new-network.ipynb

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      "['.', 'overhead-validation', 'Quest-2', 'BeatSaber', 'PopStars-Medium', 'replay1.7', 'net_dev.log']\n",
      ".\\overhead-validation\\Quest-2\\BeatSaber\\PopStars-Medium\\replay1.8\\net_dev.log\n",
      "['.', 'overhead-validation', 'Quest-2', 'BeatSaber', 'PopStars-Medium', 'replay1.8', 'net_dev.log']\n",
      ".\\overhead-validation\\Quest-2\\BeatSaber\\PopStars-Medium\\replay1.9\\net_dev.log\n",
      "['.', 'overhead-validation', 'Quest-2', 'BeatSaber', 'PopStars-Medium', 'replay1.9', 'net_dev.log']\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ".\\overhead-validation\\Quest-2\\BeatSaber\\PopStars-Medium\\replay2.0\\net_dev.log\n",
      "['.', 'overhead-validation', 'Quest-2', 'BeatSaber', 'PopStars-Medium', 'replay2.0', 'net_dev.log']\n",
      ".\\overhead-validation\\Quest-2\\BeatSaber\\PopStars-Medium\\replay2.1\\net_dev.log\n",
      "['.', 'overhead-validation', 'Quest-2', 'BeatSaber', 'PopStars-Medium', 'replay2.1', 'net_dev.log']\n",
      ".\\overhead-validation\\Quest-2\\BeatSaber\\PopStars-Medium\\replay2.2\\net_dev.log\n",
      "['.', 'overhead-validation', 'Quest-2', 'BeatSaber', 'PopStars-Medium', 'replay2.2', 'net_dev.log']\n",
      ".\\overhead-validation\\Quest-2\\BeatSaber\\PopStars-Medium\\replay2.3\\net_dev.log\n",
      "['.', 'overhead-validation', 'Quest-2', 'BeatSaber', 'PopStars-Medium', 'replay2.3', 'net_dev.log']\n",
      ".\\overhead-validation\\Quest-2\\BeatSaber\\PopStars-Medium\\replay2.4\\net_dev.log\n",
      "['.', 'overhead-validation', 'Quest-2', 'BeatSaber', 'PopStars-Medium', 'replay2.4', 'net_dev.log']\n",
      ".\\overhead-validation\\Quest-2\\BeatSaber\\PopStars-Medium\\replay2.5\\net_dev.log\n",
      "['.', 'overhead-validation', 'Quest-2', 'BeatSaber', 'PopStars-Medium', 'replay2.5', 'net_dev.log']\n",
      ".\\overhead-validation\\Quest-2\\BeatSaber\\PopStars-Medium\\replay2.6\\net_dev.log\n",
      "['.', 'overhead-validation', 'Quest-2', 'BeatSaber', 'PopStars-Medium', 'replay2.6', 'net_dev.log']\n",
      ".\\overhead-validation\\Quest-2\\BeatSaber\\PopStars-Medium\\replay2.7\\net_dev.log\n",
      "['.', 'overhead-validation', 'Quest-2', 'BeatSaber', 'PopStars-Medium', 'replay2.7', 'net_dev.log']\n",
      ".\\overhead-validation\\Quest-2\\BeatSaber\\PopStars-Medium\\replay2.8\\net_dev.log\n",
      "['.', 'overhead-validation', 'Quest-2', 'BeatSaber', 'PopStars-Medium', 'replay2.8', 'net_dev.log']\n",
      ".\\overhead-validation\\Quest-2\\BeatSaber\\PopStars-Medium\\replay2.9\\net_dev.log\n",
      "['.', 'overhead-validation', 'Quest-2', 'BeatSaber', 'PopStars-Medium', 'replay2.9', 'net_dev.log']\n",
      ".\\overhead-validation\\Quest-Pro\\BeatSaber\\PopStars-Medium\\baseline0\\net_dev.log\n",
      "['.', 'overhead-validation', 'Quest-Pro', 'BeatSaber', 'PopStars-Medium', 'baseline0', 'net_dev.log']\n",
      ".\\overhead-validation\\Quest-Pro\\BeatSaber\\PopStars-Medium\\baseline1\\net_dev.log\n",
      "['.', 'overhead-validation', 'Quest-Pro', 'BeatSaber', 'PopStars-Medium', 'baseline1', 'net_dev.log']\n",
      ".\\overhead-validation\\Quest-Pro\\BeatSaber\\PopStars-Medium\\baseline2\\net_dev.log\n",
