Datenanalyse-ExtJs_mk.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Ein bisschen Statistik über die Zugriffszeiten "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/srv/conda/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88\n",
      "  return f(*args, **kwds)\n",
      "/srv/conda/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88\n",
      "  return f(*args, **kwds)\n"
     ]
    }
   ],
   "source": [
    "# diverse Importe\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "plt.rcParams['figure.figsize'] = (10,10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ts</th>\n",
       "      <th>SID</th>\n",
       "      <th>RID</th>\n",
       "      <th>call</th>\n",
       "      <th>ip</th>\n",
       "      <th>colX</th>\n",
       "      <th>colY</th>\n",
       "      <th>time</th>\n",
       "      <th>colZ</th>\n",
       "      <th>ts_datetime</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018-08-06 08:09:32,146</td>\n",
       "      <td>SID_UNKNOWN</td>\n",
       "      <td>RID_1241</td>\n",
       "      <td>/gasx/extDirectAPI_pub</td>\n",
       "      <td>10.110.124.1</td>\n",
       "      <td>0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>158</td>\n",
       "      <td>82.0</td>\n",
       "      <td>2018-08-06 08:09:32.146</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2018-08-06 08:09:32,158</td>\n",
       "      <td>SID_UNKNOWN</td>\n",
       "      <td>RID_1242</td>\n",
       "      <td>/gasx/constants</td>\n",
       "      <td>10.110.124.1</td>\n",
       "      <td>0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>172</td>\n",
       "      <td>49.0</td>\n",
       "      <td>2018-08-06 08:09:32.158</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2018-08-06 08:09:33,212</td>\n",
       "      <td>SID_UNKNOWN</td>\n",
       "      <td>RID_1243</td>\n",
       "      <td>/gasx/nls</td>\n",
       "      <td>10.110.124.1</td>\n",
       "      <td>0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>197</td>\n",
       "      <td>92.0</td>\n",
       "      <td>2018-08-06 08:09:33.212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2018-08-06 08:09:34,025</td>\n",
       "      <td>0</td>\n",
       "      <td>RID_1250</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>EXTBASE_Login.readMandators</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-08-06 08:09:34.025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2018-08-06 08:09:34,043</td>\n",
       "      <td>SID_UNKNOWN</td>\n",
       "      <td>RID_1250</td>\n",
       "      <td>/gasx/extDirectAPI_pub</td>\n",
       "      <td>10.110.124.1</td>\n",
       "      <td>0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>53</td>\n",
       "      <td>101.0</td>\n",
       "      <td>2018-08-06 08:09:34.043</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2018-08-06 08:09:34,251</td>\n",
       "      <td>0</td>\n",
       "      <td>RID_1251</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>EXTBASE_Login.readRoles</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-08-06 08:09:34.251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2018-08-06 08:09:34,253</td>\n",
       "      <td>SID_UNKNOWN</td>\n",
       "      <td>RID_1251</td>\n",
       "      <td>/gasx/extDirectAPI_pub</td>\n",
       "      <td>10.110.124.1</td>\n",
       "      <td>0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>8</td>\n",
       "      <td>93.0</td>\n",
       "      <td>2018-08-06 08:09:34.253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2018-08-06 08:09:42,909</td>\n",
       "      <td>0</td>\n",
       "      <td>RID_1263</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>EXTBASE_Login.login</td>\n",
       "      <td>0.0</td>\n",
       "      <td>70</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-08-06 08:09:42.909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2018-08-06 08:09:42,911</td>\n",
       "      <td>SID_UNKNOWN</td>\n",
       "      <td>RID_1263</td>\n",
       "      <td>/gasx/extDirectAPI_pub</td>\n",
       "      <td>10.110.124.1</td>\n",
       "      <td>0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>73</td>\n",
       "      <td>91.0</td>\n",
       "      <td>2018-08-06 08:09:42.911</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2018-08-06 08:09:43,858</td>\n",
       "      <td>SID_UNKNOWN</td>\n",
       "      <td>RID_1266</td>\n",
       "      <td>/gasx/constants</td>\n",
       "      <td>10.110.124.1</td>\n",
       "      <td>0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>9</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2018-08-06 08:09:43.858</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        ts          SID       RID                    call  \\\n",
       "0  2018-08-06 08:09:32,146  SID_UNKNOWN  RID_1241  /gasx/extDirectAPI_pub   \n",
       "1  2018-08-06 08:09:32,158  SID_UNKNOWN  RID_1242         /gasx/constants   \n",
       "2  2018-08-06 08:09:33,212  SID_UNKNOWN  RID_1243               /gasx/nls   \n",
       "3  2018-08-06 08:09:34,025            0  RID_1250                       0   \n",
       "4  2018-08-06 08:09:34,043  SID_UNKNOWN  RID_1250  /gasx/extDirectAPI_pub   \n",
       "5  2018-08-06 08:09:34,251            0  RID_1251                       0   \n",
       "6  2018-08-06 08:09:34,253  SID_UNKNOWN  RID_1251  /gasx/extDirectAPI_pub   \n",
       "7  2018-08-06 08:09:42,909            0  RID_1263                       0   \n",
       "8  2018-08-06 08:09:42,911  SID_UNKNOWN  RID_1263  /gasx/extDirectAPI_pub   \n",
       "9  2018-08-06 08:09:43,858  SID_UNKNOWN  RID_1266         /gasx/constants   \n",
       "\n",
       "             ip                         colX   colY  time   colZ  \\\n",
       "0  10.110.124.1                            0  200.0   158   82.0   \n",
       "1  10.110.124.1                            0  200.0   172   49.0   \n",
       "2  10.110.124.1                            0  200.0   197   92.0   \n",
       "3             0  EXTBASE_Login.readMandators    0.0     3    0.0   \n",
       "4  10.110.124.1                            0  200.0    53  101.0   \n",
       "5             0      EXTBASE_Login.readRoles    0.0     5    0.0   \n",
       "6  10.110.124.1                            0  200.0     8   93.0   \n",
       "7             0          EXTBASE_Login.login    0.0    70    0.0   \n",
       "8  10.110.124.1                            0  200.0    73   91.0   \n",
       "9  10.110.124.1                            0  200.0     9    6.0   \n",
       "\n",
       "              ts_datetime  \n",
       "0 2018-08-06 08:09:32.146  \n",
       "1 2018-08-06 08:09:32.158  \n",
       "2 2018-08-06 08:09:33.212  \n",
       "3 2018-08-06 08:09:34.025  \n",
       "4 2018-08-06 08:09:34.043  \n",
       "5 2018-08-06 08:09:34.251  \n",
       "6 2018-08-06 08:09:34.253  \n",
       "7 2018-08-06 08:09:42.909  \n",
       "8 2018-08-06 08:09:42.911  \n",
       "9 2018-08-06 08:09:43.858  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# CSV einlesen\n",
    "df = pd.read_csv(\"data/ext_access.log\", sep=\";\", header=-1,\n",
    "                 names=[\"ts\", \"SID\", \"RID\", \"call\", \"ip\", \"colX\", \"colY\", \"time\", \"colZ\"])\n",
    "# Spalte \"ts\" wird in datetime umgewandelt, zwecks besserem Handling \n",
    "df[\"ts_datetime\"] = pd.to_datetime(df[\"ts\"])\n",
    "\n",
    "# NAN-Werte werden als \"0\" gesetzt\n",
    "df.fillna(0, inplace=True)\n",
    "\n",
    "# die ersten 10 Zeilen anzeigen\n",
    "df.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['10.110.124.1', 0, '10.110.113.10', '10.110.124.26',\n",
       "       '10.110.124.34'], dtype=object)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# unterschiedliche IP-Adressen anzeigen\n",
    "df.ip.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['/gasx/extDirectAPI_pub', '/gasx/constants', '/gasx/nls', 0,\n",
       "       '/gasx/clipboard', '/gasx/extDirectAPI', '/gasx/dialogAcl',\n",
       "       '/gasx/generateImg', '/gasx/export', '/gasx/dokva'], dtype=object)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# die calls\n",
    "df.call.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['EXTBASE_CommEndpoint.checkMigrationResults',\n",
       " 'EXTBASE_CommEndpoint.readAuthTypes',\n",
       " 'EXTBASE_CommEndpoint.readEndpoints',\n",
       " 'EXTBASE_CommEndpoint.readProtocols',\n",
       " 'EXTBASE_CommEndpoint.readSmtpEncryptions',\n",
       " 'EXTBASE_CommEndpoint.readTypes',\n",
       " 'EXTBASE_CommEndpoint.testEndpoint',\n",
       " 'EXTBASE_CommEndpoint.updateEndpoint',\n",
       " 'EXTBASE_Liste.readKlassen',\n",
       " 'EXTBASE_Liste.readListGroups',\n",
       " 'EXTBASE_Liste.readListen',\n",
       " 'EXTBASE_Login.login',\n",
       " 'EXTBASE_Login.readMandators',\n",
       " 'EXTBASE_Login.readRoles',\n",
       " 'EXTBASE_Merkmal.getObjectPeriods',\n",
       " 'EXTBASE_Merkmal.getVariableObjekte',\n",
       " 'EXTBASE_Merkmal.readKlassenItems',\n",
       " 'EXTBASE_PartnerLookup.readKeyLookup',\n",
       " 'EXTBASE_PartnerLookup.readLookupGridDefinition',\n",
       " 'EXTBASE_PersonLookup.readKeyLookup',\n",
       " 'EXTBASE_PersonLookup.readLookupGridDefinition',\n",
       " 'EXTBASE_PersonZuord.createPersonZuordnung',\n",
       " 'EXTBASE_PersonZuord.getObjectPeriods',\n",
       " 'EXTBASE_PersonZuord.getPersonZuordnungPeriods',\n",
       " 'EXTBASE_PersonZuord.getPersonZuordnungen',\n",
       " 'EXTBASE_PersonZuord.readPersonZuordnung',\n",
       " 'EXTBASE_PersonZuord.readRollen',\n",
       " 'EXTBASE_RepGen.readRepGens',\n",
       " 'EXTBASE_SchlLookup.readKeyLookup',\n",
       " 'EXTBASE_SchlLookup.readLookupGridDefinition',\n",
       " 'EXTBASE_Schluessel.readValues',\n",
       " 'EXTBASE_ScriptDefinitionLookup.readLookupGridDefinition',\n",
       " 'EXTBASE_ScriptUserExit.readUserExits',\n",
       " 'EXTBASE_Sysdat.readSystemdaten',\n",
       " 'EXTBASE_TransportLookup.readKeyLookup',\n",
       " 'EXTBASE_TransportLookup.readLookup',\n",
       " 'EXTBASE_TransportLookup.readLookupGridDefinition',\n",
       " 'EXTBASE_ValueSeries.getValues',\n",
       " 'EXTBASE_Workspace.getMenu',\n",
       " 'EXTBASE_Workspace.readMenuListItems',\n",
       " 'EXTSYS_Aboadm.readAboStatus',\n",
       " 'EXTSYS_Aboadm.readAboTurnus',\n",
       " 'EXTSYS_Aboadm.readPortalAboList',\n",
       " 'EXTSYS_Aboadm.readPortalAboProtokollList',\n",
       " 'EXTSYS_AlbJob.readAlbJobList',\n",
       " 'EXTSYS_Dokva.getDocumentList',\n",
       " 'EXTSYS_Dokva.readDokv',\n",
       " 'EXTSYS_Dokva.readUnterartValues',\n",
       " 'EXTSYS_Dokva.updateDokv',\n",
       " 'EXTSYS_GlobaleMerkmale.readNamen',\n",
       " 'EXTSYS_Klassen.readKlassenValues',\n",
       " 'EXTSYS_KlassenEinteil.readKlassenEinteilList',\n",
       " 'EXTSYS_Parameter.addParDefinitionToTransport',\n",
       " 'EXTSYS_Parameter.destroyParameterAuspr',\n",
       " 'EXTSYS_Parameter.readCategories',\n",
       " 'EXTSYS_Parameter.readParameter',\n",
       " 'EXTSYS_Parameter.readParameterAuspr',\n",
       " 'EXTSYS_Parameter.readParameterTree',\n",
       " 'EXTSYS_Parameter.updateParameterAuspr',\n",
       " 'EXTSYS_SachBearbeiter.isAppEnabled',\n",
       " 'EXTSYS_SachBearbeiter.readSachBearbeiterList',\n",
       " 'EXTSYS_Schl.createSchluessel',\n",
