30.3 kB]\n",
            "Get:570 http://archive.ubuntu.com/ubuntu artful-updates/restricted amd64 nvidia-opencl-icd-384 amd64 384.111-0ubuntu0.17.10.1 [3,370 kB]\n",
            "Get:571 http://archive.ubuntu.com/ubuntu artful/main amd64 bbswitch-dkms amd64 0.8-4ubuntu1 [11.6 kB]\n",
            "Get:572 http://archive.ubuntu.com/ubuntu artful/main amd64 nvidia-prime amd64 0.8.5 [11.0 kB]\n",
            "Get:573 http://archive.ubuntu.com/ubuntu artful/main amd64 python3-xkit all 0.5.0ubuntu2 [18.6 kB]\n",
            "Get:574 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 screen-resolution-extra all 0.17.1.1 [11.7 kB]\n",
            "Get:575 http://archive.ubuntu.com/ubuntu artful/main amd64 nvidia-settings amd64 384.69-0ubuntu1 [881 kB]\n",
            "Get:576 http://archive.ubuntu.com/ubuntu artful/main amd64 packagekit amd64 1.1.7-1 [362 kB]\n",
            "Get:577 http://archive.ubuntu.com/ubuntu artful/main amd64 packagekit-tools amd64 1.1.7-1 [32.3 kB]\n",
            "Get:578 http://archive.ubuntu.com/ubuntu artful/main amd64 python3-cairo amd64 1.10.0+dfsg-5build3 [29.4 kB]\n",
            "Get:579 http://archive.ubuntu.com/ubuntu artful/main amd64 python3-certifi all 2017.4.17-2 [177 kB]\n",
            "Get:580 http://archive.ubuntu.com/ubuntu artful/main amd64 python3-pkg-resources all 36.2.7-2 [98.7 kB]\n",
            "Get:581 http://archive.ubuntu.com/ubuntu artful/main amd64 python3-chardet all 3.0.4-1 [80.3 kB]\n",
            "Get:582 http://archive.ubuntu.com/ubuntu artful/main amd64 python3-cups amd64 1.9.73-1build2 [58.2 kB]\n",
            "Get:583 http://archive.ubuntu.com/ubuntu artful/main amd64 python3-idna all 2.5-1 [31.7 kB]\n",
            "Get:584 http://archive.ubuntu.com/ubuntu artful/main amd64 python3-six all 1.10.0-4 [10.8 kB]\n",
            "Get:585 http://archive.ubuntu.com/ubuntu artful/main amd64 python3-urllib3 all 1.21.1-1 [84.7 kB]\n",
            "Get:586 http://archive.ubuntu.com/ubuntu artful/main amd64 python3-requests all 2.18.1-1 [57.6 kB]\n",
            "Get:587 http://archive.ubuntu.com/ubuntu artful/main amd64 python3-cupshelpers all 1.5.9+20170825-0ubuntu1 [33.2 kB]\n",
            "44% [Working]                                                364 kB/s 28min 27s"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Get:588 http://archive.ubuntu.com/ubuntu artful/main amd64 rtkit amd64 0.11-5 [35.4 kB]\n",
            "Get:589 http://archive.ubuntu.com/ubuntu artful/main amd64 system-config-printer-common all 1.5.9+20170825-0ubuntu1 [106 kB]\n",
            "Get:590 http://archive.ubuntu.com/ubuntu artful/main amd64 system-config-printer all 1.5.9+20170825-0ubuntu1 [78.9 kB]\n",
            "Get:591 http://archive.ubuntu.com/ubuntu artful/main amd64 system-config-printer-udev amd64 1.5.9+20170825-0ubuntu1 [23.4 kB]\n",
            "Get:592 http://archive.ubuntu.com/ubuntu artful/main amd64 tcpd amd64 7.6.q-26 [23.5 kB]\n",
            "Get:593 http://archive.ubuntu.com/ubuntu artful/main amd64 ubuntu-system-service all 0.3 [9,052 B]\n",
            "Get:594 http://archive.ubuntu.com/ubuntu artful/universe amd64 ubuntu-touch-sounds all 15.08 [12.7 MB]\n",
            "Get:595 http://archive.ubuntu.com/ubuntu artful/universe amd64 unity-settings-daemon amd64 15.04.1+17.10.20171003-0ubuntu1 [450 kB]\n",
            "Get:596 http://archive.ubuntu.com/ubuntu artful/universe amd64 indicator-bluetooth amd64 0.0.6+17.10.20170605-0ubuntu3 [33.8 kB]\n",
            "Get:597 http://archive.ubuntu.com/ubuntu artful/universe amd64 indicator-sound amd64 12.10.2+17.10.20170829.1-0ubuntu1 [96.4 kB]\n",
            "Get:598 http://archive.ubuntu.com/ubuntu artful/universe amd64 unity-control-center amd64 15.04.0+17.10.20170930-0ubuntu1 [861 kB]\n",
            "Get:599 http://archive.ubuntu.com/ubuntu artful/universe amd64 unity-greeter amd64 17.10.0-0ubuntu1 [228 kB]\n",
            "Get:600 http://archive.ubuntu.com/ubuntu artful/main amd64 usbmuxd amd64 1.1.0-2build1 [34.0 kB]\n",
            "Get:601 http://archive.ubuntu.com/ubuntu artful/main amd64 vdpau-driver-all amd64 1.1.1-3ubuntu1 [4,674 B]\n",
            "Get:602 http://archive.ubuntu.com/ubuntu artful/main amd64 wamerican all 2017.01.22-1 [207 kB]\n",
            "Get:603 http://archive.ubuntu.com/ubuntu artful/main amd64 x11proto-dri2-dev all 2.8-2 [12.6 kB]\n",
            "Get:604 http://archive.ubuntu.com/ubuntu artful/main amd64 x11proto-gl-dev all 1.4.17-1 [17.9 kB]\n",
            "Get:605 http://archive.ubuntu.com/ubuntu artful/main amd64 xfonts-encodings all 1:1.0.4-2 [573 kB]\n",
            "Get:606 http://archive.ubuntu.com/ubuntu artful/main amd64 xfonts-utils amd64 1:7.7+4 [75.4 kB]\n",
            "Get:607 http://archive.ubuntu.com/ubuntu artful/main amd64 xfonts-base all 1:1.0.4+nmu1 [5,914 kB]\n",
            "Get:608 http://archive.ubuntu.com/ubuntu artful/main amd64 xserver-xorg-input-libinput amd64 0.25.0-0ubuntu1 [33.7 kB]\n",
            "Get:609 http://archive.ubuntu.com/ubuntu artful/main amd64 xserver-xorg-input-all amd64 1:7.7+19ubuntu3 [4,134 B]\n",
            "Get:610 http://archive.ubuntu.com/ubuntu artful/main amd64 xserver-xorg-input-wacom amd64 1:0.34.0-0ubuntu2 [86.8 kB]\n",
            "Get:611 http://archive.ubuntu.com/ubuntu artful/main amd64 xserver-xorg amd64 1:7.7+19ubuntu3 [65.2 kB]\n",
            "Get:612 http://archive.ubuntu.com/ubuntu artful/main amd64 xserver-xorg-video-amdgpu amd64 1.4.0-1 [59.4 kB]\n",
            "Get:613 http://archive.ubuntu.com/ubuntu artful/main amd64 xserver-xorg-video-radeon amd64 1:7.10.0-1 [145 kB]\n",
            "Get:614 http://archive.ubuntu.com/ubuntu artful/main amd64 xserver-xorg-video-ati amd64 1:7.10.0-1 [7,024 B]\n",
            "Get:615 http://archive.ubuntu.com/ubuntu artful/main amd64 xserver-xorg-video-fbdev amd64 1:0.4.4-1build6 [11.5 kB]\n",
            "Get:616 http://archive.ubuntu.com/ubuntu artful/main amd64 xserver-xorg-video-nouveau amd64 1:1.0.15-2 [86.3 kB]\n",
            "Get:617 http://archive.ubuntu.com/ubuntu artful/main amd64 xserver-xorg-video-vesa amd64 1:2.3.4-1build3 [14.7 kB]\n",
            "Get:618 http://archive.ubuntu.com/ubuntu artful/main amd64 xserver-xorg-video-vmware amd64 1:13.2.1-1build1 [71.6 kB]\n",
            "Get:619 http://archive.ubuntu.com/ubuntu artful/main amd64 xserver-xorg-video-all amd64 1:7.7+19ubuntu3 [4,180 B]\n",
            "Get:620 http://archive.ubuntu.com/ubuntu artful/main amd64 libxcb-util1 amd64 0.4.0-0ubuntu3 [11.2 kB]\n",
            "Get:621 http://archive.ubuntu.com/ubuntu artful/main amd64 xserver-xorg-video-intel amd64 2:2.99.917+git20170309-0ubuntu1 [727 kB]\n",
            "Get:622 http://archive.ubuntu.com/ubuntu artful/main amd64 xserver-xorg-video-qxl amd64 0.1.5-2build1 [81.0 kB]\n",
            "Get:623 http://archive.ubuntu.com/ubuntu artful/main amd64 yelp-xsl all 3.20.1-2 [230 kB]\n",
            "Get:624 http://archive.ubuntu.com/ubuntu artful/main amd64 yelp amd64 3.26.0-1ubuntu1 [514 kB]\n",
            "Get:625 http://archive.ubuntu.com/ubuntu artful/main amd64 zenity-common all 3.24.0-1 [200 kB]\n",
            "48% [Waiting for headers]                                   1,509 kB/s 6min 35s"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Get:626 http://archive.ubuntu.com/ubuntu artful/main amd64 zenity amd64 3.24.0-1 [59.9 kB]\n",
            "Get:627 http://archive.ubuntu.com/ubuntu artful/main amd64 cups-pk-helper amd64 0.2.6-1ubuntu1 [50.4 kB]\n",
            "Get:628 http://archive.ubuntu.com/ubuntu artful/main amd64 gdisk amd64 1.0.1-1build1 [194 kB]\n",
            "Get:629 http://archive.ubuntu.com/ubuntu artful/main amd64 ippusbxd amd64 1.31-0ubuntu1 [32.5 kB]\n",
            "Get:630 http://archive.ubuntu.com/ubuntu artful/main amd64 libcanberra-gtk3-module amd64 0.30-3ubuntu1 [9,870 B]\n",
            "Get:631 http://archive.ubuntu.com/ubuntu artful/multiverse amd64 libcuinj64-8.0 amd64 8.0.61-1 [1,758 kB]\n",
            "Get:632 http://archive.ubuntu.com/ubuntu artful/multiverse amd64 libcusparse8.0 amd64 8.0.61-1 [22.6 MB]\n",
            "Get:633 http://archive.ubuntu.com/ubuntu artful-updates/main amd64 libgl1-mesa-dev amd64 17.2.8-0ubuntu0~17.10.1 [4,436 B]\n",
            "Get:634 http://archive.ubuntu.com/ubuntu artful/multiverse amd64 libnppc8.0 amd64 8.0.61-1 [122 kB]\n",
            "Get:635 http://archive.ubuntu.com/ubuntu artful/multiverse amd64 libnppi8.0 amd64 8.0.61-1 [40.3 MB]\n",
            "Get:636 http://archive.ubuntu.com/ubuntu artful/multiverse amd64 libnppial8.0 amd64 8.0.61-1 [3,338 kB]\n",
            "Get:637 http://archive.ubuntu.com/ubuntu artful/multiverse amd64 libnppicc8.0 amd64 8.0.61-1 [1,344 kB]\n",
            "Get:638 http://archive.ubuntu.com/ubuntu artful/multiverse amd64 libnppicom8.0 amd64 8.0.61-1 [384 kB]\n",
            "Get:639 http://archive.ubuntu.com/ubuntu artful/multiverse amd64 libnppidei8.0 amd64 8.0.61-1 [1,756 kB]\n",
            "Get:640 http://archive.ubuntu.com/ubuntu artful/multiverse amd64 libnppif8.0 amd64 8.0.61-1 [19.2 MB]\n",
            "Get:641 http://archive.ubuntu.com/ubuntu artful/multiverse amd64 libnppig8.0 amd64 8.0.61-1 [7,777 kB]\n",
            "Get:642 http://archive.ubuntu.com/ubuntu artful/multiverse amd64 libnppim8.0 amd64 8.0.61-1 [1,498 kB]\n",
            "Get:643 http://archive.ubuntu.com/ubuntu artful/multiverse amd64 libnppist8.0 amd64 8.0.61-1 [4,791 kB]\n",
            "Get:644 http://archive.ubuntu.com/ubuntu artful/multiverse amd64 libnppisu8.0 amd64 8.0.61-1 [115 kB]\n",
            "Get:645 http://archive.ubuntu.com/ubuntu artful/multiverse amd64 libnppitc8.0 amd64 8.0.61-1 [766 kB]\n",
            "Get:646 http://archive.ubuntu.com/ubuntu artful/multiverse amd64 libnpps8.0 amd64 8.0.61-1 [2,595 kB]\n",
            "Get:647 http://archive.ubuntu.com/ubuntu artful/multiverse amd64 libnvblas8.0 amd64 8.0.61-1 [128 kB]\n",
            "Get:648 http://archive.ubuntu.com/ubuntu artful/multiverse amd64 libnvgraph8.0 amd64 8.0.61-1 [2,336 kB]\n",
            "Get:649 http://archive.ubuntu.com/ubuntu artful/multiverse amd64 libnvrtc8.0 amd64 8.0.61-1 [6,225 kB]\n",
            "Get:650 http://archive.ubuntu.com/ubuntu artful/multiverse amd64 libnvtoolsext1 amd64 8.0.61-1 [32.2 kB]\n",
            "Get:651 http://archive.ubuntu.com/ubuntu artful/multiverse amd64 libnvvm3 amd64 8.0.61-1 [4,236 kB]\n",
            "Get:652 http://archive.ubuntu.com/ubuntu artful/multiverse amd64 libthrust-dev all 1.8.1-1 [430 kB]\n",
            "Get:653 http://archive.ubuntu.com/ubuntu artful/main amd64 libtxc-dxtn-s2tc amd64 1.0+git20151227-2 [48.4 kB]\n",
            "Get:654 http://archive.ubuntu.com/ubuntu artful/main amd64 mobile-broadband-provider-info all 20170903-1 [47.3 kB]\n",
            "Get:655 http://archive.ubuntu.com/ubuntu artful/multiverse amd64 nvidia-cuda-dev amd64 8.0.61-1 [243 MB]\n",
            "65% [655 nvidia-cuda-dev 75.1 MB/243 MB 31%]                      18.0 MB/s 22s"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Get:656 http://archive.ubuntu.com/ubuntu artful/multiverse amd64 nvidia-cuda-doc all 8.0.61-1 [90.7 MB]\n",
            "Get:657 http://archive.ubuntu.com/ubuntu artful/multiverse amd64 nvidia-cuda-gdb amd64 8.0.61-1 [2,610 kB]\n",
            "Get:658 http://archive.ubuntu.com/ubuntu artful/multiverse amd64 nvidia-profiler amd64 8.0.61-1 [2,624 kB]\n",
            "Get:659 http://archive.ubuntu.com/ubuntu artful/main amd64 opencl-c-headers all 2.1-1 [23.2 kB]\n",
            "Get:660 http://archive.ubuntu.com/ubuntu artful/universe amd64 opencl-clhpp-headers all 2.0.10-1 [57.5 kB]\n",
            "Get:661 http://archive.ubuntu.com/ubuntu artful/universe amd64 opencl-headers all 2.1-1 [2,590 B]\n",
            "Get:662 http://archive.ubuntu.com/ubuntu artful/multiverse amd64 nvidia-opencl-dev amd64 8.0.61-1 [23.7 kB]\n",
            "Get:663 http://archive.ubuntu.com/ubuntu artful/multiverse amd64 nvidia-cuda-toolkit amd64 8.0.61-1 [22.4 MB]\n",
            "Get:664 http://archive.ubuntu.com/ubuntu artful/multiverse amd64 nvidia-visual-profiler amd64 8.0.61-1 [113 MB]\n",
            "Get:665 http://archive.ubuntu.com/ubuntu artful/main amd64 usb-modeswitch-data all 20170806-1 [30.7 kB]\n",
            "Get:666 http://archive.ubuntu.com/ubuntu artful/main amd64 usb-modeswitch amd64 2.5.1+repack0-1ubuntu1 [53.1 kB]\n",
            "Fetched 932 MB in 1min 44s (8,887 kB/s)\n",
            "Extracting templates from packages: 100%\n",
            "Preconfiguring packages ...\n",
            "(Reading database ... 18298 files and directories currently installed.)\n",
            "Preparing to unpack .../libsystemd0_234-2ubuntu12.3_amd64.deb ...\n",
            "Unpacking libsystemd0:amd64 (234-2ubuntu12.3) over (234-2ubuntu12.1) ...\n",
            "Setting up libsystemd0:amd64 (234-2ubuntu12.3) ...\n",
            "Selecting previously unselected package liblocale-gettext-perl.\n",
            "(Reading database ... 18298 files and directories currently installed.)\n",
            "Preparing to unpack .../liblocale-gettext-perl_1.07-3build2_amd64.deb ...\n",
            "Unpacking liblocale-gettext-perl (1.07-3build2) ...\n",
            "Selecting previously unselected package keyboard-configuration.\n",
            "Preparing to unpack .../keyboard-configuration_1.166ubuntu7_all.deb ...\n",
            "Unpacking keyboard-configuration (1.166ubuntu7) ...\n",
            "Selecting previously unselected package libapparmor1:amd64.\n",
            "Preparing to unpack .../libapparmor1_2.11.0-2ubuntu17.1_amd64.deb ...\n",
            "Unpacking libapparmor1:amd64 (2.11.0-2ubuntu17.1) ...\n",
            "Selecting previously unselected package libcap2:amd64.\n",
            "Preparing to unpack .../libcap2_1%3a2.25-1.1_amd64.deb ...\n",
            "Unpacking libcap2:amd64 (1:2.25-1.1) ...\n",
            "Preparing to unpack .../libudev1_234-2ubuntu12.3_amd64.deb ...\n",
            "Unpacking libudev1:amd64 (234-2ubuntu12.3) over (234-2ubuntu12.1) ...\n",
            "Setting up libudev1:amd64 (234-2ubuntu12.3) ...\n",
            "Selecting previously unselected package libdevmapper1.02.1:amd64.\n",
            "(Reading database ... 18348 files and directories currently installed.)\n",
            "Preparing to unpack .../0-libdevmapper1.02.1_2%3a1.02.137-2ubuntu3_amd64.deb ...\n",
            "Unpacking libdevmapper1.02.1:amd64 (2:1.02.137-2ubuntu3) ...\n",
            "Selecting previously unselected package libcryptsetup4:amd64.\n",
            "Preparing to unpack .../1-libcryptsetup4_2%3a1.7.3-4ubuntu1_amd64.deb ...\n",
            "Unpacking libcryptsetup4:amd64 (2:1.7.3-4ubuntu1) ...\n",
            "Selecting previously unselected package libip4tc0:amd64.\n",
            "Preparing to unpack .../2-libip4tc0_1.6.1-2ubuntu1_amd64.deb ...\n",
            "Unpacking libip4tc0:amd64 (1.6.1-2ubuntu1) ...\n",
            "Selecting previously unselected package libkmod2:amd64.\n",
            "Preparing to unpack .../3-libkmod2_24-1ubuntu2_amd64.deb ...\n",
            "Unpacking libkmod2:amd64 (24-1ubuntu2) ...\n",
            "Selecting previously unselected package libseccomp2:amd64.\n",
            "Preparing to unpack .../4-libseccomp2_2.3.1-2.1ubuntu3_amd64.deb ...\n",
            "Unpacking libseccomp2:amd64 (2.3.1-2.1ubuntu3) ...\n",
            "Selecting previously unselected package systemd.\n",
            "Preparing to unpack .../5-systemd_234-2ubuntu12.3_amd64.deb ...\n",
            "Unpacking systemd (234-2ubuntu12.3) ...\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Setting up libapparmor1:amd64 (2.11.0-2ubuntu17.1) ...\n",
            "Setting up libcap2:amd64 (1:2.25-1.1) ...\n",
            "Setting up libdevmapper1.02.1:amd64 (2:1.02.137-2ubuntu3) ...\n",
            "Setting up libcryptsetup4:amd64 (2:1.7.3-4ubuntu1) ...\n",
            "Setting up libip4tc0:amd64 (1.6.1-2ubuntu1) ...\n",
            "Setting up libkmod2:amd64 (24-1ubuntu2) ...\n",
            "Setting up libseccomp2:amd64 (2.3.1-2.1ubuntu3) ...\n",
            "Setting up systemd (234-2ubuntu12.3) ...\n",
            "Created symlink /etc/systemd/system/getty.target.wants/getty@tty1.service → /lib/systemd/system/getty@.service.\n",
            "Created symlink /etc/systemd/system/multi-user.target.wants/remote-fs.target → /lib/systemd/system/remote-fs.target.\n",
            "Created symlink /etc/systemd/system/sysinit.target.wants/systemd-timesyncd.service → /lib/systemd/system/systemd-timesyncd.service.\n",
            "Created symlink /etc/systemd/system/dbus-org.freedesktop.resolve1.service → /lib/systemd/system/systemd-resolved.service.\n",
            "Created symlink /etc/systemd/system/multi-user.target.wants/systemd-resolved.service → /lib/systemd/system/systemd-resolved.service.\n",
            "ln: cannot remove '/etc/resolv.conf': Device or resource busy\n",
            "Created symlink /etc/systemd/system/multi-user.target.wants/ondemand.service → /lib/systemd/system/ondemand.service.\n",
            "Initializing machine ID from random generator.\n",
            "Adding group `systemd-journal' (GID 102) ...\n",
            "Done.\n",
            "Selecting previously unselected package systemd-sysv.\n",
            "(Reading database ... 19057 files and directories currently installed.)\n",
            "Preparing to unpack .../0-systemd-sysv_234-2ubuntu12.3_amd64.deb ...\n",
            "Unpacking systemd-sysv (234-2ubuntu12.3) ...\n",
            "Selecting previously unselected package udev.\n",
            "Preparing to unpack .../1-udev_234-2ubuntu12.3_amd64.deb ...\n",
            "Unpacking udev (234-2ubuntu12.3) ...\n",
            "Selecting previously unselected package libnfnetlink0:amd64.\n",
            "Preparing to unpack .../2-libnfnetlink0_1.0.1-3_amd64.deb ...\n",
            "Unpacking libnfnetlink0:amd64 (1.0.1-3) ...\n",
            "Selecting previously unselected package groff-base.\n",
            "Preparing to unpack .../3-groff-base_1.22.3-9_amd64.deb ...\n",
            "Unpacking groff-base (1.22.3-9) ...\n",
            "Selecting previously unselected package bsdmainutils.\n",
            "Preparing to unpack .../4-bsdmainutils_9.0.12+nmu1ubuntu1_amd64.deb ...\n",
            "Unpacking bsdmainutils (9.0.12+nmu1ubuntu1) ...\n",
            "Selecting previously unselected package libpipeline1:amd64.\n",
            "Preparing to unpack .../5-libpipeline1_1.4.2-1_amd64.deb ...\n",
            "Unpacking libpipeline1:amd64 (1.4.2-1) ...\n",
            "Selecting previously unselected package man-db.\n",
            "Preparing to unpack .../6-man-db_2.7.6.1-2_amd64.deb ...\n",
            "Unpacking man-db (2.7.6.1-2) ...\n",
            "Selecting previously unselected package libfuse2:amd64.\n",
            "Preparing to unpack .../7-libfuse2_2.9.7-1ubuntu1_amd64.deb ...\n",
            "Unpacking libfuse2:amd64 (2.9.7-1ubuntu1) ...\n",
            "Selecting previously unselected package fuse.\n",
            "Preparing to unpack .../8-fuse_2.9.7-1ubuntu1_amd64.deb ...\n",
            "Unpacking fuse (2.9.7-1ubuntu1) ...\n",
            "Selecting previously unselected package libntfs-3g872.\n",
            "Preparing to unpack .../9-libntfs-3g872_1%3a2016.2.22AR.2-2_amd64.deb ...\n",
            "Unpacking libntfs-3g872 (1:2016.2.22AR.2-2) ...\n",
            "Setting up libfuse2:amd64 (2.9.7-1ubuntu1) ...\n",
            "Setting up fuse (2.9.7-1ubuntu1) ...\n",
            "Selecting previously unselected package ntfs-3g.\n",
            "(Reading database ... 19708 files and directories currently installed.)\n",
            "Preparing to unpack .../000-ntfs-3g_1%3a2016.2.22AR.2-2_amd64.deb ...\n",
            "Unpacking ntfs-3g (1:2016.2.22AR.2-2) ...\n",
            "Selecting previously unselected package fontconfig.\n",
            "Preparing to unpack .../001-fontconfig_2.11.94-0ubuntu2_amd64.deb ...\n",
            "Unpacking fontconfig (2.11.94-0ubuntu2) ...\n",
            "Selecting previously unselected package libdbusmenu-glib4:amd64.\n",
            "Preparing to unpack .../002-libdbusmenu-glib4_16.04.1+17.04.20170109.1-0ubuntu1_amd64.deb ...\n",
            "Unpacking libdbusmenu-glib4:amd64 (16.04.1+17.04.20170109.1-0ubuntu1) ...\n",
            "Selecting previously unselected package libatk1.0-data.\n",
            "Preparing to unpack .../003-libatk1.0-data_2.26.0-2ubuntu1_all.deb ...\n",
            "Unpacking libatk1.0-data (2.26.0-2ubuntu1) ...\n",
            "Selecting previously unselected package libatk1.0-0:amd64.\n",
            "Preparing to unpack .../004-libatk1.0-0_2.26.0-2ubuntu1_amd64.deb ...\n",
            "Unpacking libatk1.0-0:amd64 (2.26.0-2ubuntu1) ...\n",
            "Selecting previously unselected package libjbig0:amd64.\n",
            "Preparing to unpack .../005-libjbig0_2.1-3.1_amd64.deb ...\n",
            "Unpacking libjbig0:amd64 (2.1-3.1) ...\n",
            "Selecting previously unselected package libtiff5:amd64.\n",
            "Preparing to unpack .../006-libtiff5_4.0.8-5ubuntu0.1_amd64.deb ...\n",
            "Unpacking libtiff5:amd64 (4.0.8-5ubuntu0.1) ...\n",
            "Selecting previously unselected package shared-mime-info.\n",
            "Preparing to unpack .../007-shared-mime-info_1.8-1_amd64.deb ...\n",
            "Unpacking shared-mime-info (1.8-1) ...\n",
            "Selecting previously unselected package libgdk-pixbuf2.0-common.\n",
            "Preparing to unpack .../008-libgdk-pixbuf2.0-common_2.36.11-1ubuntu0.1_all.deb ...\n",
            "Unpacking libgdk-pixbuf2.0-common (2.36.11-1ubuntu0.1) ...\n",
            "Selecting previously unselected package libgdk-pixbuf2.0-0:amd64.\n",
            "Preparing to unpack .../009-libgdk-pixbuf2.0-0_2.36.11-1ubuntu0.1_amd64.deb ...\n",
            "Unpacking libgdk-pixbuf2.0-0:amd64 (2.36.11-1ubuntu0.1) ...\n",
            "Selecting previously unselected package libthai-data.\n",
            "Preparing to unpack .../010-libthai-data_0.1.26-3_all.deb ...\n",
            "Unpacking libthai-data (0.1.26-3) ...\n",
            "Selecting previously unselected package libdatrie1:amd64.\n",
            "Preparing to unpack .../011-libdatrie1_0.2.10-5_amd64.deb ...\n",
            "Unpacking libdatrie1:amd64 (0.2.10-5) ...\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Selecting previously unselected package libthai0:amd64.\r\n",
