netdata-pandas-examples/metric_percentiles.ipynb

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 "cells": [
  {
   "source": [
    "# Metric Percentiles"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "source": [
    "<a href=\"https://colab.research.google.com/github/netdata/netdata-community/blob/main/netdata-agent-api/netdata-pandas/metric_percentiles.ipynb\" target=\"_blank\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "source": [
    "In this notebook we will pull some data for a subset of charts for some recent data and then overlay various percentiles for each metric. Finally we will sort all our metrics by those that have the highest \"crossover rate\" i.e. percent of visible observations that cross either the 95th or 5th percentile."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# if you need to, uncomment below to install netdata-pandas and seaborn packages\n",
    "#!pip install plotly==4.14.1 netdata-pandas==0.0.33"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from datetime import timedelta\n",
    "from netdata_pandas.data import get_data\n",
    "import plotly.express as px\n",
    "import plotly.graph_objects as go"
   ]
  },
  {
   "source": [
    "Lets pull some data."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# inputs\n",
    "hosts = ['london.my-netdata.io']\n",
    "charts_regex = 'system.*'\n",
    "before = 0\n",
    "after = -60*15\n",
    "ref_timedelta = timedelta(hours=24)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "(902, 72)\n"
     ]
    },
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "                     system.active_processes|active  system.cpu|guest  \\\n",
       "time_idx                                                                \n",
       "2020-12-18 17:36:00                             NaN               NaN   \n",
       "2020-12-18 17:36:01                           210.0               0.0   \n",
       "2020-12-18 17:36:02                           210.0               0.0   \n",
       "2020-12-18 17:36:03                           210.0               0.0   \n",
       "2020-12-18 17:36:04                           210.0               0.0   \n",
       "\n",
       "                     system.cpu|guest_nice  system.cpu|iowait  system.cpu|irq  \\\n",
       "time_idx                                                                        \n",
       "2020-12-18 17:36:00                    NaN                NaN             NaN   \n",
       "2020-12-18 17:36:01                    0.0                0.0             0.0   \n",
       "2020-12-18 17:36:02                    0.0                0.0             0.0   \n",
       "2020-12-18 17:36:03                    0.0                0.0             0.0   \n",
       "2020-12-18 17:36:04                    0.0                0.0             0.0   \n",
       "\n",
       "                     system.cpu|nice  system.cpu|softirq  system.cpu|steal  \\\n",
       "time_idx                                                                     \n",
       "2020-12-18 17:36:00              NaN                 NaN               NaN   \n",
       "2020-12-18 17:36:01              0.0            0.249377          0.498753   \n",
       "2020-12-18 17:36:02              0.0            0.000000          0.252525   \n",
       "2020-12-18 17:36:03              0.0            0.250627          0.751880   \n",
       "2020-12-18 17:36:04              0.0            0.240385          6.490385   \n",
       "\n",
       "                     system.cpu|system  system.cpu|user  ...  \\\n",
       "time_idx                                                 ...   \n",
       "2020-12-18 17:36:00                NaN              NaN  ...   \n",
       "2020-12-18 17:36:01           0.997506         1.496259  ...   \n",
       "2020-12-18 17:36:02           0.505050         1.767677  ...   \n",
       "2020-12-18 17:36:03           1.002506         1.002506  ...   \n",
       "2020-12-18 17:36:04           1.201923         1.442308  ...   \n",
       "\n",
       "                     system.softirqs|RCU  system.softirqs|SCHED  \\\n",
       "time_idx                                                          \n",
       "2020-12-18 17:36:00                  NaN                    NaN   \n",
       "2020-12-18 17:36:01            123.09368              128.89643   \n",