       " 'EXTSYS_Schl.createSchluesselAuspr',\n",
       " 'EXTSYS_Schl.readSchluessel',\n",
       " 'EXTSYS_Schl.readSchluesselAuspr',\n",
       " 'EXTSYS_Schl.readZweiteSpracheId',\n",
       " 'EXTSYS_Schl.updateSchluessel',\n",
       " 'EXTSYS_StatisticData.readStatisticDataList',\n",
       " 'EXTSYS_Struktureinheit.readStruktureinheitenValues',\n",
       " 'EXTSYS_Transport.createTransport',\n",
       " 'EXTSYS_Transport.getTransportAsXml',\n",
       " 'EXTSYS_Transport.importTransport',\n",
       " 'EXTSYS_Transport.readExportStatus',\n",
       " 'EXTSYS_Transport.readExportTransportList',\n",
       " 'EXTSYS_Transport.readImportStatus',\n",
       " 'EXTSYS_Transport.readImportTransportList',\n",
       " 'EXTSYS_TransportDataset.readTransportDatasetList',\n",
       " 'REPORT_Report.getReportDefinitionList',\n",
       " 'TME_Archivgruppe.readArchivgruppe',\n",
       " 'TME_Archivgruppe.readArchivgruppen',\n",
       " 'TME_Archivkanal.getTeilnehmertyp',\n",
       " 'TME_Archivkanal.getTeilnehmertypVonZueber',\n",
       " 'TME_Archivkanal.readArchivkanal',\n",
       " 'TME_Archivkanal.readArchivkanalPeriods',\n",
       " 'TME_Archivkanal.readDsfgArchivwerte',\n",
       " 'TME_Bus.readBusZyklen',\n",
       " 'TME_Common.readZeitbasisKeys',\n",
       " 'TME_CommonFormelassistent.getFunctionCategories',\n",
       " 'TME_CommonFormelassistent.getFunctions',\n",
       " 'TME_CommonMrgLookup.readMrgLookupGridDefinition',\n",
       " 'TME_CommonNetzobjektLookup.getIndexOfNetzobj',\n",
       " 'TME_CommonNetzobjektLookup.readNetzobjektKeyLookup',\n",
       " 'TME_CommonNetzobjektLookup.readNetzobjektLookup',\n",
       " 'TME_CommonNetzobjektLookup.readNetzobjektLookupGridDefinition',\n",
       " 'TME_CommonPruefRegelLookup.readPruefRegelLookup',\n",
       " 'TME_CommonPruefRegelLookup.readPruefRegelLookupGridDefinition',\n",
       " 'TME_CommonSearch.readCriteriaAttributes',\n",
       " 'TME_CommonSearch.readCriteriaAttributesListValues',\n",
       " 'TME_CommonSearch.readZaehlpunktCriteriaSearch',\n",
       " 'TME_CommonSearch.readZaehlpunktSearchGridDefinition',\n",
       " 'TME_CommonWgPlausiRegel.createWgPlausiRegel',\n",
       " 'TME_CommonWgPlausiRegel.readGroesseDef',\n",
       " 'TME_CommonWgPlausiRegel.readPlausiArt',\n",
       " 'TME_CommonWgPlausiRegel.readWgPlausiRegelGrid',\n",
       " 'TME_CommonWgPlausiRegel.updateWgPlausiRegel',\n",
       " 'TME_CommonZaehlpunktLookup.getZaehlpunktIndex',\n",
       " 'TME_CommonZaehlpunktLookup.readCoreZaehlpunktKeyLookup',\n",
       " 'TME_CommonZaehlpunktLookup.readCoreZaehlpunktLookupGridDefinition',\n",
       " 'TME_CommonZaehlpunktLookup.readZaehlpunktKeyLookup',\n",
       " 'TME_CommonZaehlpunktLookup.readZaehlpunktLookup',\n",
       " 'TME_CommonZaehlpunktLookup.readZaehlpunktLookupGridDefinition',\n",
       " 'TME_DelAdresseLookup.getIndexOfDelAdresse',\n",
       " 'TME_DelAdresseLookup.readKeyLookup',\n",
       " 'TME_DelAdresseLookup.readLookup',\n",
       " 'TME_DelAdresseLookup.readLookupGridDefinition',\n",
       " 'TME_Logbuch.createLogbuch',\n",
       " 'TME_Logbuch.readLogbuch',\n",
       " 'TME_Logbuch.readLogbuchPeriods',\n",
       " 'TME_Logbuch.readLogbucheintraege',\n",
       " 'TME_MessdatenAnforderungen.readGroessenByZaehlpunktId',\n",
       " 'TME_MessdatenAnforderungen.readMessdatenAnforderungArten',\n",
       " 'TME_MessdatenAnforderungen.readMessdatenAnforderungGrundArten',\n",
       " 'TME_Modem.readHpsConnectList',\n",
       " 'TME_Modem.readModem',\n",
       " 'TME_Modem.readModemGruppe',\n",
       " 'TME_Modem.readModemGruppenList',\n",
       " 'TME_Modem.readModemStatusList',\n",
       " 'TME_Modem.readModemTree',\n",
       " 'TME_Modem.readModemUsageList',\n",
       " 'TME_Modem.readWahlverfList',\n",
       " 'TME_StoerMeldungen.createStoerMeldung',\n",
       " 'TME_StoerMeldungen.readExtStatusKeys',\n",
       " 'TME_StoerMeldungen.readPartner',\n",
       " 'TME_StoerMeldungen.readPerson',\n",
       " 'TME_StoerMeldungen.readPrioKeys',\n",
       " 'TME_StoerMeldungen.readPruefStatusKeys',\n",
       " 'TME_StoerMeldungen.readStatusKeys',\n",
       " 'TME_StoerMeldungen.readStoerMeldungen',\n",
       " 'TME_StoerMeldungen.readStoerungsArtKeys',\n",
       " 'TME_TMEZPErwartung.readErwartungArten',\n",
       " 'TME_TMEZPErwartung.readErwartungZyklusEinheiten',\n",
       " 'TME_Tbdef.readBilanzList',\n",
       " 'TME_Tbdef.readKategorienList',\n",
       " 'TME_Tbdef.readZuord',\n",
       " 'TME_Tbdef.readZuordPeriods',\n",
       " 'TME_Tbdef.readZuordnungen',\n",
       " 'TME_TeilnehmertypLookup.readKeyLookup',\n",
       " 'TME_TeilnehmertypLookup.readLookup',\n",
       " 'TME_TeilnehmertypLookup.readLookupGridDefinition',\n",
       " 'TME_TmeCommonBusLookup.readBusKeyLookup',\n",
       " 'TME_TmeCommonBusLookup.readBusLookupGridDefinition',\n",
       " 'TME_TmeCommonInstanzLookup.getIdBusForIdInstanz',\n",
       " 'TME_TmeCommonInstanzLookup.readInstanzKeyLookup',\n",
       " 'TME_TmeCommonInstanzLookup.readInstanzLookupGridDefinition',\n",
       " 'TME_TmeEnvers.readAllRevisions',\n",
       " 'TME_TmeEnvers.readComparison',\n",
       " 'TME_TmeEnvers.readObjekttypenStmRevisionen',\n",
       " 'TME_TmeEnvers.readRevisionsExportKanal',\n",
       " 'TME_TmeEnvers.readRevisionsExportRegel',\n",
       " 'TME_TmeEnvers.readRevisionsExportRegelZuord',\n",
       " 'TME_TmeEnvers.readRevisionsWgPlausiRegel',\n",
       " 'TME_TmeNotiz.createNotiz',\n",
       " 'TME_TmeNotiz.destroyNotiz',\n",
       " 'TME_TmeNotiz.getBetreff',\n",
       " 'TME_TmeNotiz.getTimeFromLastNotice',\n",
       " 'TME_TmeNotiz.readNotiz',\n",
       " 'TME_TmeNotiz.readNotizBezugKeys',\n",
       " 'TME_TmeNotiz.searchNotiz',\n",
       " 'TME_Tmeexp.createExportKanal',\n",
       " 'TME_Tmeexp.createExportRegel',\n",
       " 'TME_Tmeexp.createExportRegelZuordMulti',\n",
       " 'TME_Tmeexp.createMultiExportRegelZuord',\n",
       " 'TME_Tmeexp.destroyExportKanal',\n",
       " 'TME_Tmeexp.destroyExportRegel',\n",
       " 'TME_Tmeexp.destroyExportRegelZuord',\n",
       " 'TME_Tmeexp.getComboBoxItemsForHashFunction',\n",
       " 'TME_Tmeexp.getMerkmale',\n",
       " 'TME_Tmeexp.publishExport',\n",
       " 'TME_Tmeexp.readAllTmeExportKanal',\n",
       " 'TME_Tmeexp.readAllTmeExportRegel',\n",
       " 'TME_Tmeexp.readComboBoxItemsForDokart',\n",
       " 'TME_Tmeexp.readComboBoxItemsForUnterart',\n",
       " 'TME_Tmeexp.readDatenBisArtKeys',\n",
       " 'TME_Tmeexp.readDatenVonArtKeys',\n",
       " 'TME_Tmeexp.readExportAbsenderKeys',\n",
       " 'TME_Tmeexp.readExportDatenartKeys',\n",
       " 'TME_Tmeexp.readExportEmpfaengerKeys',\n",
       " 'TME_Tmeexp.readExportFeiertagRegionKeys',\n",
       " 'TME_Tmeexp.readExportFormat',\n",
       " 'TME_Tmeexp.readExportGroessenSystemKeys',\n",
       " 'TME_Tmeexp.readExportKanalTypKeys',\n",
       " 'TME_Tmeexp.readExportLayout',\n",
       " 'TME_Tmeexp.readExportMeldungXmlMeldung',\n",
       " 'TME_Tmeexp.readExportPeriodKeys',\n",
       " 'TME_Tmeexp.readExportPrioKeys',\n",
       " 'TME_Tmeexp.readExportRegel',\n",
       " 'TME_Tmeexp.readExportRegelKategorieList',\n",
       " 'TME_Tmeexp.readExportRegelRelevanzList',\n",
       " 'TME_Tmeexp.readExportRegelTree',\n",
       " 'TME_Tmeexp.readExportStatus',\n",
       " 'TME_Tmeexp.readExportStatusSystemKeys',\n",
       " 'TME_Tmeexp.readExportTriggerKeys',\n",
       " 'TME_Tmeexp.readExportTriggers',\n",
       " 'TME_Tmeexp.readExportZeitraumFilterKeys',\n",
       " 'TME_Tmeexp.readExportZeitreihenStatusFilterKeys',\n",
       " 'TME_Tmeexp.readExportZyklusKeys',\n",
       " 'TME_Tmeexp.readExportZyklusTagTypKeys',\n",
       " 'TME_Tmeexp.readFilteredStatusCount',\n",
       " 'TME_Tmeexp.readFilteredTmeExportMeldung',\n",
       " 'TME_Tmeexp.readFilteredTmeExportRegelZuord',\n",
       " 'TME_Tmeexp.readMarktrollen',\n",
       " 'TME_Tmeexp.readPersonRollen',\n",
       " 'TME_Tmeexp.restartExport',\n",
       " 'TME_Tmeexp.restartExports',\n",
       " 'TME_Tmeexp.updateExportKanal',\n",
       " 'TME_Tmeexp.updateExportRegel',\n",
       " 'TME_Tmegrd.createGroesseDef',\n",
       " 'TME_Tmegrd.createGroesseDefHist',\n",
       " 'TME_Tmegrd.destroyGroesseDef',\n",
       " 'TME_Tmegrd.getDefaultsGroesseDef',\n",
       " 'TME_Tmegrd.getDefaultsGroesseDefHist',\n",
       " 'TME_Tmegrd.getPeriodsGroesse',\n",
       " 'TME_Tmegrd.readGroesseDefHist',\n",
       " 'TME_Tmegrd.readGroessenDefKeys',\n",
       " 'TME_Tmegrd.readGroessenDefs',\n",
       " 'TME_Tmegrd.readTypGroesse',\n",
       " 'TME_Tmegrd.readUnitGroesse',\n",
       " 'TME_Tmegrd.updateGroesseDef',\n",
       " 'TME_Tmegrd.updateGroesseDefHist',\n",
       " 'TME_Tmeimp.readImportMeldungXmlMeldung',\n",
       " 'TME_Tmeimp.readImportMeldungen',\n",
       " 'TME_Tmeimp.readStatus',\n",
       " 'TME_Tmeimp.verarbeiteMeldung',\n",
       " 'TME_Tmeimp.verarbeiteMeldungen',\n",
       " 'TME_Tmerev.checkRevisionsBericht',\n",
       " 'TME_Tmerev.findOpenRevision',\n",
       " 'TME_Tmerev.readRevisionPlausiDetails',\n",
       " 'TME_Tmerev.readRevisionPlausiMatrix',\n",
       " 'TME_Tmerev.readRevisions',\n",
       " 'TME_Tmerev.readRevisionsschritte',\n",
       " 'TME_Tmerev.readStatusKey',\n",
       " 'TME_TmerevTree.readRevisionTree',\n",
       " 'TME_TmestmGroesse.createGroesse',\n",
       " 'TME_TmestmGroesse.destroyGroesse',\n",
       " 'TME_TmestmGroesse.readAewbVerfahren',\n",
       " 'TME_TmestmGroesse.readAewbVerfahrenArbeit',\n",
       " 'TME_TmestmGroesse.readAllRohdatGroesseOfPeriod',\n",
       " 'TME_TmestmGroesse.readAllRohdatGroessePeriods',\n",
       " 'TME_TmestmGroesse.readAswbMethode',\n",
       " 'TME_TmestmGroesse.readAufteilung',\n",
       " 'TME_TmestmGroesse.readDefaultUnit',\n",
       " 'TME_TmestmGroesse.readGasbGroessenDefs',\n",
       " 'TME_TmestmGroesse.readGroesse',\n",
       " 'TME_TmestmGroesse.readGroesseEingang',\n",
       " 'TME_TmestmGroesse.readGroesseGW',\n",
       " 'TME_TmestmGroesse.readGroesseNachfolger',\n",
       " 'TME_TmestmGroesse.readGroessePeriods',\n",
       " 'TME_TmestmGroesse.readGroessenDefs',\n",
       " 'TME_TmestmGroesse.readGueltigVonDefault',\n",
       " 'TME_TmestmGroesse.readRechenverfahren',\n",
       " 'TME_TmestmGroesse.readRechvConfig',\n",
       " 'TME_TmestmGroesse.readRechvZeitbasis',\n",
       " 'TME_TmestmGroesse.readRechvZeitbasisArbeit',\n",
       " 'TME_TmestmGroesse.readUnit',\n",
       " 'TME_TmestmGroesse.readWertermittlungArbeit',\n",
       " 'TME_TmestmGroesse.readWertermittlungMW',\n",
       " 'TME_TmestmGroesse.readWertermittlungSW',\n",
       " 'TME_TmestmGroesse.readWertermittlungTW',\n",
       " 'TME_TmestmGroesse.updateGroesse',\n",
       " 'TME_TmestmHistAbschluss.readHistAbschluss',\n",
       " 'TME_TmestmHistOeffnen.readHistOeffnen',\n",
       " 'TME_TmestmKopieren.copyNetzobj',\n",
       " 'TME_TmestmKopieren.readZaehlpunkte',\n",
       " 'TME_TmestmMrg.createMrg',\n",
       " 'TME_TmestmMrg.readBusAdresse',\n",
       " 'TME_TmestmMrg.readDfueInstanz',\n",
       " 'TME_TmestmMrg.readDfuePrio',\n",
       " 'TME_TmestmMrg.readDfuePwNr',\n",
       " 'TME_TmestmMrg.readDfueStatus',\n",
       " 'TME_TmestmMrg.readDfueZyklusEinheit',\n",
       " 'TME_TmestmMrg.readHerkunft',\n",
       " 'TME_TmestmMrg.readMaster',\n",
       " 'TME_TmestmMrg.readModem',\n",