            "Preparing to unpack .../012-libthai0_0.1.26-3_amd64.deb ...\r\n",
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          ],
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        },
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          ],
          "name": "stdout"
        },
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          "text": [
            "Selecting previously unselected package libdrm-intel1:amd64.\r\n",
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            "No diversion 'diversion of /usr/sbin/update-icon-caches to /usr/sbin/update-icon-caches.gtk2 by libgtk-3-bin', none removed.\n",
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          ],
          "name": "stdout"
        },
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          "text": [
            "Selecting previously unselected package libdaemon0:amd64.\r\n",
            "Preparing to unpack .../102-libdaemon0_0.14-6_amd64.deb ...\r\n",
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          ],
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        },
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            "Selecting previously unselected package eject.\r\n",
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            "Selecting previously unselected package libisc-export160.\n",
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            "Selecting previously unselected package libtext-iconv-perl.\n",
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            "Selecting previously unselected package libxtables12:amd64.\n",
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            "Selecting previously unselected package sudo.\n",
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            "Selecting previously unselected package libaccountsservice0:amd64.\n",
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            "Unpacking libaccountsservice0:amd64 (0.6.42-0ubuntu3.1) ...\n",
            "Selecting previously unselected package libpolkit-gobject-1-0:amd64.\n",
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            "Preparing to unpack .../158-accountsservice_0.6.42-0ubuntu3.1_amd64.deb ...\n",
            "Unpacking accountsservice (0.6.42-0ubuntu3.1) ...\n",
            "Selecting previously unselected package libgeoip1:amd64.\n",
            "Preparing to unpack .../159-libgeoip1_1.6.11-2ubuntu1_amd64.deb ...\n",
            "Unpacking libgeoip1:amd64 (1.6.11-2ubuntu1) ...\n",
            "Selecting previously unselected package libisc160:amd64.\n",
            "Preparing to unpack .../160-libisc160_1%3a9.10.3.dfsg.P4-12.6ubuntu1.1_amd64.deb ...\n",
            "Unpacking libisc160:amd64 (1:9.10.3.dfsg.P4-12.6ubuntu1.1) ...\n",
            "Selecting previously unselected package libdns162:amd64.\n",
            "Preparing to unpack .../161-libdns162_1%3a9.10.3.dfsg.P4-12.6ubuntu1.1_amd64.deb ...\n",
            "Unpacking libdns162:amd64 (1:9.10.3.dfsg.P4-12.6ubuntu1.1) ...\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Selecting previously unselected package libisccc140:amd64.\r\n",
            "Preparing to unpack .../162-libisccc140_1%3a9.10.3.dfsg.P4-12.6ubuntu1.1_amd64.deb ...\r\n",
            "Unpacking libisccc140:amd64 (1:9.10.3.dfsg.P4-12.6ubuntu1.1) ...\n",
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            "Unpacking libisccfg140:amd64 (1:9.10.3.dfsg.P4-12.6ubuntu1.1) ...\n",
            "Selecting previously unselected package libbind9-140:amd64.\n",
            "Preparing to unpack .../164-libbind9-140_1%3a9.10.3.dfsg.P4-12.6ubuntu1.1_amd64.deb ...\n",
            "Unpacking libbind9-140:amd64 (1:9.10.3.dfsg.P4-12.6ubuntu1.1) ...\n",
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            "Unpacking liblwres141:amd64 (1:9.10.3.dfsg.P4-12.6ubuntu1.1) ...\n",
            "Selecting previously unselected package bind9-host.\n",
            "Preparing to unpack .../166-bind9-host_1%3a9.10.3.dfsg.P4-12.6ubuntu1.1_amd64.deb ...\n",
            "Unpacking bind9-host (1:9.10.3.dfsg.P4-12.6ubuntu1.1) ...\n",
            "Selecting previously unselected package dosfstools.\n",
            "Preparing to unpack .../167-dosfstools_4.1-1_amd64.deb ...\n",
            "Unpacking dosfstools (4.1-1) ...\n",
            "Selecting previously unselected package geoip-database.\n",
            "Preparing to unpack .../168-geoip-database_20170912-1_all.deb ...\n",
            "Unpacking geoip-database (20170912-1) ...\n",
            "Selecting previously unselected package gettext-base.\n",
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            "Unpacking gettext-base (0.19.8.1-4ubuntu1) ...\n",
            "Selecting previously unselected package libgirepository-1.0-1:amd64.\n",
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            "Unpacking libgirepository-1.0-1:amd64 (1.54.1-1) ...\n",
            "Selecting previously unselected package gir1.2-glib-2.0:amd64.\n",
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            "Unpacking gir1.2-glib-2.0:amd64 (1.54.1-1) ...\n",
            "Selecting previously unselected package libip6tc0:amd64.\n",
            "Preparing to unpack .../172-libip6tc0_1.6.1-2ubuntu1_amd64.deb ...\n",
            "Unpacking libip6tc0:amd64 (1.6.1-2ubuntu1) ...\n",
            "Selecting previously unselected package libiptc0:amd64.\n",
            "Preparing to unpack .../173-libiptc0_1.6.1-2ubuntu1_amd64.deb ...\n",
            "Unpacking libiptc0:amd64 (1.6.1-2ubuntu1) ...\n",
            "Selecting previously unselected package libnetfilter-conntrack3:amd64.\n",
            "Preparing to unpack .../174-libnetfilter-conntrack3_1.0.6-2_amd64.deb ...\n",
            "Unpacking libnetfilter-conntrack3:amd64 (1.0.6-2) ...\n",
            "Selecting previously unselected package iptables.\n",
            "Preparing to unpack .../175-iptables_1.6.1-2ubuntu1_amd64.deb ...\n",
            "Unpacking iptables (1.6.1-2ubuntu1) ...\n",
            "Selecting previously unselected package iso-codes.\n",
            "Preparing to unpack .../176-iso-codes_3.75-1_all.deb ...\n",
            "Unpacking iso-codes (3.75-1) ...\n",
            "Selecting previously unselected package libdbus-glib-1-2:amd64.\n",
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            "Unpacking libdbus-glib-1-2:amd64 (0.108-2) ...\n",
            "Selecting previously unselected package libparted2:amd64.\n",
            "Preparing to unpack .../178-libparted2_3.2-18ubuntu0.1_amd64.deb ...\n",
            "Unpacking libparted2:amd64 (3.2-18ubuntu0.1) ...\n",
            "Selecting previously unselected package libpcap0.8:amd64.\n",
            "Preparing to unpack .../179-libpcap0.8_1.8.1-5ubuntu1_amd64.deb ...\n",
            "Unpacking libpcap0.8:amd64 (1.8.1-5ubuntu1) ...\n",
            "Selecting previously unselected package libpci3:amd64.\n",
            "Preparing to unpack .../180-libpci3_1%3a3.5.2-1ubuntu1_amd64.deb ...\n",
            "Unpacking libpci3:amd64 (1:3.5.2-1ubuntu1) ...\n",
            "Selecting previously unselected package libxmuu1:amd64.\n",
            "Preparing to unpack .../181-libxmuu1_2%3a1.1.2-2_amd64.deb ...\n",
            "Unpacking libxmuu1:amd64 (2:1.1.2-2) ...\n",
            "Selecting previously unselected package parted.\n",
            "Preparing to unpack .../182-parted_3.2-18ubuntu0.1_amd64.deb ...\n",
            "Unpacking parted (3.2-18ubuntu0.1) ...\n",
            "Selecting previously unselected package pciutils.\n",
            "Preparing to unpack .../183-pciutils_1%3a3.5.2-1ubuntu1_amd64.deb ...\n",
            "Unpacking pciutils (1:3.5.2-1ubuntu1) ...\n",
            "Selecting previously unselected package plymouth-theme-ubuntu-text.\n",
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            "Unpacking plymouth-theme-ubuntu-text (0.9.2-3ubuntu19) ...\n",
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            "Preparing to unpack .../185-psmisc_23.1-1_amd64.deb ...\n",
            "Unpacking psmisc (23.1-1) ...\n",
            "Selecting previously unselected package python-apt-common.\n",
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            "Unpacking python-apt-common (1.4.0~beta3build2) ...\n",
            "Selecting previously unselected package python3-apt.\n",
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            "Unpacking python3-apt (1.4.0~beta3build2) ...\n",
            "Selecting previously unselected package python3-dbus.\n",
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            "Unpacking python3-dbus (1.2.4-1build3) ...\n",
            "Selecting previously unselected package python3-gi.\n",
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            "Unpacking python3-gi (3.24.1-2build1) ...\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Selecting previously unselected package xauth.\r\n",
            "Preparing to unpack .../190-xauth_1%3a1.0.9-1ubuntu2_amd64.deb ...\r\n",
            "Unpacking xauth (1:1.0.9-1ubuntu2) ...\n",
            "Selecting previously unselected package acpid.\n",
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          ],
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        },
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          ],
          "name": "stdout"
        },
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          ],
          "name": "stdout"
        },
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          "text": [
            "Unpacking libebackend-1.2-10:amd64 (3.26.1-1ubuntu1) ...\n",
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          ],
          "name": "stdout"
        },
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            "Selecting previously unselected package libgeoclue0:amd64.\r\n",
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            "Selecting previously unselected package gir1.2-atk-1.0:amd64.\n",
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            "Selecting previously unselected package libpangoxft-1.0-0:amd64.\n",
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            "Selecting previously unselected package gir1.2-gtk-3.0:amd64.\n",
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            "Selecting previously unselected package libibus-1.0-5:amd64.\n",
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            "Selecting previously unselected package libnotify4:amd64.\n",
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            "Selecting previously unselected package libpackagekit-glib2-18:amd64.\n",
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            "Selecting previously unselected package gir1.2-packagekitglib-1.0.\n",
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            "Unpacking gir1.2-packagekitglib-1.0 (1.1.7-1) ...\n",
            "Selecting previously unselected package libpolkit-agent-1-0:amd64.\n",
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            "Unpacking libpolkit-agent-1-0:amd64 (0.105-18) ...\n",
            "Selecting previously unselected package gir1.2-polkit-1.0.\n",
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            "Selecting previously unselected package libgnomekbd-common.\n",
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          ],
          "name": "stdout"
        },
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          "text": [
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            "Selecting previously unselected package libcanberra-gtk3-0:amd64.\n",
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            "Selecting previously unselected package gnome-menus.\n",
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            "Selecting previously unselected package libupower-glib3:amd64.\n",
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            "Selecting previously unselected package gnome-settings-daemon-schemas.\n",
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            "Selecting previously unselected package libgudev-1.0-0:amd64.\n",
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            "Selecting previously unselected package libplist3:amd64.\n",
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            "Selecting previously unselected package libusbmuxd4:amd64.\n",
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            "Selecting previously unselected package libimobiledevice6:amd64.\n",
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            "Selecting previously unselected package upower.\n",
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            "Selecting previously unselected package gnome-power-manager.\n",
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            "Selecting previously unselected package libgdk-pixbuf2.0-bin.\n",
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            "Unpacking libgdk-pixbuf2.0-bin (2.36.11-1ubuntu0.1) ...\n",
            "Selecting previously unselected package libgnome-desktop-3-12:amd64.\n",
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            "Selecting previously unselected package libgles2-mesa:amd64.\n",
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            "Selecting previously unselected package gnome-session-bin.\n",
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            "Selecting previously unselected package gsettings-ubuntu-schemas.\n",
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            "Selecting previously unselected package libcogl-pango20:amd64.\n",
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            "Selecting previously unselected package libcogl-path20:amd64.\n",
            "Preparing to unpack .../362-libcogl-path20_1.22.2-2_amd64.deb ...\n",
            "Unpacking libcogl-path20:amd64 (1.22.2-2) ...\n",
            "Selecting previously unselected package libevdev2:amd64.\n",
            "Preparing to unpack .../363-libevdev2_1.5.7+dfsg-1_amd64.deb ...\n",
            "Unpacking libevdev2:amd64 (1.5.7+dfsg-1) ...\n",
            "Selecting previously unselected package libwacom-common.\n",
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            "Unpacking libwacom-common (0.24-1) ...\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Selecting previously unselected package libwacom2:amd64.\r\n",
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          ],
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          ],
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          ],
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          ],
          "name": "stdout"
        },
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          "text": [
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          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Selecting previously unselected package libxcb-sync-dev:amd64.\r\n",
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            "Unpacking libxcb-present-dev:amd64 (1.12-1ubuntu1) ...\n",
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            "Unpacking x11proto-xext-dev (7.3.0-1) ...\n",
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            "Unpacking x11proto-damage-dev (1:1.2.1-2) ...\n",
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            "Selecting previously unselected package x11proto-xf86vidmode-dev.\n",
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            "Selecting previously unselected package linux-headers-4.13.0-38.\n",
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            "Unpacking linux-headers-generic (4.13.0.38.41) ...\n",
            "Selecting previously unselected package llvm-3.8-runtime.\n",
            "Preparing to unpack .../527-llvm-3.8-runtime_1%3a3.8.1-24ubuntu7_amd64.deb ...\n",
            "Unpacking llvm-3.8-runtime (1:3.8.1-24ubuntu7) ...\n",
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            "Selecting previously unselected package libffi-dev:amd64.\n",
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            "Selecting previously unselected package llvm-3.8-dev.\n",
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            "Selecting previously unselected package mesa-common-dev:amd64.\n",
            "Preparing to unpack .../532-mesa-common-dev_17.2.8-0ubuntu0~17.10.1_amd64.deb ...\n",
            "Unpacking mesa-common-dev:amd64 (17.2.8-0ubuntu0~17.10.1) ...\n",
            "Selecting previously unselected package mesa-vdpau-drivers:amd64.\n",
            "Preparing to unpack .../533-mesa-vdpau-drivers_17.2.8-0ubuntu0~17.10.1_amd64.deb ...\n",
            "Unpacking mesa-vdpau-drivers:amd64 (17.2.8-0ubuntu0~17.10.1) ...\n",
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            "Preparing to unpack .../534-modemmanager_1.6.8-1_amd64.deb ...\n",
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            "Unpacking nautilus-data (1:3.26.0-0ubuntu1) ...\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Selecting previously unselected package wpasupplicant.\r\n",
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            "Selecting previously unselected package network-manager.\n",
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            "Unpacking network-manager (1.8.4-1ubuntu3) ...\n",
            "Selecting previously unselected package policykit-1-gnome.\n",
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            "Selecting previously unselected package network-manager-gnome.\n",
            "Preparing to unpack .../541-network-manager-gnome_1.8.4-1ubuntu1_amd64.deb ...\n",
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            "Unpacking ppp (2.4.7-1+2ubuntu1) ...\n",
            "Selecting previously unselected package pptp-linux.\n",
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            "Unpacking pptp-linux (1.9.0+ds-1) ...\n",
            "Selecting previously unselected package network-manager-pptp.\n",
            "Preparing to unpack .../544-network-manager-pptp_1.2.4-4_amd64.deb ...\n",
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            "Selecting previously unselected package ocl-icd-libopencl1:amd64.\n",
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          ],
          "name": "stdout"
        },
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          ],
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        },
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          ],
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        },
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            "Setting up libllvm3.8:amd64 (1:3.8.1-24ubuntu7) ...\n",
            "Setting up libnvtoolsext1:amd64 (8.0.61-1) ...\n",
            "Setting up libtdb1:amd64 (1.3.13-2build1) ...\n",
            "Setting up libxinerama1:amd64 (2:1.1.3-1) ...\n",
            "Setting up libxapian30:amd64 (1.4.4-2) ...\n",
            "Setting up libxcb-dri2-0:amd64 (1.12-1ubuntu1) ...\n",
            "Setting up libdee-1.0-4:amd64 (1.2.7+17.10.20170616-0ubuntu1) ...\n",
            "Setting up libsecret-common (0.18.5-3.1ubuntu2) ...\n",
            "Setting up libwbclient0:amd64 (2:4.6.7+dfsg-1ubuntu3.2) ...\n",
            "Setting up libxcb-dri3-0:amd64 (1.12-1ubuntu1) ...\n",
            "Setting up libatasmart4:amd64 (0.19-4) ...\n",
            "Setting up kmod (24-1ubuntu2) ...\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Setting up libdaemon0:amd64 (0.14-6) ...\n",
            "Setting up libxcb-glx0:amd64 (1.12-1ubuntu1) ...\n",
            "Setting up libical2:amd64 (2.0.0-0.5) ...\n",
            "Setting up libxcb-randr0:amd64 (1.12-1ubuntu1) ...\n",
            "Setting up libclang-common-3.8-dev (1:3.8.1-24ubuntu7) ...\n",
            "Setting up libparted2:amd64 (3.2-18ubuntu0.1) ...\n",
            "Setting up libraw1394-11:amd64 (2.1.2-1) ...\n",
            "Setting up libjson-glib-1.0-common (1.2.8-1) ...\n",
            "Setting up libxcb-xfixes0:amd64 (1.12-1ubuntu1) ...\n",
            "Setting up libgtk2.0-common (2.24.31-2ubuntu1) ...\n",
            "Setting up libpam-gnome-keyring:amd64 (3.20.1-1ubuntu1) ...\n",
            "Setting up libxcb-render0:amd64 (1.12-1ubuntu1) ...\n",
            "Setting up libasyncns0:amd64 (0.8-6) ...\n",
            "Setting up nvidia-cuda-doc (8.0.61-1) ...\n",
            "Setting up opencl-c-headers (2.1-1) ...\n",
            "Setting up python3-apt (1.4.0~beta3build2) ...\n",
            "Setting up libcdio13:amd64 (0.83-4.2ubuntu1) ...\n",
            "Setting up libpam-cap:amd64 (1:2.25-1.1) ...\n",
            "Setting up glib-networking-common (2.54.0-1) ...\n",
            "Setting up libwacom-common (0.24-1) ...\n",
            "Setting up libxdamage1:amd64 (1:1.1.4-3) ...\n",
            "Setting up dosfstools (4.1-1) ...\n",
            "Setting up libzeitgeist-2.0-0:amd64 (1.0-0ubuntu4) ...\n",
            "Setting up libthrust-dev (1.8.1-1) ...\n",
            "Setting up psmisc (23.1-1) ...\n",
            "Setting up libisc-export160 (1:9.10.3.dfsg.P4-12.6ubuntu1.1) ...\n",
            "Setting up sound-theme-freedesktop (0.8-1ubuntu1) ...\n",
            "Setting up libcogl-common (1.22.2-2) ...\n",
            "Setting up libxfixes3:amd64 (1:5.0.3-1) ...\n",
            "Processing triggers for mime-support (3.60ubuntu1) ...\n",
            "Setting up libevdev2:amd64 (1.5.7+dfsg-1) ...\n",
            "Setting up libcusparse8.0:amd64 (8.0.61-1) ...\n",
            "Setting up desktop-file-utils (0.23-1ubuntu3) ...\n",
            "Setting up geoip-database (20170912-1) ...\n",
            "Setting up sudo (1.8.20p2-1ubuntu1) ...\n",
            "Setting up iso-codes (3.75-1) ...\n",
            "Setting up libhunspell-1.6-0:amd64 (1.6.2-1) ...\n",
            "Setting up libaccounts-glib0:amd64 (1.23+17.04.20161104-0ubuntu1) ...\n",
            "Setting up libwavpack1:amd64 (5.1.0-2ubuntu0.2) ...\n",
            "Setting up liblcms2-2:amd64 (2.7-1ubuntu1) ...\n",
            "Setting up isc-dhcp-common (4.3.5-3ubuntu2.3) ...\n",
            "Setting up libjbig0:amd64 (2.1-3.1) ...\n",
            "Setting up libpcsclite1:amd64 (1.8.22-1ubuntu1) ...\n",