      "['.', 'overhead-validation', 'Quest-Pro', 'BeatSaber', 'PopStars-Medium', 'baseline2', 'net_dev.log']\n",
      ".\\overhead-validation\\Quest-Pro\\BeatSaber\\PopStars-Medium\\record0\\net_dev.log\n",
      "['.', 'overhead-validation', 'Quest-Pro', 'BeatSaber', 'PopStars-Medium', 'record0', 'net_dev.log']\n",
      ".\\overhead-validation\\Quest-Pro\\BeatSaber\\PopStars-Medium\\record1\\net_dev.log\n",
      "['.', 'overhead-validation', 'Quest-Pro', 'BeatSaber', 'PopStars-Medium', 'record1', 'net_dev.log']\n",
      ".\\overhead-validation\\Quest-Pro\\BeatSaber\\PopStars-Medium\\record2\\net_dev.log\n",
      "['.', 'overhead-validation', 'Quest-Pro', 'BeatSaber', 'PopStars-Medium', 'record2', 'net_dev.log']\n",
      ".\\overhead-validation\\Quest-Pro\\BeatSaber\\PopStars-Medium\\replay0.0\\net_dev.log\n",
      "['.', 'overhead-validation', 'Quest-Pro', 'BeatSaber', 'PopStars-Medium', 'replay0.0', 'net_dev.log']\n",
      ".\\overhead-validation\\Quest-Pro\\BeatSaber\\PopStars-Medium\\replay0.1\\net_dev.log\n",
      "['.', 'overhead-validation', 'Quest-Pro', 'BeatSaber', 'PopStars-Medium', 'replay0.1', 'net_dev.log']\n",
      ".\\overhead-validation\\Quest-Pro\\BeatSaber\\PopStars-Medium\\replay0.2\\net_dev.log\n",
      "['.', 'overhead-validation', 'Quest-Pro', 'BeatSaber', 'PopStars-Medium', 'replay0.2', 'net_dev.log']\n",
      ".\\overhead-validation\\Quest-Pro\\BeatSaber\\PopStars-Medium\\replay0.3\\net_dev.log\n",
      "['.', 'overhead-validation', 'Quest-Pro', 'BeatSaber', 'PopStars-Medium', 'replay0.3', 'net_dev.log']\n",
      ".\\overhead-validation\\Quest-Pro\\BeatSaber\\PopStars-Medium\\replay0.4\\net_dev.log\n",
      "['.', 'overhead-validation', 'Quest-Pro', 'BeatSaber', 'PopStars-Medium', 'replay0.4', 'net_dev.log']\n",
      ".\\overhead-validation\\Quest-Pro\\BeatSaber\\PopStars-Medium\\replay0.5\\net_dev.log\n",
      "['.', 'overhead-validation', 'Quest-Pro', 'BeatSaber', 'PopStars-Medium', 'replay0.5', 'net_dev.log']\n",
      ".\\overhead-validation\\Quest-Pro\\BeatSaber\\PopStars-Medium\\replay0.6\\net_dev.log\n",
      "['.', 'overhead-validation', 'Quest-Pro', 'BeatSaber', 'PopStars-Medium', 'replay0.6', 'net_dev.log']\n",
      ".\\overhead-validation\\Quest-Pro\\BeatSaber\\PopStars-Medium\\replay0.7\\net_dev.log\n",
      "['.', 'overhead-validation', 'Quest-Pro', 'BeatSaber', 'PopStars-Medium', 'replay0.7', 'net_dev.log']\n",
      ".\\overhead-validation\\Quest-Pro\\BeatSaber\\PopStars-Medium\\replay0.8\\net_dev.log\n",
      "['.', 'overhead-validation', 'Quest-Pro', 'BeatSaber', 'PopStars-Medium', 'replay0.8', 'net_dev.log']\n",
      ".\\overhead-validation\\Quest-Pro\\BeatSaber\\PopStars-Medium\\replay0.9\\net_dev.log\n",
      "['.', 'overhead-validation', 'Quest-Pro', 'BeatSaber', 'PopStars-Medium', 'replay0.9', 'net_dev.log']\n",
      ".\\overhead-validation\\Quest-Pro\\BeatSaber\\PopStars-Medium\\replay1.0\\net_dev.log\n",
      "['.', 'overhead-validation', 'Quest-Pro', 'BeatSaber', 'PopStars-Medium', 'replay1.0', 'net_dev.log']\n",
      ".\\overhead-validation\\Quest-Pro\\BeatSaber\\PopStars-Medium\\replay1.1\\net_dev.log\n",
      "['.', 'overhead-validation', 'Quest-Pro', 'BeatSaber', 'PopStars-Medium', 'replay1.1', 'net_dev.log']\n",