       " 'TME_TmestmMrg.readModemGruppe',\n",
       " 'TME_TmestmMrg.readModemTyp',\n",
       " 'TME_TmestmMrg.readMrg',\n",
       " 'TME_TmestmMrg.readMrgPeriods',\n",
       " 'TME_TmestmMrg.readMrgTyp',\n",
       " 'TME_TmestmMrg.readMrgZyklusHerkunft',\n",
       " 'TME_TmestmMrg.readZyklusArten',\n",
       " 'TME_TmestmMrgKanal.readAllUnits',\n",
       " 'TME_TmestmMrgKanal.readDefaultStatusbitMapping',\n",
       " 'TME_TmestmMrgKanal.readFlagFahrweg',\n",
       " 'TME_TmestmMrgKanal.readMrgKanaele',\n",
       " 'TME_TmestmMrgKanal.readMrgKanalPeriods',\n",
       " 'TME_TmestmNetzobjekt.createNetzobjekt',\n",
       " 'TME_TmestmNetzobjekt.readNetzobjekt',\n",
       " 'TME_TmestmNetzobjekt.readNetzobjektArt',\n",
       " 'TME_TmestmNetzobjekt.readNetzobjektPeriods',\n",
       " 'TME_TmestmNetzobjekt.readNetzobjektSichtbarkeit',\n",
       " 'TME_TmestmNetzobjekt.updateNetzobjekt',\n",
       " 'TME_TmestmRohdat.createRohdat',\n",
       " 'TME_TmestmRohdat.destroyRohdat',\n",
       " 'TME_TmestmRohdat.readGueltigVonDefault',\n",
       " 'TME_TmestmRohdat.readHerkunft',\n",
       " 'TME_TmestmRohdat.readHerkunftsrang',\n",
       " 'TME_TmestmRohdat.readRohdat',\n",
       " 'TME_TmestmRohdat.readRohdatPeriods',\n",
       " 'TME_TmestmRohdat.readUnit',\n",
       " 'TME_TmestmRohdat.readZeitzone',\n",
       " 'TME_TmestmTree.readNetzobjektTree',\n",
       " 'TME_TmestmUmwerter.createUmwerter',\n",
       " 'TME_TmestmUmwerter.isEuExisting',\n",
       " 'TME_TmestmUmwerter.isVbuExisting',\n",
       " 'TME_TmestmUmwerter.isVuExisting',\n",
       " 'TME_TmestmUmwerter.readDefaultUnitKey',\n",
       " 'TME_TmestmUmwerter.readKZahlMethode',\n",
       " 'TME_TmestmUmwerter.readUmwerter',\n",
       " 'TME_TmestmUmwerter.readUmwerterPeriods',\n",
       " 'TME_TmestmUmwerter.readUmwerterWert',\n",
       " 'TME_TmestmUmwerter.readUnitE',\n",
       " 'TME_TmestmUmwerter.readUnitV',\n",
       " 'TME_TmestmUmwerter.updateUmwerter',\n",
       " 'TME_TmestmZaehler.createZaehler',\n",
       " 'TME_TmestmZaehler.readGueltigVonDefault',\n",
       " 'TME_TmestmZaehler.readUnit',\n",
       " 'TME_TmestmZaehler.readZaehler',\n",
       " 'TME_TmestmZaehler.readZaehlerPeriods',\n",
       " 'TME_TmestmZaehlpunkt.createZaehlpunkt',\n",
       " 'TME_TmestmZaehlpunkt.readZaehlpunkt',\n",
       " 'TME_TmestmZaehlpunkt.readZaehlpunktArt',\n",
       " 'TME_TmestmZaehlpunkt.readZaehlpunktPeriods',\n",
       " 'TME_TmestmZaehlpunktPruefregel.readZaehlpunktPruefregelGrid',\n",
       " 'TME_TmestmZaehlpunktSperrRegel.createZaehlpunktSperrRegel',\n",
       " 'TME_TmestmZaehlpunktSperrRegel.readZPSperrArt',\n",
       " 'TME_TmestmZaehlpunktSperrRegel.readZaehlpunktSperrRegel',\n",
       " 'TME_TmestmZaehlpunktSperrRegel.readZaehlpunktSperrRegelPeriods',\n",
       " 'TME_TmestmZaehlpunktSperrRegel.updateZaehlpunktSperrRegel',\n",
       " 'TME_TmestmZaehlpunktZuord.createZaehlpunktZuord',\n",
       " 'TME_TmestmZaehlpunktZuord.destroyZaehlpunktZuord',\n",
       " 'TME_TmestmZaehlpunktZuord.getObjectPeriods',\n",
       " 'TME_TmestmZaehlpunktZuord.getZaehlpunktZuordPeriods',\n",
       " 'TME_TmestmZaehlpunktZuord.readGroesseBeding',\n",
       " 'TME_TmestmZaehlpunktZuord.readZaehlpunktZuord',\n",
       " 'TME_TmestmZaehlpunktZuord.readZaehlpunktZuordGrid',\n",
       " 'TME_TmestmZaehlpunktZuord.readZuordArt',\n",
       " 'TME_TmestmZaehlpunktZuord.updateZaehlpunktZuord',\n",
       " 'TME_TmesysBerechnung.createAndPublishJobAenderung',\n",
       " 'TME_TmesysBerechnung.createAndPublishJobManuell',\n",
       " 'TME_TmesysBerechnung.isJobRestartPossible',\n",
       " 'TME_TmesysBerechnung.readJobAusloeser',\n",
       " 'TME_TmesysBerechnung.readJobStatus',\n",
       " 'TME_TmesysBerechnung.readJobs',\n",
       " 'TME_TmesysBerechnung.readProtocol',\n",
       " 'TME_TmesysDashboard.readData',\n",
       " 'TME_TmesysErsatzwert.readGroessenDefs',\n",
       " 'TME_TmesysErsatzwert.readStatusAlt',\n",
       " 'TME_TmesysErsatzwert.readStatusNeu',\n",
       " 'TME_TmesysErsatzwert.readTmeEwertlogs',\n",
       " 'TME_TmesysErsatzwert.readUrsache',\n",
       " 'TME_TmesysWgPruefJob.createAndPublishJob',\n",
       " 'TME_TmesysWgPruefJob.isStatusFehler',\n",
       " 'TME_TmesysWgPruefJob.readJobAusloeser',\n",
       " 'TME_TmesysWgPruefJob.readJobStatus',\n",
       " 'TME_TmesysWgPruefJob.readJobs',\n",
       " 'TME_TmesysWgPruefJob.readProtocol',\n",
       " 'TME_TmesysWgPruefRegel.addMultiPruefRegelToTransport',\n",
       " 'TME_TmesysWgPruefRegel.addPruefRegelToTransport',\n",
       " 'TME_TmesysWgPruefRegel.createWgPruefRegel',\n",
       " 'TME_TmesysWgPruefRegel.destroyWgPruefRegel',\n",
       " 'TME_TmesysWgPruefRegel.loadPruefRegel',\n",
       " 'TME_TmesysWgPruefRegel.readDefaultUnit',\n",
       " 'TME_TmesysWgPruefRegel.readFilteredTmePruefRegelZuord',\n",
       " 'TME_TmesysWgPruefRegel.readParam',\n",
       " 'TME_TmesysWgPruefRegel.readPruefRegelStatusInterpretation',\n",
       " 'TME_TmesysWgPruefRegel.readPruefRegelZuordnung',\n",
       " 'TME_TmesysWgPruefRegel.readTypParameter',\n",
       " 'TME_TmesysWgPruefRegel.readUnit',\n",
       " 'TME_TmesysWgPruefRegel.readWgPruefRegelGrid',\n",
       " 'TME_TmesysWgPruefRegel.updateWgPruefRegel',\n",
       " 'TME_TmesysWgPruefResult.readPruefResultDesc',\n",
       " 'TME_TmesysWgPruefResult.readPruefResultGroupBy',\n",
       " 'TME_TmesysWgPruefResult.readPruefResultStatus',\n",
       " 'TME_TmesysWgPruefResult.readWgPruefResultGrid',\n",
       " 'TME_TmesysZaehlpunktSperre.isZPGesperrt',\n",
       " 'TME_TmesysZaehlpunktSperre.readZPSperrInfo',\n",
       " 'TME_TmesysZaehlpunktSperre.readZPSperrStatus',\n",
       " 'TME_Tmewg.findDsfgArchivkanal',\n",
       " 'TME_Tmewg.getClipboardKeyForDialogJump',\n",
       " 'TME_Tmewg.getGroesseOfNetzobjekt',\n",
       " 'TME_Tmewg.getHerkunfte',\n",
       " 'TME_Tmewg.getIndizesOfNetzobj',\n",
       " 'TME_Tmewg.getZaehlpunkteOfNetzobjekt',\n",
       " 'TME_Tmewg.readModi',\n",
       " 'TME_Tmewg.readWertegaenge',\n",
       " 'TME_TmewgEwertWizard.calculate',\n",
       " 'TME_TmewgEwertWizard.readAnwendung',\n",
       " 'TME_TmewgEwertWizard.readBeginZS',\n",
       " 'TME_TmewgEwertWizard.readEndZS',\n",
       " 'TME_TmewgEwertWizard.readOperation',\n",
       " 'TME_TmewgEwertWizard.readRundungsart',\n",
       " 'TME_TmewgEwertWizard.readStatus',\n",
       " 'TME_TmewgEwertWizard.readVerfahren',\n",
       " 'TME_TmewgEwertlog.getDefaultMethod',\n",
       " 'TME_TmewgEwertlog.getUrsachen',\n",
       " 'TME_TmewgEwertlog.getValueInfo',\n",
       " 'TME_TmewgSpreadsheet.checkZPSperren',\n",
       " 'TME_TmewgSpreadsheet.checkZPSperrenForModifications',\n",
       " 'TME_TmewgSpreadsheet.getIdsOfValueSeriesThatRequireEwertlog',\n",
       " 'TME_TmewgSpreadsheet.getValues',\n",
       " 'TME_TmewgSpreadsheet.readPruefRegelList',\n",
       " 'TME_TmewgSpreadsheet.saveValues',\n",
       " 'TME_TmewgVersion.getAuditDates',\n",
       " 'TME_TmewgVersion.getAuditForValue',\n",
       " 'TME_TmewgVersion.isAuditAvailable',\n",
       " 'TME_TmezsvZaehlerstand.calcZaehlerstandDiff',\n",
       " 'TME_TmezsvZaehlerstand.checkUpdate',\n",
       " 'TME_TmezsvZaehlerstand.getNeuanlageItems',\n",
       " 'TME_TmezsvZaehlerstand.getPruefConfig',\n",
       " 'TME_TmezsvZaehlerstand.ladeLetztePruefung',\n",
       " 'TME_TmezsvZaehlerstand.pruefeZaehlerstand',\n",
       " 'TME_TmezsvZaehlerstand.readExistanceGroessen',\n",
       " 'TME_TmezsvZaehlerstand.readGroessenLabel',\n",
       " 'TME_TmezsvZaehlerstand.readHerkunftKey',\n",
       " 'TME_TmezsvZaehlerstand.readPreviousZsZeiten',\n",
       " 'TME_TmezsvZaehlerstand.readTypKey',\n",
       " 'TME_TmezsvZaehlerstand.readUmgangKeys',\n",
       " 'TME_TmezsvZaehlerstand.readZaehlerstaende',\n",
       " 'TME_TmezsvZaehlerstand.readZaehlerstand',\n",
       " 'TME_TmezsvZaehlerstand.readZsTypen',\n",
       " 'TME_TmezsvZaehlerstand.saveAndPruefeZaehlerstand',\n",
       " 'TME_ZaehlpunktGruppe.createZaehlpunktGruppe',\n",
       " 'TME_ZaehlpunktGruppe.deleteZaehlpunktGruppe',\n",
       " 'TME_ZaehlpunktGruppe.getAllKategorien',\n",
       " 'TME_ZaehlpunktGruppe.getAllZaehlpunktGruppen',\n",
       " 'TME_ZfaadmAbfrage.readMAbfrageFavoriten',\n",
       " 'TME_Zfastm.createInstanz',\n",
       " 'TME_Zfastm.getArchivwertOffsets',\n",
       " 'TME_Zfastm.isDfueZugangBus',\n",
       " 'TME_Zfastm.readBus',\n",
       " 'TME_Zfastm.readBusTree',\n",
       " 'TME_Zfastm.readInstanz',\n",
       " 'TME_Zfastm.readInstanzByBusId',\n",
       " 'TME_Zfastm.readInstanzPeriods',\n",
       " 'TME_Zfastm.updateInstanz']"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_colX = df[[\"colX\"]]\n",
    "df_colX = df_colX[df_colX[\"colX\"] != 0]\n",
    "df_colX.groupby(\"colX\")\n",
    "sorted(df_colX.colX.unique())\n",
    "\n",
    "#TODO Anzahl\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([nan, 'EXTB', 'TME_', 'REPO', 'EXTS'], dtype=object)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# die ext-Aufrufe\n",
    "df[\"call2\"] = df.colX.str[0:4]\n",
    "df.call2.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "def print_statistic(df_call_time):\n",
    "    df_call_time[\"num_calls\"] = df_call_time[\"time\"]\n",
    "    df_call_time = df_call_time[df_call_time.call != 0]\n",
    "    #Anzahl Aufrufe gruppiert nach \"call\"\n",
    "    #grouped_by_call = df_call_time.groupby([\"call\"]).count()\n",
    "    grouped_by_call = df_call_time.groupby([\"call\"]).agg({'time': ['min', 'max', 'sum', \"mean\"], 'num_calls': 'count'})\n",
    "    grouped_by_call = grouped_by_call.sort_values([(\"num_calls\",\"count\")], ascending=False)\n",
    "    return grouped_by_call"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
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       "\n",
       "    .dataframe thead tr:last-of-type th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"4\" halign=\"left\">time</th>\n",
       "      <th>num_calls</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>min</th>\n",
       "      <th>max</th>\n",
       "      <th>sum</th>\n",
       "      <th>mean</th>\n",
       "      <th>count</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>call</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>/gasx/extDirectAPI</th>\n",
       "      <td>0</td>\n",
       "      <td>26799</td>\n",
       "      <td>256672</td>\n",
       "      <td>89.401602</td>\n",
       "      <td>2871</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/gasx/clipboard</th>\n",
       "      <td>1</td>\n",
       "      <td>263</td>\n",
       "      <td>21020</td>\n",
       "      <td>11.626106</td>\n",
       "      <td>1808</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/gasx/constants</th>\n",
       "      <td>0</td>\n",
       "      <td>172</td>\n",
       "      <td>1119</td>\n",
       "      <td>4.222642</td>\n",
       "      <td>265</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/gasx/dialogAcl</th>\n",
       "      <td>6</td>\n",
       "      <td>30</td>\n",
       "      <td>2035</td>\n",
       "      <td>9.509346</td>\n",
       "      <td>214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/gasx/extDirectAPI_pub</th>\n",
       "      <td>2</td>\n",
       "      <td>158</td>\n",
       "      <td>1609</td>\n",
       "      <td>9.692771</td>\n",