            "Setting up libgpm2:amd64 (1.20.4-6.2) ...\n",
            "Setting up libaspell15:amd64 (0.60.7~20110707-4) ...\n",
            "Setting up libgee-0.8-2:amd64 (0.20.0-1) ...\n",
            "Setting up libcap2-bin (1:2.25-1.1) ...\n",
            "Setting up libwhoopsie-preferences0 (0.19) ...\n",
            "Setting up libjson-c3:amd64 (0.12.1-1.2) ...\n",
            "Setting up libgtop2-common (2.38.0-1) ...\n",
            "Setting up systemd-sysv (234-2ubuntu12.3) ...\n",
            "Setting up opencl-clhpp-headers (2.0.10-1) ...\n",
            "Setting up libv4lconvert0:amd64 (1.12.5-1) ...\n",
            "Setting up libelf1:amd64 (0.170-0.1) ...\n",
            "Setting up groff-base (1.22.3-9) ...\n",
            "Setting up libcdio-cdda1:amd64 (0.83-4.2ubuntu1) ...\n",
            "Processing triggers for libglib2.0-0:amd64 (2.54.1-1ubuntu1) ...\n",
            "Setting up libasound2-data (1.1.3-5) ...\n",
            "Setting up libwebrtc-audio-processing1:amd64 (0.3-1) ...\n",
            "Setting up libxshmfence1:amd64 (1.2-1) ...\n",
            "Setting up emacsen-common (2.0.8) ...\n",
            "Setting up libclutter-1.0-common (1.26.2+dfsg-3ubuntu1) ...\n",
            "Setting up python3-idna (2.5-1) ...\n",
            "Setting up libwayland-client0:amd64 (1.14.0-1ubuntu0.1) ...\n",
            "Setting up python3-xdg (0.25-4) ...\n",
            "Setting up libnvblas8.0:amd64 (8.0.61-1) ...\n",
            "Setting up xkb-data (2.19-1.1ubuntu1) ...\n",
            "Setting up libjansson4:amd64 (2.10-1) ...\n",
            "Setting up libfcitx-utils0:amd64 (1:4.2.9.1-6) ...\n",
            "Setting up libbluetooth3:amd64 (5.46-0ubuntu3) ...\n",
            "Setting up python3-six (1.10.0-4) ...\n",
            "Setting up libproxy1v5:amd64 (0.4.14-3) ...\n",
            "Setting up libudisks2-0:amd64 (2.6.5-2ubuntu2) ...\n",
            "Setting up libplist3:amd64 (2.0.0-2) ...\n",
            "Setting up java-common (0.59ubuntu1) ...\n",
            "Setting up dns-root-data (2017072601) ...\n",
            "Setting up libdns-export162 (1:9.10.3.dfsg.P4-12.6ubuntu1.1) ...\n",
            "Setting up libtinfo-dev:amd64 (6.0+20160625-1ubuntu1) ...\n",
            "Setting up libclang1-3.8:amd64 (1:3.8.1-24ubuntu7) ...\n",
            "Setting up libnppc8.0:amd64 (8.0.61-1) ...\n",
            "Setting up libgc1c2:amd64 (1:7.4.2-8ubuntu1) ...\n",
            "Setting up libcapnp-0.5.3:amd64 (0.5.3-2ubuntu2) ...\n",
            "Setting up libiptc0:amd64 (1.6.1-2ubuntu1) ...\n",
            "Setting up libvdpau1:amd64 (1.1.1-3ubuntu1) ...\n",
            "Setting up libffi-dev:amd64 (3.2.1-6) ...\n",
            "Setting up libgdk-pixbuf2.0-common (2.36.11-1ubuntu0.1) ...\n",
            "Setting up libllvm5.0:amd64 (1:5.0-3) ...\n",
            "Setting up glib-networking-services (2.54.0-1) ...\n",
            "Setting up python3-certifi (2017.4.17-2) ...\n",
            "Setting up libdatrie1:amd64 (0.2.10-5) ...\n",
            "Setting up distro-info-data (0.36ubuntu0.1) ...\n",
            "Setting up libtiff5:amd64 (4.0.8-5ubuntu0.1) ...\n",
            "Setting up x11proto-xf86vidmode-dev (2.3.1-2) ...\n",
            "Setting up wireless-regdb (2016.06.10-0ubuntu1) ...\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Setting up gettext-base (0.19.8.1-4ubuntu1) ...\r\n",
            "Setting up libnppial8.0:amd64 (8.0.61-1) ...\r\n",
            "Setting up libtxc-dxtn-s2tc:amd64 (1.0+git20151227-2) ...\n",
            "update-alternatives: using /usr/lib/x86_64-linux-gnu/s2tc/libtxc_dxtn.so to provide /usr/lib/x86_64-linux-gnu/libtxc_dxtn.so (libtxc-dxtn-x86_64-linux-gnu) in auto mode\n",
            "Setting up libstemmer0d:amd64 (0+svn585-1) ...\n",
            "Setting up libnppim8.0:amd64 (8.0.61-1) ...\n",
            "Setting up libgif7:amd64 (5.1.4-1) ...\n",
            "Setting up libp11-kit-gnome-keyring:amd64 (3.20.1-1ubuntu1) ...\n",
            "Setting up libpipeline1:amd64 (1.4.2-1) ...\n",
            "Setting up nvidia-cuda-gdb (8.0.61-1) ...\n",
            "Setting up libnvrtc8.0:amd64 (8.0.61-1) ...\n",
            "Setting up libc6-i386 (2.26-0ubuntu2.1) ...\n",
            "Setting up libiec61883-0:amd64 (1.2.0-2) ...\n",
            "Setting up libglapi-mesa:amd64 (17.2.8-0ubuntu0~17.10.1) ...\n",
            "Setting up libpackagekit-glib2-18:amd64 (1.1.7-1) ...\n",
            "Setting up libxcb-util1:amd64 (0.4.0-0ubuntu3) ...\n",
            "Setting up libspeex1:amd64 (1.2~rc1.2-1ubuntu1) ...\n",
            "Setting up apg (2.2.3.dfsg.1-4) ...\n",
            "Setting up python3-pkg-resources (36.2.7-2) ...\n",
            "Setting up libgeoip1:amd64 (1.6.11-2ubuntu1) ...\n",
            "Setting up libxvmc1:amd64 (2:1.0.10-1) ...\n",
            "Setting up parted (3.2-18ubuntu0.1) ...\n",
            "Setting up lsb-release (9.20160110ubuntu5) ...\n",
            "Setting up libcdparanoia0:amd64 (3.10.2+debian-11) ...\n",
            "Setting up libnspr4:amd64 (2:4.16-1ubuntu2) ...\n",
            "Setting up xfonts-encodings (1:1.0.4-2) ...\n",
            "Setting up libgphoto2-l10n (2.5.14-1) ...\n",
            "Setting up libgirepository-1.0-1:amd64 (1.54.1-1) ...\n",
            "Setting up libxmuu1:amd64 (2:1.1.2-2) ...\n",
            "Setting up libvpx4:amd64 (1.6.1-3) ...\n",
            "Setting up libmtp-common (1.1.13-1) ...\n",
            "Setting up libntfs-3g872 (1:2016.2.22AR.2-2) ...\n",
            "Setting up libgck-1-0:amd64 (3.20.0-5.1ubuntu1) ...\n",
            "Setting up libopus0:amd64 (1.1.2-1ubuntu1) ...\n",
            "Setting up libxtst6:amd64 (2:1.2.3-1) ...\n",
            "Setting up libmagic-mgc (1:5.32-1) ...\n",
            "Setting up libasound2:amd64 (1.1.3-5) ...\n",
            "Setting up gnome-control-center-faces (1:3.26.2-0ubuntu0.2) ...\n",
            "Setting up libmagic1:amd64 (1:5.32-1) ...\n",
            "Setting up libdrm-common (2.4.83-1) ...\n",
            "Setting up libjson-glib-1.0-0:amd64 (1.2.8-1) ...\n",
            "Setting up libgcr-3-common (3.20.0-5.1ubuntu1) ...\n",
            "Setting up libgraphite2-3:amd64 (1.3.10-2) ...\n",
            "Setting up usb-modeswitch-data (20170806-1) ...\n",
            "Setting up libcroco3:amd64 (0.6.12-1) ...\n",
            "Setting up libxcb-sync1:amd64 (1.12-1ubuntu1) ...\n",
            "Setting up xauth (1:1.0.9-1ubuntu2) ...\n",
            "Setting up libxslt1.1:amd64 (1.1.29-2.1ubuntu1) ...\n",
            "Setting up libnppidei8.0:amd64 (8.0.61-1) ...\n",
            "Setting up libaccountsservice0:amd64 (0.6.42-0ubuntu3.1) ...\n",
            "Setting up libprotobuf10:amd64 (3.0.0-9ubuntu5) ...\n",
            "Setting up libxcb-dri2-0-dev:amd64 (1.12-1ubuntu1) ...\n",
            "Setting up mobile-broadband-provider-info (20170903-1) ...\n",
            "Setting up libogg0:amd64 (1.3.2-1) ...\n",
            "Setting up libxcb-render0-dev:amd64 (1.12-1ubuntu1) ...\n",
            "Setting up libatk1.0-data (2.26.0-2ubuntu1) ...\n",
            "Setting up libnvgraph8.0:amd64 (8.0.61-1) ...\n",
            "Setting up libfcitx-config4:amd64 (1:4.2.9.1-6) ...\n",
            "Setting up libgeonames-common (0.2+17.04.20170220-0ubuntu1) ...\n",
            "Setting up libhyphen0:amd64 (2.8.8-5) ...\n",
            "Setting up libyaml-0-2:amd64 (0.1.7-2ubuntu3) ...\n",
            "Setting up libx11-xcb1:amd64 (2:1.6.4-3) ...\n",
            "Setting up libpixman-1-0:amd64 (0.34.0-1) ...\n",
            "Setting up acpid (1:2.0.28-1ubuntu1) ...\n",
            "Created symlink /etc/systemd/system/sockets.target.wants/acpid.socket → /lib/systemd/system/acpid.socket.\n",
            "Created symlink /etc/systemd/system/paths.target.wants/acpid.path → /lib/systemd/system/acpid.path.\n",
            "invoke-rc.d: could not determine current runlevel\n",
            "invoke-rc.d: policy-rc.d denied execution of start.\n",
            "Setting up libxcb-dri3-dev:amd64 (1.12-1ubuntu1) ...\n",
            "Setting up gir1.2-glib-2.0:amd64 (1.54.1-1) ...\n",
            "Setting up x11proto-xext-dev (7.3.0-1) ...\n",
            "Setting up libxcursor1:amd64 (1:1.1.14-3ubuntu0.1) ...\n",
            "Setting up ubuntu-touch-sounds (15.08) ...\n",
            "Setting up dkms (2.3-3ubuntu3) ...\n",
            "Setting up libnppicom8.0:amd64 (8.0.61-1) ...\n",
            "Setting up libglib2.0-data (2.54.1-1ubuntu1) ...\n",
            "Setting up p11-kit-modules:amd64 (0.23.7-3) ...\n",
            "Setting up libdbusmenu-glib4:amd64 (16.04.1+17.04.20170109.1-0ubuntu1) ...\n",
            "Setting up libusb-1.0-0:amd64 (2:1.0.21-2) ...\n",
            "Setting up libxxf86dga1:amd64 (2:1.1.4-1) ...\n",
            "Processing triggers for libc-bin (2.26-0ubuntu2.1) ...\n",
            "Setting up libmm-glib0:amd64 (1.6.8-1) ...\n",
            "Setting up libmessaging-menu0:amd64 (13.10.1+17.04.20170120-0ubuntu2) ...\n",
            "Setting up libatm1:amd64 (1:2.5.1-2) ...\n",
            "Setting up libepoxy0:amd64 (1.3.1-3) ...\n",
            "Setting up libxtables12:amd64 (1.6.1-2ubuntu1) ...\n",
            "Setting up udev (234-2ubuntu12.3) ...\n",
            "Adding group `input' (GID 107) ...\n",
            "Done.\n",
            "invoke-rc.d: could not determine current runlevel\n",
            "invoke-rc.d: policy-rc.d denied execution of start.\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Setting up python3-chardet (3.0.4-1) ...\n",
            "Setting up libgnome-menu-3-0:amd64 (3.13.3-6ubuntu5) ...\n",
            "Setting up indicator-common (16.10.0+16.10.20160913-0ubuntu1) ...\n",
            "Setting up libatk1.0-0:amd64 (2.26.0-2ubuntu1) ...\n",
            "Setting up libtext-iconv-perl (1.7-5build6) ...\n",
            "Setting up libxext-dev:amd64 (2:1.3.3-1) ...\n",
            "Setting up libnvvm3:amd64 (8.0.61-1) ...\n",
            "Setting up zeitgeist-core (1.0-0ubuntu4) ...\n",
            "Setting up libfakeroot:amd64 (1.21-1ubuntu2) ...\n",
            "Setting up x11proto-gl-dev (1.4.17-1) ...\n",
            "Setting up gdisk (1.0.1-1build1) ...\n",
            "Setting up ntfs-3g (1:2016.2.22AR.2-2) ...\n",
            "Processing triggers for systemd (234-2ubuntu12.3) ...\n",
            "Setting up libltdl7:amd64 (2.4.6-2) ...\n",
            "Setting up libpwquality-common (1.4.0-1) ...\n",
            "Setting up liblwres141:amd64 (1:9.10.3.dfsg.P4-12.6ubuntu1.1) ...\n",
            "Setting up libmtp9:amd64 (1.1.13-1) ...\n",
            "Setting up libmtdev1:amd64 (1.1.5-1ubuntu2) ...\n",
            "Setting up libplymouth4:amd64 (0.9.2-3ubuntu19) ...\n",
            "Setting up libupower-glib3:amd64 (0.99.6-1) ...\n",
            "Setting up libavc1394-0:amd64 (0.5.4-4) ...\n",
            "Setting up libnppif8.0:amd64 (8.0.61-1) ...\n",
            "Setting up zenity-common (3.24.0-1) ...\n",
            "Setting up libvisual-0.4-0:amd64 (0.4.0-10) ...\n",
            "Setting up libfontenc1:amd64 (1:1.1.3-1) ...\n",
            "Setting up libdconf1:amd64 (0.26.0-2) ...\n",
            "Setting up libxcomposite1:amd64 (1:0.4.4-2) ...\n",
            "Setting up libfribidi0:amd64 (0.19.7-1) ...\n",
            "Setting up libxcb-shm0:amd64 (1.12-1ubuntu1) ...\n",
            "Setting up liblocale-gettext-perl (1.07-3build2) ...\n",
            "Setting up dmsetup (2:1.02.137-2ubuntu3) ...\n",
            "Setting up libxpm4:amd64 (1:3.5.12-1) ...\n",
            "Setting up libcrack2:amd64 (2.9.2-5build1) ...\n",
            "Setting up libnppitc8.0:amd64 (8.0.61-1) ...\n",
            "Setting up libxt6:amd64 (1:1.1.5-1) ...\n",
            "Setting up libpciaccess0:amd64 (0.13.4-1ubuntu1) ...\n",
            "Setting up libxcb-shape0:amd64 (1.12-1ubuntu1) ...\n",
            "Setting up libxv1:amd64 (2:1.0.11-1) ...\n",
            "Setting up libxcb-glx0-dev:amd64 (1.12-1ubuntu1) ...\n",
            "Setting up libsensors4:amd64 (1:3.4.0-4) ...\n",
            "Setting up shared-mime-info (1.8-1) ...\n",
            "Setting up libxkbcommon0:amd64 (0.7.1-2) ...\n",
            "Setting up gir1.2-packagekitglib-1.0 (1.1.7-1) ...\n",
            "Setting up libnfnetlink0:amd64 (1.0.1-3) ...\n",
            "Setting up libgudev-1.0-0:amd64 (1:232-1) ...\n",
            "Setting up python3-urllib3 (1.21.1-1) ...\n",
            "Setting up libtalloc2:amd64 (2.1.9-2ubuntu1) ...\n",
            "Setting up libjavascriptcoregtk-4.0-18:amd64 (2.18.6-0ubuntu0.17.10.1) ...\n",
            "Setting up yelp-xsl (3.20.1-2) ...\n",
            "Setting up libibus-1.0-5:amd64 (1.5.14-2ubuntu1) ...\n",
            "Setting up libcdio-paranoia1:amd64 (0.83-4.2ubuntu1) ...\n",
            "Setting up liborc-0.4-0:amd64 (1:0.4.27-1) ...\n",
            "Setting up gnome-menus (3.13.3-6ubuntu5) ...\n",
            "Setting up libcolord2:amd64 (1.3.3-2build1) ...\n",
            "Setting up libthai-data (0.1.26-3) ...\n",
            "Setting up ocl-icd-libopencl1:amd64 (2.2.11-1ubuntu1) ...\n",
            "Setting up libxxf86vm1:amd64 (1:1.1.4-1) ...\n",
            "Setting up libndp0:amd64 (1.6-1) ...\n",
            "Setting up wamerican (2017.01.22-1) ...\n",
            "Setting up liburl-dispatcher1:amd64 (0.1+17.04.20170328-0ubuntu3) ...\n",
            "Setting up bsdmainutils (9.0.12+nmu1ubuntu1) ...\n",
            "update-alternatives: using /usr/bin/bsd-write to provide /usr/bin/write (write) in auto mode\n",
            "update-alternatives: using /usr/bin/bsd-from to provide /usr/bin/from (from) in auto mode\n",
            "Setting up libsamplerate0:amd64 (0.1.9-1) ...\n",
            "Setting up libnl-3-200:amd64 (3.2.29-0ubuntu3) ...\n",
            "Setting up libnppist8.0:amd64 (8.0.61-1) ...\n",
            "Setting up libpci3:amd64 (1:3.5.2-1ubuntu1) ...\n",
            "Setting up fonts-dejavu-extra (2.37-1) ...\n",
            "Setting up libgdata-common (0.17.9-1) ...\n",
            "Setting up libvorbis0a:amd64 (1.3.5-4ubuntu0.2) ...\n",
            "Setting up libusbmuxd4:amd64 (1.0.10-3) ...\n",
            "Setting up libnppig8.0:amd64 (8.0.61-1) ...\n",
            "Setting up libxxf86vm-dev:amd64 (1:1.1.4-1) ...\n",
            "Setting up iputils-arping (3:20161105-1ubuntu2) ...\n",
            "Processing triggers for ca-certificates (20170717) ...\n",
            "Updating certificates in /etc/ssl/certs...\n",
            "0 added, 0 removed; done.\n",
            "Running hooks in /etc/ca-certificates/update.d...\n",
            "done.\n",
            "Setting up libprotobuf-lite10:amd64 (3.0.0-9ubuntu5) ...\n",
            "Setting up hicolor-icon-theme (0.17-1) ...\n",
            "Setting up libsecret-1-0:amd64 (0.18.5-3.1ubuntu2) ...\n",
            "Setting up libglib2.0-bin (2.54.1-1ubuntu1) ...\n",
            "Setting up libslang2:amd64 (2.3.1-5ubuntu1) ...\n",
            "Setting up libmnl0:amd64 (1.0.4-2) ...\n",
            "Setting up libgles2-mesa:amd64 (17.2.8-0ubuntu0~17.10.1) ...\n",
            "Setting up gnome-desktop3-data (3.26.2-0ubuntu0.1) ...\n",
            "Setting up libexif12:amd64 (0.6.21-2.1) ...\n",
            "Setting up libnpps8.0:amd64 (8.0.61-1) ...\n",
            "Setting up libimobiledevice6:amd64 (1.2.0+dfsg-3.1ubuntu3) ...\n",
            "Setting up libwayland-cursor0:amd64 (1.14.0-1ubuntu0.1) ...\n",
            "Setting up libwhoopsie0:amd64 (0.2.58) ...\n",
            "Setting up bbswitch-dkms (0.8-4ubuntu1) ...\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Loading new bbswitch-0.8 DKMS files...\n",
            "It is likely that 4.4.111+ belongs to a chroot's host\n",
            "Building for 4.13.0-38-generic\n",
            "Building initial module for 4.13.0-38-generic\n",
            "Done.\n",
            "\n",
            "bbswitch:\n",
            "Running module version sanity check.\n",
            " - Original module\n",
            "   - No original module exists within this kernel\n",
            " - Installation\n",
            "   - Installing to /lib/modules/4.13.0-38-generic/updates/dkms/\n",
            "\n",
            "depmod...\n",
            "\n",
            "DKMS: install completed.\n",
            "Setting up libtimezonemap-data (0.4.5) ...\n",
            "Setting up libxnvctrl0 (384.69-0ubuntu1) ...\n",
            "Setting up libnppicc8.0:amd64 (8.0.61-1) ...\n",
            "Setting up linux-headers-4.13.0-38 (4.13.0-38.43) ...\n",
            "Setting up libspeexdsp1:amd64 (1.2~rc1.2-1ubuntu1) ...\n",
            "Setting up libxrandr2:amd64 (2:1.5.1-1) ...\n",
            "Setting up libpolkit-gobject-1-0:amd64 (0.105-18) ...\n",
            "Setting up libdbus-1-3:amd64 (1.10.22-1ubuntu1) ...\n",
            "Setting up libip6tc0:amd64 (1.6.1-2ubuntu1) ...\n",
            "Setting up libboost-system1.62.0:amd64 (1.62.0+dfsg-4build3) ...\n",
            "Setting up libxcb-sync-dev:amd64 (1.12-1ubuntu1) ...\n",
            "Setting up libdv4:amd64 (1.0.0-11) ...\n",
            "Setting up libtag1v5-vanilla:amd64 (1.11.1+dfsg.1-0.2) ...\n",
            "Setting up lib32gcc1 (1:7.2.0-8ubuntu3.2) ...\n",
            "Setting up fontconfig (2.11.94-0ubuntu2) ...\n",
            "Regenerating fonts cache... done.\n",
            "Setting up liblzo2-2:amd64 (2.08-1.2) ...\n",
            "Setting up libwrap0:amd64 (7.6.q-26) ...\n",
            "Setting up libavahi-common-data:amd64 (0.6.32-1ubuntu1.1) ...\n",
            "Setting up eject (2.1.5+deb1+cvs20081104-13.2) ...\n",
            "Setting up python3-xkit (0.5.0ubuntu2) ...\n",
            "Setting up libpcap0.8:amd64 (1.8.1-5ubuntu1) ...\n",
            "Setting up libwayland-server0:amd64 (1.14.0-1ubuntu0.1) ...\n",
            "Setting up libwebp6:amd64 (0.6.0-3) ...\n",
            "Setting up python-talloc (2.1.9-2ubuntu1) ...\n",
            "Setting up libjsoncpp1:amd64 (1.7.4-3) ...\n",
            "Setting up libvorbisfile3:amd64 (1.3.5-4ubuntu0.2) ...\n",
            "Setting up libx11-xcb-dev:amd64 (2:1.6.4-3) ...\n",
            "Setting up binfmt-support (2.1.8-1) ...\n",
            "Created symlink /etc/systemd/system/multi-user.target.wants/binfmt-support.service → /lib/systemd/system/binfmt-support.service.\n",
            "invoke-rc.d: could not determine current runlevel\n",
            "invoke-rc.d: policy-rc.d denied execution of start.\n",
            "Setting up libcairo2:amd64 (1.14.10-1ubuntu1) ...\n",
            "Setting up usbmuxd (1.1.0-2build1) ...\n",
            "Warning: The home dir /var/lib/usbmux you specified can't be accessed: No such file or directory\n",
            "Adding system user `usbmux' (UID 105) ...\n",
            "Adding new user `usbmux' (UID 105) with group `plugdev' ...\n",
            "Not creating home directory `/var/lib/usbmux'.\n",
            "Setting up opencl-headers (2.1-1) ...\n",
            "Setting up libgtop-2.0-11:amd64 (2.38.0-1) ...\n",
            "Setting up keyboard-configuration (1.166ubuntu7) ...\n",
            "Setting up libxcb-randr0-dev:amd64 (1.12-1ubuntu1) ...\n",
            "Setting up libgphoto2-port12:amd64 (2.5.14-1) ...\n",
            "Setting up libobjc4:amd64 (7.2.0-8ubuntu3.2) ...\n",
            "Setting up gir1.2-ibus-1.0:amd64 (1.5.14-2ubuntu1) ...\n",
            "Setting up gir1.2-atk-1.0:amd64 (2.26.0-2ubuntu1) ...\n",
            "Setting up libnetfilter-conntrack3:amd64 (1.0.6-2) ...\n",
            "Setting up libmbim-glib4:amd64 (1.14.2-1) ...\n",
            "Setting up libtag1v5:amd64 (1.11.1+dfsg.1-0.2) ...\n",
            "Setting up libnppisu8.0:amd64 (8.0.61-1) ...\n",
            "Setting up libisc160:amd64 (1:9.10.3.dfsg.P4-12.6ubuntu1.1) ...\n",
            "Setting up im-config (0.32-1ubuntu3) ...\n",
            "Setting up libgstreamer1.0-0:amd64 (1.12.3-1) ...\n",
            "Setcap worked! gst-ptp-helper is not suid!\n",
            "Setting up libwacom2:amd64 (0.24-1) ...\n",
            "Setting up ppp (2.4.7-1+2ubuntu1) ...\n",
            "Created symlink /etc/systemd/system/multi-user.target.wants/pppd-dns.service → /lib/systemd/system/pppd-dns.service.\n",
            "Setting up libappstream4:amd64 (0.11.3-1) ...\n",
            "Setting up libgcr-base-3-1:amd64 (3.20.0-5.1ubuntu1) ...\n",
            "Setting up libvdpau-dev:amd64 (1.1.1-3ubuntu1) ...\n",
            "Setting up gvfs-common (1.34.1-1ubuntu1) ...\n",
            "Setting up libxshmfence-dev:amd64 (1.2-1) ...\n",
            "Setting up libcanberra0:amd64 (0.30-3ubuntu1) ...\n",
            "Setting up dconf-service (0.26.0-2) ...\n",
            "Setting up libv4l-0:amd64 (1.12.5-1) ...\n",
            "Setting up libnppi8.0:amd64 (8.0.61-1) ...\n",
            "Setting up dictionaries-common (1.27.2) ...\n",
            "Setting up libarchive13:amd64 (3.2.2-3.1) ...\n",
            "Setting up libboost-thread1.62.0:amd64 (1.62.0+dfsg-4build3) ...\n",
            "Setting up libdbus-glib-1-2:amd64 (0.108-2) ...\n",
            "Setting up gir1.2-freedesktop:amd64 (1.54.1-1) ...\n",
            "Setting up libpolkit-agent-1-0:amd64 (0.105-18) ...\n",
            "Setting up libmirprotobuf3:amd64 (0.28.0+17.10.20171011.1-0ubuntu1) ...\n",
            "Setting up gir1.2-polkit-1.0 (0.105-18) ...\n",
            "Setting up libatspi2.0-0:amd64 (2.26.0-2) ...\n",
            "Setting up p11-kit (0.23.7-3) ...\n",
            "Setting up libnm0:amd64 (1.8.4-1ubuntu3) ...\n",
            "Setting up at-spi2-core (2.26.0-2) ...\n",
            "Setting up x11proto-fixes-dev (1:5.0-2ubuntu2) ...\n",
            "Setting up libgdk-pixbuf2.0-0:amd64 (2.36.11-1ubuntu0.1) ...\n",
            "Setting up nvidia-opencl-dev:amd64 (8.0.61-1) ...\n",
            "Setting up libcairo-gobject2:amd64 (1.14.10-1ubuntu1) ...\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Setting up libflac8:amd64 (1.3.2-1) ...\r\n",
            "Setting up pptp-linux (1.9.0+ds-1) ...\r\n",
            "Setting up libgdk-pixbuf2.0-bin (2.36.11-1ubuntu0.1) ...\n",
            "Setting up libgd3:amd64 (2.2.5-3) ...\n",
            "Setting up gir1.2-gdkpixbuf-2.0:amd64 (2.36.11-1ubuntu0.1) ...\n",
            "Setting up libnl-genl-3-200:amd64 (3.2.29-0ubuntu3) ...\n",
            "Setting up whoopsie-preferences (0.19) ...\n",
            "Setting up libnss3:amd64 (2:3.32-1ubuntu3) ...\n",
