Websocket_lib_stats.ipynb

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   "source": [
    "#importing reqiured libraries\n",
    "import pandas as pd\n",
    "import pypistats\n",
    "import plotly.express as px"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Getting PyPI statistics to select library/framework"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# List of popular Python WebSocket libraries/frameworks\n",
    "websocket_libraries = [\n",
    "    \"websockets\",\n",
    "    \"python-socketio\",\n",
    "    \"autobahn\",\n",
    "    \"tornado\",\n",
    "    \"gevent-websocket\",\n",
    "    \"channels\",\n",
    "    \"flask-socketio\",\n",
    "    \"twisted\",\n",
    "    \"aiohttp\"]\n",
    "\n",
    "df = pd.DataFrame([])\n",
    "for lib in websocket_libraries:\n",
    "    # Download statistics \n",
    "    df_temp=  pypistats.overall(lib, total=True, format=\"pandas\").dropna()\n",
    "    df_temp = df_temp[df_temp['category']=='with_mirrors'].drop(['category','percent'],axis=1)\n",
    "    df_temp['date'] = df_temp['date'].apply(pd.to_datetime)\n",
    "    df_temp.rename(columns={'downloads': lib},inplace=True)\n",
    "    df_temp.set_index('date',inplace=True)\n",
    "    # Weekend downloads drops dramatically, so just drop them\n",
    "    df_temp = df_temp[df_temp.index.day_of_week<5]\n",
    "    df_temp = df_temp.sort_index()\n",
    "    # Some MA just to smoorth graph \n",
    "    df_temp[lib] = df_temp[lib].rolling(3).mean()\n",
    "    df = pd.concat([df, df_temp],axis=1)\n",
    "df.dropna(inplace=True)"
   ]
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           "bgcolor": "#E5ECF6",
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            "linecolor": "white",
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          "title": {
           "x": 0.05
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          "xaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
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           "zerolinecolor": "white",
           "zerolinewidth": 2
          },
          "yaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
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           "zerolinewidth": 2
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        "xaxis": {
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     "metadata": {},
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   ],
   "source": [
    "#plotting pypi datas\n",
    "fig = px.line(df, x=df.index, y=df.columns)\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Starting Benchmarking\n",
    "\n",
    "### AioHttp is the most downloaded and websocket is the second (with websocket-client), so I decided to benchmark with them"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Importing benchmark results csv\n",
    "aiohttp_np1d      = pd.read_csv(\"aiohttp_np1d.csv\").drop([\"Unnamed: 0\"],axis=1)\n",
    "aiohttp_np2d      = pd.read_csv(\"aiohttp_np2d.csv\").drop([\"Unnamed: 0\"],axis=1)\n",
    "aiohttp_json1d    = pd.read_csv(\"aiohttp_json1d.csv\").drop([\"Unnamed: 0\"],axis=1)\n",
    "aiohttp_json2d    = pd.read_csv(\"aiohttp_json2d.csv\").drop([\"Unnamed: 0\"],axis=1)\n",
    "websocket_np1d    = pd.read_csv(\"websocket_np1d.csv\").drop([\"Unnamed: 0\"],axis=1)\n",
    "websocket_np2d    = pd.read_csv(\"websocket_np2d.csv\").drop([\"Unnamed: 0\"],axis=1)\n",
    "websocket_json1d  = pd.read_csv(\"websocket_json1d.csv\").drop([\"Unnamed: 0\"],axis=1)\n",
    "websocket_json2d  = pd.read_csv(\"websocket_json2d.csv\").drop([\"Unnamed: 0\"],axis=1)\n",
    "\n",
    "#Getting average of elapsed time of each iteration\n",
    "aiohttp_np1d   = pd.DataFrame(aiohttp_np1d.groupby('size')[\"elapsed_time\"].mean()).rename(columns={\"elapsed_time\":'aiohttp'})\n",
    "aiohttp_np2d   = pd.DataFrame(aiohttp_np2d.groupby('size')[\"elapsed_time\"].mean()).rename(columns={\"elapsed_time\":'aiohttp'})\n",
    "aiohttp_json1d = pd.DataFrame(aiohttp_json1d.groupby('size')[\"elapsed_time\"].mean()).rename(columns={\"elapsed_time\":'aiohttp'})\n",
    "aiohttp_json2d = pd.DataFrame(aiohttp_json2d.groupby('size')[\"elapsed_time\"].mean()).rename(columns={\"elapsed_time\":'aiohttp'})\n",
    "\n",
    "websocket_np1d   = pd.DataFrame(websocket_np1d.groupby('size')[\"elapsed_time\"].mean()).rename(columns={\"elapsed_time\":'websocket'})\n",
    "websocket_np2d   = pd.DataFrame(websocket_np2d.groupby('size')[\"elapsed_time\"].mean()).rename(columns={\"elapsed_time\":'websocket'})\n",
    "websocket_json1d = pd.DataFrame(websocket_json1d.groupby('size')[\"elapsed_time\"].mean()).rename(columns={\"elapsed_time\":'websocket'})\n",
    "websocket_json2d = pd.DataFrame(websocket_json2d.groupby('size')[\"elapsed_time\"].mean()).rename(columns={\"elapsed_time\":'websocket'})\n",
    "\n",
    "\n",
    "#concatting by data types\n",
    "df_np1d   = pd.concat([websocket_np1d  ,aiohttp_np1d  ],axis=0)\n",
    "df_np2d   = pd.concat([websocket_np2d  ,aiohttp_np2d  ],axis=0)\n",
    "df_json1d = pd.concat([websocket_json1d,aiohttp_json1d],axis=0)\n",
    "df_json2d = pd.concat([websocket_json2d,aiohttp_json2d],axis=0)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Time to plot results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
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          "dash": "solid"
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    "fig = px.line(data_frame=df_np2d, x=df_np2d.index, y=df_np2d.columns, title=\"Message of binary with 2 dimensional array in it\",labels={'value':\"Rount-trip Time (s) \"})\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_log_aio       = pd.read_csv(\"process_log_aiohttp.txt\")\n",