       "2020-12-18 17:36:02            145.01458              136.48479   \n",
       "2020-12-18 17:36:03            160.45371              136.05371   \n",
       "2020-12-18 17:36:04            177.36200              158.45735   \n",
       "\n",
       "                     system.softirqs|TASKLET  system.softirqs|TIMER  \\\n",
       "time_idx                                                              \n",
       "2020-12-18 17:36:00                      NaN                    NaN   \n",
       "2020-12-18 17:36:01                 52.90551               172.4687   \n",
       "2020-12-18 17:36:02                 60.79770               182.5614   \n",
       "2020-12-18 17:36:03                 65.70897               194.8591   \n",
       "2020-12-18 17:36:04                 80.75822               230.4871   \n",
       "\n",
       "                     system.softnet_stat|dropped  \\\n",
       "time_idx                                           \n",
       "2020-12-18 17:36:00                          NaN   \n",
       "2020-12-18 17:36:01                          0.0   \n",
       "2020-12-18 17:36:02                          0.0   \n",
       "2020-12-18 17:36:03                          0.0   \n",
       "2020-12-18 17:36:04                          0.0   \n",
       "\n",
       "                     system.softnet_stat|flow_limit_count  \\\n",
       "time_idx                                                    \n",
       "2020-12-18 17:36:00                                   NaN   \n",
       "2020-12-18 17:36:01                                   0.0   \n",
       "2020-12-18 17:36:02                                   0.0   \n",
       "2020-12-18 17:36:03                                   0.0   \n",
       "2020-12-18 17:36:04                                   0.0   \n",
       "\n",
       "                     system.softnet_stat|processed  \\\n",
       "time_idx                                             \n",
       "2020-12-18 17:36:00                            NaN   \n",
       "2020-12-18 17:36:01                      167.18047   \n",
       "2020-12-18 17:36:02                      182.23810   \n",
       "2020-12-18 17:36:03                      193.81780   \n",
       "2020-12-18 17:36:04                      253.99700   \n",
       "\n",
       "                     system.softnet_stat|received_rps  \\\n",
       "time_idx                                                \n",
       "2020-12-18 17:36:00                               NaN   \n",
       "2020-12-18 17:36:01                               0.0   \n",
       "2020-12-18 17:36:02                               0.0   \n",
       "2020-12-18 17:36:03                               0.0   \n",
       "2020-12-18 17:36:04                               0.0   \n",
       "\n",
       "                     system.softnet_stat|squeezed  system.uptime|uptime  \n",
       "time_idx                                                                 \n",
       "2020-12-18 17:36:00                           NaN                   NaN  \n",
       "2020-12-18 17:36:01                           0.0            67448970.0  \n",
       "2020-12-18 17:36:02                           0.0            67448970.0  \n",
       "2020-12-18 17:36:03                           0.0            67448970.0  \n",
       "2020-12-18 17:36:04                           0.0            67448970.0  \n",
       "\n",
       "[5 rows x 72 columns]"
      ],
      "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>system.active_processes|active</th>\n      <th>system.cpu|guest</th>\n      <th>system.cpu|guest_nice</th>\n      <th>system.cpu|iowait</th>\n      <th>system.cpu|irq</th>\n      <th>system.cpu|nice</th>\n      <th>system.cpu|softirq</th>\n      <th>system.cpu|steal</th>\n      <th>system.cpu|system</th>\n      <th>system.cpu|user</th>\n      <th>...</th>\n      <th>system.softirqs|RCU</th>\n      <th>system.softirqs|SCHED</th>\n      <th>system.softirqs|TASKLET</th>\n      <th>system.softirqs|TIMER</th>\n      <th>system.softnet_stat|dropped</th>\n      <th>system.softnet_stat|flow_limit_count</th>\n      <th>system.softnet_stat|processed</th>\n      <th>system.softnet_stat|received_rps</th>\n      <th>system.softnet_stat|squeezed</th>\n      <th>system.uptime|uptime</th>\n    </tr>\n    <tr>\n      <th>time_idx</th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>2020-12-18 17:36:00</th>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>2020-12-18 17:36:01</th>\n      <td>210.