            "Setting up libxfont2:amd64 (1:2.0.1-3ubuntu1.1) ...\n",
            "Setting up libharfbuzz0b:amd64 (1.4.2-1) ...\n",
            "Setting up dconf-cli (0.26.0-2) ...\n",
            "Setting up libfcitx-gclient0:amd64 (1:4.2.9.1-6) ...\n",
            "Setting up libthai0:amd64 (0.1.26-3) ...\n",
            "Setting up python3-gi (3.24.1-2build1) ...\n",
            "Setting up file (1:5.32-1) ...\n",
            "Setting up fakeroot (1.21-1ubuntu2) ...\n",
            "update-alternatives: using /usr/bin/fakeroot-sysv to provide /usr/bin/fakeroot (fakeroot) in auto mode\n",
            "Setting up iproute2 (4.9.0-1ubuntu2.1) ...\n",
            "Setting up libinput-bin (1.8.4-0ubuntu0.17.10.1) ...\n",
            "Setting up tcpd (7.6.q-26) ...\n",
            "Setting up libmtp-runtime (1.1.13-1) ...\n",
            "Setting up libmbim-proxy (1.14.2-1) ...\n",
            "Setting up libxfont1:amd64 (1:1.5.2-4ubuntu1.1) ...\n",
            "Setting up libxmu6:amd64 (2:1.1.2-2) ...\n",
            "Setting up libdrm2:amd64 (2.4.83-1) ...\n",
            "Setting up isc-dhcp-client (4.3.5-3ubuntu2.3) ...\n",
            "Setting up libgeonames0:amd64 (0.2+17.04.20170220-0ubuntu1) ...\n",
            "Setting up plymouth (0.9.2-3ubuntu19) ...\n",
            "update-rc.d: warning: start and stop actions are no longer supported; falling back to defaults\n",
            "update-rc.d: warning: start and stop actions are no longer supported; falling back to defaults\n",
            "Setting up liboauth0:amd64 (1.0.3-1) ...\n",
            "Setting up libtevent0:amd64 (0.9.31-1) ...\n",
            "Setting up libobjc-7-dev:amd64 (7.2.0-8ubuntu3.2) ...\n",
            "Setting up x11proto-damage-dev (1:1.2.1-2) ...\n",
            "Setting up libpwquality1:amd64 (1.4.0-1) ...\n",
            "Setting up libdrm-intel1:amd64 (2.4.83-1) ...\n",
            "Setting up libisccc140:amd64 (1:9.10.3.dfsg.P4-12.6ubuntu1.1) ...\n",
            "Setting up libwacom-bin (0.24-1) ...\n",
            "Setting up gtk-update-icon-cache (3.22.25-0ubuntu0.1) ...\n",
            "Setting up usb-modeswitch (2.5.1+repack0-1ubuntu1) ...\n",
            "Setting up libpolkit-backend-1-0:amd64 (0.105-18) ...\n",
            "Setting up libaa1:amd64 (1.4p5-44build1) ...\n",
            "Setting up gir1.2-secret-1:amd64 (0.18.5-3.1ubuntu2) ...\n",
            "Setting up iptables (1.6.1-2ubuntu1) ...\n",
            "Setting up llvm-3.8-runtime (1:3.8.1-24ubuntu7) ...\n",
            "Setting up gvfs-libs:amd64 (1.34.1-1ubuntu1) ...\n",
            "Setting up libphonenumber7:amd64 (7.1.0-5ubuntu2) ...\n",
            "Setting up rtkit (0.11-5) ...\n",
            "Setting up bluez-obexd (5.46-0ubuntu3) ...\n",
            "Setting up libpango-1.0-0:amd64 (1.40.12-1) ...\n",
            "Setting up libboost-filesystem1.62.0:amd64 (1.62.0+dfsg-4build3) ...\n",
            "Setting up libxcb-shape0-dev:amd64 (1.12-1ubuntu1) ...\n",
            "Setting up libatk-bridge2.0-0:amd64 (2.26.0-1ubuntu1) ...\n",
            "Setting up linux-headers-4.13.0-38-generic (4.13.0-38.43) ...\n",
            "Examining /etc/kernel/header_postinst.d.\n",
            "run-parts: executing /etc/kernel/header_postinst.d/dkms 4.13.0-38-generic /boot/vmlinuz-4.13.0-38-generic\n",
            "Setting up libjack-jackd2-0:amd64 (1.9.10+20150825git1ed50c92~dfsg-5ubuntu1) ...\n",
            "Setting up python3-requests (2.18.1-1) ...\n",
            "Setting up dnsmasq-base (2.78-1) ...\n",
            "Setting up pciutils (1:3.5.2-1ubuntu1) ...\n",
            "Setting up man-db (2.7.6.1-2) ...\n",
            "Building database of manual pages ...\n",
            "Setting up python3-cairo (1.10.0+dfsg-5build3) ...\n",
            "Setting up libavahi-common3:amd64 (0.6.32-1ubuntu1.1) ...\n",
            "Setting up libdrm-radeon1:amd64 (2.4.83-1) ...\n",
            "Setting up libavahi-glib1:amd64 (0.6.32-1ubuntu1.1) ...\n",
            "Setting up iw (4.9-0.1) ...\n",
            "Setting up dbus (1.10.22-1ubuntu1) ...\n",
            "Setting up llvm-3.8 (1:3.8.1-24ubuntu7) ...\n",
            "Setting up libvorbisenc2:amd64 (1.3.5-4ubuntu0.2) ...\n",
            "Setting up libdrm-nouveau2:amd64 (2.4.83-1) ...\n",
            "Setting up libnewt0.52:amd64 (0.52.18-3ubuntu3) ...\n",
            "update-alternatives: using /etc/newt/palette.ubuntu to provide /etc/newt/palette (newt-palette) in auto mode\n",
            "Setting up libmircore1:amd64 (0.28.0+17.10.20171011.1-0ubuntu1) ...\n",
            "Setting up libcaca0:amd64 (0.99.beta19-2build2~gcc5.2) ...\n",
            "Setting up aspell (0.60.7~20110707-4) ...\n",
            "Setting up libcamel-1.2-60:amd64 (3.26.1-1ubuntu1) ...\n",
            "Setting up libtheora0:amd64 (1.1.1+dfsg.1-14) ...\n",
            "Setting up libxfixes-dev:amd64 (1:5.0.3-1) ...\n",
            "Setting up bluez (5.46-0ubuntu3) ...\n",
            "invoke-rc.d: could not determine current runlevel\n",
            "invoke-rc.d: policy-rc.d denied execution of force-reload.\n",
            "Created symlink /etc/systemd/system/dbus-org.bluez.service → /lib/systemd/system/bluetooth.service.\n",
            "Created symlink /etc/systemd/system/bluetooth.target.wants/bluetooth.service → /lib/systemd/system/bluetooth.service.\n",
            "invoke-rc.d: could not determine current runlevel\n",
            "invoke-rc.d: policy-rc.d denied execution of start.\n",
            "Setting up libshout3:amd64 (2.3.1-3) ...\n",
            "Setting up dconf-gsettings-backend:amd64 (0.26.0-2) ...\n",
            "Setting up hunspell-en-us (20070829-6ubuntu3) ...\n",
            "Setting up linux-headers-generic (4.13.0.38.41) ...\n",
            "Setting up libavahi-core7:amd64 (0.6.32-1ubuntu1.1) ...\n",
            "Setting up libenchant1c2a:amd64 (1.6.0-11build2) ...\n",
            "Setting up libxaw7:amd64 (2:1.0.13-1) ...\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Setting up libgstreamer-plugins-base1.0-0:amd64 (1.12.3-1) ...\n",
            "Setting up libgnomekbd-common (3.26.0-2) ...\n",
            "Setting up gnome-settings-daemon-schemas (3.26.2-0ubuntu0.1) ...\n",
            "Setting up gstreamer1.0-plugins-base:amd64 (1.12.3-1) ...\n",
            "Setting up libnotify4:amd64 (0.7.7-2) ...\n",
            "Setting up gir1.2-notify-0.7:amd64 (0.7.7-2) ...\n",
            "Setting up libnm-util2:amd64 (1.8.4-1ubuntu3) ...\n",
            "Setting up libdns162:amd64 (1:9.10.3.dfsg.P4-12.6ubuntu1.1) ...\n",
            "Setting up libpam-systemd:amd64 (234-2ubuntu12.3) ...\n",
            "Setting up python3-dbus (1.2.4-1build3) ...\n",
            "Setting up libharfbuzz-icu0:amd64 (1.4.2-1) ...\n",
            "Setting up nautilus-data (1:3.26.0-0ubuntu1) ...\n",
            "Setting up gsettings-ubuntu-schemas (0.0.7+17.10.20170922-0ubuntu1) ...\n",
            "Setting up libgeoclue0:amd64 (0.12.99-4ubuntu2) ...\n",
            "Setting up gsettings-desktop-schemas (3.24.1-1ubuntu1) ...\n",
            "Setting up cheese-common (3.26.0-0ubuntu1) ...\n",
            "Setting up x11-xkb-utils (7.7+3) ...\n",
            "Setting up libdrm-amdgpu1:amd64 (2.4.83-1) ...\n",
            "Setting up libnm-glib4:amd64 (1.8.4-1ubuntu3) ...\n",
            "Setting up libgtk-3-common (3.22.25-0ubuntu0.1) ...\n",
            "Setting up libxcb-xfixes0-dev:amd64 (1.12-1ubuntu1) ...\n",
            "Setting up plymouth-theme-ubuntu-text (0.9.2-3ubuntu19) ...\n",
            "update-alternatives: using /usr/share/plymouth/themes/ubuntu-text/ubuntu-text.plymouth to provide /usr/share/plymouth/themes/text.plymouth (text.plymouth) in auto mode\n",
            "Setting up cracklib-runtime (2.9.2-5build1) ...\n",
            "Setting up policykit-1 (0.105-18) ...\n",
            "Setting up crda (3.18-0ubuntu1) ...\n",
            "Setting up libdrm-dev:amd64 (2.4.83-1) ...\n",
            "Setting up libdbusmenu-gtk3-4:amd64 (16.04.1+17.04.20170109.1-0ubuntu1) ...\n",
            "Setting up libldb1:amd64 (2:1.1.29-2) ...\n",
            "Setting up evolution-data-server-common (3.26.1-1ubuntu1) ...\n",
            "Setting up mesa-vdpau-drivers:amd64 (17.2.8-0ubuntu0~17.10.1) ...\n",
            "Setting up libisccfg140:amd64 (1:9.10.3.dfsg.P4-12.6ubuntu1.1) ...\n",
            "Setting up libgbm1:amd64 (17.2.8-0ubuntu0~17.10.1) ...\n",
            "Setting up libxdamage-dev:amd64 (1:1.1.4-3) ...\n",
            "Setting up libinput10:amd64 (1.8.4-0ubuntu0.17.10.1) ...\n",
            "Setting up libgl1-mesa-dri:amd64 (17.2.8-0ubuntu0~17.10.1) ...\n",
            "Setting up dbus-x11 (1.10.22-1ubuntu1) ...\n",
            "Setting up libgphoto2-6:amd64 (2.5.14-1) ...\n",
            "Setting up wpasupplicant (2.4-0ubuntu10) ...\n",
            "Setting up libgweather-common (3.26.0-1ubuntu0.1) ...\n",
            "Setting up xfonts-utils (1:7.7+4) ...\n",
            "Setting up udisks2 (2.6.5-2ubuntu2) ...\n",
            "Created symlink /etc/systemd/system/graphical.target.wants/udisks2.service → /lib/systemd/system/udisks2.service.\n",
            "Setting up libqmi-glib5:amd64 (1.18.0-2) ...\n",
            "Setting up upower (0.99.6-1) ...\n",
            "Setting up libxatracker2:amd64 (17.2.8-0ubuntu0~17.10.1) ...\n",
            "Setting up libqmi-proxy (1.18.0-2) ...\n",
            "Setting up indicator-session (17.3.20+17.10.20171006-0ubuntu1) ...\n",
            "Setting up llvm-3.8-dev (1:3.8.1-24ubuntu7) ...\n",
            "Setting up dbus-user-session (1.10.22-1ubuntu1) ...\n",
            "Setting up indicator-messages (13.10.1+17.04.20170120-0ubuntu2) ...\n",
            "Setting up libpangoft2-1.0-0:amd64 (1.40.12-1) ...\n",
            "Setting up indicator-power (12.10.6+17.10.20170829.1-0ubuntu3) ...\n",
            "Setting up clang-3.8 (1:3.8.1-24ubuntu7) ...\n",
            "Setting up libsndfile1:amd64 (1.0.28-4) ...\n",
            "Setting up network-manager (1.8.4-1ubuntu3) ...\n",
            "invoke-rc.d: could not determine current runlevel\n",
            "invoke-rc.d: policy-rc.d denied execution of force-reload.\n",
            "Created symlink /etc/systemd/system/dbus-org.freedesktop.nm-dispatcher.service → /lib/systemd/system/NetworkManager-dispatcher.service.\n",
            "Created symlink /etc/systemd/system/network-online.target.wants/NetworkManager-wait-online.service → /lib/systemd/system/NetworkManager-wait-online.service.\n",
            "Created symlink /etc/systemd/system/multi-user.target.wants/NetworkManager.service → /lib/systemd/system/NetworkManager.service.\n",
            "Setting up libgl1-mesa-glx:amd64 (17.2.8-0ubuntu0~17.10.1) ...\n",
            "update-alternatives: using /usr/lib/x86_64-linux-gnu/mesa/ld.so.conf to provide /etc/ld.so.conf.d/x86_64-linux-gnu_GL.conf (x86_64-linux-gnu_gl_conf) in auto mode\n",
            "Setting up ubuntu-system-service (0.3) ...\n",
            "Setting up glib-networking:amd64 (2.54.0-1) ...\n",
            "Setting up aspell-en (2017.08.24-0-0.1) ...\n",
            "Setting up lightdm (1.24.0-0ubuntu1) ...\n",
            "Adding group `lightdm' (GID 112) ...\n",
            "Done.\n",
            "Adding system user `lightdm' (UID 109) ...\n",
            "Adding new user `lightdm' (UID 109) with group `lightdm' ...\n",
            "Creating home directory `/var/lib/lightdm' ...\n",
            "usermod: no changes\n",
            "usermod: no changes\n",
            "usermod: no changes\n",
            "Adding group `nopasswdlogin' (GID 113) ...\n",
            "Done.\n",
            "Setting up enchant (1.6.0-11build2) ...\n",
            "Setting up libmircommon7:amd64 (0.28.0+17.10.20171011.1-0ubuntu1) ...\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Setting up libgoa-1.0-common (3.26.1-1ubuntu1) ...\r\n",
            "Setting up libavahi-client3:amd64 (0.6.32-1ubuntu1.1) ...\r\n",
            "Setting up libxcb-present-dev:amd64 (1.12-1ubuntu1) ...\n",
            "Setting up accountsservice (0.6.42-0ubuntu3.1) ...\n",
            "Created symlink /etc/systemd/system/graphical.target.wants/accounts-daemon.service → /lib/systemd/system/accounts-daemon.service.\n",
            "Setting up libbind9-140:amd64 (1:9.10.3.dfsg.P4-12.6ubuntu1.1) ...\n",
            "Setting up libgstreamer-plugins-good1.0-0:amd64 (1.12.3-1ubuntu1) ...\n",
            "Setting up xfonts-base (1:1.0.4+nmu1) ...\n",
            "Setting up packagekit (1.1.7-1) ...\n",
            "invoke-rc.d: could not determine current runlevel\n",
            "invoke-rc.d: policy-rc.d denied execution of force-reload.\n",
            "Failed to open connection to \"system\" message bus: Failed to connect to socket /var/run/dbus/system_bus_socket: No such file or directory\n",
            "Setting up libcups2:amd64 (2.2.4-7ubuntu3) ...\n",
            "Setting up libxklavier16:amd64 (5.4-2) ...\n",
            "Setting up vdpau-driver-all:amd64 (1.1.1-3ubuntu1) ...\n",
            "Setting up bind9-host (1:9.10.3.dfsg.P4-12.6ubuntu1.1) ...\n",
            "Setting up xserver-common (2:1.19.5-0ubuntu2) ...\n",
            "Setting up python3-cups (1.9.73-1build2) ...\n",
            "Setting up samba-libs:amd64 (2:4.6.7+dfsg-1ubuntu3.2) ...\n",
            "Setting up nvidia-prime (0.8.5) ...\n",
            "Setting up mesa-common-dev:amd64 (17.2.8-0ubuntu0~17.10.1) ...\n",
            "Setting up geoclue (0.12.99-4ubuntu2) ...\n",
            "Setting up network-manager-pptp (1.2.4-4) ...\n",
            "Setting up modemmanager (1.6.8-1) ...\n",
            "Created symlink /etc/systemd/system/dbus-org.freedesktop.ModemManager1.service → /lib/systemd/system/ModemManager.service.\n",
            "Created symlink /etc/systemd/system/multi-user.target.wants/ModemManager.service → /lib/systemd/system/ModemManager.service.\n",
            "Setting up libpangoxft-1.0-0:amd64 (1.40.12-1) ...\n",
            "Setting up libsoup2.4-1:amd64 (2.60.1-1) ...\n",
            "Setting up x11-utils (7.7+3build1) ...\n",
            "Setting up libsoup-gnome2.4-1:amd64 (2.60.1-1) ...\n",
            "Setting up libmirclient9:amd64 (0.28.0+17.10.20171011.1-0ubuntu1) ...\n",
            "Setting up libpangocairo-1.0-0:amd64 (1.40.12-1) ...\n",
            "Setting up libpulse0:amd64 (1:10.0-2ubuntu3.1) ...\n",
            "Setting up libedataserver-1.2-22:amd64 (3.26.1-1ubuntu1) ...\n",
            "Setting up libsmbclient:amd64 (2:4.6.7+dfsg-1ubuntu3.2) ...\n",
            "Setting up gir1.2-pango-1.0:amd64 (1.40.12-1) ...\n",
            "Setting up libgoa-1.0-0b:amd64 (3.26.1-1ubuntu1) ...\n",
            "Setting up avahi-daemon (0.6.32-1ubuntu1.1) ...\n",
            "invoke-rc.d: could not determine current runlevel\n",
            "invoke-rc.d: policy-rc.d denied execution of force-reload.\n",
            "Created symlink /etc/systemd/system/dbus-org.freedesktop.Avahi.service → /lib/systemd/system/avahi-daemon.service.\n",
            "Created symlink /etc/systemd/system/multi-user.target.wants/avahi-daemon.service → /lib/systemd/system/avahi-daemon.service.\n",
            "Created symlink /etc/systemd/system/sockets.target.wants/avahi-daemon.socket → /lib/systemd/system/avahi-daemon.socket.\n",
            "invoke-rc.d: could not determine current runlevel\n",
            "invoke-rc.d: policy-rc.d denied execution of start.\n",
            "Setting up geoclue-ubuntu-geoip (1.0.2+14.04.20131125-0ubuntu3) ...\n",
            "Setting up libgl1-mesa-dev:amd64 (17.2.8-0ubuntu0~17.10.1) ...\n",
            "Setting up cups-pk-helper (0.2.6-1ubuntu1) ...\n",
            "Setting up ippusbxd (1.31-0ubuntu1) ...\n",
            "Setting up avahi-utils (0.6.32-1ubuntu1.1) ...\n",
            "Setting up python3-cupshelpers (1.5.9+20170825-0ubuntu1) ...\n",
            "Setting up liblightdm-gobject-1-0:amd64 (1.24.0-0ubuntu1) ...\n",
            "Setting up librest-0.7-0:amd64 (0.8.0-2) ...\n",
            "Setting up gstreamer1.0-plugins-good:amd64 (1.12.3-1ubuntu1) ...\n",
            "Setting up packagekit-tools (1.1.7-1) ...\n",
            "Setting up gstreamer1.0-x:amd64 (1.12.3-1) ...\n",
            "Setting up libatk-wrapper-java (0.33.3-13) ...\n",
            "Setting up xserver-xorg-legacy (2:1.19.5-0ubuntu2) ...\n",
            "Setting up libegl1-mesa:amd64 (17.2.8-0ubuntu0~17.10.1) ...\n",
            "update-alternatives: using /usr/lib/x86_64-linux-gnu/mesa-egl/ld.so.conf to provide /etc/ld.so.conf.d/x86_64-linux-gnu_EGL.conf (x86_64-linux-gnu_egl_conf) in auto mode\n",
            "Setting up libnss-mdns:amd64 (0.10-8ubuntu1) ...\n",
            "First installation detected...\n",
            "Checking NSS setup...\n",
            "Setting up libgeocode-glib0:amd64 (3.25.4.1-1) ...\n",
            "Setting up gvfs-daemons (1.34.1-1ubuntu1) ...\n",
            "Setting up libpulse-mainloop-glib0:amd64 (1:10.0-2ubuntu3.1) ...\n",
            "Setting up libecal-1.2-19:amd64 (3.26.1-1ubuntu1) ...\n",
            "Setting up librsvg2-2:amd64 (2.40.18-1) ...\n",
            "Setting up indicator-datetime (15.10+17.10.20170829.2-0ubuntu1) ...\n",
            "Setting up libpulsedsp:amd64 (1:10.0-2ubuntu3.1) ...\n",
            "Setting up pulseaudio-utils (1:10.0-2ubuntu3.1) ...\n",
            "Setting up system-config-printer-udev (1.5.9+20170825-0ubuntu1) ...\n",
            "Setting up libasound2-plugins:amd64 (1.1.1-1ubuntu1) ...\n",
            "Setting up libebackend-1.2-10:amd64 (3.26.1-1ubuntu1) ...\n",
            "Setting up libgdata22:amd64 (0.17.9-1) ...\n",
            "Setting up xserver-xorg-core (2:1.19.5-0ubuntu2) ...\n",
            "Setting up librsvg2-common:amd64 (2.40.18-1) ...\n",
            "Setting up libebook-contacts-1.2-2:amd64 (3.26.1-1ubuntu1) ...\n",
            "Setting up xserver-xorg-video-radeon (1:7.10.0-1) ...\n",
            "Setting up gvfs:amd64 (1.34.1-1ubuntu1) ...\n",
            "Setting up libatk-wrapper-java-jni:amd64 (0.33.3-13) ...\n",
            "Setting up xserver-xorg-video-vesa (1:2.3.4-1build3) ...\n",
            "Setting up libedata-cal-1.2-28:amd64 (3.26.1-1ubuntu1) ...\n",
            "Setting up xserver-xorg-video-amdgpu (1.4.0-1) ...\n",
            "Setting up libwayland-egl1-mesa:amd64 (17.2.8-0ubuntu0~17.10.1) ...\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Setting up nvidia-384 (384.111-0ubuntu0.17.10.1) ...\n",
            "update-alternatives: using /usr/lib/nvidia-384/ld.so.conf to provide /etc/ld.so.conf.d/x86_64-linux-gnu_GL.conf (x86_64-linux-gnu_gl_conf) in auto mode\n",
            "update-alternatives: using /usr/lib/nvidia-384/ld.so.conf to provide /etc/ld.so.conf.d/x86_64-linux-gnu_EGL.conf (x86_64-linux-gnu_egl_conf) in auto mode\n",
            "update-alternatives: using /usr/lib/nvidia-384/alt_ld.so.conf to provide /etc/ld.so.conf.d/i386-linux-gnu_GL.conf (i386-linux-gnu_gl_conf) in auto mode\n",
            "update-alternatives: using /usr/lib/nvidia-384/alt_ld.so.conf to provide /etc/ld.so.conf.d/i386-linux-gnu_EGL.conf (i386-linux-gnu_egl_conf) in auto mode\n",
            "update-alternatives: using /usr/share/nvidia-384/glamor.conf to provide /usr/share/X11/xorg.conf.d/glamoregl.conf (glamor_conf) in auto mode\n",
            "Adding system user `nvidia-persistenced' (UID 111) ...\n",
            "Adding new group `nvidia-persistenced' (GID 115) ...\n",
            "Adding new user `nvidia-persistenced' (UID 111) with group `nvidia-persistenced' ...\n",
            "Not creating home directory `/'.\n",
            "Loading new nvidia-384-384.111 DKMS files...\n",
            "It is likely that 4.4.111+ belongs to a chroot's host\n",
            "Building for 4.13.0-38-generic\n",
            "Building for architecture x86_64\n",
            "Building initial module for 4.13.0-38-generic\n",
            "Done.\n",
            "\n",
            "nvidia_384:\n",
            "Running module version sanity check.\n",
            " - Original module\n",
            "   - No original module exists within this kernel\n",
            " - Installation\n",
            "   - Installing to /lib/modules/4.13.0-38-generic/updates/dkms/\n",
            "\n",
            "nvidia_384_modeset.ko:\n",
            "Running module version sanity check.\n",
            " - Original module\n",
            "   - No original module exists within this kernel\n",
            " - Installation\n",
            "   - Installing to /lib/modules/4.13.0-38-generic/updates/dkms/\n",
            "\n",
            "nvidia_384_drm.ko:\n",
            "Running module version sanity check.\n",
            " - Original module\n",
            "   - No original module exists within this kernel\n",
            " - Installation\n",
            "   - Installing to /lib/modules/4.13.0-38-generic/updates/dkms/\n",
            "\n",
            "nvidia_384_uvm.ko:\n",
            "Running module version sanity check.\n",
            " - Original module\n",
            "   - No original module exists within this kernel\n",
            " - Installation\n",
            "   - Installing to /lib/modules/4.13.0-38-generic/updates/dkms/\n",
            "\n",
            "depmod...\n",
            "\n",
            "DKMS: install completed.\n",
            "Setting up libedata-book-1.2-25:amd64 (3.26.1-1ubuntu1) ...\n",
            "Setting up xserver-xorg-input-wacom (1:0.34.0-0ubuntu2) ...\n",
            "Setting up nvidia-opencl-icd-384 (384.111-0ubuntu0.17.10.1) ...\n",
            "Setting up xserver-xorg-video-ati (1:7.10.0-1) ...\n",
            "Setting up pulseaudio (1:10.0-2ubuntu3.1) ...\n",
            "Adding user pulse to group audio\n",
            "Setting up xserver-xorg-video-intel (2:2.99.917+git20170309-0ubuntu1) ...\n",
            "Setting up gvfs-backends (1.34.1-1ubuntu1) ...\n",
            "Setting up xserver-xorg-video-qxl (0.1.5-2build1) ...\n",
            "Setting up libcogl20:amd64 (1.22.2-2) ...\n",
            "Setting up xserver-xorg-video-nouveau (1:1.0.15-2) ...\n",
            "Setting up xserver-xorg-video-fbdev (1:0.4.4-1build6) ...\n",
            "Setting up libcanberra-pulse:amd64 (0.30-3ubuntu1) ...\n",
            "Setting up xserver-xorg-input-libinput (0.25.0-0ubuntu1) ...\n",
            "Setting up xserver-xorg-video-vmware (1:13.2.1-1build1) ...\n",
            "Setting up libcuda1-384 (384.111-0ubuntu0.17.10.1) ...\n",