       "      <td>166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/gasx/nls</th>\n",
       "      <td>62</td>\n",
       "      <td>349</td>\n",
       "      <td>14315</td>\n",
       "      <td>137.644231</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/gasx/generateImg</th>\n",
       "      <td>60</td>\n",
       "      <td>1351</td>\n",
       "      <td>16378</td>\n",
       "      <td>207.316456</td>\n",
       "      <td>79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/gasx/dokva</th>\n",
       "      <td>4</td>\n",
       "      <td>61</td>\n",
       "      <td>184</td>\n",
       "      <td>11.500000</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>/gasx/export</th>\n",
       "      <td>2</td>\n",
       "      <td>1849</td>\n",
       "      <td>8848</td>\n",
       "      <td>589.866667</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       time                            num_calls\n",
       "                        min    max     sum        mean     count\n",
       "call                                                            \n",
       "/gasx/extDirectAPI        0  26799  256672   89.401602      2871\n",
       "/gasx/clipboard           1    263   21020   11.626106      1808\n",
       "/gasx/constants           0    172    1119    4.222642       265\n",
       "/gasx/dialogAcl           6     30    2035    9.509346       214\n",
       "/gasx/extDirectAPI_pub    2    158    1609    9.692771       166\n",
       "/gasx/nls                62    349   14315  137.644231       104\n",
       "/gasx/generateImg        60   1351   16378  207.316456        79\n",
       "/gasx/dokva               4     61     184   11.500000        16\n",
       "/gasx/export              2   1849    8848  589.866667        15"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_call_time = df[[\"call\", \"time\"]]\n",
    "print_statistic(df_call_time).head(10)\n",
    "# Statistik für \"call\" (nur die ersten 10, sortiert nach Anzahl Aufrufen)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr:last-of-type th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"4\" halign=\"left\">time</th>\n",
       "      <th>num_calls</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>min</th>\n",
       "      <th>max</th>\n",
       "      <th>sum</th>\n",
       "      <th>mean</th>\n",
       "      <th>count</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>call</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>TME_</th>\n",
       "      <td>0</td>\n",
       "      <td>3362</td>\n",
       "      <td>104567</td>\n",
       "      <td>16.765592</td>\n",
       "      <td>6237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EXTB</th>\n",
       "      <td>0</td>\n",
       "      <td>26795</td>\n",
       "      <td>133819</td>\n",
       "      <td>82.706428</td>\n",
       "      <td>1618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EXTS</th>\n",
       "      <td>2</td>\n",
       "      <td>603</td>\n",
       "      <td>7337</td>\n",
       "      <td>24.955782</td>\n",
       "      <td>294</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>REPO</th>\n",
       "      <td>6</td>\n",
       "      <td>109</td>\n",
       "      <td>1128</td>\n",
       "      <td>17.353846</td>\n",
       "      <td>65</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     time                           num_calls\n",
       "      min    max     sum       mean     count\n",
       "call                                         \n",
       "TME_    0   3362  104567  16.765592      6237\n",
       "EXTB    0  26795  133819  82.706428      1618\n",
       "EXTS    2    603    7337  24.955782       294\n",
       "REPO    6    109    1128  17.353846        65"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Anzahl Requests nach Modul (EXTSYS, TME, TMESTM…) filtern\n",
    "#          Und die durchschnittliche Zeit je Request dieser Gruppe.\n",
    "\n",
    "df_call_time = df[[\"call2\", \"time\"]]\n",
    "#df_call_time = df_call_time[df_call_time.call2 != 0]\n",
    "df_call_time.rename(columns={\"call2\":\"call\"}, inplace=True)\n",
    "\n",
    "print_statistic(df_call_time).head(10)\n",
    "# Statistik für \"colX\" (nur die ersten 10, sortiert nach Anzahl Aufrufen)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr:last-of-type th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"4\" halign=\"left\">time</th>\n",
       "      <th>num_calls</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>min</th>\n",
       "      <th>max</th>\n",
       "      <th>sum</th>\n",
       "      <th>mean</th>\n",
       "      <th>count</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>call</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>EXTBASE_Schluessel.readValues</th>\n",
       "      <td>2</td>\n",
       "      <td>80</td>\n",
       "      <td>2375</td>\n",
       "      <td>5.163043</td>\n",
       "      <td>460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TME_CommonZaehlpunktLookup.readZaehlpunktLookupGridDefinition</th>\n",
       "      <td>0</td>\n",
       "      <td>78</td>\n",
       "      <td>200</td>\n",
       "      <td>0.542005</td>\n",
       "      <td>369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EXTBASE_PartnerLookup.readLookupGridDefinition</th>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>112</td>\n",
       "      <td>0.397163</td>\n",
       "      <td>282</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TME_ZaehlpunktGruppe.getAllZaehlpunktGruppen</th>\n",
       "      <td>1</td>\n",
       "      <td>33</td>\n",
       "      <td>1719</td>\n",
       "      <td>6.511364</td>\n",
       "      <td>264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TME_CommonNetzobjektLookup.readNetzobjektLookupGridDefinition</th>\n",
       "      <td>1</td>\n",
       "      <td>121</td>\n",
       "      <td>640</td>\n",
       "      <td>3.878788</td>\n",
       "      <td>165</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TME_CommonSearch.readCriteriaAttributes</th>\n",
       "      <td>19</td>\n",
       "      <td>80</td>\n",
       "      <td>5466</td>\n",
       "      <td>35.493506</td>\n",
       "      <td>154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TME_CommonZaehlpunktLookup.readZaehlpunktKeyLookup</th>\n",
       "      <td>4</td>\n",
       "      <td>15</td>\n",
       "      <td>691</td>\n",
       "      <td>5.663934</td>\n",
       "      <td>122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TME_CommonNetzobjektLookup.readNetzobjektKeyLookup</th>\n",
       "      <td>1</td>\n",
       "      <td>32</td>\n",
       "      <td>395</td>\n",
       "      <td>3.464912</td>\n",
       "      <td>114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TME_Tmegrd.readGroessenDefs</th>\n",
       "      <td>2</td>\n",
       "      <td>137</td>\n",
       "      <td>2697</td>\n",
       "      <td>26.184466</td>\n",
       "      <td>103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TME_CommonPruefRegelLookup.readPruefRegelLookupGridDefinition</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>34</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TME_TmestmGroesse.readGroesseNachfolger</th>\n",
       "      <td>20</td>\n",
       "      <td>34</td>\n",
       "      <td>2676</td>\n",
       "      <td>26.760000</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TME_TmeCommonBusLookup.readBusLookupGridDefinition</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>18</td>\n",
       "      <td>0.180000</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TME_TmestmZaehlpunkt.readZaehlpunkt</th>\n",
       "      <td>4</td>\n",
       "      <td>152</td>\n",
       "      <td>1100</td>\n",
       "      <td>11.111111</td>\n",
       "      <td>99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TME_Tmeexp.readFilteredTmeExportMeldung</th>\n",
       "      <td>8</td>\n",
       "      <td>137</td>\n",
       "      <td>1844</td>\n",
       "      <td>18.816327</td>\n",
       "      <td>98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TME_ZaehlpunktGruppe.getAllKategorien</th>\n",
       "      <td>2</td>\n",
       "      <td>62</td>\n",
       "      <td>594</td>\n",
       "      <td>6.674157</td>\n",
       "      <td>89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TME_TmeNotiz.readNotizBezugKeys</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>23</td>\n",
       "      <td>0.261364</td>\n",
       "      <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TME_TmeNotiz.searchNotiz</th>\n",
       "      <td>3</td>\n",
       "      <td>242</td>\n",
       "      <td>1009</td>\n",
       "      <td>12.156627</td>\n",
       "      <td>83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TME_TmestmNetzobjekt.readNetzobjekt</th>\n",
       "      <td>6</td>\n",
       "      <td>18</td>\n",
       "      <td>727</td>\n",
       "      <td>9.202532</td>\n",
       "      <td>79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EXTBASE_Merkmal.readKlassenItems</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>76</td>\n",
       "      <td>1.055556</td>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EXTBASE_Merkmal.getVariableObjekte</th>\n",
       "      <td>14</td>\n",
       "      <td>100</td>\n",
       "      <td>1605</td>\n",
       "      <td>22.291667</td>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EXTBASE_Merkmal.getObjectPeriods</th>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>76</td>\n",
       "      <td>1.055556</td>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TME_TmestmGroesse.readRechvZeitbasis</th>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>19</td>\n",
       "      <td>0.263889</td>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EXTBASE_Liste.readListen</th>\n",
       "      <td>1</td>\n",
       "      <td>21</td>\n",
       "      <td>188</td>\n",
       "      <td>2.892308</td>\n",
       "      <td>65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>REPORT_Report.getReportDefinitionList</th>\n",
       "      <td>6</td>\n",
       "      <td>109</td>\n",
       "      <td>1128</td>\n",
       "      <td>17.353846</td>\n",
       "      <td>65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EXTBASE_RepGen.readRepGens</th>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>400</td>\n",
       "      <td>6.153846</td>\n",
       "      <td>65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EXTBASE_ScriptUserExit.readUserExits</th>\n",
       "      <td>2</td>\n",
       "      <td>43</td>\n",
       "      <td>592</td>\n",
       "      <td>9.107692</td>\n",
       "      <td>65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EXTBASE_PersonLookup.readLookupGridDefinition</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>19</td>\n",
       "      <td>0.301587</td>\n",
       "      <td>63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EXTBASE_ScriptDefinitionLookup.readLookupGridDefinition</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>15</td>\n",
       "      <td>0.245902</td>\n",
       "      <td>61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TME_TmestmTree.readNetzobjektTree</th>\n",
       "      <td>0</td>\n",
       "      <td>244</td>\n",
       "      <td>3847</td>\n",
       "      <td>65.203390</td>\n",