    "df_log_websocket = pd.read_csv(\"process_log_websocket.txt\")\n",
    "\n",
    "df_log_aio['Memory (MB)']   = df_log_aio['Memory (MB)'].apply(lambda x: int(x.split(\":\")[1].split(\"M\")[0]))\n",
    "df_log_aio['CPU Usage (%)'] = df_log_aio['CPU Usage (%)'].apply(lambda x: float(x.split(\":\")[1].split(\"%\")[0]))\n",
    "df_log_aio['CPU Time']      = df_log_aio['CPU Time'].apply(lambda x: int(x.split(\":\")[1])*60+int(x.split(\":\")[2]))\n",
    "df_log_aio.set_index('CPU Time',inplace=True)\n",
    "\n",
    "df_log_websocket['Memory (MB)']   = df_log_websocket['Memory (MB)'].apply(lambda x: int(x.split(\":\")[1].split(\"M\")[0]))\n",
    "df_log_websocket['CPU Usage (%)'] = df_log_websocket['CPU Usage (%)'].apply(lambda x: float(x.split(\":\")[1].split(\"%\")[0]))\n",
    "df_log_websocket['CPU Time']      = df_log_websocket['CPU Time'].apply(lambda x: int(x.split(\":\")[1])*60+int(x.split(\":\")[2]))\n",
    "df_log_websocket.set_index('CPU Time',inplace=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
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         "hovertemplate": "variable=Memory (MB)<br>CPU Time=%{x}<br>value=%{y}<extra></extra>",
         "legendgroup": "Memory (MB)",
         "line": {
          "color": "#636efa",
          "dash": "solid"
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         "marker": {
          "symbol": "circle"
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         "mode": "lines",
         "name": "Memory (MB)",
         "showlegend": true,
         "type": "scattergl",
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          815,
          816,
          817,
          818,
          819,
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          821,
          822,
          823,
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          825,
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          830,
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          834,
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          838,
          839,
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          841,
          842,
          843,
          844,
          845,
          846,
          847,
          848,
          849,
          850,
          851,
          852,
          853,
          854,
          856,
          857,
          858,
          859,
          860,
          861,
          862,
          863,
          864,
          865,
          866,
          867,
          868,
          869,
          870,
          871,
          872,
          873,
          874,
          875,
          876,
          877,
          878,
          879,
          880,
          881,
          883,
          884,
          885,
          886,
          887,
          888,
          889,
          890,
          891,
          892,
          893,
          894,
          895,
          896,
          897,
          898,
          899,
          900,
          901,
          902,
          903,
          904,
          905,
          906,
          907,
          908,
          909,
          911,
          912,
          913,
          914,
          915,
          916,
          917,
          918,
          919,
          920,
          921,
          922,
          923,
          924,
          925,
          926,
          927,
          928,
          929,
          930,
          931,
          932,
          933,
          934,
          935,
          936,
          937,
          939,
          940,
          941,
          942,
          943,
          944,
          945,
          946,
          947,
          948,
          949,
          950,
          951,
          952,
          953,
          954,
          955,
          956,
          957,
          958,
          959,
          960,
          961,
          962,
          963,
          964,
          965,
          967,
          968,
          969,
          970,
          971,
          972,
          973,
          974,
          975,
          976,
          977,
          978,
          979,
          980,
          981,
          982,
          983,
          984,
          985,
          986,
          987,
          988,
          989,
          990,
          991,
          992,
          993,
          995,
          996,
          997,
          998,
          999,
          1000,
          1001,
          1002,
          1003,
          1004,
          1005,
          1006,
          1007,
          1008,
          1009,
          1010,
          1011,
          1012,
          1013,
          1014,
          1015,
          1016,
          1017,
          1018,
          1019,
          1020,
          1021,
          1023,
          1024,
          1025,
          1026,
          1027,
          1028,
          1029,
          1030,
          1031,
          1032,
          1033,
          1034,
          1035,
          1036,
          1037,
          1038,
          1039,
          1040,
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          1042,
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          1044,
          1045,
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          1048,
          1049,
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          1052,
          1053,
          1054,
          1055,
          1056,
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          1059,
          1060,
          1061,
          1062,
          1063,
          1064,
          1065,
          1066,
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          1068,