            "Setting up xserver-xorg (1:7.7+19ubuntu3) ...\n",
            "Setting up indicator-sound (12.10.2+17.10.20170829.1-0ubuntu1) ...\n",
            "Setting up libebook-1.2-19:amd64 (3.26.1-1ubuntu1) ...\n",
            "Setting up libcogl-pango20:amd64 (1.22.2-2) ...\n",
            "Setting up libcuinj64-8.0:amd64 (8.0.61-1) ...\n",
            "Setting up nvidia-profiler (8.0.61-1) ...\n",
            "Setting up xserver-xorg-input-all (1:7.7+19ubuntu3) ...\n",
            "Setting up libcogl-path20:amd64 (1.22.2-2) ...\n",
            "Setting up xserver-xorg-video-all (1:7.7+19ubuntu3) ...\n",
            "Setting up nvidia-cuda-dev (8.0.61-1) ...\n",
            "Setting up nvidia-cuda-toolkit (8.0.61-1) ...\n",
            "Setting up openjdk-8-jre-headless:amd64 (8u162-b12-0ubuntu0.17.10.2) ...\n",
            "update-alternatives: using /usr/lib/jvm/java-8-openjdk-amd64/jre/bin/rmid to provide /usr/bin/rmid (rmid) in auto mode\n",
            "update-alternatives: using /usr/lib/jvm/java-8-openjdk-amd64/jre/bin/java to provide /usr/bin/java (java) in auto mode\n",
            "update-alternatives: using /usr/lib/jvm/java-8-openjdk-amd64/jre/bin/keytool to provide /usr/bin/keytool (keytool) in auto mode\n",
            "update-alternatives: using /usr/lib/jvm/java-8-openjdk-amd64/jre/bin/jjs to provide /usr/bin/jjs (jjs) in auto mode\n",
            "update-alternatives: using /usr/lib/jvm/java-8-openjdk-amd64/jre/bin/pack200 to provide /usr/bin/pack200 (pack200) in auto mode\n",
            "update-alternatives: using /usr/lib/jvm/java-8-openjdk-amd64/jre/bin/rmiregistry to provide /usr/bin/rmiregistry (rmiregistry) in auto mode\n",
            "update-alternatives: using /usr/lib/jvm/java-8-openjdk-amd64/jre/bin/unpack200 to provide /usr/bin/unpack200 (unpack200) in auto mode\n",
            "update-alternatives: using /usr/lib/jvm/java-8-openjdk-amd64/jre/bin/orbd to provide /usr/bin/orbd (orbd) in auto mode\n",
            "update-alternatives: using /usr/lib/jvm/java-8-openjdk-amd64/jre/bin/servertool to provide /usr/bin/servertool (servertool) in auto mode\n",
            "update-alternatives: using /usr/lib/jvm/java-8-openjdk-amd64/jre/bin/tnameserv to provide /usr/bin/tnameserv (tnameserv) in auto mode\n",
            "update-alternatives: using /usr/lib/jvm/java-8-openjdk-amd64/jre/lib/jexec to provide /usr/bin/jexec (jexec) in auto mode\n",
            "Setting up adwaita-icon-theme (3.26.0-0ubuntu2) ...\n",
            "update-alternatives: using /usr/share/icons/Adwaita/cursor.theme to provide /usr/share/icons/default/index.theme (x-cursor-theme) in auto mode\n",
            "Setting up libgtk2.0-0:amd64 (2.24.31-2ubuntu1) ...\n",
            "Setting up ca-certificates-java (20170930) ...\n",
            "Adding debian:Amazon_Root_CA_1.pem\n",
            "Adding debian:GlobalSign_ECC_Root_CA_-_R5.pem\n",
            "Adding debian:Swisscom_Root_EV_CA_2.pem\n",
            "Adding debian:GeoTrust_Global_CA.pem\n",
            "Adding debian:Amazon_Root_CA_4.pem\n",
            "Adding debian:ACCVRAIZ1.pem\n",
            "Adding debian:AffirmTrust_Premium_ECC.pem\n",
            "Adding debian:AddTrust_Low-Value_Services_Root.pem\n",
            "Adding debian:USERTrust_RSA_Certification_Authority.pem\n",
            "Adding debian:QuoVadis_Root_CA_2.pem\n",
            "Adding debian:TWCA_Root_Certification_Authority.pem\n",
            "Adding debian:QuoVadis_Root_CA_1_G3.pem\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Adding debian:QuoVadis_Root_CA_2_G3.pem\r\n",
            "Adding debian:Microsec_e-Szigno_Root_CA_2009.pem\r\n",
            "Adding debian:Comodo_AAA_Services_root.pem\r\n",
            "Adding debian:Autoridad_de_Certificacion_Firmaprofesional_CIF_A62634068.pem\r\n",
            "Adding debian:DigiCert_Assured_ID_Root_G2.pem\r\n",
            "Adding debian:Go_Daddy_Root_Certificate_Authority_-_G2.pem\n",
            "Adding debian:DigiCert_Global_Root_CA.pem\n",
            "Adding debian:Certum_Trusted_Network_CA_2.pem\n",
            "Adding debian:PSCProcert.pem\n",
            "Adding debian:Deutsche_Telekom_Root_CA_2.pem\n",
            "Adding debian:Secure_Global_CA.pem\n",
            "Adding debian:GeoTrust_Universal_CA_2.pem\n",
            "Adding debian:Visa_eCommerce_Root.pem\n",
            "Adding debian:Verisign_Class_3_Public_Primary_Certification_Authority_-_G3.pem\n",
            "Adding debian:Certplus_Root_CA_G2.pem\n",
            "Adding debian:DigiCert_High_Assurance_EV_Root_CA.pem\n",
            "Adding debian:USERTrust_ECC_Certification_Authority.pem\n",
            "Adding debian:Certum_Trusted_Network_CA.pem\n",
            "Adding debian:Swisscom_Root_CA_2.pem\n",
            "Adding debian:TURKTRUST_Certificate_Services_Provider_Root_2007.pem\n",
            "Adding debian:AddTrust_External_Root.pem\n",
            "Adding debian:GeoTrust_Global_CA_2.pem\n",
            "Adding debian:Camerfirma_Global_Chambersign_Root.pem\n",
            "Adding debian:Starfield_Services_Root_Certificate_Authority_-_G2.pem\n",
            "Adding debian:XRamp_Global_CA_Root.pem\n",
            "Adding debian:Certum_Root_CA.pem\n",
            "Adding debian:UTN_USERFirst_Hardware_Root_CA.pem\n",
            "Adding debian:GeoTrust_Universal_CA.pem\n",
            "Adding debian:Staat_der_Nederlanden_Root_CA_-_G3.pem\n",
            "Adding debian:certSIGN_ROOT_CA.pem\n",
            "Adding debian:COMODO_Certification_Authority.pem\n",
            "Adding debian:VeriSign_Class_3_Public_Primary_Certification_Authority_-_G4.pem\n",
            "Adding debian:Sonera_Class_2_Root_CA.pem\n",
            "Adding debian:Entrust_Root_Certification_Authority.pem\n",
            "Adding debian:Buypass_Class_3_Root_CA.pem\n",
            "Adding debian:D-TRUST_Root_Class_3_CA_2_2009.pem\n",
            "Adding debian:SwissSign_Gold_CA_-_G2.pem\n",
            "Adding debian:AddTrust_Public_Services_Root.pem\n",
            "Adding debian:Hellenic_Academic_and_Research_Institutions_ECC_RootCA_2015.pem\n",
            "Adding debian:DST_Root_CA_X3.pem\n",
            "Adding debian:GlobalSign_ECC_Root_CA_-_R4.pem\n",
            "Adding debian:Izenpe.com.pem\n",
            "Adding debian:CFCA_EV_ROOT.pem\n",
            "Adding debian:Staat_der_Nederlanden_EV_Root_CA.pem\n",
            "Adding debian:OpenTrust_Root_CA_G2.pem\n",
            "Adding debian:AddTrust_Qualified_Certificates_Root.pem\n",
            "Adding debian:Comodo_Trusted_Services_root.pem\n",
            "Adding debian:GlobalSign_Root_CA_-_R2.pem\n",
            "Adding debian:VeriSign_Universal_Root_Certification_Authority.pem\n",
            "Adding debian:Taiwan_GRCA.pem\n",
            "Adding debian:China_Internet_Network_Information_Center_EV_Certificates_Root.pem\n",
            "Adding debian:LuxTrust_Global_Root_2.pem\n",
            "Adding debian:CNNIC_ROOT.pem\n",
            "Adding debian:Certinomis_-_Root_CA.pem\n",
            "Adding debian:Hongkong_Post_Root_CA_1.pem\n",
            "Adding debian:OISTE_WISeKey_Global_Root_GB_CA.pem\n",
            "Adding debian:Certplus_Class_2_Primary_CA.pem\n",
            "Adding debian:Certinomis_-_Autorité_Racine.pem\n",
            "Adding debian:T-TeleSec_GlobalRoot_Class_3.pem\n",
            "Adding debian:DigiCert_Global_Root_G2.pem\n",
            "Adding debian:Cybertrust_Global_Root.pem\n",
            "Adding debian:COMODO_ECC_Certification_Authority.pem\n",
            "Adding debian:GeoTrust_Primary_Certification_Authority.pem\n",
            "Adding debian:thawte_Primary_Root_CA_-_G2.pem\n",
            "Adding debian:CA_Disig_Root_R2.pem\n",
            "Adding debian:NetLock_Arany_=Class_Gold=_Főtanúsítvány.pem\n",
            "Adding debian:SZAFIR_ROOT_CA2.pem\n",
            "Adding debian:Security_Communication_EV_RootCA1.pem\n",
            "Adding debian:OpenTrust_Root_CA_G1.pem\n",
            "Adding debian:AffirmTrust_Networking.pem\n",
            "Adding debian:Camerfirma_Chambers_of_Commerce_Root.pem\n",
            "Adding debian:Entrust_Root_Certification_Authority_-_EC1.pem\n",
            "Adding debian:QuoVadis_Root_CA_3_G3.pem\n",
            "Adding debian:GeoTrust_Primary_Certification_Authority_-_G2.pem\n",
            "Adding debian:CA_Disig_Root_R1.pem\n",
            "Adding debian:OpenTrust_Root_CA_G3.pem\n",
            "Adding debian:TWCA_Global_Root_CA.pem\n",
            "Adding debian:thawte_Primary_Root_CA_-_G3.pem\n",
            "Adding debian:EE_Certification_Centre_Root_CA.pem\n",
            "Adding debian:SecureTrust_CA.pem\n",
            "Adding debian:Chambers_of_Commerce_Root_-_2008.pem\n",
            "Adding debian:TÜBİTAK_UEKAE_Kök_Sertifika_Hizmet_Sağlayıcısı_-_Sürüm_3.pem\n",
            "Adding debian:Atos_TrustedRoot_2011.pem\n",
            "Adding debian:Network_Solutions_Certificate_Authority.pem\n",
            "Adding debian:Entrust.net_Premium_2048_Secure_Server_CA.pem\n",
            "Adding debian:thawte_Primary_Root_CA.pem\n",
            "Adding debian:ACEDICOM_Root.pem\n",
            "Adding debian:SecureSign_RootCA11.pem\n",
            "Adding debian:GlobalSign_Root_CA.pem\n",
            "Adding debian:Starfield_Class_2_CA.pem\n",
            "Adding debian:Actalis_Authentication_Root_CA.pem\n",
            "Adding debian:Trustis_FPS_Root_CA.pem\n",
            "Adding debian:T-TeleSec_GlobalRoot_Class_2.pem\n",
            "Adding debian:Swisscom_Root_CA_1.pem\n",
            "Adding debian:Baltimore_CyberTrust_Root.pem\n",
            "Adding debian:GlobalSign_Root_CA_-_R3.pem\n",
            "Adding debian:Buypass_Class_2_Root_CA.pem\n",
            "Adding debian:Certigna.pem\n",
            "Adding debian:Security_Communication_RootCA2.pem\n",
            "Adding debian:Amazon_Root_CA_3.pem\n",
            "Adding debian:Global_Chambersign_Root_-_2008.pem\n",
            "Adding debian:D-TRUST_Root_Class_3_CA_2_EV_2009.pem\n",
            "Adding debian:Go_Daddy_Class_2_CA.pem\n",
            "Adding debian:Hellenic_Academic_and_Research_Institutions_RootCA_2011.pem\n",
            "Adding debian:DigiCert_Global_Root_G3.pem\n",
            "Adding debian:EC-ACC.pem\n",
            "Adding debian:Comodo_Secure_Services_root.pem\n",
            "Adding debian:DST_ACES_CA_X6.pem\n",
            "Adding debian:AC_RAIZ_FNMT-RCM.pem\n",
            "Adding debian:VeriSign_Class_3_Public_Primary_Certification_Authority_-_G5.pem\n",
            "Adding debian:AffirmTrust_Commercial.pem\n",
            "Adding debian:QuoVadis_Root_CA_3.pem\n",
            "Adding debian:ISRG_Root_X1.pem\n",
            "Adding debian:TeliaSonera_Root_CA_v1.pem\n",
            "Adding debian:GeoTrust_Primary_Certification_Authority_-_G3.pem\n",
            "Adding debian:Hellenic_Academic_and_Research_Institutions_RootCA_2015.pem\n",
            "Adding debian:SwissSign_Silver_CA_-_G2.pem\n",
            "Adding debian:DigiCert_Assured_ID_Root_G3.pem\n",
            "Adding debian:IdenTrust_Public_Sector_Root_CA_1.pem\n",
            "Adding debian:Security_Communication_Root_CA.pem\n",
            "Adding debian:Entrust_Root_Certification_Authority_-_G2.pem\n",
            "Adding debian:COMODO_RSA_Certification_Authority.pem\n",
            "Adding debian:Amazon_Root_CA_2.pem\n",
            "Adding debian:OISTE_WISeKey_Global_Root_GA_CA.pem\n",
            "Adding debian:AffirmTrust_Premium.pem\n",
            "Adding debian:Starfield_Root_Certificate_Authority_-_G2.pem\n",
            "Adding debian:QuoVadis_Root_CA.pem\n",
            "Adding debian:DigiCert_Trusted_Root_G4.pem\n",
            "Adding debian:TÜRKTRUST_Elektronik_Sertifika_Hizmet_Sağlayıcısı_H5.pem\n",
            "Adding debian:Certplus_Root_CA_G1.pem\n",
            "Adding debian:DigiCert_Assured_ID_Root_CA.pem\n",
            "Adding debian:Staat_der_Nederlanden_Root_CA_-_G2.pem\n",
            "Adding debian:E-Tugra_Certification_Authority.pem\n",
            "Adding debian:IdenTrust_Commercial_Root_CA_1.pem\n",
            "Adding debian:ePKI_Root_Certification_Authority.pem\n",
            "Adding debian:TUBITAK_Kamu_SM_SSL_Kok_Sertifikasi_-_Surum_1.pem\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "done.\r\n",
            "Setting up libgail18:amd64 (2.24.31-2ubuntu1) ...\n",
            "Setting up ibus-gtk:amd64 (1.5.14-2ubuntu1) ...\n",
            "Setting up libgail-common:amd64 (2.24.31-2ubuntu1) ...\n",
            "Setting up humanity-icon-theme (0.6.13) ...\n",
            "Setting up libgtk-3-0:amd64 (3.22.25-0ubuntu0.1) ...\n",
            "Setting up mousetweaks (3.12.0-1ubuntu3) ...\n",
            "Setting up libgtk-3-bin (3.22.25-0ubuntu0.1) ...\n",
            "Setting up openjdk-8-jre:amd64 (8u162-b12-0ubuntu0.17.10.2) ...\n",
            "update-alternatives: using /usr/lib/jvm/java-8-openjdk-amd64/jre/bin/policytool to provide /usr/bin/policytool (policytool) in auto mode\n",
            "Setting up libgcr-ui-3-1:amd64 (3.20.0-5.1ubuntu1) ...\n",
            "Setting up policykit-1-gnome (0.105-6ubuntu2) ...\n",
            "Setting up screen-resolution-extra (0.17.1.1) ...\n",
            "Setting up libtimezonemap1:amd64 (0.4.5) ...\n",
            "Setting up libcanberra-gtk3-0:amd64 (0.30-3ubuntu1) ...\n",
            "Setting up libido3-0.1-0:amd64 (13.10.0+17.04.20161028-0ubuntu1) ...\n",
            "Setting up libnma0:amd64 (1.8.4-1ubuntu1) ...\n",
            "Setting up libunity-control-center1 (15.04.0+17.10.20170930-0ubuntu1) ...\n",
            "Setting up libpanel-applet3 (1:3.24.1-1ubuntu2) ...\n",
            "Setting up gnome-power-manager (3.25.90-1) ...\n",
            "Setting up gcr (3.20.0-5.1ubuntu1) ...\n",
            "Setting up libgnome-desktop-3-12:amd64 (3.26.2-0ubuntu0.1) ...\n",
            "Setting up libgnomekbd8:amd64 (3.26.0-2) ...\n",
            "Setting up notification-daemon (3.20.0-1) ...\n",
            "Setting up default-jre-headless (2:1.8-59ubuntu1) ...\n",
            "Setting up libclutter-1.0-0:amd64 (1.26.2+dfsg-3ubuntu1) ...\n",
            "Setting up libgtk2.0-bin (2.24.31-2ubuntu1) ...\n",
            "Setting up libindicator3-7 (16.10.0+16.10.20160913-0ubuntu1) ...\n",
            "Setting up nvidia-visual-profiler (8.0.61-1) ...\n",
            "Setting up gir1.2-gtk-3.0:amd64 (3.22.25-0ubuntu0.1) ...\n",
            "Setting up activity-log-manager (0.9.7-0ubuntu26) ...\n",
            "Setting up libgweather-3-6:amd64 (3.26.0-1ubuntu0.1) ...\n",
            "Setting up libcanberra-gtk3-module:amd64 (0.30-3ubuntu1) ...\n",
            "Setting up ubuntu-mono (16.10+17.10.20171115-0ubuntu1) ...\n",
            "Setting up gnome-screensaver (3.6.1-7ubuntu6) ...\n",
            "Setting up libwebkit2gtk-4.0-37:amd64 (2.18.6-0ubuntu0.17.10.1) ...\n",
            "Setting up system-config-printer-common (1.5.9+20170825-0ubuntu1) ...\n",
            "Setting up default-jre (2:1.8-59ubuntu1) ...\n",
            "Setting up libnm-gtk0:amd64 (1.8.4-1ubuntu1) ...\n",
            "Setting up libgnome-bluetooth13:amd64 (3.26.1-1) ...\n",
            "Setting up libunity-settings-daemon1:amd64 (15.04.1+17.10.20171003-0ubuntu1) ...\n",
            "Setting up ibus-gtk3:amd64 (1.5.14-2ubuntu1) ...\n",
            "Setting up libyelp0:amd64 (3.26.0-1ubuntu1) ...\n",
            "Setting up indicator-applet (12.10.2+17.10.20170425-0ubuntu1) ...\n",
            "Setting up indicator-keyboard (0.0.0+17.10.20170906-0ubuntu1) ...\n",
            "Setting up nvidia-settings (384.69-0ubuntu1) ...\n",
            "Setting up ibus (1.5.14-2ubuntu1) ...\n",
            "Setting up pinentry-gnome3 (1.0.0-2) ...\n",
            "Setting up gnome-bluetooth (3.26.1-1) ...\n",
            "Setting up gnome-keyring (3.20.1-1ubuntu1) ...\n",
            "Setting up libclutter-gtk-1.0-0:amd64 (1.8.4-2) ...\n",
            "Setting up libclutter-gst-3.0-0:amd64 (3.0.24-1) ...\n",
            "Setting up gkbd-capplet (3.26.0-2) ...\n",
            "Setting up gnome-session-bin (3.26.1-0ubuntu6) ...\n",
            "update-alternatives: using /usr/bin/gnome-session to provide /usr/bin/x-session-manager (x-session-manager) in auto mode\n",
            "Setting up system-config-printer (1.5.9+20170825-0ubuntu1) ...\n",
            "Setting up libappindicator3-1 (12.10.1+17.04.20170215-0ubuntu2) ...\n",
            "Setting up yelp (3.26.0-1ubuntu1) ...\n",
            "Setting up evolution-data-server (3.26.1-1ubuntu1) ...\n",
            "Setting up gstreamer1.0-clutter-3.0 (3.0.24-1) ...\n",
            "Setting up libcheese8:amd64 (3.26.0-0ubuntu1) ...\n",
            "Setting up zenity (3.24.0-1) ...\n",
            "Setting up unity-settings-daemon (15.04.1+17.10.20171003-0ubuntu1) ...\n",
            "Setting up libcheese-gtk25:amd64 (3.26.0-0ubuntu1) ...\n",
            "Setting up indicator-application (12.10.1+17.04.20161201-0ubuntu1) ...\n",
            "Setting up network-manager-gnome (1.8.4-1ubuntu1) ...\n",
            "Setting up unity-greeter (17.10.0-0ubuntu1) ...\n",
            "Setting up unity-control-center (15.04.0+17.10.20170930-0ubuntu1) ...\n",
            "Setting up indicator-bluetooth (0.0.6+17.10.20170605-0ubuntu3) ...\n",
            "Processing triggers for libc-bin (2.26-0ubuntu2.1) ...\n",
            "Processing triggers for systemd (234-2ubuntu12.3) ...\n",
            "Processing triggers for dictionaries-common (1.27.2) ...\n",
            "aspell-autobuildhash: processing: en [en-common].\n",
            "aspell-autobuildhash: processing: en [en-variant_0].\n",
            "aspell-autobuildhash: processing: en [en-variant_1].\n",
            "aspell-autobuildhash: processing: en [en-variant_2].\n",
            "aspell-autobuildhash: processing: en [en-w_accents-only].\n",
            "aspell-autobuildhash: processing: en [en-wo_accents-only].\n",
            "aspell-autobuildhash: processing: en [en_AU-variant_0].\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "aspell-autobuildhash: processing: en [en_AU-variant_1].\r\n",
            "aspell-autobuildhash: processing: en [en_AU-w_accents-only].\r\n",
            "aspell-autobuildhash: processing: en [en_AU-wo_accents-only].\n",
            "aspell-autobuildhash: processing: en [en_CA-variant_0].\n",
            "aspell-autobuildhash: processing: en [en_CA-variant_1].\n",
            "aspell-autobuildhash: processing: en [en_CA-w_accents-only].\n",
            "aspell-autobuildhash: processing: en [en_CA-wo_accents-only].\n",
            "aspell-autobuildhash: processing: en [en_GB-ise-w_accents-only].\n",
            "aspell-autobuildhash: processing: en [en_GB-ise-wo_accents-only].\n",
            "aspell-autobuildhash: processing: en [en_GB-ize-w_accents-only].\n",
            "aspell-autobuildhash: processing: en [en_GB-ize-wo_accents-only].\n",
            "aspell-autobuildhash: processing: en [en_GB-variant_0].\n",
            "aspell-autobuildhash: processing: en [en_GB-variant_1].\n",
            "aspell-autobuildhash: processing: en [en_US-w_accents-only].\n",
            "aspell-autobuildhash: processing: en [en_US-wo_accents-only].\n",
            "Processing triggers for dbus (1.10.22-1ubuntu1) ...\n",
            "Processing triggers for libgdk-pixbuf2.0-0:amd64 (2.36.11-1ubuntu0.1) ...\n",
            "Processing triggers for ca-certificates (20170717) ...\n",
            "Updating certificates in /etc/ssl/certs...\n",
            "0 added, 0 removed; done.\n",
            "Running hooks in /etc/ca-certificates/update.d...\n",
            "\n",
            "done.\n",
            "done.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "Fm1Wf1jpSuV7",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 306
        },
        "outputId": "d48c609a-262f-47a1-d7b8-54d89800ca54"
      },
      "cell_type": "code",
      "source": [
        "# Finally run the command to get GPU info.\n",
        "!nvidia-smi"
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Fri Apr 20 09:10:09 2018       \r\n",
            "+-----------------------------------------------------------------------------+\r\n",
            "| NVIDIA-SMI 384.111                Driver Version: 384.111                   |\r\n",
            "|-------------------------------+----------------------+----------------------+\r\n",
            "| GPU  Name        Persistence-M| Bus-Id        Disp.A | Volatile Uncorr. ECC |\r\n",
            "| Fan  Temp  Perf  Pwr:Usage/Cap|         Memory-Usage | GPU-Util  Compute M. |\r\n",
            "|===============================+======================+======================|\r\n",
            "|   0  Tesla K80           Off  | 00000000:00:04.0 Off |                    0 |\r\n",
            "| N/A   30C    P8    32W / 149W |      0MiB / 11439MiB |      0%      Default |\r\n",
            "+-------------------------------+----------------------+----------------------+\r\n",
            "                                                                               \r\n",
            "+-----------------------------------------------------------------------------+\r\n",
            "| Processes:                                                       GPU Memory |\r\n",
            "|  GPU       PID   Type   Process name                             Usage      |\r\n",
            "|=============================================================================|\r\n",
            "|  No running processes found                                                 |\r\n",
            "+-----------------------------------------------------------------------------+\r\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "3dwxzo0nWiEY",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 85
        },
        "outputId": "1c8cbc48-9580-4d07-9e8e-0b25081377ad"
      },
      "cell_type": "code",
      "source": [
        "# To check for the NVIDIA compiler version\n",
        "!nvcc --version"
      ],
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "nvcc: NVIDIA (R) Cuda compiler driver\r\n",
            "Copyright (c) 2005-2016 NVIDIA Corporation\r\n",
            "Built on Tue_Jan_10_13:22:03_CST_2017\r\n",
            "Cuda compilation tools, release 8.0, V8.0.61\r\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "p-2Kg4FbtGsQ",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "## Uploading your data to the notebook."