      ".\\overhead-validation\\Quest-Pro\\BeatSaber\\PopStars-Medium\\replay1.2\\net_dev.log\n",
      "['.', 'overhead-validation', 'Quest-Pro', 'BeatSaber', 'PopStars-Medium', 'replay1.2', 'net_dev.log']\n",
      ".\\overhead-validation\\Quest-Pro\\BeatSaber\\PopStars-Medium\\replay1.3\\net_dev.log\n",
      "['.', 'overhead-validation', 'Quest-Pro', 'BeatSaber', 'PopStars-Medium', 'replay1.3', 'net_dev.log']\n",
      ".\\overhead-validation\\Quest-Pro\\BeatSaber\\PopStars-Medium\\replay1.4\\net_dev.log\n",
      "['.', 'overhead-validation', 'Quest-Pro', 'BeatSaber', 'PopStars-Medium', 'replay1.4', 'net_dev.log']\n",
      ".\\overhead-validation\\Quest-Pro\\BeatSaber\\PopStars-Medium\\replay1.5\\net_dev.log\n",
      "['.', 'overhead-validation', 'Quest-Pro', 'BeatSaber', 'PopStars-Medium', 'replay1.5', 'net_dev.log']\n",
      ".\\overhead-validation\\Quest-Pro\\BeatSaber\\PopStars-Medium\\replay1.6\\net_dev.log\n",
      "['.', 'overhead-validation', 'Quest-Pro', 'BeatSaber', 'PopStars-Medium', 'replay1.6', 'net_dev.log']\n",
      ".\\overhead-validation\\Quest-Pro\\BeatSaber\\PopStars-Medium\\replay1.7\\net_dev.log\n",
      "['.', 'overhead-validation', 'Quest-Pro', 'BeatSaber', 'PopStars-Medium', 'replay1.7', 'net_dev.log']\n",
      ".\\overhead-validation\\Quest-Pro\\BeatSaber\\PopStars-Medium\\replay1.8\\net_dev.log\n",
      "['.', 'overhead-validation', 'Quest-Pro', 'BeatSaber', 'PopStars-Medium', 'replay1.8', 'net_dev.log']\n",
      ".\\overhead-validation\\Quest-Pro\\BeatSaber\\PopStars-Medium\\replay1.9\\net_dev.log\n",
      "['.', 'overhead-validation', 'Quest-Pro', 'BeatSaber', 'PopStars-Medium', 'replay1.9', 'net_dev.log']\n",
      ".\\overhead-validation\\Quest-Pro\\BeatSaber\\PopStars-Medium\\replay2.0\\net_dev.log\n",
      "['.', 'overhead-validation', 'Quest-Pro', 'BeatSaber', 'PopStars-Medium', 'replay2.0', 'net_dev.log']\n",
      ".\\overhead-validation\\Quest-Pro\\BeatSaber\\PopStars-Medium\\replay2.1\\net_dev.log\n",
      "['.', 'overhead-validation', 'Quest-Pro', 'BeatSaber', 'PopStars-Medium', 'replay2.1', 'net_dev.log']\n",
      ".\\overhead-validation\\Quest-Pro\\BeatSaber\\PopStars-Medium\\replay2.2\\net_dev.log\n",
      "['.', 'overhead-validation', 'Quest-Pro', 'BeatSaber', 'PopStars-Medium', 'replay2.2', 'net_dev.log']\n",
      ".\\overhead-validation\\Quest-Pro\\BeatSaber\\PopStars-Medium\\replay2.3\\net_dev.log\n",
      "['.', 'overhead-validation', 'Quest-Pro', 'BeatSaber', 'PopStars-Medium', 'replay2.3', 'net_dev.log']\n",
      ".\\overhead-validation\\Quest-Pro\\BeatSaber\\PopStars-Medium\\replay2.4\\net_dev.log\n",
      "['.', 'overhead-validation', 'Quest-Pro', 'BeatSaber', 'PopStars-Medium', 'replay2.4', 'net_dev.log']\n",
      ".\\overhead-validation\\Quest-Pro\\BeatSaber\\PopStars-Medium\\replay2.5\\net_dev.log\n",
      "['.', 'overhead-validation', 'Quest-Pro', 'BeatSaber', 'PopStars-Medium', 'replay2.5', 'net_dev.log']\n",
      ".\\overhead-validation\\Quest-Pro\\BeatSaber\\PopStars-Medium\\replay2.6\\net_dev.log\n",
      "['.', 'overhead-validation', 'Quest-Pro', 'BeatSaber', 'PopStars-Medium', 'replay2.6', 'net_dev.log']\n",
      ".\\overhead-validation\\Quest-Pro\\BeatSaber\\PopStars-Medium\\replay2.7\\net_dev.log\n",