       "      <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EXTSYS_Dokva.readDokv</th>\n",
       "      <td>2</td>\n",
       "      <td>83</td>\n",
       "      <td>231</td>\n",
       "      <td>4.052632</td>\n",
       "      <td>57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TME_Tmeexp.readMarktrollen</th>\n",
       "      <td>3</td>\n",
       "      <td>17</td>\n",
       "      <td>252</td>\n",
       "      <td>7.875000</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TME_TmesysWgPruefRegel.readFilteredTmePruefRegelZuord</th>\n",
       "      <td>3</td>\n",
       "      <td>53</td>\n",
       "      <td>250</td>\n",
       "      <td>8.064516</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TME_Bus.readBusZyklen</th>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "      <td>94</td>\n",
       "      <td>3.133333</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TME_Zfastm.readInstanzByBusId</th>\n",
       "      <td>5</td>\n",
       "      <td>31</td>\n",
       "      <td>211</td>\n",
       "      <td>7.033333</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TME_CommonSearch.readZaehlpunktSearchGridDefinition</th>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>185</td>\n",
       "      <td>6.379310</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EXTSYS_Dokva.getDocumentList</th>\n",
       "      <td>2</td>\n",
       "      <td>140</td>\n",
       "      <td>959</td>\n",
       "      <td>33.068966</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TME_TmeEnvers.readRevisionsExportKanal</th>\n",
       "      <td>0</td>\n",
       "      <td>21</td>\n",
       "      <td>136</td>\n",
       "      <td>4.689655</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TME_Zfastm.readBus</th>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>78</td>\n",
       "      <td>2.689655</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EXTBASE_SchlLookup.readKeyLookup</th>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>77</td>\n",
       "      <td>2.750000</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TME_Tmeexp.readComboBoxItemsForUnterart</th>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>197</td>\n",
       "      <td>7.296296</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TME_Tmerev.readRevisionsschritte</th>\n",
       "      <td>10</td>\n",
       "      <td>53</td>\n",
       "      <td>493</td>\n",
       "      <td>18.259259</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TME_Tmegrd.readUnitGroesse</th>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>38</td>\n",
       "      <td>1.461538</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EXTSYS_Dokva.readUnterartValues</th>\n",
       "      <td>5</td>\n",
       "      <td>79</td>\n",
       "      <td>259</td>\n",
       "      <td>10.360000</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TME_TmeNotiz.readNotiz</th>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>123</td>\n",
       "      <td>4.920000</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TME_TmestmGroesse.readAswbMethode</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TME_TmestmGroesse.readGroesseGW</th>\n",
       "      <td>7</td>\n",
       "      <td>14</td>\n",
       "      <td>215</td>\n",
       "      <td>8.958333</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TME_TmestmGroesse.readAewbVerfahrenArbeit</th>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>85</td>\n",
       "      <td>3.541667</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TME_TmestmGroesse.readAewbVerfahren</th>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>90</td>\n",
       "      <td>3.750000</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TME_TmestmGroesse.readAufteilung</th>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>0.416667</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TME_Zfastm.readInstanzPeriods</th>\n",
       "      <td>4</td>\n",
       "      <td>12</td>\n",
       "      <td>137</td>\n",
       "      <td>5.708333</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TME_Tmeexp.readExportRegelTree</th>\n",
       "      <td>23</td>\n",
       "      <td>48</td>\n",
       "      <td>721</td>\n",
       "      <td>30.041667</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TME_TmestmGroesse.readRechvZeitbasisArbeit</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TME_TmestmGroesse.readWertermittlungSW</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0.208333</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EXTSYS_Parameter.readParameterTree</th>\n",
       "      <td>2</td>\n",
       "      <td>82</td>\n",
       "      <td>321</td>\n",
       "      <td>13.375000</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TME_TmestmGroesse.readWertermittlungTW</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>0.416667</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TME_TmestmGroesse.readWertermittlungMW</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TME_TmestmGroesse.readWertermittlungArbeit</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>0.291667</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EXTBASE_Login.readMandators</th>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>32</td>\n",
       "      <td>1.391304</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EXTBASE_PersonLookup.readKeyLookup</th>\n",
       "      <td>3</td>\n",
       "      <td>22</td>\n",
       "      <td>156</td>\n",
       "      <td>6.782609</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EXTBASE_Login.readRoles</th>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>81</td>\n",
       "      <td>3.521739</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                   time                        \\\n",
       "                                                    min  max   sum       mean   \n",
       "call                                                                            \n",
       "EXTBASE_Schluessel.readValues                         2   80  2375   5.163043   \n",
       "TME_CommonZaehlpunktLookup.readZaehlpunktLookup...    0   78   200   0.542005   \n",
       "EXTBASE_PartnerLookup.readLookupGridDefinition        0    8   112   0.397163   \n",
       "TME_ZaehlpunktGruppe.getAllZaehlpunktGruppen          1   33  1719   6.511364   \n",
       "TME_CommonNetzobjektLookup.readNetzobjektLookup...    1  121   640   3.878788   \n",
       "TME_CommonSearch.readCriteriaAttributes              19   80  5466  35.493506   \n",
       "TME_CommonZaehlpunktLookup.readZaehlpunktKeyLookup    4   15   691   5.663934   \n",
       "TME_CommonNetzobjektLookup.readNetzobjektKeyLookup    1   32   395   3.464912   \n",
       "TME_Tmegrd.readGroessenDefs                           2  137  2697  26.184466   \n",
       "TME_CommonPruefRegelLookup.readPruefRegelLookup...    0    2    34   0.333333   \n",
       "TME_TmestmGroesse.readGroesseNachfolger              20   34  2676  26.760000   \n",
       "TME_TmeCommonBusLookup.readBusLookupGridDefinition    0    3    18   0.180000   \n",
       "TME_TmestmZaehlpunkt.readZaehlpunkt                   4  152  1100  11.111111   \n",
       "TME_Tmeexp.readFilteredTmeExportMeldung               8  137  1844  18.816327   \n",
       "TME_ZaehlpunktGruppe.getAllKategorien                 2   62   594   6.674157   \n",
       "TME_TmeNotiz.readNotizBezugKeys                       0    1    23   0.261364   \n",
       "TME_TmeNotiz.searchNotiz                              3  242  1009  12.156627   \n",
       "TME_TmestmNetzobjekt.readNetzobjekt                   6   18   727   9.202532   \n",
       "EXTBASE_Merkmal.readKlassenItems                      0    3    76   1.055556   \n",
       "EXTBASE_Merkmal.getVariableObjekte                   14  100  1605  22.291667   \n",
       "EXTBASE_Merkmal.getObjectPeriods                      0    4    76   1.055556   \n",
       "TME_TmestmGroesse.readRechvZeitbasis                  0    5    19   0.263889   \n",
       "EXTBASE_Liste.readListen                              1   21   188   2.892308   \n",
       "REPORT_Report.getReportDefinitionList                 6  109  1128  17.353846   \n",
       "EXTBASE_RepGen.readRepGens                            1   25   400   6.153846   \n",
       "EXTBASE_ScriptUserExit.readUserExits                  2   43   592   9.107692   \n",
       "EXTBASE_PersonLookup.readLookupGridDefinition         0    2    19   0.301587   \n",
       "EXTBASE_ScriptDefinitionLookup.readLookupGridDe...    0    1    15   0.245902   \n",
       "TME_TmestmTree.readNetzobjektTree                     0  244  3847  65.203390   \n",
       "EXTSYS_Dokva.readDokv                                 2   83   231   4.052632   \n",
       "...                                                 ...  ...   ...        ...   \n",
       "TME_Tmeexp.readMarktrollen                            3   17   252   7.875000   \n",
       "TME_TmesysWgPruefRegel.readFilteredTmePruefRege...    3   53   250   8.064516   \n",
       "TME_Bus.readBusZyklen                                 2   15    94   3.133333   \n",
       "TME_Zfastm.readInstanzByBusId                         5   31   211   7.033333   \n",
       "TME_CommonSearch.readZaehlpunktSearchGridDefini...    0   20   185   6.379310   \n",
       "EXTSYS_Dokva.getDocumentList                          2  140   959  33.068966   \n",
       "TME_TmeEnvers.readRevisionsExportKanal                0   21   136   4.689655   \n",
       "TME_Zfastm.readBus                                    2    5    78   2.689655   \n",
       "EXTBASE_SchlLookup.readKeyLookup                      2    5    77   2.750000   \n",
       "TME_Tmeexp.readComboBoxItemsForUnterart               0   15   197   7.296296   \n",
       "TME_Tmerev.readRevisionsschritte                     10   53   493  18.259259   \n",
       "TME_Tmegrd.readUnitGroesse                            0    8    38   1.461538   \n",
       "EXTSYS_Dokva.readUnterartValues                       5   79   259  10.360000   \n",
       "TME_TmeNotiz.readNotiz                                4    8   123   4.920000   \n",
       "TME_TmestmGroesse.readAswbMethode                     0    0     0   0.000000   \n",
       "TME_TmestmGroesse.readGroesseGW                       7   14   215   8.958333   \n",
       "TME_TmestmGroesse.readAewbVerfahrenArbeit             3    7    85   3.541667   \n",
       "TME_TmestmGroesse.readAewbVerfahren                   3    7    90   3.750000   \n",
       "TME_TmestmGroesse.readAufteilung                      0    7    10   0.416667   \n",
       "TME_Zfastm.readInstanzPeriods                         4   12   137   5.708333   \n",
       "TME_Tmeexp.readExportRegelTree                       23   48   721  30.041667   \n",
       "TME_TmestmGroesse.readRechvZeitbasisArbeit            0    1     2   0.083333   \n",
       "TME_TmestmGroesse.readWertermittlungSW                0    1     5   0.208333   \n",
       "EXTSYS_Parameter.readParameterTree                    2   82   321  13.375000   \n",
       "TME_TmestmGroesse.readWertermittlungTW                0    1    10   0.416667   \n",
       "TME_TmestmGroesse.readWertermittlungMW                0    1     6   0.250000   \n",
       "TME_TmestmGroesse.readWertermittlungArbeit            0    1     7   0.291667   \n",