      ]
    },
    {
      "metadata": {
        "id": "mnMgX0G9S_Sa",
        "colab_type": "code",
        "colab": {
          "resources": {
            "http://localhost:8080/nbextensions/google.colab/files.js": {
              "data": 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wdXRFbGVtZW50LmRpc2FibGVkID0gdHJ1ZTsKCiAgZm9yIChjb25zdCBmaWxlIG9mIGZpbGVzKSB7CiAgICBjb25zdCBsaSA9IGRvY3VtZW50LmNyZWF0ZUVsZW1lbnQoJ2xpJyk7CiAgICBsaS5hcHBlbmQoc3BhbihmaWxlLm5hbWUsIHtmb250V2VpZ2h0OiAnYm9sZCd9KSk7CiAgICBsaS5hcHBlbmQoc3BhbigKICAgICAgICBgKCR7ZmlsZS50eXBlIHx8ICduL2EnfSkgLSAke2ZpbGUuc2l6ZX0gYnl0ZXMsIGAgKwogICAgICAgIGBsYXN0IG1vZGlmaWVkOiAkewogICAgICAgICAgICBmaWxlLmxhc3RNb2RpZmllZERhdGUgPyBmaWxlLmxhc3RNb2RpZmllZERhdGUudG9Mb2NhbGVEYXRlU3RyaW5nKCkgOgogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAnbi9hJ30gLSBgKSk7CiAgICBjb25zdCBwZXJjZW50ID0gc3BhbignMCUgZG9uZScpOwogICAgbGkuYXBwZW5kQ2hpbGQocGVyY2VudCk7CgogICAgb3V0cHV0RWxlbWVudC5hcHBlbmRDaGlsZChsaSk7CgogICAgY29uc3QgZmlsZURhdGFQcm9taXNlID0gbmV3IFByb21pc2UoKHJlc29sdmUpID0+IHsKICAgICAgY29uc3QgcmVhZGVyID0gbmV3IEZpbGVSZWFkZXIoKTsKICAgICAgcmVhZGVyLm9ubG9hZCA9IChlKSA9PiB7CiAgICAgICAgcmVzb2x2ZShlLnRhcmdldC5yZXN1bHQpOwogICAgICB9OwogICAgICByZWFkZXIucmVhZEFzQXJyYXlCdWZmZXIoZmlsZSk7CiAgICB9KTsKICAgIC8vIFdhaXQgZm9yIHRoZSBkYXRhIHRvIGJlIHJlYWR5LgogICAgbGV0IGZpbGVEYXRhID0geWllbGQgewogICAgICBwcm9taXNlOiBmaWxlRGF0YVByb21pc2UsCiAgICAgIHJlc3BvbnNlOiB7CiAgICAgICAgYWN0aW9uOiAnY29udGludWUnLAogICAgICB9CiAgICB9OwoKICAgIC8vIFVzZSBhIGNodW5rZWQgc2VuZGluZyB0byBhdm9pZCBtZXNzYWdlIHNpemUgbGltaXRzLiBTZWUgYi82MjExNTY2MC4KICAgIGxldCBwb3NpdGlvbiA9IDA7CiAgICB3aGlsZSAocG9zaXRpb24gPCBmaWxlRGF0YS5ieXRlTGVuZ3RoKSB7CiAgICAgIGNvbnN0IGxlbmd0aCA9IE1hdGgubWluKGZpbGVEYXRhLmJ5dGVMZW5ndGggLSBwb3NpdGlvbiwgTUFYX1BBWUxPQURfU0laRSk7CiAgICAgIGNvbnN0IGNodW5rID0gbmV3IFVpbnQ4QXJyYXkoZmlsZURhdGEsIHBvc2l0aW9uLCBsZW5ndGgpOwogICAgICBwb3NpdGlvbiArPSBsZW5ndGg7CgogICAgICBjb25zdCBiYXNlNjQgPSBidG9hKFN0cmluZy5mcm9tQ2hhckNvZGUuYXBwbHkobnVsbCwgY2h1bmspKTsKICAgICAgeWllbGQgewogICAgICAgIHJlc3BvbnNlOiB7CiAgICAgICAgICBhY3Rpb246ICdhcHBlbmQnLAogICAgICAgICAgZmlsZTogZmlsZS5uYW1lLAogICAgICAgICAgZGF0YTogYmFzZTY0LAogICAgICAgIH0sCiAgICAgIH07CiAgICAgIHBlcmNlbnQudGV4dENvbnRlbnQgPQogICAgICAgICAgYCR7TWF0aC5yb3VuZCgocG9zaXRpb24gLyBmaWxlRGF0YS5ieXRlTGVuZ3RoKSAqIDEwMCl9JSBkb25lYDsKICAgIH0KICB9CgogIC8vIEFsbCBkb25lLgogIHlpZWxkIHsKICAgIHJlc3BvbnNlOiB7CiAgICAgIGFjdGlvbjogJ2NvbXBsZXRlJywKICAgIH0KICB9Owp9CgpzY29wZS5nb29nbGUgPSBzY29wZS5nb29nbGUgfHwge307CnNjb3BlLmdvb2dsZS5jb2xhYiA9IHNjb3BlLmdvb2dsZS5jb2xhYiB8fCB7fTsKc2NvcGUuZ29vZ2xlLmNvbGFiLl9maWxlcyA9IHsKICBfdXBsb2FkRmlsZXMsCiAgX3VwbG9hZEZpbGVzQ29udGludWUsCn07Cn0pKHNlbGYpOwo=",
              "ok": true,
              "headers": [
                [
                  "content-type",
                  "application/javascript"
                ]
              ],
              "status": 200,
              "status_text": ""
            }
          },
          "base_uri": "https://localhost:8080/",
          "height": 72
        },
        "outputId": "c7a5bd4b-2ceb-4d05-a16e-3839b70c231c"
      },
      "cell_type": "code",
      "source": [
        "# The following code opens a button to choose data\n",
        "\n",
        "from google.colab import files\n",
        "\n",
        "upload = files.upload()"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "\n",
              "     <input type=\"file\" id=\"files-96209519-f9fd-4279-aab3-804f0f7348d8\" name=\"files[]\" multiple disabled />\n",
              "     <output id=\"result-96209519-f9fd-4279-aab3-804f0f7348d8\">\n",
              "      Upload widget is only available when the cell has been executed in the\n",
              "      current browser session. Please rerun this cell to enable.\n",
              "      </output>\n",
              "      <script src=\"/nbextensions/google.colab/files.js\"></script> "
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Saving train.csv to train.csv\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "PN8ygrJutpXG",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 68
        },
        "outputId": "ec020700-5fec-4c76-8435-2ed41757fdeb"
      },
      "cell_type": "code",
      "source": [
        "# To view what is in the directory you are currently in type the following. Similar to bash commands, just add ! at the front.\n",
        "!ls -l"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "total 28\r\n",
            "drwxr-xr-x 1 root root  4096 Apr 11 21:57 datalab\r\n",
            "-rw-r--r-- 1 root root 24128 Apr 20 01:38 train.csv\r\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "-UsX9tFqtYf1",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "## Exploring the data that have been uploaded with pandas."
      ]
    },
    {
      "metadata": {
        "id": "GSD-oI8xte45",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204
        },
        "outputId": "82ba06d9-187a-438a-db52-964570c1b323"
      },
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "import seaborn as sns # A visualiazation library.\n",
        "\n",
        "data = pd.read_csv(\"train.csv\")\n",
        "data.head()"
      ],
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>ID</th>\n",
              "      <th>crim</th>\n",
              "      <th>zn</th>\n",
              "      <th>indus</th>\n",
              "      <th>chas</th>\n",
              "      <th>nox</th>\n",
              "      <th>rm</th>\n",
              "      <th>age</th>\n",
              "      <th>dis</th>\n",
              "      <th>rad</th>\n",
              "      <th>tax</th>\n",
              "      <th>ptratio</th>\n",
              "      <th>black</th>\n",
              "      <th>lstat</th>\n",
              "      <th>medv</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1</td>\n",
              "      <td>0.00632</td>\n",
              "      <td>18.0</td>\n",
              "      <td>2.31</td>\n",
              "      <td>0</td>\n",
              "      <td>0.538</td>\n",
              "      <td>6.575</td>\n",
              "      <td>65.2</td>\n",
              "      <td>4.0900</td>\n",
              "      <td>1</td>\n",
              "      <td>296</td>\n",
              "      <td>15.3</td>\n",
              "      <td>396.90</td>\n",
              "      <td>4.98</td>\n",
              "      <td>24.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2</td>\n",
              "      <td>0.02731</td>\n",
              "      <td>0.0</td>\n",
              "      <td>7.07</td>\n",
              "      <td>0</td>\n",
              "      <td>0.469</td>\n",
              "      <td>6.421</td>\n",
              "      <td>78.9</td>\n",
              "      <td>4.9671</td>\n",
              "      <td>2</td>\n",
              "      <td>242</td>\n",
              "      <td>17.8</td>\n",
              "      <td>396.90</td>\n",
              "      <td>9.14</td>\n",
              "      <td>21.6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>4</td>\n",
              "      <td>0.03237</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.18</td>\n",
              "      <td>0</td>\n",
              "      <td>0.458</td>\n",
              "      <td>6.998</td>\n",
              "      <td>45.8</td>\n",
              "      <td>6.0622</td>\n",
              "      <td>3</td>\n",
              "      <td>222</td>\n",
              "      <td>18.7</td>\n",
              "      <td>394.63</td>\n",
              "      <td>2.94</td>\n",
              "      <td>33.4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>5</td>\n",
              "      <td>0.06905</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.18</td>\n",
              "      <td>0</td>\n",
              "      <td>0.458</td>\n",
              "      <td>7.147</td>\n",
              "      <td>54.2</td>\n",
              "      <td>6.0622</td>\n",
              "      <td>3</td>\n",
              "      <td>222</td>\n",
              "      <td>18.7</td>\n",
              "      <td>396.90</td>\n",
              "      <td>5.33</td>\n",
              "      <td>36.2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>7</td>\n",
              "      <td>0.08829</td>\n",
              "      <td>12.5</td>\n",
              "      <td>7.87</td>\n",
              "      <td>0</td>\n",
              "      <td>0.524</td>\n",
              "      <td>6.012</td>\n",
              "      <td>66.6</td>\n",
              "      <td>5.5605</td>\n",
              "      <td>5</td>\n",
              "      <td>311</td>\n",
              "      <td>15.2</td>\n",
              "      <td>395.60</td>\n",
              "      <td>12.43</td>\n",
              "      <td>22.9</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   ID     crim    zn  indus  chas    nox     rm   age     dis  rad  tax  \\\n",
              "0   1  0.00632  18.0   2.31     0  0.538  6.575  65.2  4.0900    1  296   \n",
              "1   2  0.02731   0.0   7.07     0  0.469  6.421  78.9  4.9671    2  242   \n",
              "2   4  0.03237   0.0   2.18     0  0.458  6.998  45.8  6.0622    3  222   \n",
              "3   5  0.06905   0.0   2.18     0  0.458  7.147  54.2  6.0622    3  222   \n",
              "4   7  0.08829  12.5   7.87     0  0.524  6.012  66.6  5.5605    5  311   \n",
              "\n",
              "   ptratio   black  lstat  medv  \n",
              "0     15.3  396.90   4.98  24.0  \n",
              "1     17.8  396.90   9.14  21.6  \n",
              "2     18.7  394.63   2.94  33.4  \n",
              "3     18.7  396.90   5.33  36.2  \n",
              "4     15.2  395.60  12.43  22.9  "
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 13
        }
      ]
    },
    {
      "metadata": {
        "id": "r6v0jn-FuK3L",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 347
        },
        "outputId": "c9b5dc53-6a8c-4bb7-ea8b-fbe1b1b2c389"
      },
      "cell_type": "code",
      "source": [
        "correlations = data.corr()\n",
        "sns.heatmap(correlations)\n",
        "plt.show()"
      ],
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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/f3+XtaOz26Cz21yNzm7zw3R2myvT2W1+mM5u07DK7Sudfm7rnz3lwp44T4c0FBERt2HS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\nwioiIuJCKqwiIiIupMIqIiLiQv8P7mVkmX0pB+MAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<matplotlib.figure.Figure at 0x7fa6e6fa4940>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "vivHPJRjxgjr",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "## Using scikit-learn in machine learning projects."
      ]
    },
    {
      "metadata": {
        "id": "vffabJbiw0LK",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 170
        },
        "outputId": "bf6cb5a0-0b29-4e98-d0bd-93df49ed2f52"
      },
      "cell_type": "code",
      "source": [
        "# In the exapmle, I am going to use one of the easiest dataset. The Iris data.\n",
        "from sklearn.datasets import load_iris\n",
        "from sklearn.ensemble import RandomForestClassifier\n",
        "from sklearn.model_selection import train_test_split\n",
        "from sklearn.svm import SVC\n",
        "\n",
        "iris_data = load_iris()\n",
        "X = iris_data.data\n",
        "y = iris_data.target\n",
        "\n",
        "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.25)\n",
        "\n",
        "print(\"Length of the training set:\")\n",
        "print(len(X_train))\n",
        "\n",
        "print(\"Length of the test set:\")\n",
        "print(len(X_test))\n",
        "\n",
        "clf1 = RandomForestClassifier(n_estimators = 100, criterion = 'entropy', max_depth = 10, n_jobs = 4)\n",
        "clf1.fit(X_train, y_train)\n",
        "clf2 = SVC(probability = True)\n",
        "clf2.fit(X_train, y_train)\n",
        "\n",
        "print(\"^^^^^^^^^^^\")\n",
        "print(\"F1 Score for the Random Forest Classifier:\")\n",
        "print(clf1.score(X_test, y_test))\n",
        "print(\"F1 Score for the SVM classifier:\")\n",
        "print(clf2.score(X_test, y_test))\n"
      ],
      "execution_count": 67,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Length of the training set:\n",
            "112\n",
            "Length of the test set:\n",
            "38\n",
            "^^^^^^^^^^^\n",
            "F1 Score for the Random Forest Classifier:\n",
            "0.9210526315789473\n",
            "F1 Score for the SVM classifier:\n",
            "0.9736842105263158\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "Ku_MMlxE3HEI",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 380
        },
        "outputId": "9aa4f6ca-2b5a-4075-cae1-5adda79f6151"
      },
      "cell_type": "code",
      "source": [
        "# Plotting some data using Principal Component Analysis\n",
        "\n",
        "from sklearn.decomposition import PCA\n",
        "\n",
        "pca = PCA(n_components = 2)\n",
        "transform_data = pca.fit_transform(X)\n",
        "\n",
        "plt.scatter(transform_data[:, 0], transform_data[:, 1], c = y, edgecolor = 'k')\n",
        "plt.xlabel(\"First Principal Component.\")\n",
        "plt.ylabel(\"Second Principal Component.\")\n",
        "plt.title(\"Reduced Dataset to two dimensions.\")\n",
        "plt.show()"
      ],
      "execution_count": 75,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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trKyM8vJypKeno7S0FBwOB3379sWBAwfYZg8LCwtkZmYiMjIS/fv3B/CuPdzc3BxbtmxB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\nTkSuQmCC\n",
            "text/plain": [
              "<matplotlib.figure.Figure at 0x7fa6dbc94ba8>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "QYmRf3fn5cIW",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 364
        },
        "outputId": "78a2d1c4-8dcf-45aa-ff22-9fb0ae4bcdcb"
      },
      "cell_type": "code",
      "source": [
        "# Plotting Scatter Plots between the features.\n",
        "\n",
        "iris_dataframe = pd.DataFrame(iris_data.data)\n",
        "pd.plotting.scatter_matrix(iris_dataframe)\n",
        "plt.show()"
      ],
      "execution_count": 83,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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IQ0MDbW1tTExMEAqFOHHiBPX19fNaeb/22mv82Z/9GZcvX2bz5s2PNdwezwfO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\nbBFmZpTMAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<matplotlib.figure.Figure at 0x7fa6d553c278>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "WIrEckex61of",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "## Using Deep Learning libraries on Google Colab.\n",
        "### Since it offers free GPU resources, we can exploit them with available libraries.\n",
        "### For example, using PyTorch."
      ]
    },
    {
      "metadata": {
        "id": "NlTQiiY48cqo",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "# Code Snippet to download and get the PyTorch Library(Version 3.0).\n",
        "\n",
        "# http://pytorch.org/\n",
        "from os import path\n",
        "from wheel.pep425tags import get_abbr_impl, get_impl_ver, get_abi_tag\n",
        "platform = '{}{}-{}'.format(get_abbr_impl(), get_impl_ver(), get_abi_tag())\n",
        "\n",
        "accelerator = 'cu80' if path.exists('/opt/bin/nvidia-smi') else 'cpu'\n",
        "\n",
        "!pip install -q http://download.pytorch.org/whl/{accelerator}/torch-0.3.0.post4-{platform}-linux_x86_64.whl torchvision\n",
        "import torch"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "85YKpJ118r8_",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "99fd3e71-1542-4224-a446-25033fb6429f"
      },
      "cell_type": "code",
      "source": [
        "# Check for availability of the GPU.\n",
        "\n",
        "import torch\n",
        "\n",
        "torch.cuda.is_available()"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "True"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 5
        }
      ]
    },
    {
      "metadata": {
        "id": "vwnYdGXO861Z",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 5644
        },
        "outputId": "93464daa-2011-4a21-f44c-7aaa29992316"
      },
      "cell_type": "code",
      "source": [
        "from torchvision import models\n",
        "\n",
        "# GPU flag\n",
        "use_gpu = torch.cuda.is_available()\n",
        "\n",
        "resnet101 = models.resnet101(pretrained = True) # Loading a 101 layer residual network that is pretrained on ImageNet.\n",
        "if use_gpu:\n",
        "  resnet101.cuda() # Here the model is loaded on the GPU.\n",
        "\n",
        "print(resnet101) # Print the structure of the model."