      "['.', 'overhead-validation', 'Quest-Pro', 'BeatSaber', 'PopStars-Medium', 'replay2.7', 'net_dev.log']\n",
      ".\\overhead-validation\\Quest-Pro\\BeatSaber\\PopStars-Medium\\replay2.8\\net_dev.log\n",
      "['.', 'overhead-validation', 'Quest-Pro', 'BeatSaber', 'PopStars-Medium', 'replay2.8', 'net_dev.log']\n",
      ".\\overhead-validation\\Quest-Pro\\BeatSaber\\PopStars-Medium\\replay2.9\\net_dev.log\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['.', 'overhead-validation', 'Quest-Pro', 'BeatSaber', 'PopStars-Medium', 'replay2.9', 'net_dev.log']\n",
      "      interface  received-bytes  received-packets  received-errs  \\\n",
      "0         wlan0      4459453392           3766109              0   \n",
      "0         wlan0      4470760621           3775181              0   \n",
      "0         wlan0      4481767571           3784045              0   \n",
      "0         wlan0      4492428220           3792648              0   \n",
      "0         wlan0      4503551944           3801588              0   \n",
      "..          ...             ...               ...            ...   \n",
      "0   p2p-wlan0-0        11903783            207992              0   \n",
      "0         wlan0     25519000694          19827568              0   \n",
      "0   p2p-wlan0-0        11903783            207992              0   \n",
      "0         wlan0     25533230838          19838823              0   \n",
      "0   p2p-wlan0-0        11903783            207992              0   \n",
      "\n",
      "    received-drop  received-fifo  received-frame  received-compressed  \\\n",
      "0               0              0               0                    0   \n",
      "0               0              0               0                    0   \n",
      "0               0              0               0                    0   \n",
      "0               0              0               0                    0   \n",
      "0               0              0               0                    0   \n",
      "..            ...            ...             ...                  ...   \n",
      "0               0              0               0                    0   \n",
      "0               0              0               0                    0   \n",
      "0               0              0               0                    0   \n",
      "0               0              0               0                    0   \n",
      "0               0              0               0                    0   \n",
      "\n",
      "    received-multicast  sent-bytes  ...  altered_bandwidth  \\\n",
      "0                    0   332441117  ...               True   \n",
      "0                    0   333195620  ...               True   \n",
      "0                    0   333939449  ...               True   \n",
      "0                    0   334658273  ...               True   \n",
      "0                    0   335398089  ...               True   \n",
      "..                 ...         ...  ...                ...   \n",
      "0                   29   629020797  ...               True   \n",
      "0                 5081  1458070649  ...               True   \n",