       "EXTBASE_Login.readMandators                           1    6    32   1.391304   \n",
       "EXTBASE_PersonLookup.readKeyLookup                    3   22   156   6.782609   \n",
       "EXTBASE_Login.readRoles                               2    6    81   3.521739   \n",
       "\n",
       "                                                   num_calls  \n",
       "                                                       count  \n",
       "call                                                          \n",
       "EXTBASE_Schluessel.readValues                            460  \n",
       "TME_CommonZaehlpunktLookup.readZaehlpunktLookup...       369  \n",
       "EXTBASE_PartnerLookup.readLookupGridDefinition           282  \n",
       "TME_ZaehlpunktGruppe.getAllZaehlpunktGruppen             264  \n",
       "TME_CommonNetzobjektLookup.readNetzobjektLookup...       165  \n",
       "TME_CommonSearch.readCriteriaAttributes                  154  \n",
       "TME_CommonZaehlpunktLookup.readZaehlpunktKeyLookup       122  \n",
       "TME_CommonNetzobjektLookup.readNetzobjektKeyLookup       114  \n",
       "TME_Tmegrd.readGroessenDefs                              103  \n",
       "TME_CommonPruefRegelLookup.readPruefRegelLookup...       102  \n",
       "TME_TmestmGroesse.readGroesseNachfolger                  100  \n",
       "TME_TmeCommonBusLookup.readBusLookupGridDefinition       100  \n",
       "TME_TmestmZaehlpunkt.readZaehlpunkt                       99  \n",
       "TME_Tmeexp.readFilteredTmeExportMeldung                   98  \n",
       "TME_ZaehlpunktGruppe.getAllKategorien                     89  \n",
       "TME_TmeNotiz.readNotizBezugKeys                           88  \n",
       "TME_TmeNotiz.searchNotiz                                  83  \n",
       "TME_TmestmNetzobjekt.readNetzobjekt                       79  \n",
       "EXTBASE_Merkmal.readKlassenItems                          72  \n",
       "EXTBASE_Merkmal.getVariableObjekte                        72  \n",
       "EXTBASE_Merkmal.getObjectPeriods                          72  \n",
       "TME_TmestmGroesse.readRechvZeitbasis                      72  \n",
       "EXTBASE_Liste.readListen                                  65  \n",
       "REPORT_Report.getReportDefinitionList                     65  \n",
       "EXTBASE_RepGen.readRepGens                                65  \n",
       "EXTBASE_ScriptUserExit.readUserExits                      65  \n",
       "EXTBASE_PersonLookup.readLookupGridDefinition             63  \n",
       "EXTBASE_ScriptDefinitionLookup.readLookupGridDe...        61  \n",
       "TME_TmestmTree.readNetzobjektTree                         59  \n",
       "EXTSYS_Dokva.readDokv                                     57  \n",
       "...                                                      ...  \n",
       "TME_Tmeexp.readMarktrollen                                32  \n",
       "TME_TmesysWgPruefRegel.readFilteredTmePruefRege...        31  \n",
       "TME_Bus.readBusZyklen                                     30  \n",
       "TME_Zfastm.readInstanzByBusId                             30  \n",
       "TME_CommonSearch.readZaehlpunktSearchGridDefini...        29  \n",
       "EXTSYS_Dokva.getDocumentList                              29  \n",
       "TME_TmeEnvers.readRevisionsExportKanal                    29  \n",
       "TME_Zfastm.readBus                                        29  \n",
       "EXTBASE_SchlLookup.readKeyLookup                          28  \n",
       "TME_Tmeexp.readComboBoxItemsForUnterart                   27  \n",
       "TME_Tmerev.readRevisionsschritte                          27  \n",
       "TME_Tmegrd.readUnitGroesse                                26  \n",
       "EXTSYS_Dokva.readUnterartValues                           25  \n",
       "TME_TmeNotiz.readNotiz                                    25  \n",
       "TME_TmestmGroesse.readAswbMethode                         24  \n",
       "TME_TmestmGroesse.readGroesseGW                           24  \n",
       "TME_TmestmGroesse.readAewbVerfahrenArbeit                 24  \n",
       "TME_TmestmGroesse.readAewbVerfahren                       24  \n",
       "TME_TmestmGroesse.readAufteilung                          24  \n",
       "TME_Zfastm.readInstanzPeriods                             24  \n",
       "TME_Tmeexp.readExportRegelTree                            24  \n",
       "TME_TmestmGroesse.readRechvZeitbasisArbeit                24  \n",
       "TME_TmestmGroesse.readWertermittlungSW                    24  \n",
       "EXTSYS_Parameter.readParameterTree                        24  \n",
       "TME_TmestmGroesse.readWertermittlungTW                    24  \n",
       "TME_TmestmGroesse.readWertermittlungMW                    24  \n",
       "TME_TmestmGroesse.readWertermittlungArbeit                24  \n",
       "EXTBASE_Login.readMandators                               23  \n",
       "EXTBASE_PersonLookup.readKeyLookup                        23  \n",
       "EXTBASE_Login.readRoles                                   23  \n",
       "\n",
       "[100 rows x 5 columns]"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_call_time = df[[\"colX\", \"time\"]]\n",
    "df_call_time.rename(columns={\"colX\":\"call\"}, inplace=True)\n",
    "print_statistic(df_call_time).head(20)\n",
    "# Statistik für \"colX\" (nur die ersten 20, sortiert nach Anzahl Aufrufen)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "\"['call2'] not in index\"",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-62-254b2339156b>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;31m# Gibt es Ausreißer bzgl. Laufzeit (Histogram-Ansicht?)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mdf_call_time\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"call2\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"time\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      3\u001b[0m \u001b[0mdf_call_time\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdf_call_time\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mdf_call_time\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcall2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0;34m\"nan\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0mmax_time\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdf_call_time\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtime\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmax\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0mnum_bins\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m10\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/srv/conda/lib/python3.6/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   2680\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mSeries\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mndarray\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mIndex\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2681\u001b[0m             \u001b[0;31m# either boolean or fancy integer index\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2682\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_array\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2683\u001b[0m         \u001b[0;32melif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mDataFrame\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2684\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_frame\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/srv/conda/lib/python3.6/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m_getitem_array\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   2724\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_take\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2725\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2726\u001b[0;31m             \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_convert_to_indexer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2727\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_take\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2728\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/srv/conda/lib/python3.6/site-packages/pandas/core/indexing.py\u001b[0m in \u001b[0;36m_convert_to_indexer\u001b[0;34m(self, obj, axis, is_setter)\u001b[0m\n\u001b[1;32m   1325\u001b[0m                 \u001b[0;32mif\u001b[0m \u001b[0mmask\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0many\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1326\u001b[0m                     raise KeyError('{mask} not in index'\n\u001b[0;32m-> 1327\u001b[0;31m                                    .format(mask=objarr[mask]))\n\u001b[0m\u001b[1;32m   1328\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1329\u001b[0m                 \u001b[0;32mreturn\u001b[0m \u001b[0mcom\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_values_from_object\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyError\u001b[0m: \"['call2'] not in index\""
     ]
    }
   ],
   "source": [
    "# Gibt es Ausreißer bzgl. Laufzeit (Histogram-Ansicht?)\n",
    "df_call_time = df[[\"call2\", \"time\"]]\n",
    "df_call_time = df_call_time[df_call_time.call2.astype(str) != \"nan\"]\n",
    "max_time = df_call_time.time.max()\n",
    "num_bins = 10\n",
    "bin_edge = max_time / num_bins\n",
    "bins = [bin_edge*i for i in range(0,num_bins+1) ]\n",
    "all_hists = []\n",
    "labels = []\n",
    "for call in df_call_time.call2.unique():\n",
    "    all_hists.append(df_call_time[df_call_time[\"call2\"]==call].time.tolist())\n",
    "    labels.append(call)\n",
    "\n",
    "plt.hist(all_hists, bins=bins, stacked=False,  alpha = 0.5, log=True, label=labels)\n",
    "\n",
    "plt.legend()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>0.0</td>\n",
       "      <td>2018-08-06 10:51:59.808</td>\n",
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       "      <td>2018-08-06 10:51:59.810</td>\n",
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       "      <th>5144</th>\n",
       "      <td>2018-08-06 10:52:59,517</td>\n",
       "      <td>SID_1533545563881</td>\n",
       "      <td>RID_3004</td>\n",
       "      <td>/gasx/extDirectAPI</td>\n",
       "      <td>10.110.113.10</td>\n",
       "      <td>0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>6792</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2018-08-06 10:52:59.517</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8063</th>\n",
       "      <td>2018-08-06 11:35:00,400</td>\n",
       "      <td>0</td>\n",
       "      <td>RID_4419</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>EXTBASE_Workspace.getMenu</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6688</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-08-06 11:35:00.400</td>\n",
       "      <td>EXTB</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8064</th>\n",
       "      <td>2018-08-06 11:35:00,402</td>\n",
       "      <td>SID_1533548086521</td>\n",
       "      <td>RID_4419</td>\n",
       "      <td>/gasx/extDirectAPI</td>\n",
       "      <td>10.110.113.10</td>\n",
       "      <td>0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>6691</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2018-08-06 11:35:00.402</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8664</th>\n",
       "      <td>2018-08-06 13:12:18,634</td>\n",
       "      <td>0</td>\n",