          1069,
          1070,
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          1072,
          1073,
          1074,
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          1077,
          1079,
          1080,
          1081,
          1082,
          1083,
          1084,
          1085,
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          1087,
          1088,
          1089,
          1090,
          1091,
          1092,
          1093,
          1094,
          1095,
          1096,
          1097,
          1098,
          1099,
          1100,
          1101,
          1102,
          1103,
          1104,
          1105,
          1106,
          1108,
          1109,
          1110,
          1111,
          1112,
          1113,
          1114,
          1115,
          1116,
          1117,
          1118,
          1119,
          1120,
          1121,
          1122,
          1123,
          1124,
          1125,
          1126,
          1127,
          1128,
          1129,
          1130,
          1131,
          1132,
          1133,
          1134,
          1136,
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          1138,
          1139,
          1140,
          1141,
          1142,
          1143,
          1144,
          1145,
          1146,
          1147,
          1148,
          1149,
          1150,
          1151,
          1152,
          1153,
          1154,
          1155,
          1156,
          1157,
          1158,
          1159,
          1160,
          1161,
          1162,
          1164,
          1165,
          1166,
          1167,
          1168,
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          1175,
          1176,
          1177,
          1178,
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          1181
         ],
         "xaxis": "x",
         "y": [
          1.1,
          1,
          1,
          0.9,
          1.9,
          3.7,
          5.3,
          6.9,
          8.3,
          9.6,
          10.9,
          12.1,
          13.1,
          14.1,
          15.1,
          16,
          16.9,
          17.8,
          18.5,
          19.2,
          19.9,
          20.6,
          21.3,
          21.9,
          22.5,
          23.1,
          23.7,
          24.2,
          24.8,
          25.3,
          25.7,
          26.2,
          26.7,
          27.1,
          27.5,
          27.9,
          28.3,
          28.6,
          29,
          29.3,
          29.7,
          30,
          30.3,
          30.6,
          30.9,
          31.2,
          31.4,
          31.7,
          32,
          32.2,
          32.5,
          32.7,
          32.9,
          33.2,
          33.4,
          33.6,
          33.8,
          34,
          34.2,
          34.4,
          34.6,
          34.8,
          35,
          35.2,
          35.3,
          35.5,
          35.7,
          35.8,
          36,
          36.1,
          36.3,
          36.4,
          36.6,
          36.7,
          36.9,
          37,
          37.1,
          37.3,
          37.4,
          37.5,
          37.6,
          37.7,
          37.9,
          38,
          38.1,
          38.2,
          38.3,
          38.4,
          38.5,
          38.6,
          38.7,
          38.8,
          38.9,
          39,
          39.1,
          39.2,
          39.3,
          39.4,
          39.5,
          39.6,
          39.7,
          39.7,
          39.8,
          39.9,
          40,
          40.1,
          40.2,
          40.2,
          40.3,
          40.4,
          40.4,
          40.5,
          40.6,
          40.7,
          40.7,
          40.8,
          40.9,
          40.9,
          41,
          41.1,
          41.1,
          41.2,
          41.2,
          41.3,
          41.4,
          41.4,
          41.5,
          41.5,
          41.6,
          41.7,
          41.7,
          41.8,
          41.8,
          41.9,
          41.9,
          42,
          42,
          42.1,
          42.1,
          42.2,
          42.2,
          42.3,
          42.3,
          42.4,
          42.4,
          42.4,
          42.5,
          42.6,
          42.6,
          42.6,
          42.7,
          42.7,
          42.8,
          42.8,
          42.9,
          42.9,
          42.9,
          43,
          43,
          43.1,
          43.1,
          43.1,
          43.2,
          43.2,
          43.3,
          43.3,
          43.3,
          43.4,
          43.4,
          43.5,
          43.5,
          43.5,
          43.6,
          43.6,
          43.6,
          43.7,
          43.7,
          43.7,
          43.7,
          43.8,
          43.8,
          43.8,
          43.9,
          43.9,
          43.9,
          44,
          44,
          44,
          44.1,
          44.1,
          44.1,
          44.2,
          44.2,
          44.2,
          44.2,
          44.3,
          44.3,
          44.3,
          44.3,
          44.4,
          44.4,
          44.4,
          44.5,
          44.5,
          44.5,
          44.5,
          44.6,
          44.6,
          44.6,
          44.6,
          44.7,
          44.7,
          44.7,
          44.7,
          44.8,
          44.8,
          44.8,
          44.8,
          44.8,
          44.9,
          44.9,
          44.9,
          44.9,
          45,
          45,
          45,
          45,
          45,
          45.1,
          45.1,
          45.1,
          45.1,
          45.2,
          45.2,
          45.2,
          45.2,
          45.2,
          45.2,
          45.3,
          45.3,
          45.3,
          45.3,