      "0                   29   629020797  ...               True   \n",
      "0                 5084  1458841230  ...               True   \n",
      "0                   29   629020797  ...               True   \n",
      "\n",
      "    altered_dropchance  bandwidth  dropchance     device        app  \\\n",
      "0                False        100         0.0    Quest-2  BeatSaber   \n",
      "0                False        100         0.0    Quest-2  BeatSaber   \n",
      "0                False        100         0.0    Quest-2  BeatSaber   \n",
      "0                False        100         0.0    Quest-2  BeatSaber   \n",
      "0                False        100         0.0    Quest-2  BeatSaber   \n",
      "..                 ...        ...         ...        ...        ...   \n",
      "0                 True     999999         0.0  Quest-Pro  BeatSaber   \n",
      "0                 True     999999         0.0  Quest-Pro  BeatSaber   \n",
      "0                 True     999999         0.0  Quest-Pro  BeatSaber   \n",
      "0                 True     999999         0.0  Quest-Pro  BeatSaber   \n",
      "0                 True     999999         0.0  Quest-Pro  BeatSaber   \n",
      "\n",
      "        app_details  is_record  is_wireless  repetition  \n",
      "0   PopStars-Medium       True        False           1  \n",
      "0   PopStars-Medium       True        False           1  \n",
      "0   PopStars-Medium       True        False           1  \n",
      "0   PopStars-Medium       True        False           1  \n",
      "0   PopStars-Medium       True        False           1  \n",
      "..              ...        ...          ...         ...  \n",
      "0   PopStars-Medium      False        False         2.9  \n",
      "0   PopStars-Medium      False        False         2.9  \n",
      "0   PopStars-Medium      False        False         2.9  \n",
      "0   PopStars-Medium      False        False         2.9  \n",
      "0   PopStars-Medium      False        False         2.9  \n",
      "\n",
      "[45301 rows x 27 columns]\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "import re\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "def find_clumsy_directories(root='.'):\n",
    "    res = []\n",
    "    for dirpath, dirnames, filenames in os.walk(root):\n",
    "        for dirname in dirnames:\n",
    "            if 'clumsy' in dirname.lower() or 'validation' in dirname.lower():\n",
    "                res.append(os.path.join(dirpath, dirname))\n",
    "    return res\n",
    "\n",
    "headers = re.findall('\\s+\\w+', \"\"\" bytes    packets errs drop fifo frame compressed multicast  bytes    packets errs drop fifo colls carrier compressed\"\"\")\n",
    "headers = [x.strip() for x in headers]\n",
    "for i in range(len(headers)):\n",
    "    if i < 8:\n",
    "        headers[i] = \"received-\" + headers[i]\n",
    "    else:\n",
    "        headers[i] = \"sent-\" + headers[i]\n",
    "# print(headers)\n",
    "\n",
    "def process_line(line):\n",
    "    d = {}\n",
    "    if line.split(':')[0].strip() == 'wlan0':\n",
    "        d['interface'] = 'wlan0'\n",
    "    elif line.split(':')[0].strip() == 'p2p-wlan0-0':\n",
    "        d['interface'] = 'p2p-wlan0-0'\n",