      ],
      "execution_count": 56,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Downloading: \"https://download.pytorch.org/models/resnet101-5d3b4d8f.pth\" to /content/.torch/models/resnet101-5d3b4d8f.pth\n",
            "3.6%"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "100.0%\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "ResNet(\n",
            "  (conv1): Conv2d (3, 64, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), bias=False)\n",
            "  (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True)\n",
            "  (relu): ReLU(inplace)\n",
            "  (maxpool): MaxPool2d(kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), dilation=(1, 1))\n",
            "  (layer1): Sequential(\n",
            "    (0): Bottleneck(\n",
            "      (conv1): Conv2d (64, 64, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv2): Conv2d (64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
            "      (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv3): Conv2d (64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn3): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (relu): ReLU(inplace)\n",
            "      (downsample): Sequential(\n",
            "        (0): Conv2d (64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "        (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
            "      )\n",
            "    )\n",
            "    (1): Bottleneck(\n",
            "      (conv1): Conv2d (256, 64, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv2): Conv2d (64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
            "      (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv3): Conv2d (64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn3): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (relu): ReLU(inplace)\n",
            "    )\n",
            "    (2): Bottleneck(\n",
            "      (conv1): Conv2d (256, 64, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv2): Conv2d (64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
            "      (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv3): Conv2d (64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn3): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (relu): ReLU(inplace)\n",
            "    )\n",
            "  )\n",
            "  (layer2): Sequential(\n",
            "    (0): Bottleneck(\n",
            "      (conv1): Conv2d (256, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv2): Conv2d (128, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
            "      (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv3): Conv2d (128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn3): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (relu): ReLU(inplace)\n",
            "      (downsample): Sequential(\n",
            "        (0): Conv2d (256, 512, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
            "        (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True)\n",
            "      )\n",
            "    )\n",
            "    (1): Bottleneck(\n",
            "      (conv1): Conv2d (512, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv2): Conv2d (128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
            "      (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv3): Conv2d (128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn3): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (relu): ReLU(inplace)\n",
            "    )\n",
            "    (2): Bottleneck(\n",
            "      (conv1): Conv2d (512, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv2): Conv2d (128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
            "      (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv3): Conv2d (128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn3): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (relu): ReLU(inplace)\n",
            "    )\n",
            "    (3): Bottleneck(\n",
            "      (conv1): Conv2d (512, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv2): Conv2d (128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
            "      (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv3): Conv2d (128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn3): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (relu): ReLU(inplace)\n",
            "    )\n",
            "  )\n",
            "  (layer3): Sequential(\n",
            "    (0): Bottleneck(\n",
            "      (conv1): Conv2d (512, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv2): Conv2d (256, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
            "      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv3): Conv2d (256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (relu): ReLU(inplace)\n",
            "      (downsample): Sequential(\n",
            "        (0): Conv2d (512, 1024, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
            "        (1): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True)\n",
            "      )\n",
            "    )\n",
            "    (1): Bottleneck(\n",
            "      (conv1): Conv2d (1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv2): Conv2d (256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
            "      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv3): Conv2d (256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (relu): ReLU(inplace)\n",
            "    )\n",
            "    (2): Bottleneck(\n",
            "      (conv1): Conv2d (1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv2): Conv2d (256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
            "      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv3): Conv2d (256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (relu): ReLU(inplace)\n",
            "    )\n",
            "    (3): Bottleneck(\n",
            "      (conv1): Conv2d (1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv2): Conv2d (256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
            "      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv3): Conv2d (256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (relu): ReLU(inplace)\n",
            "    )\n",
            "    (4): Bottleneck(\n",
            "      (conv1): Conv2d (1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv2): Conv2d (256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
            "      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv3): Conv2d (256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (relu): ReLU(inplace)\n",
            "    )\n",
            "    (5): Bottleneck(\n",
            "      (conv1): Conv2d (1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv2): Conv2d (256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
            "      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv3): Conv2d (256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (relu): ReLU(inplace)\n",
            "    )\n",
            "    (6): Bottleneck(\n",
            "      (conv1): Conv2d (1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv2): Conv2d (256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
            "      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv3): Conv2d (256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (relu): ReLU(inplace)\n",
            "    )\n",
            "    (7): Bottleneck(\n",
            "      (conv1): Conv2d (1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv2): Conv2d (256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
            "      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv3): Conv2d (256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (relu): ReLU(inplace)\n",
            "    )\n",
            "    (8): Bottleneck(\n",
            "      (conv1): Conv2d (1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv2): Conv2d (256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
            "      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv3): Conv2d (256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (relu): ReLU(inplace)\n",
            "    )\n",
            "    (9): Bottleneck(\n",
            "      (conv1): Conv2d (1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv2): Conv2d (256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
            "      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv3): Conv2d (256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (relu): ReLU(inplace)\n",
            "    )\n",
            "    (10): Bottleneck(\n",
            "      (conv1): Conv2d (1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv2): Conv2d (256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
            "      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv3): Conv2d (256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (relu): ReLU(inplace)\n",
            "    )\n",
            "    (11): Bottleneck(\n",
            "      (conv1): Conv2d (1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv2): Conv2d (256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
            "      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv3): Conv2d (256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (relu): ReLU(inplace)\n",
            "    )\n",
            "    (12): Bottleneck(\n",
            "      (conv1): Conv2d (1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv2): Conv2d (256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
            "      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv3): Conv2d (256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (relu): ReLU(inplace)\n",
            "    )\n",
            "    (13): Bottleneck(\n",
            "      (conv1): Conv2d (1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv2): Conv2d (256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
            "      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv3): Conv2d (256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (relu): ReLU(inplace)\n",
            "    )\n",
            "    (14): Bottleneck(\n",
            "      (conv1): Conv2d (1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv2): Conv2d (256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
            "      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv3): Conv2d (256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (relu): ReLU(inplace)\n",
            "    )\n",
            "    (15): Bottleneck(\n",
            "      (conv1): Conv2d (1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv2): Conv2d (256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
            "      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv3): Conv2d (256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (relu): ReLU(inplace)\n",
            "    )\n",
            "    (16): Bottleneck(\n",
            "      (conv1): Conv2d (1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv2): Conv2d (256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
            "      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv3): Conv2d (256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (relu): ReLU(inplace)\n",
            "    )\n",
            "    (17): Bottleneck(\n",
            "      (conv1): Conv2d (1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv2): Conv2d (256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
            "      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv3): Conv2d (256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (relu): ReLU(inplace)\n",
            "    )\n",
            "    (18): Bottleneck(\n",
            "      (conv1): Conv2d (1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv2): Conv2d (256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
            "      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv3): Conv2d (256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (relu): ReLU(inplace)\n",
            "    )\n",
            "    (19): Bottleneck(\n",
            "      (conv1): Conv2d (1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv2): Conv2d (256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
            "      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv3): Conv2d (256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (relu): ReLU(inplace)\n",
            "    )\n",
            "    (20): Bottleneck(\n",
            "      (conv1): Conv2d (1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv2): Conv2d (256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
            "      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv3): Conv2d (256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (relu): ReLU(inplace)\n",
            "    )\n",
            "    (21): Bottleneck(\n",
            "      (conv1): Conv2d (1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv2): Conv2d (256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
            "      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv3): Conv2d (256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (relu): ReLU(inplace)\n",
            "    )\n",
            "    (22): Bottleneck(\n",
            "      (conv1): Conv2d (1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv2): Conv2d (256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
            "      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv3): Conv2d (256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (relu): ReLU(inplace)\n",
            "    )\n",
            "  )\n",
            "  (layer4): Sequential(\n",
            "    (0): Bottleneck(\n",
            "      (conv1): Conv2d (1024, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv2): Conv2d (512, 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
            "      (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv3): Conv2d (512, 2048, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn3): BatchNorm2d(2048, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (relu): ReLU(inplace)\n",
            "      (downsample): Sequential(\n",
            "        (0): Conv2d (1024, 2048, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
            "        (1): BatchNorm2d(2048, eps=1e-05, momentum=0.1, affine=True)\n",
            "      )\n",
            "    )\n",
            "    (1): Bottleneck(\n",
            "      (conv1): Conv2d (2048, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv2): Conv2d (512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
            "      (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv3): Conv2d (512, 2048, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn3): BatchNorm2d(2048, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (relu): ReLU(inplace)\n",
            "    )\n",
            "    (2): Bottleneck(\n",
            "      (conv1): Conv2d (2048, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv2): Conv2d (512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
            "      (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (conv3): Conv2d (512, 2048, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
            "      (bn3): BatchNorm2d(2048, eps=1e-05, momentum=0.1, affine=True)\n",
            "      (relu): ReLU(inplace)\n",
            "    )\n",
            "  )\n",
            "  (avgpool): AvgPool2d(kernel_size=7, stride=1, padding=0, ceil_mode=False, count_include_pad=True)\n",
            "  (fc): Linear(in_features=2048, out_features=1000)\n",
            ")\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "QnVgMdlf9HX3",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 218
        },
        "outputId": "6c53b88a-28ff-4ce5-8281-bc7afd6af5b6"
      },
      "cell_type": "code",
      "source": [
        "# Getting some data using available packages.\n",
        "\n",
        "import torchvision\n",
        "\n",
        "trainset = torchvision.datasets.CIFAR10(root='./data', train=True,\n",
        "                                        download=True, transform=transform)  # This will download the data if they do not exist.\n",
        "trainloader = torch.utils.data.DataLoader(trainset, batch_size=4,\n",
        "                                          shuffle=True, num_workers=2)  # A loader class to load images.\n",
        "\n",
        "testset = torchvision.datasets.CIFAR10(root='./data', train=False,\n",
        "                                       download=True, transform=transform)\n",
        "testloader = torch.utils.data.DataLoader(testset, batch_size=4,\n",
        "                                         shuffle=False, num_workers=2)\n",
        "\n",
        "classes = ('plane', 'car', 'bird', 'cat',\n",
        "           'deer', 'dog', 'frog', 'horse', 'ship', 'truck')\n",
        "\n",
        "def imshow(img):\n",
        "    img = img / 2 + 0.5     # unnormalize\n",
        "    npimg = img.numpy()\n",
        "    plt.imshow(np.transpose(npimg, (1, 2, 0)))\n",
        "\n",
        "\n",
        "# get some random training images\n",
        "dataiter = iter(trainloader)\n",
        "images, labels = dataiter.next()\n",
        "\n",
        "# show images\n",
        "imshow(torchvision.utils.make_grid(images))\n",
        "# print labels\n",
        "print(' '.join('%5s' % classes[labels[j]] for j in range(4)))"
      ],
      "execution_count": 89,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Downloading https://www.cs.toronto.edu/~kriz/cifar-10-python.tar.gz to ./data/cifar-10-python.tar.gz\n",
            "Files already downloaded and verified\n",
            " deer  frog truck   dog\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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ztBKfaVrk9Uva93XUXB7FNTARmOgJDfS06baZYMwqmBvr8AwwXHU8QW6PB0x/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\nCoVCoWgx9OGrUCgUCkWL8f8DLgpwfg2hERcAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<matplotlib.figure.Figure at 0x7fa686c99908>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "8LEoOx8oKSdy",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 85
        },
        "outputId": "4f52c5e8-f3a6-4d32-ba65-d12afb2d16ca"
      },
      "cell_type": "code",
      "source": [
        "!pip install Pillow==4.0.0  # Install this package for downloading and displaying images"
      ],
      "execution_count": 41,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: Pillow==4.0.0 in /usr/local/lib/python3.6/dist-packages\r\n",
            "Requirement already satisfied: olefile in /usr/local/lib/python3.6/dist-packages (from Pillow==4.0.0)\n",
            "\u001b[33mYou are using pip version 9.0.3, however version 10.0.1 is available.\n",
            "You should consider upgrading via the 'pip install --upgrade pip' command.\u001b[0m\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "iFUNmcd2EbVH",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 389
        },
        "outputId": "164acd29-54fb-4919-df0d-b87dd13db55b"
      },
      "cell_type": "code",
      "source": [
        "# The script below is for downloading an image, and the image will be used as input to the network.\n",
        "# Some preprocessing of the image will be done.\n",
        "\n",
        "import io\n",
        "import requests\n",
        "from PIL import Image\n",
        "from torchvision import models, transforms\n",
        "from torch.autograd import Variable\n",
        "import torchvision.transforms as transforms\n",
        "\n",
        "LABELS_URL = 'https://s3.amazonaws.com/outcome-blog/imagenet/labels.json'\n",
        "IMG_URL = 'https://s3.amazonaws.com/outcome-blog/wp-content/uploads/2017/02/25192225/cat.jpg'\n",
        "\n",
        "normalize = transforms.Normalize(\n",
        "   mean=[0.485, 0.456, 0.406],\n",
        "   std=[0.229, 0.224, 0.225]\n",
        ")                                   # Normalization of an Image\n",
        "preprocess = transforms.Compose([\n",
        "   transforms.Resize(256),\n",
        "   transforms.CenterCrop(224),\n",
        "   transforms.ToTensor(),\n",
        "   normalize\n",
        "])                                  # A preprocess function to apply on an image\n",
        "\n",
        "\n",
        "response = requests.get(IMG_URL)\n",
        "img_pil = Image.open(io.BytesIO(response.content))\n",
        "\n",
        "img_pil"
      ],
      "execution_count": 67,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "image/png": 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kkWYnThFAkVVaG2ttTtoCY0yRmbMss3lZ16UxJvipG8ep7zESKJ1TRYDHbtzf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VcrnM0xjPxVjbqqo2daF1K4k4JyUCJcMoCCiID/KsoNYEZR7x4QHJsdDrrqsNoY/aETGynFlt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\nZ6fe4Tnn/IhS8JW92g3CbZw02nHJv1HzLCwEGD7MYNaR6/8RMdb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jjDHLtH+Wx+iov6V9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xaDE0RDaTa/Ov8mtM1sMW/mszibN7PZbLEMbQOyAFUbObAyEUUOzKxI9cXur8bG900njdfP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\nQmCC\n",
            "text/plain": [
              "<PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=560x372 at 0x7FEBF43E55C0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 67
        }
      ]
    },
    {
      "metadata": {
        "id": "CH2onLQEElgt",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "img_tensor = preprocess(img_pil) # Preprocess the image\n",
        "img_tensor.unsqueeze_(0)  # This adds a batch dimension to the image. Meaning that is just one image. Required if you use PyTorch\n",
        "\n",
        "img_variable = Variable(img_tensor).cuda() # Converts the image into a Variable for automatic differentiation. Then loads it on the GPU.\n",
        "fc_out = resnet101(img_variable) # Forward run of the network."
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "t3xG4TWYEqg9",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 54
        },
        "outputId": "51b05cdd-83a1-4379-b16b-b113f8bfcb43"
      },
      "cell_type": "code",
      "source": [
        "labels = {int(key):value for (key, value)\n",
        "          in requests.get(LABELS_URL).json().items()}\n",
        "print(labels) # Available labels for the ImageNet"
      ],
      "execution_count": 63,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "{0: 'tench, Tinca tinca', 1: 'goldfish, Carassius auratus', 2: 'great white shark, white shark, man-eater, man-eating shark, Carcharodon carcharias', 3: 'tiger shark, Galeocerdo cuvieri', 4: 'hammerhead, hammerhead shark', 5: 'electric ray, crampfish, numbfish, torpedo', 6: 'stingray', 7: 'cock', 8: 'hen', 9: 'ostrich, Struthio camelus', 10: 'brambling, Fringilla montifringilla', 11: 'goldfinch, Carduelis carduelis', 12: 'house finch, linnet, Carpodacus mexicanus', 13: 'junco, snowbird', 14: 'indigo bunting, indigo finch, indigo bird, Passerina cyanea', 15: 'robin, American robin, Turdus migratorius', 16: 'bulbul', 17: 'jay', 18: 'magpie', 19: 'chickadee', 20: 'water ouzel, dipper', 21: 'kite', 22: 'bald eagle, American eagle, Haliaeetus leucocephalus', 23: 'vulture', 24: 'great grey owl, great gray owl, Strix nebulosa', 25: 'European fire salamander, Salamandra salamandra', 26: 'common newt, Triturus vulgaris', 27: 'eft', 28: 'spotted salamander, Ambystoma maculatum', 29: 'axolotl, mud puppy, Ambystoma mexicanum', 30: 'bullfrog, Rana catesbeiana', 31: 'tree frog, tree-frog', 32: 'tailed frog, bell toad, ribbed toad, tailed toad, Ascaphus trui', 33: 'loggerhead, loggerhead turtle, Caretta caretta', 34: 'leatherback turtle, leatherback, leathery turtle, Dermochelys coriacea', 35: 'mud turtle', 36: 'terrapin', 37: 'box turtle, box tortoise', 38: 'banded gecko', 39: 'common iguana, iguana, Iguana iguana', 40: 'American chameleon, anole, Anolis carolinensis', 41: 'whiptail, whiptail lizard', 42: 'agama', 43: 'frilled lizard, Chlamydosaurus kingi', 44: 'alligator lizard', 45: 'Gila monster, Heloderma suspectum', 46: 'green lizard, Lacerta viridis', 47: 'African chameleon, Chamaeleo chamaeleon', 48: 'Komodo dragon, Komodo lizard, dragon lizard, giant lizard, Varanus komodoensis', 49: 'African crocodile, Nile crocodile, Crocodylus niloticus', 50: 'American alligator, Alligator mississipiensis', 51: 'triceratops', 52: 'thunder snake, worm snake, Carphophis amoenus', 53: 'ringneck snake, ring-necked snake, ring snake', 54: 'hognose snake, puff adder, sand viper', 55: 'green snake, grass snake', 56: 'king snake, kingsnake', 57: 'garter snake, grass snake', 58: 'water snake', 59: 'vine snake', 60: 'night snake, Hypsiglena torquata', 61: 'boa constrictor, Constrictor constrictor', 62: 'rock python, rock snake, Python sebae', 63: 'Indian cobra, Naja naja', 64: 'green mamba', 65: 'sea snake', 66: 'horned viper, cerastes, sand viper, horned asp, Cerastes cornutus', 67: 'diamondback, diamondback rattlesnake, Crotalus adamanteus', 68: 'sidewinder, horned rattlesnake, Crotalus cerastes', 69: 'trilobite', 70: 'harvestman, daddy longlegs, Phalangium opilio', 71: 'scorpion', 72: 'black and gold garden spider, Argiope aurantia', 73: 'barn spider, Araneus cavaticus', 74: 'garden spider, Aranea diademata', 75: 'black widow, Latrodectus mactans', 76: 'tarantula', 77: 'wolf spider, hunting spider', 78: 'tick', 79: 'centipede', 80: 'black grouse', 81: 'ptarmigan', 82: 'ruffed grouse, partridge, Bonasa umbellus', 83: 'prairie chicken, prairie grouse, prairie fowl', 84: 'peacock', 85: 'quail', 86: 'partridge', 87: 'African grey, African gray, Psittacus erithacus', 88: 'macaw', 89: 'sulphur-crested cockatoo, Kakatoe galerita, Cacatua galerita', 90: 'lorikeet', 91: 'coucal', 92: 'bee eater', 93: 'hornbill', 94: 'hummingbird', 95: 'jacamar', 96: 'toucan', 97: 'drake', 98: 'red-breasted merganser, Mergus serrator', 99: 'goose', 100: 'black swan, Cygnus atratus', 101: 'tusker', 102: 'echidna, spiny anteater, anteater', 103: 'platypus, duckbill, duckbilled platypus, duck-billed platypus, Ornithorhynchus anatinus', 104: 'wallaby, brush kangaroo', 105: 'koala, koala bear, kangaroo bear, native bear, Phascolarctos cinereus', 106: 'wombat', 107: 'jellyfish', 108: 'sea anemone, anemone', 109: 'brain coral', 110: 'flatworm, platyhelminth', 111: 'nematode, nematode worm, roundworm', 