       "      <td>RID_7300</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>EXTBASE_Workspace.getMenu</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7226</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-08-06 13:12:18.634</td>\n",
       "      <td>EXTB</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8665</th>\n",
       "      <td>2018-08-06 13:12:18,637</td>\n",
       "      <td>SID_1533553928937</td>\n",
       "      <td>RID_7300</td>\n",
       "      <td>/gasx/extDirectAPI</td>\n",
       "      <td>10.110.113.10</td>\n",
       "      <td>0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>7229</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-08-06 13:12:18.637</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8680</th>\n",
       "      <td>2018-08-06 13:25:59,575</td>\n",
       "      <td>0</td>\n",
       "      <td>RID_7441</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>EXTBASE_Workspace.getMenu</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7247</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-08-06 13:25:59.575</td>\n",
       "      <td>EXTB</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8681</th>\n",
       "      <td>2018-08-06 13:25:59,578</td>\n",
       "      <td>SID_1533554742886</td>\n",
       "      <td>RID_7441</td>\n",
       "      <td>/gasx/extDirectAPI</td>\n",
       "      <td>10.110.113.10</td>\n",
       "      <td>0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>7250</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2018-08-06 13:25:59.578</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9397</th>\n",
       "      <td>2018-08-06 13:51:43,793</td>\n",
       "      <td>0</td>\n",
       "      <td>RID_7956</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>EXTBASE_Workspace.getMenu</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6744</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-08-06 13:51:43.793</td>\n",
       "      <td>EXTB</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9398</th>\n",
       "      <td>2018-08-06 13:51:43,795</td>\n",
       "      <td>SID_1533556295561</td>\n",
       "      <td>RID_7956</td>\n",
       "      <td>/gasx/extDirectAPI</td>\n",
       "      <td>10.110.113.10</td>\n",
       "      <td>0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>6746</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2018-08-06 13:51:43.795</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           ts                SID       RID  \\\n",
       "1334  2018-08-06 09:13:08,746                  0  RID_6052   \n",
       "1335  2018-08-06 09:13:08,749  SID_1533539581066  RID_6052   \n",
       "2103  2018-08-06 09:26:09,559  SID_1533535782666  RID_7164   \n",
       "2132  2018-08-06 09:26:29,682  SID_1533535782666  RID_7198   \n",
       "2174  2018-08-06 09:38:40,277  SID_1533535782666  RID_8538   \n",
       "4858  2018-08-06 10:47:08,362                  0  RID_1283   \n",
       "4859  2018-08-06 10:47:08,365  SID_1533545218923  RID_1283   \n",
       "5005  2018-08-06 10:49:45,657                  0  RID_1371   \n",
       "5006  2018-08-06 10:49:45,660  SID_1533545218923  RID_1371   \n",
       "5057  2018-08-06 10:51:07,151                  0  RID_2243   \n",
       "5058  2018-08-06 10:51:07,154  SID_1533545434962  RID_2243   \n",
       "5073  2018-08-06 10:51:59,808                  0  RID_2925   \n",
       "5074  2018-08-06 10:51:59,810  SID_1533545502119  RID_2925   \n",
       "5143  2018-08-06 10:52:59,515                  0  RID_3004   \n",
       "5144  2018-08-06 10:52:59,517  SID_1533545563881  RID_3004   \n",
       "8063  2018-08-06 11:35:00,400                  0  RID_4419   \n",
       "8064  2018-08-06 11:35:00,402  SID_1533548086521  RID_4419   \n",
       "8664  2018-08-06 13:12:18,634                  0  RID_7300   \n",
       "8665  2018-08-06 13:12:18,637  SID_1533553928937  RID_7300   \n",
       "8680  2018-08-06 13:25:59,575                  0  RID_7441   \n",
       "8681  2018-08-06 13:25:59,578  SID_1533554742886  RID_7441   \n",
       "9397  2018-08-06 13:51:43,793                  0  RID_7956   \n",
       "9398  2018-08-06 13:51:43,795  SID_1533556295561  RID_7956   \n",
       "\n",
       "                    call             ip                                 colX  \\\n",
       "1334                   0              0            EXTBASE_Workspace.getMenu   \n",
       "1335  /gasx/extDirectAPI  10.110.113.10                                    0   \n",
       "2103  /gasx/extDirectAPI   10.110.124.1                                    0   \n",
       "2132  /gasx/extDirectAPI   10.110.124.1                                    0   \n",
       "2174  /gasx/extDirectAPI   10.110.124.1                                    0   \n",
       "4858                   0              0            EXTBASE_Workspace.getMenu   \n",
       "4859  /gasx/extDirectAPI  10.110.113.10                                    0   \n",
       "5005                   0              0  EXTBASE_Workspace.readMenuListItems   \n",
       "5006  /gasx/extDirectAPI  10.110.113.10                                    0   \n",
       "5057                   0              0            EXTBASE_Workspace.getMenu   \n",
       "5058  /gasx/extDirectAPI  10.110.113.10                                    0   \n",
       "5073                   0              0            EXTBASE_Workspace.getMenu   \n",
       "5074  /gasx/extDirectAPI  10.110.113.10                                    0   \n",
       "5143                   0              0            EXTBASE_Workspace.getMenu   \n",
       "5144  /gasx/extDirectAPI  10.110.113.10                                    0   \n",
       "8063                   0              0            EXTBASE_Workspace.getMenu   \n",
       "8064  /gasx/extDirectAPI  10.110.113.10                                    0   \n",
       "8664                   0              0            EXTBASE_Workspace.getMenu   \n",
       "8665  /gasx/extDirectAPI  10.110.113.10                                    0   \n",
       "8680                   0              0            EXTBASE_Workspace.getMenu   \n",
       "8681  /gasx/extDirectAPI  10.110.113.10                                    0   \n",
       "9397                   0              0            EXTBASE_Workspace.getMenu   \n",
       "9398  /gasx/extDirectAPI  10.110.113.10                                    0   \n",
       "\n",
       "       colY   time  colZ             ts_datetime call2  \n",
       "1334    0.0   5924   0.0 2018-08-06 09:13:08.746  EXTB  \n",
       "1335  200.0   5928   6.0 2018-08-06 09:13:08.749   NaN  \n",
       "2103  200.0   8974   7.0 2018-08-06 09:26:09.559   NaN  \n",
       "2132  200.0   8965   7.0 2018-08-06 09:26:29.682   NaN  \n",
       "2174  200.0   5021   7.0 2018-08-06 09:38:40.277   NaN  \n",
       "4858    0.0   7399   0.0 2018-08-06 10:47:08.362  EXTB  \n",
       "4859  200.0   7402   6.0 2018-08-06 10:47:08.365   NaN  \n",
       "5005    0.0  10554   0.0 2018-08-06 10:49:45.657  EXTB  \n",
       "5006  200.0  10558   5.0 2018-08-06 10:49:45.660   NaN  \n",
       "5057    0.0  26795   0.0 2018-08-06 10:51:07.151  EXTB  \n",
       "5058  200.0  26799   1.0 2018-08-06 10:51:07.154   NaN  \n",
       "5073    0.0  11659   0.0 2018-08-06 10:51:59.808  EXTB  \n",
       "5074  200.0  11661   1.0 2018-08-06 10:51:59.810   NaN  \n",
       "5143    0.0   6790   0.0 2018-08-06 10:52:59.515  EXTB  \n",
       "5144  200.0   6792   7.0 2018-08-06 10:52:59.517   NaN  \n",
       "8063    0.0   6688   0.0 2018-08-06 11:35:00.400  EXTB  \n",
       "8064  200.0   6691   7.0 2018-08-06 11:35:00.402   NaN  \n",
       "8664    0.0   7226   0.0 2018-08-06 13:12:18.634  EXTB  \n",
       "8665  200.0   7229   0.0 2018-08-06 13:12:18.637   NaN  \n",
       "8680    0.0   7247   0.0 2018-08-06 13:25:59.575  EXTB  \n",
       "8681  200.0   7250   6.0 2018-08-06 13:25:59.578   NaN  \n",
       "9397    0.0   6744   0.0 2018-08-06 13:51:43.793  EXTB  \n",
       "9398  200.0   6746   8.0 2018-08-06 13:51:43.795   NaN  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Anzeigen der Ausreßer:\n",
    "schwelle = 5000\n",
    "df[df[\"time\"] > schwelle]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7da1e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Anzahl Requests pro Zeit (Bedienerzeiten erkennen)\n",
    "# Wenn kein Request 10 minuten ankam wäre es ja eine Grundlast – ich würde dann ein anderes Log ggf. dagegenhalten)\n",
    "df_call_time = df[[\"call2\", \"time\",\"ts\"]]\n",
    "df_call_time = df_call_time[df_call_time.call2.astype(str) != \"nan\"]\n",
    "\n",
    "df_call_time[\"ts\"] = df_call_time[\"ts\"].str[0:16]\n",
    "df_call_time.sort_values([\"call2\",\"ts\"], inplace=True)\n",
    "df_call_time = df_call_time.groupby([\"call2\",\"ts\"]).agg({\"time\":\"sum\"})\n",
    "df_call_time.reset_index(inplace=True)\n",
    "df_call_time\n",
    "num = 221\n",
    "plt.figure(1)\n",
    "for call in df_call_time.call2.unique():\n",
    "    df_call_time_subset = df_call_time[df_call_time[\"call2\"]==call]\n",
    "    plt.subplot(num)\n",
    "    num += 1\n",
    "#    print(df_call_time_subset)\n",
    "    step_length = len(df_call_time_subset)//10\n",
    "    plt.plot(df_call_time_subset[\"ts\"].tolist(), df_call_time_subset[\"time\"].tolist(), label=str(call))    \n",
    "    plt.xticks(df_call_time_subset[\"ts\"].tolist()[0::step_length], df_call_time_subset[\"ts\"].str[11:16].tolist()[0::step_length], rotation=45)\n",
    "    plt.legend()\n",
    "    plt.grid(True)\n",
    "    plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th colspan=\"5\" halign=\"left\">time</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>min</th>\n",
       "      <th>max</th>\n",
       "      <th>sum</th>\n",
       "      <th>mean</th>\n",
       "      <th>count</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>colX</th>\n",
       "      <th>RID</th>\n",
       "      <th>ts_minute</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 rowspan=\"12\" valign=\"top\">TME_ZaehlpunktGruppe.getAllZaehlpunktGruppen</th>\n",
       "      <th>RID_989</th>\n",
       "      <th>2018-08-06 10:40</th>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>29</td>\n",
       "      <td>2.636364</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RID_3029</th>\n",
       "      <th>2018-08-06 10:53</th>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>26</td>\n",
       "      <td>2.363636</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RID_9618</th>\n",
       "      <th>2018-08-06 09:56</th>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>45</td>\n",
       "      <td>4.090909</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RID_929</th>\n",
       "      <th>2018-08-06 10:40</th>\n",
       "      <td>1</td>\n",
       "      <td>16</td>\n",
       "      <td>61</td>\n",
       "      <td>5.545455</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RID_833</th>\n",
       "      <th>2018-08-06 10:38</th>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>63</td>\n",
       "      <td>5.727273</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RID_770</th>\n",
       "      <th>2018-08-06 10:37</th>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>33</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RID_11447</th>\n",