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.249377</td>\n      <td>0.498753</td>\n      <td>0.997506</td>\n      <td>1.496259</td>\n      <td>...</td>\n      <td>123.09368</td>\n      <td>128.89643</td>\n      <td>52.90551</td>\n      <td>172.4687</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>167.18047</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>67448970.0</td>\n    </tr>\n    <tr>\n      <th>2020-12-18 17:36:02</th>\n      <td>210.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>0.252525</td>\n      <td>0.505050</td>\n      <td>1.767677</td>\n      <td>...</td>\n      <td>145.01458</td>\n      <td>136.48479</td>\n      <td>60.79770</td>\n      <td>182.5614</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>182.23810</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>67448970.0</td>\n    </tr>\n    <tr>\n      <th>2020-12-18 17:36:03</th>\n      <td>210.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.250627</td>\n      <td>0.751880</td>\n      <td>1.002506</td>\n      <td>1.002506</td>\n      <td>...</td>\n      <td>160.45371</td>\n      <td>136.05371</td>\n      <td>65.70897</td>\n      <td>194.8591</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>193.81780</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>67448970.0</td>\n    </tr>\n    <tr>\n      <th>2020-12-18 17:36:04</th>\n      <td>210.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.240385</td>\n      <td>6.490385</td>\n      <td>1.201923</td>\n      <td>1.442308</td>\n      <td>...</td>\n      <td>177.36200</td>\n      <td>158.45735</td>\n      <td>80.75822</td>\n      <td>230.4871</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>253.99700</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>67448970.0</td>\n    </tr>\n  </tbody>\n</table>\n<p>5 rows × 72 columns</p>\n</div>"
     },
     "metadata": {},
     "execution_count": 4
    }
   ],
   "source": [
    "# get the data\n",
    "df = get_data(hosts=hosts, charts_regex=charts_regex, after=after, before=before, index_as_datetime=True)\n",
    "print(df.shape)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "(86400, 72)\n"
     ]
    },
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "                     system.active_processes|active  system.cpu|guest  \\\n",
       "time_idx                                                                \n",
       "2020-12-17 17:36:01                           210.0               0.0   \n",
       "2020-12-17 17:36:02                           210.0               0.0   \n",
       "2020-12-17 17:36:03                           210.0               0.0   \n",
       "2020-12-17 17:36:04                           210.0               0.0   \n",
       "2020-12-17 17:36:05                           210.0               0.0   \n",
       "\n",
       "                     system.cpu|guest_nice  system.cpu|iowait  system.cpu|irq  \\\n",
       "time_idx                                                                        \n",
       "2020-12-17 17:36:01                    0.0                0.0             0.0   \n",
       "2020-12-17 17:36:02                    0.0                0.0             0.0   \n",
       "2020-12-17 17:36:03                    0.0                0.0             0.0   \n",
       "2020-12-17 17:36:04                    0.0                0.0             0.0   \n",
       "2020-12-17 17:36:05                    0.0                0.0             0.0   \n",
       "\n",
       "                     system.cpu|nice  system.cpu|softirq  system.cpu|steal  \\\n",
       "time_idx                                                                     \n",
       "2020-12-17 17:36:01              0.0            0.000000          2.977667   \n",
       "2020-12-17 17:36:02              0.0            0.000000          3.649635   \n",
       "2020-12-17 17:36:03              0.0            0.248139          2.481390   \n",
       "2020-12-17 17:36:04              0.0            0.247525          2.475248   \n",
       "2020-12-17 17:36:05              0.0            0.000000          3.178484   \n",
       "\n",
       "                     system.cpu|system  system.cpu|user  ...  \\\n",