          45.3,
          45.4,
          45.4,
          45.4,
          45.4,
          45.4,
          45.4,
          45.5,
          45.5,
          45.5,
          45.5,
          45.5,
          45.5,
          45.6,
          45.6,
          45.6,
          45.6,
          45.6,
          45.6,
          45.6,
          45.7,
          45.7,
          45.7,
          45.7,
          45.7,
          45.7,
          45.7,
          45.8,
          45.8,
          45.8,
          45.8,
          45.8,
          45.8,
          45.8,
          45.9,
          45.9,
          45.9,
          45.9,
          45.9,
          45.9,
          45.9,
          46,
          46,
          46,
          46,
          46,
          46,
          46,
          46,
          46.1,
          46.1,
          46.1,
          46.1,
          46.1,
          46.1,
          46.1,
          46.1,
          46.1,
          46.2,
          46.2,
          46.2,
          46.2,
          46.2,
          46.2,
          46.3,
          46.3,
          46.3,
          46.3,
          46.3,
          46.3,
          46.3,
          46.3,
          46.3,
          46.4,
          46.4,
          46.4,
          46.4,
          46.4,
          46.4,
          46.4,
          46.5,
          46.5,
          46.5,
          46.5,
          46.5,
          46.5,
          46.5,
          46.5,
          46.5,
          46.6,
          46.6,
          46.6,
          46.6,
          46.6,
          46.6,
          46.6,
          46.6,
          46.6,
          46.7,
          46.7,
          46.7,
          46.7,
          46.7,
          46.7,
          46.7,
          46.7,
          46.7,
          46.7,
          46.8,
          46.8,
          46.8,
          46.8,
          46.8,
          46.8,
          46.8,
          46.8,
          46.8,
          46.8,
          46.8,
          46.8,
          46.8,
          46.9,
          46.9,
          46.9,
          46.9,
          46.9,
          46.9,
          46.9,
          46.9,
          46.9,
          46.9,
          46.9,
          46.9,
          46.9,
          46.9,
          47,
          47,
          47,
          47,
          47,
          47,
          47,
          47,
          47,
          47,
          47,
          47,
          47,
          47.1,
          47.1,
          47.1,
          47.1,
          47.1,
          47.1,
          47.1,
          47.1,
          47.1,
          47.1,
          47.1,
          47.1,
          47.1,
          47.1,
          47.1,
          47.1,
          47.1,
          47.2,
          47.2,
          47.2,
          47.2,
          47.2,
          47.2,
          47.2,
          47.2,
          47.2,
          47.2,
          47.2,
          47.2,
          47.2,
          47.2,
          47.2,
          47.3,
          47.3,
          47.3,
          47.3,
          47.3,
          47.3,
          47.3,
          47.4,
          47.4,
          47.5,
          47.5,
          47.6,
          47.6,
          47.7,
          47.7,
          47.8,
          47.8,
          47.9,
          47.9,
          48,
          48,
          48.1,
          48.2,
          48.2,
          48.3,
          48.3,
          48.4,
          48.4,
          48.5,
          48.5,
          48.6,
          48.6,
          48.7,
          48.7,
          48.8,
          48.8,
          48.9,
          48.9,
          49,
          49,
          49.1,
          49.1,
          49.2,
          49.2,
          49.3,
          49.3,
          49.4,
          49.4,
          49.5,
          49.5,
          49.5,
          49.6,
          49.6,
          49.7,
          49.7,
          49.8,
          49.8,
          49.9,
          49.9,
          50,
          50,
          50.1,
          50.1,
          50.2,
          50.2,
          50.2,
          50.3,
          50.3,
          50.4,
          50.4,
          50.5,
          50.5,
          50.6,
          50.6,
          50.6,
          50.7,
          50.7,
          50.8,
          50.8,
          50.9,
          50.9,
          51,
          51,
          51,
          51.1,
          51.1,
          51.2,
          51.2,
          51.2,
          51.3,
          51.3,
          51.4,
          51.4,
          51.5,
          51.5,
          51.5,
          51.6,
          51.6,
          51.7,
          51.7,
          51.7,
          51.8,
          51.8,
          51.9,
          51.9,
          51.9,
          52,
          52,
          52.1,
          52.1,
          52.1,
          52.2,
          52.2,
          52.2,
          52.3,
          52.3,
          52.4,
          52.4,
          52.4,
          52.5,
          52.5,
          52.5,
          52.6,
          52.6,
          52.7,
          52.7,
          52.7,
          52.8,
          52.8,
          52.8,
          52.9,
          52.9,
          53,
          53,
          53,
          53.1,
          53.1,
          53.1,
          53.2,
          53.2,
          53.2,
          53.3,
          53.3,
          53.3,
          53.4,
          53.4,
          53.4,
          53.5,
          53.5,
          53.5,
          53.6,
          53.6,
          53.6,
          53.7,
          53.7,
          53.7,
          53.8,
          53.8,
          53.8,
          53.9,
          53.9,
          53.9,
          54,
          54,
          54,
          54.1,
          54.1,
          54.1,
          54.2,
          54.2,
          54.2,
          54.3,
          54.3,
          54.3,
          54.4,
          54.4,
          54.4,
          54.5,
          54.5,
          54.5,
          54.5,
          54.6,