112: 'conch', 113: 'snail', 114: 'slug', 115: 'sea slug, nudibranch', 116: 'chiton, coat-of-mail shell, sea cradle, polyplacophore', 117: 'chambered nautilus, pearly nautilus, nautilus', 118: 'Dungeness crab, Cancer magister', 119: 'rock crab, Cancer irroratus', 120: 'fiddler crab', 121: 'king crab, Alaska crab, Alaskan king crab, Alaska king crab, Paralithodes camtschatica', 122: 'American lobster, Northern lobster, Maine lobster, Homarus americanus', 123: 'spiny lobster, langouste, rock lobster, crawfish, crayfish, sea crawfish', 124: 'crayfish, crawfish, crawdad, crawdaddy', 125: 'hermit crab', 126: 'isopod', 127: 'white stork, Ciconia ciconia', 128: 'black stork, Ciconia nigra', 129: 'spoonbill', 130: 'flamingo', 131: 'little blue heron, Egretta caerulea', 132: 'American egret, great white heron, Egretta albus', 133: 'bittern', 134: 'crane', 135: 'limpkin, Aramus pictus', 136: 'European gallinule, Porphyrio porphyrio', 137: 'American coot, marsh hen, mud hen, water hen, Fulica americana', 138: 'bustard', 139: 'ruddy turnstone, Arenaria interpres', 140: 'red-backed sandpiper, dunlin, Erolia alpina', 141: 'redshank, Tringa totanus', 142: 'dowitcher', 143: 'oystercatcher, oyster catcher', 144: 'pelican', 145: 'king penguin, Aptenodytes patagonica', 146: 'albatross, mollymawk', 147: 'grey whale, gray whale, devilfish, Eschrichtius gibbosus, Eschrichtius robustus', 148: 'killer whale, killer, orca, grampus, sea wolf, Orcinus orca', 149: 'dugong, Dugong dugon', 150: 'sea lion', 151: 'Chihuahua', 152: 'Japanese spaniel', 153: 'Maltese dog, Maltese terrier, Maltese', 154: 'Pekinese, Pekingese, Peke', 155: 'Shih-Tzu', 156: 'Blenheim spaniel', 157: 'papillon', 158: 'toy terrier', 159: 'Rhodesian ridgeback', 160: 'Afghan hound, Afghan', 161: 'basset, basset hound', 162: 'beagle', 163: 'bloodhound, sleuthhound', 164: 'bluetick', 165: 'black-and-tan coonhound', 166: 'Walker hound, Walker foxhound', 167: 'English foxhound', 168: 'redbone', 169: 'borzoi, Russian wolfhound', 170: 'Irish wolfhound', 171: 'Italian greyhound', 172: 'whippet', 173: 'Ibizan hound, Ibizan Podenco', 174: 'Norwegian elkhound, elkhound', 175: 'otterhound, otter hound', 176: 'Saluki, gazelle hound', 177: 'Scottish deerhound, deerhound', 178: 'Weimaraner', 179: 'Staffordshire bullterrier, Staffordshire bull terrier', 180: 'American Staffordshire terrier, Staffordshire terrier, American pit bull terrier, pit bull terrier', 181: 'Bedlington terrier', 182: 'Border terrier', 183: 'Kerry blue terrier', 184: 'Irish terrier', 185: 'Norfolk terrier', 186: 'Norwich terrier', 187: 'Yorkshire terrier', 188: 'wire-haired fox terrier', 189: 'Lakeland terrier', 190: 'Sealyham terrier, Sealyham', 191: 'Airedale, Airedale terrier', 192: 'cairn, cairn terrier', 193: 'Australian terrier', 194: 'Dandie Dinmont, Dandie Dinmont terrier', 195: 'Boston bull, Boston terrier', 196: 'miniature schnauzer', 197: 'giant schnauzer', 198: 'standard schnauzer', 199: 'Scotch terrier, Scottish terrier, Scottie', 200: 'Tibetan terrier, chrysanthemum dog', 201: 'silky terrier, Sydney silky', 202: 'soft-coated wheaten terrier', 203: 'West Highland white terrier', 204: 'Lhasa, Lhasa apso', 205: 'flat-coated retriever', 206: 'curly-coated retriever', 207: 'golden retriever', 208: 'Labrador retriever', 209: 'Chesapeake Bay retriever', 210: 'German short-haired pointer', 211: 'vizsla, Hungarian pointer', 212: 'English setter', 213: 'Irish setter, red setter', 214: 'Gordon setter', 215: 'Brittany spaniel', 216: 'clumber, clumber spaniel', 217: 'English springer, English springer spaniel', 218: 'Welsh springer spaniel', 219: 'cocker spaniel, English cocker spaniel, cocker', 220: 'Sussex spaniel', 221: 'Irish water spaniel', 222: 'kuvasz', 223: 'schipperke', 224: 'groenendael', 225: 'malinois', 226: 'briard', 227: 'kelpie', 228: 'komondor', 229: 'Old English sheepdog, bobtail', 230: 'Shetland sheepdog, Shetland sheep dog, Shetland', 231: 'collie', 232: 'Border collie', 233: 'Bouvier des Flandres, Bouviers des Flandres', 234: 'Rottweiler', 235: 'German shepherd, German shepherd dog, German police dog, alsatian', 236: 'Doberman, Doberman pinscher', 237: 'miniature pinscher', 238: 'Greater Swiss Mountain dog', 239: 'Bernese mountain dog', 240: 'Appenzeller', 241: 'EntleBucher', 242: 'boxer', 243: 'bull mastiff', 244: 'Tibetan mastiff', 245: 'French bulldog', 246: 'Great Dane', 247: 'Saint Bernard, St Bernard', 248: 'Eskimo dog, husky', 249: 'malamute, malemute, Alaskan malamute', 250: 'Siberian husky', 251: 'dalmatian, coach dog, carriage dog', 252: 'affenpinscher, monkey pinscher, monkey dog', 253: 'basenji', 254: 'pug, pug-dog', 255: 'Leonberg', 256: 'Newfoundland, Newfoundland dog', 257: 'Great Pyrenees', 258: 'Samoyed, Samoyede', 259: 'Pomeranian', 260: 'chow, chow chow', 261: 'keeshond', 262: 'Brabancon griffon', 263: 'Pembroke, Pembroke Welsh corgi', 264: 'Cardigan, Cardigan Welsh corgi', 265: 'toy poodle', 266: 'miniature poodle', 267: 'standard poodle', 268: 'Mexican hairless', 269: 'timber wolf, grey wolf, gray wolf, Canis lupus', 270: 'white wolf, Arctic wolf, Canis lupus tundrarum', 271: 'red wolf, maned wolf, Canis rufus, Canis niger', 272: 'coyote, prairie wolf, brush wolf, Canis latrans', 273: 'dingo, warrigal, warragal, Canis dingo', 274: 'dhole, Cuon alpinus', 275: 'African hunting dog, hyena dog, Cape hunting dog, Lycaon pictus', 276: 'hyena, hyaena', 277: 'red fox, Vulpes vulpes', 278: 'kit fox, Vulpes macrotis', 279: 'Arctic fox, white fox, Alopex lagopus', 280: 'grey fox, gray fox, Urocyon cinereoargenteus', 281: 'tabby, tabby cat', 282: 'tiger cat', 283: 'Persian cat', 284: 'Siamese cat, Siamese', 285: 'Egyptian cat', 286: 'cougar, puma, catamount, mountain lion, painter, panther, Felis concolor', 287: 'lynx, catamount', 288: 'leopard, Panthera pardus', 289: 'snow leopard, ounce, Panthera uncia', 290: 'jaguar, panther, Panthera onca, Felis onca', 291: 'lion, king of beasts, Panthera leo', 292: 'tiger, Panthera tigris', 293: 'cheetah, chetah, Acinonyx jubatus', 294: 'brown bear, bruin, Ursus arctos', 295: 'American black bear, black bear, Ursus americanus, Euarctos americanus', 296: 'ice bear, polar bear, Ursus Maritimus, Thalarctos maritimus', 297: 'sloth bear, Melursus ursinus, Ursus ursinus', 298: 'mongoose', 299: 'meerkat, mierkat', 300: 'tiger beetle', 301: 'ladybug, ladybeetle, lady beetle, ladybird, ladybird beetle', 302: 'ground beetle, carabid beetle', 303: 'long-horned beetle, longicorn, longicorn beetle', 304: 'leaf beetle, chrysomelid', 305: 'dung beetle', 306: 'rhinoceros beetle', 307: 'weevil', 308: 'fly', 309: 'bee', 310: 'ant, emmet, pismire', 311: 'grasshopper, hopper', 312: 'cricket', 313: 'walking stick, walkingstick, stick insect', 314: 'cockroach, roach', 315: 'mantis, mantid', 316: 'cicada, cicala', 317: 'leafhopper', 318: 'lacewing, lacewing fly', 319: \"dragonfly, darning needle, devil's darning needle, sewing needle, snake feeder, snake doctor, mosquito hawk, skeeter hawk\", 320: 'damselfly', 321: 'admiral', 322: 'ringlet, ringlet butterfly', 323: 'monarch, monarch butterfly, milkweed butterfly, Danaus plexippus', 324: 'cabbage butterfly', 325: 'sulphur butterfly, sulfur butterfly', 326: 'lycaenid, lycaenid butterfly', 327: 'starfish, sea star', 328: 'sea urchin', 329: 'sea cucumber, holothurian', 330: 'wood rabbit, cottontail, cottontail rabbit', 331: 'hare', 332: 'Angora, Angora rabbit', 333: 'hamster', 334: 'porcupine, hedgehog', 335: 'fox squirrel, eastern fox squirrel, Sciurus niger', 336: 'marmot', 337: 'beaver', 338: 'guinea pig, Cavia cobaya', 339: 'sorrel', 340: 'zebra', 341: 'hog, pig, grunter, squealer, Sus scrofa', 342: 'wild boar, boar, Sus scrofa', 343: 'warthog', 344: 'hippopotamus, hippo, river horse, Hippopotamus amphibius', 345: 'ox', 346: 'water buffalo, water ox, Asiatic buffalo, Bubalus bubalis', 347: 'bison', 348: 'ram, tup', 349: 'bighorn, bighorn sheep, cimarron, Rocky Mountain bighorn, Rocky Mountain sheep, Ovis canadensis', 350: 'ibex, Capra ibex', 351: 'hartebeest', 352: 'impala, Aepyceros melampus', 353: 'gazelle', 354: 'Arabian camel, dromedary, Camelus dromedarius', 355: 'llama', 356: 'weasel', 357: 'mink', 358: 'polecat, fitch, foulmart, foumart, Mustela putorius', 359: 'black-footed ferret, ferret, Mustela nigripes', 360: 'otter', 361: 'skunk, polecat, wood pussy', 362: 'badger', 363: 'armadillo', 364: 'three-toed sloth, ai, Bradypus tridactylus', 365: 'orangutan, orang, orangutang, Pongo pygmaeus', 366: 'gorilla, Gorilla gorilla', 367: 'chimpanzee, chimp, Pan troglodytes', 368: 'gibbon, Hylobates lar', 369: 'siamang, Hylobates syndactylus, Symphalangus syndactylus', 370: 'guenon, guenon monkey', 371: 'patas, hussar monkey, Erythrocebus patas', 372: 'baboon', 373: 'macaque', 374: 'langur', 375: 'colobus, colobus monkey', 376: 'proboscis monkey, Nasalis larvatus', 377: 'marmoset', 378: 'capuchin, ringtail, Cebus capucinus', 379: 'howler monkey, howler', 380: 'titi, titi monkey', 381: 'spider monkey, Ateles geoffroyi', 382: 'squirrel monkey, Saimiri sciureus', 383: 'Madagascar cat, ring-tailed lemur, Lemur catta', 384: 'indri, indris, Indri indri, Indri brevicaudatus', 385: 'Indian elephant, Elephas maximus', 386: 'African elephant, Loxodonta africana', 387: 'lesser panda, red panda, panda, bear cat, cat bear, Ailurus fulgens', 388: 'giant panda, panda, panda bear, coon bear, Ailuropoda melanoleuca', 389: 'barracouta, snoek', 390: 'eel', 391: 'coho, cohoe, coho salmon, blue jack, silver salmon, Oncorhynchus kisutch', 392: 'rock beauty, Holocanthus tricolor', 393: 'anemone fish', 394: 'sturgeon', 395: 'gar, garfish, garpike, billfish, Lepisosteus osseus', 396: 'lionfish', 397: 'puffer, pufferfish, blowfish, globefish', 398: 'abacus', 399: 'abaya', 400: \"academic gown, academic robe, judge's robe\", 401: 'accordion, piano accordion, squeeze box', 402: 'acoustic guitar', 403: 'aircraft carrier, carrier, flattop, attack aircraft carrier', 404: 'airliner', 405: 'airship, dirigible', 406: 'altar', 407: 'ambulance', 408: 'amphibian, amphibious vehicle', 409: 'analog clock', 410: 'apiary, bee house', 411: 'apron', 412: 'ashcan, trash can, garbage can, wastebin, ash bin, ash-bin, ashbin, dustbin, trash barrel, trash bin', 413: 'assault rifle, assault gun', 414: 'backpack, back pack, knapsack, packsack, rucksack, haversack', 415: 'bakery, bakeshop, bakehouse', 416: 'balance beam, beam', 417: 'balloon', 418: 'ballpoint, ballpoint pen, ballpen, Biro', 419: 'Band Aid', 420: 'banjo', 421: 'bannister, banister, balustrade, balusters, handrail', 422: 'barbell', 423: 'barber chair', 424: 'barbershop', 425: 'barn', 426: 'barometer', 427: 'barrel, cask', 428: 'barrow, garden cart, lawn cart, wheelbarrow', 429: 'baseball', 430: 'basketball', 431: 'bassinet', 432: 'bassoon', 433: 'bathing cap, swimming cap', 434: 'bath towel', 435: 'bathtub, bathing tub, bath, tub', 436: 'beach wagon, station wagon, wagon, estate car, beach waggon, station waggon, waggon', 437: 'beacon, lighthouse, beacon light, pharos', 438: 'beaker', 439: 'bearskin, busby, shako', 440: 'beer bottle', 441: 'beer glass', 442: 'bell cote, bell cot', 443: 'bib', 444: 'bicycle-built-for-two, tandem bicycle, tandem', 445: 'bikini, two-piece', 446: 'binder, ring-binder', 447: 'binoculars, field glasses, opera glasses', 448: 'birdhouse', 449: 'boathouse', 450: 'bobsled, bobsleigh, bob', 451: 'bolo tie, bolo, bola tie, bola', 452: 'bonnet, poke bonnet', 453: 'bookcase', 454: 'bookshop, bookstore, bookstall', 455: 'bottlecap', 456: 'bow', 457: 'bow tie, bow-tie, bowtie', 458: 'brass, memorial tablet, plaque', 459: 'brassiere, bra, bandeau', 460: 'breakwater, groin, groyne, mole, bulwark, seawall, jetty', 461: 'breastplate, aegis, egis', 462: 'broom', 463: 'bucket, pail', 464: 'buckle', 465: 'bulletproof vest', 466: 'bullet train, bullet', 467: 'butcher shop, meat market', 468: 'cab, hack, taxi, taxicab', 469: 'caldron, cauldron', 470: 'candle, taper, wax light', 471: 'cannon', 472: 'canoe', 473: 'can opener, tin opener', 474: 'cardigan', 475: 'car mirror', 476: 'carousel, carrousel, merry-go-round, roundabout, whirligig', 477: \"carpenter's kit, tool kit\", 478: 'carton', 479: 'car wheel', 480: 'cash machine, cash dispenser, automated teller machine, automatic teller machine, automated teller, automatic teller, ATM', 481: 'cassette', 482: 'cassette player', 483: 'castle', 484: 'catamaran', 485: 'CD player', 486: 'cello, violoncello', 487: 'cellular telephone, cellular phone, cellphone, cell, mobile phone', 488: 'chain', 489: 'chainlink fence', 490: 'chain mail, ring mail, mail, chain armor, chain armour, ring armor, ring armour', 491: 'chain saw, chainsaw', 492: 'chest', 493: 'chiffonier, commode', 494: 'chime, bell, gong', 495: 'china cabinet, china closet', 496: 'Christmas stocking', 497: 'church, church building', 498: 'cinema, movie theater, movie theatre, movie house, picture palace', 499: 'cleaver, meat cleaver, chopper', 500: 'cliff dwelling', 501: 'cloak', 502: 'clog, geta, patten, sabot', 503: 'cocktail shaker', 504: 'coffee mug', 505: 'coffeepot', 506: 'coil, spiral, volute, whorl, helix', 507: 'combination lock', 508: 'computer keyboard, keypad', 509: 'confectionery, confectionary, candy store', 510: 'container ship, containership, container vessel', 511: 'convertible', 512: 'corkscrew, bottle screw', 513: 'cornet, horn, trumpet, trump', 514: 'cowboy boot', 515: 'cowboy hat, ten-gallon hat', 516: 'cradle', 517: 'crane', 518: 'crash helmet', 519: 'crate', 520: 'crib, cot', 521: 'Crock Pot', 522: 'croquet ball', 523: 'crutch', 524: 'cuirass', 525: 'dam, dike, dyke', 526: 'desk', 527: 'desktop computer', 528: 'dial telephone, dial phone', 529: 'diaper, nappy, napkin', 530: 'digital clock', 531: 'digital watch', 532: 'dining table, board', 533: 'dishrag, dishcloth', 534: 'dishwasher, dish washer, dishwashing machine', 535: 'disk brake, disc brake', 536: 'dock, dockage, docking facility', 537: 'dogsled, dog sled, dog sleigh', 538: 'dome', 539: 'doormat, welcome mat', 540: 'drilling platform, offshore rig', 541: 'drum, membranophone, tympan', 542: 'drumstick', 543: 'dumbbell', 544: 'Dutch oven', 545: 'electric fan, blower', 546: 'electric guitar', 547: 'electric locomotive', 548: 'entertainment center', 549: 'envelope', 550: 'espresso maker', 551: 'face powder', 552: 'feather boa, boa', 553: 'file, file cabinet, filing cabinet', 554: 'fireboat', 555: 'fire engine, fire truck', 556: 'fire screen, fireguard', 557: 'flagpole, flagstaff', 558: 'flute, transverse flute', 559: 'folding chair', 560: 'football helmet', 561: 'forklift', 562: 'fountain', 563: 'fountain pen', 564: 'four-poster', 565: 'freight car', 566: 'French horn, horn', 567: 'frying pan, frypan, skillet', 568: 'fur coat', 569: 'garbage truck, dustcart', 570: 'gasmask, respirator, gas helmet', 571: 'gas pump, gasoline pump, petrol pump, island dispenser', 572: 'goblet', 573: 'go-kart', 574: 'golf ball', 575: 'golfcart, golf cart', 576: 'gondola', 577: 'gong, tam-tam', 578: 'gown', 579: 'grand piano, grand', 580: 'greenhouse, nursery, glasshouse', 581: 'grille, radiator grille', 582: 'grocery store, grocery, food market, market', 583: 'guillotine', 584: 'hair slide', 585: 'hair spray', 586: 'half track', 587: 'hammer', 588: 'hamper', 589: 'hand blower, blow dryer, blow drier, hair dryer, hair drier', 590: 'hand-held computer, hand-held microcomputer', 591: 'handkerchief, hankie, hanky, hankey', 592: 'hard disc, hard disk, fixed disk', 593: 'harmonica, mouth organ, harp, mouth harp', 594: 'harp', 595: 'harvester, reaper', 596: 'hatchet', 597: 'holster', 598: 'home theater, home theatre', 599: 'honeycomb', 600: 'hook, claw', 601: 'hoopskirt, crinoline', 602: 'horizontal bar, high bar', 603: 'horse cart, horse-cart', 604: 'hourglass', 605: 'iPod', 606: 'iron, smoothing iron', 607: \"jack-o'-lantern\", 608: 'jean, blue jean, denim', 609: 'jeep, landrover', 610: 'jersey, T-shirt, tee shirt', 611: 'jigsaw puzzle', 612: 'jinrikisha, ricksha, rickshaw', 613: 'joystick', 614: 'kimono', 615: 'knee pad', 616: 'knot', 617: 'lab coat, laboratory coat', 618: 'ladle', 619: 'lampshade, lamp shade', 620: 'laptop, laptop computer', 621: 'lawn mower, mower', 622: 'lens cap, lens cover', 623: 'letter opener, paper knife, paperknife', 624: 'library', 625: 'lifeboat', 626: 'lighter, light, igniter, ignitor', 627: 'limousine, limo', 628: 'liner, ocean liner', 629: 'lipstick, lip rouge', 630: 'Loafer', 631: 'lotion', 632: 'loudspeaker, speaker, speaker unit, loudspeaker system, speaker system', 633: \"loupe, jeweler's loupe\", 634: 'lumbermill, sawmill', 635: 'magnetic compass', 636: 'mailbag, postbag', 637: 'mailbox, letter box', 638: 'maillot', 639: 'maillot, tank suit', 640: 'manhole cover', 641: 'maraca', 642: 'marimba, xylophone', 643: 'mask', 644: 'matchstick', 645: 'maypole', 646: 'maze, labyrinth', 647: 'measuring cup', 648: 'medicine chest, medicine cabinet', 649: 'megalith, megalithic structure', 650: 'microphone, mike', 651: 'microwave, microwave oven', 652: 'military uniform', 653: 'milk can', 654: 'minibus', 655: 'miniskirt, mini', 656: 'minivan', 657: 'missile', 658: 'mitten', 659: 'mixing bowl', 660: 'mobile home, manufactured home', 661: 'Model T', 662: 'modem', 663: 'monastery', 664: 'monitor', 665: 'moped', 666: 'mortar', 667: 'mortarboard', 668: 'mosque', 669: 'mosquito net', 670: 'motor scooter, scooter', 671: 'mountain bike, all-terrain bike, off-roader', 672: 'mountain tent', 673: 'mouse, computer mouse', 674: 'mousetrap', 675: 'moving van', 676: 'muzzle', 677: 'nail', 678: 'neck brace', 679: 'necklace', 680: 'nipple', 681: 'notebook, notebook computer', 682: 'obelisk', 683: 'oboe, hautboy, hautbois', 684: 'ocarina, sweet potato', 685: 'odometer, hodometer, mileometer, milometer', 686: 'oil filter', 687: 'organ, pipe organ', 688: 'oscilloscope, scope, cathode-ray oscilloscope, CRO', 689: 'overskirt', 690: 'oxcart', 691: 'oxygen mask', 692: 'packet', 693: 'paddle, boat paddle', 694: 'paddlewheel, paddle wheel', 695: 'padlock', 696: 'paintbrush', 697: \"pajama, pyjama, pj's, jammies\", 698: 'palace', 699: 'panpipe, pandean pipe, syrinx', 700: 'paper towel', 701: 'parachute, chute', 702: 'parallel bars, bars', 703: 'park bench', 704: 'parking meter', 705: 'passenger car, coach, carriage', 706: 'patio, terrace', 707: 'pay-phone, pay-station', 708: 'pedestal, plinth, footstall', 709: 'pencil box, pencil case', 710: 'pencil sharpener', 711: 'perfume, essence', 712: 'Petri dish', 713: 'photocopier', 714: 'pick, plectrum, plectron', 715: 'pickelhaube', 716: 'picket fence, paling', 717: 'pickup, pickup truck', 718: 'pier', 719: 'piggy bank, penny bank', 720: 'pill bottle', 721: 'pillow', 722: 'ping-pong ball', 723: 'pinwheel', 724: 'pirate, pirate ship', 725: 'pitcher, ewer', 726: \"plane, carpenter's plane, woodworking plane\", 727: 'planetarium', 728: 'plastic bag', 729: 'plate rack', 730: 'plow, plough', 731: \"plunger, plumber's helper\", 732: 'Polaroid camera, Polaroid Land camera', 733: 'pole', 734: 'police van, police wagon, paddy wagon, patrol wagon, wagon, black Maria', 735: 'poncho', 736: 'pool table, billiard table, snooker table', 737: 'pop bottle, soda bottle', 738: 'pot, flowerpot', 739: \"potter's wheel\", 740: 'power drill', 741: 'prayer rug, prayer mat', 742: 'printer', 743: 'prison, prison house', 744: 'projectile, missile', 745: 'projector', 746: 'puck, hockey puck', 747: 'punching bag, punch bag, punching ball, punchball', 748: 'purse', 749: 'quill, quill pen', 750: 'quilt, comforter, comfort, puff', 751: 'racer, race car, racing car', 752: 'racket, racquet', 753: 'radiator', 754: 'radio, wireless', 755: 'radio telescope, radio reflector', 756: 'rain barrel', 757: 'recreational vehicle, RV, R.V.', 758: 'reel', 759: 'reflex camera', 760: 'refrigerator, icebox', 761: 'remote control, remote', 762: 'restaurant, eating house, eating place, eatery', 763: 'revolver, six-gun, six-shooter', 764: 'rifle', 765: 'rocking chair, rocker', 766: 'rotisserie', 767: 'rubber eraser, rubber, pencil eraser', 768: 'rugby ball', 769: 'rule, ruler', 770: 'running shoe', 771: 'safe', 772: 'safety pin', 773: 'saltshaker, salt shaker', 774: 'sandal', 775: 'sarong', 776: 'sax, saxophone', 777: 'scabbard', 778: 'scale, weighing machine', 779: 'school bus', 780: 'schooner', 781: 'scoreboard', 782: 'screen, CRT screen', 783: 'screw', 784: 'screwdriver', 785: 'seat belt, seatbelt', 786: 'sewing machine', 787: 'shield, buckler', 788: 'shoe shop, shoe-shop, shoe store', 789: 'shoji', 790: 'shopping basket', 791: 'shopping cart', 792: 'shovel', 793: 'shower cap', 794: 'shower curtain', 795: 'ski', 796: 'ski mask', 797: 'sleeping bag', 798: 'slide rule, slipstick', 799: 'sliding door', 800: 'slot, one-armed bandit', 801: 'snorkel', 802: 'snowmobile', 803: 'snowplow, snowplough', 804: 'soap dispenser', 805: 'soccer ball', 806: 'sock', 807: 'solar dish, solar collector, solar furnace', 808: 'sombrero', 809: 'soup bowl', 810: 'space bar', 811: 'space heater', 812: 'space shuttle', 813: 'spatula', 814: 'speedboat', 815: \"spider web, spider's web\", 816: 'spindle', 817: 'sports car, sport car', 818: 'spotlight, spot', 819: 'stage', 820: 'steam locomotive', 821: 'steel arch bridge', 822: 'steel drum', 823: 'stethoscope', 824: 'stole', 825: 'stone wall', 826: 'stopwatch, stop watch', 827: 'stove', 828: 'strainer', 829: 'streetcar, tram, tramcar, trolley, trolley car', 830: 'stretcher', 831: 'studio couch, day bed', 832: 'stupa, tope', 833: 'submarine, pigboat, sub, U-boat', 834: 'suit, suit of clothes', 835: 'sundial', 836: 'sunglass', 837: 'sunglasses, dark glasses, shades', 838: 'sunscreen, sunblock, sun blocker', 839: 'suspension bridge', 840: 'swab, swob, mop', 841: 'sweatshirt', 842: 'swimming trunks, bathing trunks', 843: 'swing', 844: 'switch, electric switch, electrical switch', 845: 'syringe', 846: 'table lamp', 847: 'tank, army tank, armored combat vehicle, armoured combat vehicle', 848: 'tape player', 849: 'teapot', 850: 'teddy, teddy bear', 851: 'television, television system', 852: 'tennis ball', 853: 'thatch, thatched roof', 854: 'theater curtain, theatre curtain', 855: 'thimble', 856: 'thresher, thrasher, threshing machine', 857: 'throne', 858: 'tile roof', 859: 'toaster', 860: 'tobacco shop, tobacconist shop, tobacconist', 861: 'toilet seat', 862: 'torch', 863: 'totem pole', 864: 'tow truck, tow car, wrecker', 865: 'toyshop', 866: 'tractor', 867: 'trailer truck, tractor trailer, trucking rig, rig, articulated lorry, semi', 868: 'tray', 869: 'trench coat', 870: 'tricycle, trike, velocipede', 871: 'trimaran', 872: 'tripod', 873: 'triumphal arch', 874: 'trolleybus, trolley coach, trackless trolley', 875: 'trombone', 876: 'tub, vat', 877: 'turnstile', 878: 'typewriter keyboard', 879: 'umbrella', 880: 'unicycle, monocycle', 881: 'upright, upright piano', 882: 'vacuum, vacuum cleaner', 883: 'vase', 884: 'vault', 885: 'velvet', 886: 'vending machine', 887: 'vestment', 888: 'viaduct', 889: 'violin, fiddle', 890: 'volleyball', 891: 'waffle iron', 892: 'wall clock', 893: 'wallet, billfold, notecase, pocketbook', 894: 'wardrobe, closet, press', 895: 'warplane, military plane', 896: 'washbasin, handbasin, washbowl, lavabo, wash-hand basin', 897: 'washer, automatic washer, washing machine', 898: 'water bottle', 899: 'water jug', 900: 'water tower', 901: 'whiskey jug', 902: 'whistle', 903: 'wig', 904: 'window screen', 905: 'window shade', 906: 'Windsor tie', 907: 'wine bottle', 908: 'wing', 909: 'wok', 910: 'wooden spoon', 911: 'wool, woolen, woollen', 912: 'worm fence, snake fence, snake-rail fence, Virginia fence', 913: 'wreck', 914: 'yawl', 915: 'yurt', 916: 'web site, website, internet site, site', 917: 'comic book', 918: 'crossword puzzle, crossword', 919: 'street sign', 920: 'traffic light, traffic signal, stoplight', 921: 'book jacket, dust cover, dust jacket, dust wrapper', 922: 'menu', 923: 'plate', 924: 'guacamole', 925: 'consomme', 926: 'hot pot, hotpot', 927: 'trifle', 928: 'ice cream, icecream', 929: 'ice lolly, lolly, lollipop, popsicle', 930: 'French loaf', 931: 'bagel, beigel', 932: 'pretzel', 933: 'cheeseburger', 934: 'hotdog, hot dog, red hot', 935: 'mashed potato', 936: 'head cabbage', 937: 'broccoli', 938: 'cauliflower', 939: 'zucchini, courgette', 940: 'spaghetti squash', 941: 'acorn squash', 942: 'butternut squash', 943: 'cucumber, cuke', 944: 'artichoke, globe artichoke', 945: 'bell pepper', 946: 'cardoon', 947: 'mushroom', 948: 'Granny Smith', 949: 'strawberry', 950: 'orange', 951: 'lemon', 952: 'fig', 953: 'pineapple, ananas', 954: 'banana', 955: 'jackfruit, jak, jack', 956: 'custard apple', 957: 'pomegranate', 958: 'hay', 959: 'carbonara', 960: 'chocolate sauce, chocolate syrup', 961: 'dough', 962: 'meat loaf, meatloaf', 963: 'pizza, pizza pie', 964: 'potpie', 965: 'burrito', 966: 'red wine', 967: 'espresso', 968: 'cup', 969: 'eggnog', 970: 'alp', 971: 'bubble', 972: 'cliff, drop, drop-off', 973: 'coral reef', 974: 'geyser', 975: 'lakeside, lakeshore', 976: 'promontory, headland, head, foreland', 977: 'sandbar, sand bar', 978: 'seashore, coast, seacoast, sea-coast', 979: 'valley, vale', 980: 'volcano', 981: 'ballplayer, baseball player', 982: 'groom, bridegroom', 983: 'scuba diver', 984: 'rapeseed', 985: 'daisy', 986: \"yellow lady's slipper, yellow lady-slipper, Cypripedium calceolus, Cypripedium parviflorum\", 987: 'corn', 988: 'acorn', 989: 'hip, rose hip, rosehip', 990: 'buckeye, horse chestnut, conker', 991: 'coral fungus', 992: 'agaric', 993: 'gyromitra', 994: 'stinkhorn, carrion fungus', 995: 'earthstar', 996: 'hen-of-the-woods, hen of the woods, Polyporus frondosus, Grifola frondosa', 997: 'bolete', 998: 'ear, spike, capitulum', 999: 'toilet tissue, toilet paper, bathroom tissue'}\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "XkbC93nOEv0F",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "546b6839-2083-4874-c0c3-bc9996e86038"
      },
      "cell_type": "code",
      "source": [
        "fc_out = fc_out.cpu() # Results returned on the CPU\n",
        "print(labels[fc_out.data.numpy().argmax()]) # Highest result from the network"
      ],
      "execution_count": 69,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "bucket, pail\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "F5Ga_56hBFCq",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "# You can also load TensorFLow or Keras (no need to download it.)\n",
        "\n",
        "import tensorflow as tf\n",
        "import keras"
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}