       "time_idx                                                 ...   \n",
       "2020-12-17 17:36:01           1.240695         0.744417  ...   \n",
       "2020-12-17 17:36:02           2.433090         0.973236  ...   \n",
       "2020-12-17 17:36:03           0.992556         0.992556  ...   \n",
       "2020-12-17 17:36:04           0.742574         0.742574  ...   \n",
       "2020-12-17 17:36:05           1.466993         1.222494  ...   \n",
       "\n",
       "                     system.softirqs|RCU  system.softirqs|SCHED  \\\n",
       "time_idx                                                          \n",
       "2020-12-17 17:36:01            119.84388              102.77395   \n",
       "2020-12-17 17:36:02            125.85624              113.14033   \n",
       "2020-12-17 17:36:03            175.20720              137.32296   \n",
       "2020-12-17 17:36:04            160.75384              126.14549   \n",
       "2020-12-17 17:36:05            146.72806              107.24749   \n",
       "\n",
       "                     system.softirqs|TASKLET  system.softirqs|TIMER  \\\n",
       "time_idx                                                              \n",
       "2020-12-17 17:36:01                 21.11661              150.54450   \n",
       "2020-12-17 17:36:02                 41.84823              172.72800   \n",
       "2020-12-17 17:36:03                 71.22533              201.40640   \n",
       "2020-12-17 17:36:04                 42.79052              176.84330   \n",
       "2020-12-17 17:36:05                 35.45862              162.35981   \n",
       "\n",
       "                     system.softnet_stat|dropped  \\\n",
       "time_idx                                           \n",
       "2020-12-17 17:36:01                          0.0   \n",
       "2020-12-17 17:36:02                          0.0   \n",
       "2020-12-17 17:36:03                          0.0   \n",
       "2020-12-17 17:36:04                          0.0   \n",
       "2020-12-17 17:36:05                          0.0   \n",
       "\n",
       "                     system.softnet_stat|flow_limit_count  \\\n",
       "time_idx                                                    \n",
       "2020-12-17 17:36:01                                   0.0   \n",
       "2020-12-17 17:36:02                                   0.0   \n",
       "2020-12-17 17:36:03                                   0.0   \n",
       "2020-12-17 17:36:04                                   0.0   \n",
       "2020-12-17 17:36:05                                   0.0   \n",
       "\n",
       "                     system.softnet_stat|processed  \\\n",
       "time_idx                                             \n",
       "2020-12-17 17:36:01                       59.25083   \n",
       "2020-12-17 17:36:02                      115.80647   \n",
       "2020-12-17 17:36:03                      217.75950   \n",
       "2020-12-17 17:36:04                      130.46574   \n",
       "2020-12-17 17:36:05                      108.04238   \n",
       "\n",
       "                     system.softnet_stat|received_rps  \\\n",
       "time_idx                                                \n",
       "2020-12-17 17:36:01                               0.0   \n",
       "2020-12-17 17:36:02                               0.0   \n",
       "2020-12-17 17:36:03                               0.0   \n",
       "2020-12-17 17:36:04                               0.0   \n",
       "2020-12-17 17:36:05                               0.0   \n",
       "\n",
       "                     system.softnet_stat|squeezed  system.uptime|uptime  \n",
       "time_idx                                                                 \n",
       "2020-12-17 17:36:01                           0.0            67362570.0  \n",
       "2020-12-17 17:36:02                           0.0            67362570.0  \n",
       "2020-12-17 17:36:03                           0.0            67362570.0  \n",
       "2020-12-17 17:36:04                           0.0            67362570.0  \n",
       "2020-12-17 17:36:05                           0.0            67362570.0  \n",
       "\n",
       "[5 rows x 72 columns]"
      ],