          54.6,
          54.6,
          54.7,
          54.7,
          54.7,
          54.8,
          54.8,
          54.8,
          54.8,
          54.9,
          54.9,
          54.9,
          55,
          55,
          55,
          55.1,
          55.1,
          55.1,
          55.1,
          55.2,
          55.2,
          55.2,
          55.3,
          55.3,
          55.3,
          55.3,
          55.4,
          55.4,
          55.4,
          55.4,
          55.5,
          55.5,
          55.5,
          55.6,
          55.6,
          55.6,
          55.6,
          55.7,
          55.7,
          55.7,
          55.8,
          55.8,
          55.8,
          55.8,
          55.9,
          55.9,
          55.9,
          55.9,
          56,
          56,
          56,
          56,
          56.1,
          56.1,
          56.1,
          56.1,
          56.2,
          56.2,
          56.2,
          56.2,
          56.3,
          56.3,
          56.3,
          56.3,
          56.4,
          56.4,
          56.4,
          56.4,
          56.5,
          56.5,
          56.5,
          56.5,
          56.6,
          56.6,
          56.6,
          56.6,
          56.7,
          56.7,
          56.7,
          56.7,
          56.8,
          56.8,
          56.8,
          56.8,
          56.9,
          56.9,
          56.9,
          56.9,
          57,
          57,
          57,
          57,
          57.1,
          57.1,
          57.1,
          57.1,
          57.1,
          57.2,
          57.2,
          57.2,
          57.2,
          57.3,
          57.3,
          57.3,
          57.3,
          57.3,
          57.4,
          57.4,
          57.4,
          57.4,
          57.5,
          57.5,
          57.5,
          57.5,
          57.5,
          57.6,
          57.6,
          57.6,
          57.6,
          57.7,
          57.7,
          57.7,
          57.7,
          57.7,
          57.8,
          57.8,
          57.8,
          57.8,
          57.8,
          57.9,
          57.9,
          57.9,
          57.9,
          58,
          58,
          58,
          58,
          58,
          58.1,
          58.1,
          58.1,
          58.1,
          58.1,
          58.2,
          58.2,
          58.2,
          58.2,
          58.2,
          58.3,
          58.3,
          58.3,
          58.3,
          58.3,
          58.4,
          58.4,
          58.4,
          58.4,
          58.4,
          58.5,
          58.5,
          58.5,
          58.5,
          58.5,
          58.6,
          58.6,
          58.6,
          58.6,
          58.6,
          58.7,
          58.7,
          58.7,
          58.7,
          58.7,
          58.7,
          58.8,
          58.8,
          58.8,
          58.8,
          58.8,
          58.9,
          58.9,
          58.9,
          58.9,
          58.9,
          59,
          59,
          59,
          59,
          59,
          59,
          59.1,
          59.1,
          59.1,
          59.1,
          59.1,
          59.2,
          59.2,
          59.2,
          59.2,
          59.2,
          59.2,
          59.3,
          59.3,
          59.3,
          59.3,
          59.3,
          59.4,
          59.4,
          59.4,
          59.4,
          59.4,
          59.4,
          59.5,
          59.5,
          59.5,
          59.5,
          59.5,
          59.5,
          59.6,
          59.6,
          59.6,
          59.6,
          59.6,
          59.6,
          59.7,
          59.7,
          59.7,
          59.7,
          59.7,
          59.7,
          59.8,
          59.8,
          59.8,
          59.8,
          59.8,
          59.8,
          59.9,
          59.9,
          59.9,
          59.9,
          59.9,
          59.9,
          59.9,
          59.9,
          59.9,
          59.9,
          60,
          60,
          60,
          60,
          60,
          60,
          60,
          60,
          60,
          60,
          60,
          60,
          60,
          60,
          60,
          60.1,
          60.1,
          60.1,
          60.1,
          60.1,
          60.1,
          60.1,
          60.1,
          60.1,
          60.1,
          60.1,
          60.1,
          60.1,
          60.1,
          60.1,
          60.1,
          60.2,
          60.2,
          60.2,
          60.2,
          60.2,
          60.2,
          60.2,
          60.2,
          60.2,
          60.2,
          60.2,
          60.2,
          60.2,
          60.2,
          60.2,
          60.3,
          60.3,
          60.3,
          60.3,
          60.3,
          60.3,
          60.3,
          60.3,
          60.3,
          60.3,
          60.3,
          60.3,
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          2127,
          2128,
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          22,
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          40,
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          42,
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          42.6,
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          44,
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          44.4,
          44.7,
          45,
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          46,
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          47,
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          47.5,
          47.7,
          47.8,
          48,
          48.3,
          48.5,
          48.6,
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          48.9,
          49.1,