    "    else:\n",
    "        return None\n",
    "    line = line.split(':')[1]\n",
    "    res = re.findall('\\s+\\w+', line)\n",
    "    res = [x.strip() for x in res]\n",
    "    d.update({_[0] : int(_[1]) for _ in zip(headers, res)})\n",
    "\n",
    "    return pd.DataFrame(d, index=[0])\n",
    "\n",
    "\n",
    "def create_dataframe(file_path):\n",
    "    df = pd.DataFrame()\n",
    "    for line in open(file_path, 'r', encoding='utf-16'):\n",
    "        new_d = process_line(line)\n",
    "        if new_d is not None:\n",
    "            df = df.append(new_d)\n",
    "\n",
    "#     df.index.name = 'timestamp'\n",
    "#     df = df.reset_index()\n",
    "    print(file_path.split('\\\\'))\n",
    "    \n",
    "    if len(file_path.split('\\\\')[1].split('-')) == 3:\n",
    "        df['altered_bandwidth'] = file_path.split('\\\\')[1].split('-')[1] == 'bandwidth'\n",
    "        df['altered_dropchance'] = file_path.split('\\\\')[1].split('-')[1] == 'dropchance'\n",
    "        df['bandwidth'] = int(file_path.split('\\\\')[1].split('-')[2][:-4]) if file_path.split('\\\\')[1].split('-')[1] == 'bandwidth' else 999999\n",
    "        df['dropchance'] = float(file_path.split('\\\\')[1].split('-')[2]) if file_path.split('\\\\')[1].split('-')[1] == 'dropchance' else 0\n",
    "    else:\n",
    "        df['altered_bandwidth'] = True\n",
    "        df['altered_dropchance'] = True\n",
    "        df['bandwidth'] = 999999\n",
    "        df['dropchance'] = 0\n",
    "    df['device'] = file_path.split('\\\\')[2]\n",
    "    df['app'] = file_path.split('\\\\')[3].strip('-W')\n",
    "    df['app_details'] = file_path.split('\\\\')[4]\n",
    "    df['is_record'] = 'record' in file_path.split('\\\\')[5]\n",
    "    df['is_wireless'] = '-W' in file_path.split('\\\\')[3]\n",
    "    df['repetition'] = file_path.split('\\\\')[5].strip('record') if 'record' in file_path.split('\\\\')[5] else file_path.split('\\\\')[5].strip('replay')\n",
    "#     print(df)\n",
    "    \n",
    "    df.to_csv(f'.\\\\{file_path.strip(\".log\")}.csv', index=False)\n",
    "\n",
    "    return df\n",
    "                \n",
    "\n",
    "clumsy_dirs = find_clumsy_directories()\n",
    "\n",
    "df_aggregated = pd.DataFrame()\n",
    "\n",
    "for clumsy in clumsy_dirs:\n",
    "    for root, dirs, files in os.walk(clumsy, topdown=False):\n",
    "        for name in files:\n",
    "            if name == 'net_dev.log':\n",
    "                print(os.path.join(root, name))\n",
    "                df_aggregated = pd.concat([df_aggregated, create_dataframe(os.path.join(root, name))]) \n",
    "                \n",
    "print(df_aggregated)\n",
    "df = df_aggregated"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "115d2d0b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(data=df[(df.altered_dropchance == True)], x='dropchance', y='received-bytes', showmeans=True, meanline=True)\n",
    "plt.show()\n",
    "\n",
    "sns.boxplot(data=df[(df.altered_bandwidth == True)], x='bandwidth', y='received-bytes', showmeans=True, meanline=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bf8319f2",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}