      "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>system.active_processes|active</th>\n      <th>system.cpu|guest</th>\n      <th>system.cpu|guest_nice</th>\n      <th>system.cpu|iowait</th>\n      <th>system.cpu|irq</th>\n      <th>system.cpu|nice</th>\n      <th>system.cpu|softirq</th>\n      <th>system.cpu|steal</th>\n      <th>system.cpu|system</th>\n      <th>system.cpu|user</th>\n      <th>...</th>\n      <th>system.softirqs|RCU</th>\n      <th>system.softirqs|SCHED</th>\n      <th>system.softirqs|TASKLET</th>\n      <th>system.softirqs|TIMER</th>\n      <th>system.softnet_stat|dropped</th>\n      <th>system.softnet_stat|flow_limit_count</th>\n      <th>system.softnet_stat|processed</th>\n      <th>system.softnet_stat|received_rps</th>\n      <th>system.softnet_stat|squeezed</th>\n      <th>system.uptime|uptime</th>\n    </tr>\n    <tr>\n      <th>time_idx</th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>2020-12-17 17:36:01</th>\n      <td>210.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>2.977667</td>\n      <td>1.240695</td>\n      <td>0.744417</td>\n      <td>...</td>\n      <td>119.84388</td>\n      <td>102.77395</td>\n      <td>21.11661</td>\n      <td>150.54450</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>59.25083</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>67362570.0</td>\n    </tr>\n    <tr>\n      <th>2020-12-17 17:36:02</th>\n      <td>210.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>3.649635</td>\n      <td>2.433090</td>\n      <td>0.973236</td>\n      <td>...</td>\n      <td>125.85624</td>\n      <td>113.14033</td>\n      <td>41.84823</td>\n      <td>172.72800</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>115.80647</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>67362570.0</td>\n    </tr>\n    <tr>\n      <th>2020-12-17 17:36:03</th>\n      <td>210.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.248139</td>\n      <td>2.481390</td>\n      <td>0.992556</td>\n      <td>0.992556</td>\n      <td>...</td>\n      <td>175.20720</td>\n      <td>137.32296</td>\n      <td>71.22533</td>\n      <td>201.40640</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>217.75950</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>67362570.0</td>\n    </tr>\n    <tr>\n      <th>2020-12-17 17:36:04</th>\n      <td>210.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.247525</td>\n      <td>2.475248</td>\n      <td>0.742574</td>\n      <td>0.742574</td>\n      <td>...</td>\n      <td>160.75384</td>\n      <td>126.14549</td>\n      <td>42.79052</td>\n      <td>176.84330</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>130.46574</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>67362570.0</td>\n    </tr>\n    <tr>\n      <th>2020-12-17 17:36:05</th>\n      <td>210.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.000000</td>\n      <td>3.178484</td>\n      <td>1.466993</td>\n      <td>1.222494</td>\n      <td>...</td>\n      <td>146.72806</td>\n      <td>107.24749</td>\n      <td>35.45862</td>\n      <td>162.35981</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>108.04238</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>67362570.0</td>\n    </tr>\n  </tbody>\n</table>\n<p>5 rows × 72 columns</p>\n</div>"
     },
     "metadata": {},
     "execution_count": 5
    }
   ],
   "source": [
    "# work out reference window\n",
    "ref_before = int(df.index.min().timestamp())\n",
    "ref_after = int((df.index.min() - ref_timedelta).timestamp())\n",
    "\n",
    "# get the reference data\n",
    "df_ref = get_data(hosts=hosts, charts_regex=charts_regex, after=ref_after, before=ref_before, index_as_datetime=True)\n",
    "print(df_ref.shape)\n",
    "df_ref.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# work out percentiles\n",
    "df_ref_mean = df_ref.mean()\n",
    "df_ref_median = df_ref.median()\n",
    "df_ref_p1 = df_ref.quantile(0.01)\n",
    "df_ref_p5 = df_ref.quantile(0.05)\n",
    "df_ref_p95 = df_ref.quantile(0.95)\n",
    "df_ref_p99 = df_ref.quantile(0.99)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "                           p99_crossovers  p95_crossovers  p5_crossovers  \\\n",
       "metric                                                                     \n",
       "system.uptime|uptime                  901             901              0   \n",
       "system.softirqs|NET_TX                 42             448              0   \n",