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          49.4,
          49.5,
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          51,
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          51,
          51,
          50.9,
          50.9,
          50.9,
          50.9,
          50.8,
          50.8,
          50.8,
          50.8,
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          50.8,
          50.8,
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          50.9,
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          50.9,
          50.9,
          50.9,
          50.9,
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          51,
          51,
          51,
          51,
          51,
          51,
          51,
          51,
          51,
          51,
          51,
          51.1,
          51.1,
          51.1,
          51.1,
          51.1,
          51.1,
          51.1,
          51.1,
          51.1,
          51.1,
          51.1,
          51.1,
          51.1,
          51.1,
          51.1,
          51.2,
          51.2,
          51.2,
          51.2,
          51.2,
          51.2,
          51.2,
          51.2,
          51.2,
          51.3,
          51.3,
          51.3,
          51.4,
          51.4,
          51.4,
          51.4,
          51.5,
          51.5,
          51.5,
          51.5,
          51.6,
          51.6,
          51.6,
          51.7,
          51.7,
          51.8,
          51.8,
          51.9,
          51.9,
          52,
          52,
          52.1,
          52.1,
          52.2,
          52.2,
          52.3,
          52.3,
          52.3,
          52.4,
          52.4,
          52.4,
          52.5,
          52.5,
          52.6,
          52.6,
          52.6,
          52.7,
          52.7,
          52.8,
          52.8,
          52.8,
          52.8,
          52.8,
          52.8,
          52.8,
          52.9,
          53.1,
          53.2,
          53.4,
          53.5,
          53.6,
          53.8,
          53.9,
          54,
          54.2,
          54.3,
          54.5,
          54.6,
          54.7,
          54.9,
          55,
          55.1,
          55.3,
          55.4,
          55.5,
          55.7,
          55.8,
          55.9,
          56,
          56.2,
          56.3,
          56.4,
          56.5,
          56.7,
          56.8,
          56.9,
          57,
          57.1,
          57.3,
          57.4,
          57.5,
          57.6,
          57.7,
          57.8,
          58,
          58.1,
          58.2,
          58.3,
          58.4,
          58.5,
          58.6,
          58.7,
          58.8,
          58.9,
          59,
          59.1,
          59.3,
          59.4,
          59.5,
          59.6,
          59.7,
          59.8,
          59.9,
          60,
          60.1,
          60.2,
          60.3,
          60.4,
          60.5,
          60.6,
          60.7,
          60.7,
          60.8,
          60.9,
          61,
          61.1,
          61.2,
          61.3,
          61.4,
          61.5,
          61.6,
          61.7,
          61.8,
          61.8,
          61.9,
          62,
          62.1,
          62.2,
          62.3,
          62.4,
          62.5,
          62.5,
          62.6,
          62.7,
          62.8,
          62.9,
          63,
          63,
          63.1,
          63.2,
          63.3,
          63.4,
          63.4,
          63.5,
          63.6,
          63.7,
          63.8,
          63.8,
          63.9,
          64,
          64.1,
          64.1,
          64.2,
          64.3,
          64.4,
          64.4,
          64.5,
          64.6,
          64.7,
          64.7,
          64.8,
          64.9,
          65,
          65,
          65.1,
          65.2,
          65.2,
          65.3,
          65.4,
          65.4,
          65.5,
          65.6,
          65.6,
          65.7,
          65.8,
          65.8,
          65.9,
          66,
          66,
          66.1,
          66.2,
          66.2,
          66.3,
          66.4,
          66.4,
          66.5,
          66.6,
          66.6,
          66.7,
          66.8,
          66.8,
          66.9,
          66.9,
          67,
          67.1,
          67.1,
          67.2,
          67.2,
          67.3,
          67.4,
          67.4,
          67.5,
          67.5,
          67.6,
          67.6,
          67.7,
          67.8,
          67.8,
          67.9,
          67.9,
          68,
          68,
          68.1,
          68.2,
          68.2,
          68.3,
          68.3,
          68.4,
          68.4,
          68.5,
          68.5,
          68.6,
          68.6,
          68.7,
          68.8,
          68.8,
          68.9,
          68.9,
          69,
          69,
          69.1,
          69.1,
          69.2,
          69.2,
          69.3,
          69.3,
          69.4,
          69.4,
          69.5,
          69.5,
          69.6,
          69.6,
          69.7,
          69.7,
          69.8,
          69.8,
          69.9,
          69.9,
          70,
          70,
          70,
          70.1,
          70.1,
          70.2,
          70.2,
          70.3,
          70.3,
          70.4,
          70.4,
          70.5,
          70.5,
          70.5,
          70.6,
          70.6,
          70.7,
          70.7,
          70.8,
          70.8,
          70.9,
          70.9,
          70.9,
          71,
          71,
          71.1,
          71.1,
          71.2,
          71.2,
          71.2,
          71.3,
          71.3,
          71.4,
          71.4,
          71.4,
          71.5,
          71.5,
