daemons-writing-to-syslog-per-10-minutes.ipynb

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  {
   "cell_type": "markdown",
   "id": "a1ef743a",
   "metadata": {
    "tags": []
   },
   "source": [
    "# Syslog CSV Breakdown\n",
    "\n",
    "This script uses pandas to generate:\n",
    "\n",
    "- Simple plot of of a `syslog.csv` file. It is assumed that the csv file has been previously created by [syslog-to-csv.py](https://github.com/gm3dmo/syslog-to-csv/blob/main/syslog-to-csv.py)\n",
    "- A Summary and count of the daemons which wrote to sylog in csv format (`syslog-breakdown.csv`).\n",
    "\n",
    "You will need to `conda install bokeh` or `pip install bokeh`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "28195f98",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import panel as pn\n",
    "pn.extension('tabulator')\n",
    "import hvplot.pandas\n",
    "import pathlib\n",
    "\n",
    "from bokeh.plotting import figure, output_file, show\n",
    "from bokeh.models import ColumnDataSource\n",
    "from bokeh.models.tools import HoverTool"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "30a0c759",
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.set_option('display.max_rows', 1000)\n",
    "\n",
    "cwd = pathlib.Path.cwd()\n",
    "csv_file = cwd / 'syslog-all.csv'\n",
    "df = pd.read_csv(csv_file,  dtype={\"line_number\": int, \"line_length\": int,  \"hostname\": \"string\", \"wiped_line\": \"string\" , \"daemon\": \"string\"})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "59b92095",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 34192365 entries, 0 to 34192364\n",
      "Data columns (total 8 columns):\n",
      " #   Column          Dtype  \n",
      "---  ------          -----  \n",
      " 0   line_number     int64  \n",
      " 1   line_length     int64  \n",
      " 2   extracted_date  object \n",
      " 3   unix_timestamp  float64\n",
      " 4   real_date       object \n",
      " 5   hostname        string \n",
      " 6   daemon          string \n",
      " 7   wiped_line      string \n",
      "dtypes: float64(1), int64(2), object(2), string(3)\n",
      "memory usage: 2.0+ GB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "29d65685",
   "metadata": {},
   "source": [
    "Create a pandas datetime column called `real_date` using the `unix_timestamp` column as a source:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "99ec858f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 34192365 entries, 0 to 34192364\n",
      "Data columns (total 8 columns):\n",
      " #   Column          Dtype         \n",
      "---  ------          -----         \n",
      " 0   line_number     int64         \n",
      " 1   line_length     int64         \n",
      " 2   extracted_date  object        \n",
      " 3   unix_timestamp  float64       \n",
      " 4   real_date       datetime64[ns]\n",
      " 5   hostname        string        \n",
      " 6   daemon          string        \n",
      " 7   wiped_line      string        \n",
      "dtypes: datetime64[ns](1), float64(1), int64(2), object(1), string(3)\n",
      "memory usage: 2.0+ GB\n"
     ]
    }
   ],
   "source": [
    "df['real_date'] = pd.to_datetime(df['unix_timestamp'],unit='s')\n",
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e071e3f7",
   "metadata": {},
   "source": [
    "Create the time period *buckets* in which to group the data. In this script We've chosen `600S` (10 minutes) for the granularity of the bucket. Other frequencies can be chosen and are documented in the [offset-aliases](https://pandas.pydata.org/pandas-docs/stable/user_guide/timeseries.html#offset-aliases). To choose a different *bucket size*, simply replace the `600S` with a new value where you see `freq='600S'`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "f8f194b4",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set the sample frequency to 10 minutes (600 seconds)\n",
    "sample_frequency = '300S'\n",
    "buckets = df.groupby([pd.Grouper(key='real_date', axis=0, freq=sample_frequency),'daemon']).count()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "993c5ea3",
   "metadata": {},
   "source": [
    "#### Which daemons are producing the most messages per 10 minutes?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "ece2f851",
   "metadata": {},
   "outputs": [],
   "source": [
    "buckets_of_wiped_line = df.groupby([pd.Grouper(key='real_date', axis=0, freq=sample_frequency),'daemon'])['wiped_line'].count().unstack()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "26a0a0f5",
   "metadata": {},
   "source": [
    "### Generate summaries of the bucket data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "05e875ae-9f75-4729-b6bb-a67301c1951b",
   "metadata": {},
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
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Application\",\"version\":\"2.4.1\"}};\n",
       "    var render_items = [{\"docid\":\"305cb5cd-233e-4137-b3ef-589df16e6545\",\"root_ids\":[\"4914\"],\"roots\":{\"4914\":\"eb929563-d0f3-46bb-99e1-86310b597f84\"}}];\n",
       "    root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "  }\n",
       "  if (root.Bokeh !== undefined && root.Bokeh.Panel !== undefined && ( root['Tabulator'] !== undefined)) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined && root.Bokeh.Panel !== undefined && (root['Tabulator'] !== undefined)) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else if (document.readyState == \"complete\") {\n",
       "        attempts++;\n",
       "        if (attempts > 200) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 25, root)\n",
       "  }\n",
       "})(window);</script>"
      ],
      "text/plain": [
       ":NdOverlay   [daemon]\n",
       "   :Scatter   [real_date]   (value)"
      ]
     },
     "execution_count": 18,
     "metadata": {
      "application/vnd.holoviews_exec.v0+json": {
       "id": "4914"
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "daemon_plot = buckets_of_wiped_line.hvplot.scatter(x = 'real_date', by='daemon', line_width=2, title=\"daemon lines written to syslog\", width=1600, height=1200)\n",
    "daemon_plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "92e95a8a-e468-438a-9b8e-8ee83d45011a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create a csv file of the buckets\n",
    "buckets_of_wiped_line.to_csv('syslog-breakdown.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "15ac6d41-03b4-413e-9954-d817323aadb1",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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   "language": "python",
   "name": "python3"
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    "name": "ipython",
    "version": 3
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   "nbconvert_exporter": "python",
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