       "system.net|sent                         0               0            315   \n",
       "system.ip|sent                          0               0            317   \n",
       "system.ip|received                     43             253              0   \n",
       "...                                   ...             ...            ...   \n",
       "system.processes|blocked                0               0              4   \n",
       "system.interrupts|rtc0_8                0               0              0   \n",
       "system.ram|buffers                      0               0              0   \n",
       "system.interrupts|timer_0               0               0              0   \n",
       "system.io|in                            0               0              0   \n",
       "\n",
       "                           p1_crossovers  total_crossovers  crossover_rate  \\\n",
       "metric                                                                       \n",
       "system.uptime|uptime                   0               901            1.00   \n",
       "system.softirqs|NET_TX                 0               448            0.50   \n",
       "system.net|sent                       58               315            0.35   \n",
       "system.ip|sent                        55               317            0.35   \n",
       "system.ip|received                     0               253            0.28   \n",
       "...                                  ...               ...             ...   \n",
       "system.processes|blocked               4                 4            0.00   \n",
       "system.interrupts|rtc0_8               0                 0            0.00   \n",
       "system.ram|buffers                     0                 0            0.00   \n",
       "system.interrupts|timer_0              0                 0            0.00   \n",
       "system.io|in                           0                 0            0.00   \n",
       "\n",
       "                           metric_rank  \n",
       "metric                                  \n",
       "system.uptime|uptime               1.0  \n",
       "system.softirqs|NET_TX             2.0  \n",
       "system.net|sent                    3.5  \n",
       "system.ip|sent                     3.5  \n",
       "system.ip|received                 5.0  \n",
       "...                                ...  \n",
       "system.processes|blocked          56.0  \n",
       "system.interrupts|rtc0_8          56.0  \n",
       "system.ram|buffers                56.0  \n",
       "system.interrupts|timer_0         56.0  \n",
       "system.io|in                      56.0  \n",
       "\n",
       "[72 rows x 7 columns]"
      ],
      "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>p99_crossovers</th>\n      <th>p95_crossovers</th>\n      <th>p5_crossovers</th>\n      <th>p1_crossovers</th>\n      <th>total_crossovers</th>\n      <th>crossover_rate</th>\n      <th>metric_rank</th>\n    </tr>\n    <tr>\n      <th>metric</th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>system.uptime|uptime</th>\n      <td>901</td>\n      <td>901</td>\n      <td>0</td>\n      <td>0</td>\n      <td>901</td>\n      <td>1.00</td>\n      <td>1.0</td>\n    </tr>\n    <tr>\n      <th>system.softirqs|NET_TX</th>\n      <td>42</td>\n      <td>448</td>\n      <td>0</td>\n      <td>0</td>\n      <td>448</td>\n      <td>0.50</td>\n      <td>2.0</td>\n    </tr>\n    <tr>\n      <th>system.net|sent</th>\n      <td>0</td>\n      <td>0</td>\n      <td>315</td>\n      <td>58</td>\n      <td>315</td>\n      <td>0.35</td>\n      <td>3.5</td>\n    </tr>\n    <tr>\n      <th>system.ip|sent</th>\n      <td>0</td>\n      <td>0</td>\n      <td>317</td>\n      <td>55</td>\n      <td>317</td>\n      <td>0.35</td>\n      <td>3.5</td>\n    </tr>\n    <tr>\n      <th>system.ip|received</th>\n      <td>43</td>\n      <td>253</td>\n      <td>0</td>\n      <td>0</td>\n      <td>253</td>\n      <td>0.28</td>\n      <td>5.0</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>system.processes|blocked</th>\n      <td>0</td>\n      <td>0</td>\n      <td>4</td>\n      <td>4</td>\n      <td>4</td>\n      <td>0.00</td>\n      <td>56.0</td>\n    </tr>\n    <tr>\n      <th>system.interrupts|rtc0_8</th>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0.00</td>\n      <td>56.0</td>\n    </tr>\n    <tr>\n      <th>system.ram|buffers</th>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0.00</td>\n      <td>56.0</td>\n    </tr>\n    <tr>\n      <th>system.interrupts|timer_0</th>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0.00</td>\n      <td>56.0</td>\n    </tr>\n    <tr>\n      <th>system.io|in</th>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0.00</td>\n      <td>56.0</td>\n    </tr>\n  </tbody>\n</table>\n<p>72 rows × 7 columns</p>\n</div>"