          71.6,
          71.6,
          71.7,
          71.7,
          71.7,
          71.8,
          71.8,
          71.9,
          71.9,
          71.9,
          72,
          72,
          72,
          72.1,
          72.1,
          72.2,
          72.2,
          72.2,
          72.3,
          72.3,
          72.4,
          72.4,
          72.4,
          72.5,
          72.5,
          72.5,
          72.6,
          72.6,
          72.6,
          72.7,
          72.7,
          72.8,
          72.8,
          72.8,
          72.9,
          72.9,
          72.9,
          73,
          73,
          73,
          73.1,
          73.1,
          73.1,
          73.2,
          73.2,
          73.2,
          73.3,
          73.3,
          73.3,
          73.4,
          73.4,
          73.4,
          73.5,
          73.5,
          73.5,
          73.6,
          73.6,
          73.6,
          73.7,
          73.7,
          73.7,
          73.8,
          73.8,
          73.8,
          73.9,
          73.9,
          73.9,
          74,
          74,
          74,
          74.1,
          74.1,
          74.1,
          74.2,
          74.2,
          74.2,
          74.3,
          74.3,
          74.3,
          74.3,
          74.4,
          74.4,
          74.4,
          74.5,
          74.5,
          74.5,
          74.6,
          74.6,
          74.6,
          74.6,
          74.7,
          74.7,
          74.7,
          74.8,
          74.8,
          74.8,
          74.8,
          74.9,
          74.9,
          74.9,
          75,
          75,
          75,
          75,
          75.1,
          75.1,
          75.1,
          75.1,
          75.2,
          75.2,
          75.2,
          75.3,
          75.3,
          75.3,
          75.3,
          75.4,
          75.4,
          75.4,
          75.4,
          75.5,
          75.5,
          75.5,
          75.6,
          75.6,
          75.6,
          75.6,
          75.7,
          75.7,
          75.7,
          75.7,
          75.8,
          75.8,
          75.8,
          75.8,
          75.9,
          75.9,
          75.9,
          75.9,
          76,
          76,
          76,
          76,
          76.1,
          76.1,
          76.1,
          76.1,
          76.2,
          76.2,
          76.2,
          76.2,
          76.3,
          76.3,
          76.3,
          76.3,
          76.4,
          76.4,
          76.4,
          76.4,
          76.4,
          76.5,
          76.5,
          76.5,
          76.5,
          76.6,
          76.6,
          76.6,
          76.6,
          76.7,
          76.7,
          76.7,
          76.7,
          76.7,
          76.8,
          76.8,
          76.8,
          76.8,
          76.9,
          76.9,
          76.9,
          76.9,
          76.9,
          77,
          77,
          77,
          77,
          77.1,
          77.1,
          77.1,
          77.1,
          77.1,
          77.2,
          77.2,
          77.2,
          77.2,
          77.2,
          77.3,
          77.3,
          77.3,
          77.3,
          77.4,
          77.4,
          77.4,
          77.4,
          77.4,
          77.5,
          77.5,
          77.5,
          77.5,
          77.5,
          77.6,
          77.6,
          77.6,
          77.6,
          77.6,
          77.7,
          77.7,
          77.7,
          77.7,
          77.7,
          77.8,
          77.8,
          77.8,
          77.8,
          77.8,
          77.8,
          77.9,
          77.9,
          77.9,
          77.9,
          77.9,
          78,
          78,
          78,
          78,
          78,
          78.1,
          78.1,
          78.1,
          78.1,
          78.1,
          78.1,
          78.2,
          78.2,
          78.2,
          78.2,
          78.2,
          78.3,
          78.3,
          78.3,
          78.3,
          78.3,
          78.3,
          78.4,
          78.4,
          78.4,
          78.4,
          78.4,
          78.4,
          78.5,
          78.5,
          78.5,
          78.5,
          78.5,
          78.6,
          78.6,
          78.6,
          78.6,
          78.6,
          78.6,
          78.7,
          78.7,
          78.7,
          78.7,
          78.7,
          78.7,
          78.8,
          78.8,
          78.8,
          78.8,
          78.8,
          78.8,
          78.9,
          78.9,
          78.9,
          78.9,
          78.9,
          78.9,
          78.9,
          79,
          79,
          79,
          79,
          79,
          79,
          79.1,
          79.1,
          79.1,
          79.1,
          79.1,
          79.1,
          79.2,
          79.2,
          79.2,
          79.2,
          79.2,
          79.2,
          79.2,
          79.3,
          79.3,
          79.3,
          79.3,
          79.3,
          79.3,
          79.4,
          79.4,
          79.4,
          79.4,
          79.4,
          79.4,
          79.4,
          79.5,
          79.5,
          79.5,
          79.5,
          79.5,
          79.5,
          79.5,
          79.6,
          79.6,
          79.6,
          79.6,
          79.6,
          79.6,
          79.6,
          79.7,
          79.7,
          79.7,
          79.7,
          79.7,
          79.7,
          79.7,
          79.8,
          79.8,
          79.8,
          79.8,
          79.8,
          79.8,
          79.8,
          79.8,
          79.9,
          79.9,
          79.9,
          79.9,
          79.9,
          79.9,
          79.9,
          80,
          80,
          80,
          80,
          80,
          80,
          80,
          80,
          80.1,
          80.1,
          80.1,
          80.1,
          80.1,
          80.1,
          80.1,
          80.2,
          80.2,
          80.2,
          80.2,
          80.2,
          80.2,
          80.2,
          80.2,
          80.3,
          80.3,
          80.3,
          80.3,
          80.3,
          80.3,
          80.3,
          80.3,
          80.4,
          80.4,
          80.4,
          80.4,
          80.4,
          80.4,
          80.4,
          80.4,
          80.5,
          80.5,
          80.5,
          80.5,
          80.5,
          80.5,
          80.5,
          80.5,
          80.5,
          80.6,
          80.6,
          80.6,
          80.6,
          80.6,
          80.6,
          80.6,
          80.6,
          80.7,
          80.7,
          80.7,
          80.7,
          80.7,
          80.7,
          80.7,
          80.7,
          80.7,
          80.7,
          80.8,
          80.8,
          80.8,
          80.8,
          80.8,
          80.8,
          80.8,
          80.8,
          80.8,
          80.9,
          80.9,
          80.9,
          80.9,
          80.9,
          80.9,
          80.9,
          80.9,
          80.9,
          80.9,
          81,
          81,
          81,
          81,
          81,
          81,
          81,
          81,
          81,
          81,
          81.1,
          81.1,
          81.1,
          81.1,
          81.1,
          81.1,
          81.1,
          81.1,
          81.1,
          81.1,
          81.2,
          81.2,
          81.2,
          81.2,
          81.2,
          81.2,
          81.2,
          81.2,
          81.2,
          81.2,
          81.3,
          81.3,
          81.3,
          81.3,
          81.3,
          81.3,
          81.3,
          81.3,
          81.3,
          81.3,
          81.4,
          81.4,
          81.4,
          81.4,
          81.4,
          81.4,
          81.4,
          81.4,
          81.4,
          81.4,
          81.4,
          81.5,
          81.5,
          81.5,
          81.5,
          81.5,
          81.5,
          81.5,
          81.5,
          81.5,
          81.5,
          81.5,
          81.6,
          81.6,
          81.6,
          81.6,
          81.6,
          81.6,
          81.6,
          81.6,
          81.6,
          81.6,
          81.6,
          81.7,
          81.7,
          81.7,
          81.7,
          81.7,
          81.7,
          81.7,
          81.7,
          81.7,
          81.7,
          81.7,
          81.8,
          81.8,
          81.8,
          81.8,
          81.8,
          81.8,
          81.8,
          81.8,
          81.8,
          81.8,
          81.8,
          81.8,
          81.9,
          81.9,
          81.9,
          81.9,
          81.9,
          81.9,
          81.9,
          81.9,
          81.9,
          81.9,
          81.9,
          81.9,
          82,
          82,
          82,
          82,
          82,
          82,
          82,
          82,
          82,
          82,
          82,
          82,
          82.1,
          82.1,
          82.1,
          82.1,
          82.1,
          82.1,
          82.1,
          82.1,
          82.1,
          82.1,
          82.1,
          82.1,
          82.2,
          82.2,
          82.2,
          82.2,
          82.2,
          82.2,
          82.2,
          82.2,
          82.2,
          82.2,
          82.2,
          82.2,
          82.2,
          82.3,
          82.3,
          82.3,
          82.3,
          82.3,
          82.3,
          82.3,
          82.3,
          82.3,
          82.3,
          82.3,
          82.3,
          82.3,
          82.4,
          82.4,
          82.4,
          82.4,
          82.4,
          82.4,
          82.4,
          82.4,
          82.4,
          82.4,
          82.4,
          82.4,
          82.4,
          82.5,
          82.5,
          82.5,
          82.5,
          82.5,
          82.5,
          82.5,
          82.5,
          82.5,
          82.5,
          82.5,
          82.5,
          82.5,
          82.5,
          82.6,
          82.6,
          82.6,
          82.6,
          82.6,
          82.6,
          82.6,
          82.6,
          82.6,
          82.6,
          82.6,
          82.6,
          82.6,
          82.7,
          82.7,
          82.7,
          82.7,
          82.7,
          82.7,
          82.7,
          82.7,
          82.7,
          82.7,
          82.7,
          82.7,
          82.8,
          82.8,
          82.8,
          82.8,
          82.8,
          82.8,
          82.8,
          82.8,
          82.8,
          82.8,
          82.8,
          82.8,
          82.8,
          82.9,
          82.9,
          82.9,
          82.9,
          82.9,
          82.9,
          82.9,
          82.9,
          82.9,
          82.9,
          82.9,
          82.9,
          83,
          83,
          83,
          83,
          83,
          83,
          83,
          83,
          83,
          83,
          83,
          83,
          83,
          83.1,
          83.1,
          83.1,
          83.1,
          83.1,
          83.1,
          83.1,
          83.1,
          83.1,
          83.1,
          83.1,
          83.1,
          83.1,
          83.2,
          83.2,
          83.2,
          83.2,
          83.2,
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    "fig = px.line(data_frame=df_log_aio, x=df_log_aio.index, y=df_log_aio.columns, title=\"CPU and RAM usage of aiohttp_client.py (without pandas actions)\")\n",
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