     },
     "metadata": {},
     "execution_count": 7
    }
   ],
   "source": [
    "# rank metrics as most interesting based on number of percentile crossovers\n",
    "percentile_crossovers = []\n",
    "for col in df.columns:\n",
    "    if col in df_ref.columns:\n",
    "        p99_crossovers = np.where(df[col] > df_ref_p99.loc[col], 1, 0).sum()\n",
    "        p95_crossovers = np.where(df[col] > df_ref_p95.loc[col], 1, 0).sum()\n",
    "        p5_crossovers = np.where(df[col] < df_ref_p5.loc[col], 1, 0).sum()\n",
    "        p1_crossovers = np.where(df[col] < df_ref_p1.loc[col], 1, 0).sum()\n",
    "        percentile_crossovers.append([col, p99_crossovers, p95_crossovers, p5_crossovers, p1_crossovers])\n",
    "\n",
    "df_percentile_crossovers = pd.DataFrame(\n",
    "    percentile_crossovers, \n",
    "    columns=['metric', 'p99_crossovers', 'p95_crossovers', 'p5_crossovers', 'p1_crossovers']\n",
    ")\n",
    "df_percentile_crossovers['total_crossovers'] = df_percentile_crossovers['p95_crossovers'] + df_percentile_crossovers['p5_crossovers']\n",
    "df_percentile_crossovers['crossover_rate'] = round(df_percentile_crossovers['total_crossovers'] / len(df[col]),2)\n",
    "df_percentile_crossovers['metric_rank'] = df_percentile_crossovers['crossover_rate'].rank(ascending=False)\n",
    "df_percentile_crossovers = df_percentile_crossovers.set_index('metric')\n",
    "df_percentile_crossovers = df_percentile_crossovers.sort_values('metric_rank')\n",
    "df_percentile_crossovers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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font-size: 12px; fill: rgb(36, 36, 36); fill-opacity: 1; white-space: pre;\">avg</text><g class=\"layers\" style=\"opacity: 1;\"><g class=\"legendfill\"/><g class=\"legendlines\"><path class=\"js-line\" d=\"M5,0h30\" style=\"fill: none; stroke: rgb(0, 0, 0); stroke-opacity: 1; stroke-width: 1px;\"/></g><g class=\"legendsymbols\"><g class=\"legendpoints\"/></g></g><rect class=\"legendtoggle\" x=\"0\" y=\"-9.5\" width=\"66.296875\" height=\"19\" style=\"fill: rgb(0, 0, 0); fill-opacity: 0;\"/></g><g class=\"traces\" transform=\"translate(0,90.5)\" style=\"opacity: 1;\"><text class=\"legendtext\" text-anchor=\"start\" x=\"40\" y=\"4.680000000000001\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(36, 36, 36); fill-opacity: 1; white-space: pre;\">med</text><g class=\"layers\" style=\"opacity: 1;\"><g class=\"legendfill\"/><g class=\"legendlines\"><path class=\"js-line\" d=\"M5,0h30\" style=\"fill: none; stroke: rgb(0, 0, 0); stroke-opacity: 1; stroke-dasharray: 9px, 9px; stroke-width: 1px;\"/></g><g class=\"legendsymbols\"><g class=\"legendpoints\"/></g></g><rect class=\"legendtoggle\" x=\"0\" y=\"-9.5\" width=\"66.296875\" height=\"19\" style=\"fill: rgb(0, 0, 0); fill-opacity: 0;\"/></g><g class=\"traces\" transform=\"translate(0,109.5)\" style=\"opacity: 1;\"><text class=\"legendtext\" text-anchor=\"start\" x=\"40\" y=\"4.680000000000001\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(36, 36, 36); fill-opacity: 1; white-space: pre;\">p5</text><g class=\"layers\" style=\"opacity: 1;\"><g class=\"legendfill\"/><g class=\"legendlines\"><path class=\"js-line\" d=\"M5,0h30\" style=\"fill: none; stroke: rgb(128, 128, 128); stroke-opacity: 1; stroke-dasharray: 3px, 3px; stroke-width: 1px;\"/></g><g class=\"legendsymbols\"><g class=\"legendpoints\"/></g></g><rect class=\"legendtoggle\" x=\"0\" y=\"-9.5\" width=\"66.296875\" height=\"19\" style=\"fill: rgb(0, 0, 0); fill-opacity: 0;\"/></g><g class=\"traces\" transform=\"translate(0,128.5)\" style=\"opacity: 1;\"><text class=\"legendtext\" text-anchor=\"start\" x=\"40\" y=\"4.680000000000001\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 12px; fill: rgb(36, 36, 36); fill-opacity: 1; white-space: pre;\">p1</text><g class=\"layers\" style=\"opacity: 1;\"><g class=\"legendfill\"/><g class=\"legendlines\"><path class=\"js-line\" d=\"M5,0h30\" style=\"fill: none; stroke: rgb(128, 128, 128); stroke-opacity: 1; stroke-dasharray: 9px, 3px, 3px, 3px; stroke-width: 1px;\"/></g><g class=\"legendsymbols\"><g class=\"legendpoints\"/></g></g><rect class=\"legendtoggle\" x=\"0\" y=\"-9.5\" width=\"66.296875\" height=\"19\" style=\"fill: rgb(0, 0, 0); fill-opacity: 0;\"/></g></g></g><rect class=\"scrollbar\" rx=\"20\" ry=\"3\" width=\"0\" height=\"0\" x=\"0\" y=\"0\" style=\"fill: rgb(128, 139, 164); fill-opacity: 1;\"/></g><g class=\"g-gtitle\"><text class=\"gtitle\" x=\"35\" y=\"50\" text-anchor=\"start\" dy=\"0em\" style=\"font-family: 'Open Sans', verdana, arial, sans-serif; font-size: 17px; fill: rgb(36, 36, 36); opacity: 1; font-weight: normal; white-space: pre;\">system.io|in - 0% crossover (ref: -1 day, 0:00:00)</text></g><g class=\"g-xtitle\"/><g class=\"g-ytitle\"/></g></svg>"
     },
     "metadata": {}
    }
   ],
   "source": [
    "# plot each metric\n",
    "for col in df_percentile_crossovers.sort_values('metric_rank').index:\n",
    "\n",
    "    if col in df_ref.columns:\n",
    "\n",
    "        fig = go.Figure()\n",
    "\n",
    "        # get data\n",
    "        n_rows = len(df[col])\n",
    "        raw_data = df[col]\n",
    "        p99_data = [df_ref_p99.loc[col] for t in range(n_rows)]\n",
    "        p95_data = [df_ref_p95.loc[col] for t in range(n_rows)]\n",
    "        mean_data = [df_ref_mean.loc[col] for t in range(n_rows)]\n",
    "        median_data = [df_ref_median.loc[col] for t in range(n_rows)]\n",
    "        p5_data = [df_ref_p5.loc[col] for t in range(n_rows)]\n",
    "        p1_data = [df_ref_p1.loc[col] for t in range(n_rows)]\n",
    "        crossover_rate = int(round(100*df_percentile_crossovers.loc[col]['crossover_rate'], 0))\n",
    "        \n",
    "        # skip data that is not interesting\n",
    "        if df_ref_mean.loc[col] == 0 and df_ref_median.loc[col] == 0 and raw_data.mean() == 0:\n",
    "            continue\n",
    "        # x\n",
    "        fig.add_trace(\n",
    "            go.Scatter(\n",
    "                x=df.index, y=raw_data, mode='lines', name='x',\n",
    "                line = dict(width=1)\n",
    "            )\n",
    "        )\n",
    "        # p99\n",
    "        fig.add_trace(\n",
    "            go.Scatter(\n",
    "                x=df.index, y=p99_data, mode='lines', name=f'p99', \n",
    "                line = dict(color='grey', width=1, dash='dashdot')\n",
    "            )\n",
    "        )\n",
    "        # p95\n",
    "        fig.add_trace(\n",
    "            go.Scatter(\n",
    "                x=df.index, y=p95_data, mode='lines', name=f'p95', \n",
    "                line = dict(color='grey', width=1, dash='dash')\n",
    "            )\n",
    "        )\n",
    "        # mean\n",
    "        fig.add_trace(\n",
    "            go.Scatter(\n",
    "                x=df.index, y=mean_data, mode='lines', name=f'avg', \n",
    "                line = dict(color='black', width=1)\n",
    "            )\n",
    "        )\n",
    "        # median\n",
    "        fig.add_trace(\n",
    "            go.Scatter(\n",
    "                x=df.index, y=median_data, mode='lines', name=f'med', \n",
    "                line = dict(color='black', width=1, dash='dash')\n",
    "            )\n",
    "        )\n",
    "        # p5\n",
    "        fig.add_trace(\n",
    "            go.Scatter(\n",
    "                x=df.index, y=p5_data, mode='lines', name=f'p5', \n",
    "                line = dict(color='grey', width=1, dash='dot')\n",
    "            )\n",
    "        )\n",
    "        # p1\n",
    "        fig.add_trace(\n",
    "            go.Scatter(\n",
    "                x=df.index, y=p1_data, mode='lines', name=f'p1', \n",
    "                line = dict(color='grey', width=1, dash='dashdot')\n",
    "            )\n",
    "        )\n",
    "        fig.update_layout(\n",
    "            template='simple_white', \n",
    "            title=f'{col} - {crossover_rate}% crossover (ref: -{ref_timedelta})'\n",
    "        )\n",
    "        #fig.show() # for interactive plots\n",
    "        fig.show('svg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ]
}