       "      <th>2018-08-06 15:40</th>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "      <td>57</td>\n",
       "      <td>5.181818</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RID_1171</th>\n",
       "      <th>2018-08-06 10:44</th>\n",
       "      <td>1</td>\n",
       "      <td>19</td>\n",
       "      <td>67</td>\n",
       "      <td>6.090909</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RID_1095</th>\n",
       "      <th>2018-08-06 10:42</th>\n",
       "      <td>4</td>\n",
       "      <td>33</td>\n",
       "      <td>194</td>\n",
       "      <td>17.636364</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RID_12019</th>\n",
       "      <th>2018-08-06 16:16</th>\n",
       "      <td>2</td>\n",
       "      <td>16</td>\n",
       "      <td>84</td>\n",
       "      <td>7.636364</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RID_1228</th>\n",
       "      <th>2018-08-06 10:44</th>\n",
       "      <td>1</td>\n",
       "      <td>16</td>\n",
       "      <td>35</td>\n",
       "      <td>3.181818</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RID_1140</th>\n",
       "      <th>2018-08-06 10:42</th>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>20</td>\n",
       "      <td>2.222222</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">EXTBASE_Schluessel.readValues</th>\n",
       "      <th>RID_14558</th>\n",
       "      <th>2018-08-06 17:09</th>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>23</td>\n",
       "      <td>3.285714</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RID_8549</th>\n",
       "      <th>2018-08-06 14:17</th>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>21</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RID_1295</th>\n",
       "      <th>2018-08-06 10:47</th>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>26</td>\n",
       "      <td>3.714286</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RID_9657</th>\n",
       "      <th>2018-08-06 09:58</th>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>22</td>\n",
       "      <td>3.142857</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">TME_CommonSearch.readCriteriaAttributes</th>\n",
       "      <th>RID_11447</th>\n",
       "      <th>2018-08-06 15:40</th>\n",
       "      <td>21</td>\n",
       "      <td>79</td>\n",
       "      <td>299</td>\n",
       "      <td>49.833333</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RID_1140</th>\n",
       "      <th>2018-08-06 10:42</th>\n",
       "      <td>21</td>\n",
       "      <td>31</td>\n",
       "      <td>154</td>\n",
       "      <td>25.666667</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RID_1095</th>\n",
       "      <th>2018-08-06 10:42</th>\n",
       "      <td>19</td>\n",
       "      <td>41</td>\n",
       "      <td>173</td>\n",
       "      <td>28.833333</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EXTBASE_Schluessel.readValues</th>\n",
       "      <th>RID_7734</th>\n",
       "      <th>2018-08-06 13:40</th>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>39</td>\n",
       "      <td>6.500000</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"9\" valign=\"top\">TME_CommonSearch.readCriteriaAttributes</th>\n",
       "      <th>RID_12019</th>\n",
       "      <th>2018-08-06 16:16</th>\n",
       "      <td>22</td>\n",
       "      <td>26</td>\n",
       "      <td>144</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RID_1171</th>\n",
       "      <th>2018-08-06 10:44</th>\n",
       "      <td>20</td>\n",
       "      <td>44</td>\n",
       "      <td>198</td>\n",
       "      <td>33.000000</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RID_1228</th>\n",
       "      <th>2018-08-06 10:44</th>\n",
       "      <td>28</td>\n",
       "      <td>43</td>\n",
       "      <td>198</td>\n",
       "      <td>33.000000</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RID_770</th>\n",
       "      <th>2018-08-06 10:37</th>\n",
       "      <td>29</td>\n",
       "      <td>39</td>\n",
       "      <td>206</td>\n",
       "      <td>34.333333</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RID_833</th>\n",
       "      <th>2018-08-06 10:38</th>\n",
       "      <td>24</td>\n",
       "      <td>47</td>\n",
       "      <td>229</td>\n",
       "      <td>38.166667</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RID_929</th>\n",
       "      <th>2018-08-06 10:40</th>\n",
       "      <td>23</td>\n",
       "      <td>39</td>\n",
       "      <td>174</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RID_9618</th>\n",
       "      <th>2018-08-06 09:56</th>\n",
       "      <td>25</td>\n",
       "      <td>38</td>\n",
       "      <td>186</td>\n",
       "      <td>31.000000</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RID_989</th>\n",
       "      <th>2018-08-06 10:40</th>\n",
       "      <td>22</td>\n",
       "      <td>35</td>\n",
       "      <td>171</td>\n",
       "      <td>28.500000</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RID_3029</th>\n",
       "      <th>2018-08-06 10:53</th>\n",
       "      <td>20</td>\n",
       "      <td>41</td>\n",
       "      <td>190</td>\n",
       "      <td>31.666667</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TME_ZaehlpunktGruppe.getAllKategorien</th>\n",
       "      <th>RID_11447</th>\n",
       "      <th>2018-08-06 15:40</th>\n",
       "      <td>2</td>\n",
       "      <td>62</td>\n",
       "      <td>73</td>\n",
       "      <td>14.600000</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EXTBASE_Schluessel.readValues</th>\n",
       "      <th>RID_1095</th>\n",
       "      <th>2018-08-06 10:42</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TME_CommonZaehlpunktLookup.readZaehlpunktLookupGridDefinition</th>\n",
       "      <th>RID_5433</th>\n",
       "      <th>2018-08-06 09:07</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"8\" valign=\"top\">TME_TmeNotiz.getBetreff</th>\n",
       "      <th>RID_8524</th>\n",
       "      <th>2018-08-06 14:16</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RID_7975</th>\n",
       "      <th>2018-08-06 13:53</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RID_7972</th>\n",
       "      <th>2018-08-06 13:52</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RID_4484</th>\n",
       "      <th>2018-08-06 08:54</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RID_4367</th>\n",
       "      <th>2018-08-06 08:52</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RID_4344</th>\n",
       "      <th>2018-08-06 08:52</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RID_4288</th>\n",
       "      <th>2018-08-06 08:51</th>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RID_3762</th>\n",
       "      <th>2018-08-06 11:13</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TME_StoerMeldungen.readStatusKeys</th>\n",
       "      <th>RID_9009</th>\n",
       "      <th>2018-08-06 14:47</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TME_DelAdresseLookup.readKeyLookup</th>\n",
       "      <th>RID_5914</th>\n",
       "      <th>2018-08-06 09:12</th>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">EXTBASE_PersonLookup.readLookupGridDefinition</th>\n",
       "      <th>RID_14883</th>\n",
       "      <th>2018-08-06 17:25</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RID_14972</th>\n",
       "      <th>2018-08-06 17:28</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RID_7828</th>\n",
       "      <th>2018-08-06 13:44</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TME_CommonZaehlpunktLookup.readZaehlpunktLookupGridDefinition</th>\n",
       "      <th>RID_9724</th>\n",
       "      <th>2018-08-06 09:59</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">EXTBASE_PersonLookup.readLookupGridDefinition</th>\n",
       "      <th>RID_7887</th>\n",
       "      <th>2018-08-06 13:48</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RID_8112</th>\n",
       "      <th>2018-08-06 13:58</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RID_8223</th>\n",
       "      <th>2018-08-06 14:01</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RID_8303</th>\n",
       "      <th>2018-08-06 14:06</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RID_8485</th>\n",
       "      <th>2018-08-06 14:13</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RID_8714</th>\n",
       "      <th>2018-08-06 14:23</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EXTBASE_RepGen.readRepGens</th>\n",
       "      <th>RID_5433</th>\n",
       "      <th>2018-08-06 09:07</th>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TME_CommonZaehlpunktLookup.readZaehlpunktLookupGridDefinition</th>\n",
       "      <th>RID_7156</th>\n",
       "      <th>2018-08-06 13:00</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EXTBASE_RepGen.readRepGens</th>\n",
       "      <th>RID_5471</th>\n",
       "      <th>2018-08-06 09:07</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EXTBASE_CommEndpoint.readTypes</th>\n",
       "      <th>RID_14558</th>\n",
       "      <th>2018-08-06 17:09</th>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">TME_CommonZaehlpunktLookup.readZaehlpunktLookupGridDefinition</th>\n",
       "      <th>RID_6988</th>\n",
       "      <th>2018-08-06 12:52</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RID_6148</th>\n",
       "      <th>2018-08-06 09:13</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RID_5471</th>\n",
       "      <th>2018-08-06 09:07</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EXTBASE_CommEndpoint.readTypes</th>\n",
       "      <th>RID_1295</th>\n",
       "      <th>2018-08-06 10:47</th>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>741 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                              time  \\\n",
       "                                                                               min   \n",
       "colX                                               RID       ts_minute               \n",
       "TME_ZaehlpunktGruppe.getAllZaehlpunktGruppen       RID_989   2018-08-06 10:40    2   \n",
       "                                                   RID_3029  2018-08-06 10:53    1   \n",
       "                                                   RID_9618  2018-08-06 09:56    2   \n",
       "                                                   RID_929   2018-08-06 10:40    1   \n",
       "                                                   RID_833   2018-08-06 10:38    1   \n",
       "                                                   RID_770   2018-08-06 10:37    1   \n",
       "                                                   RID_11447 2018-08-06 15:40    2   \n",
       "                                                   RID_1171  2018-08-06 10:44    1   \n",
       "                                                   RID_1095  2018-08-06 10:42    4   \n",
       "                                                   RID_12019 2018-08-06 16:16    2   \n",
       "                                                   RID_1228  2018-08-06 10:44    1   \n",
       "                                                   RID_1140  2018-08-06 10:42    1   \n",
       "EXTBASE_Schluessel.readValues                      RID_14558 2018-08-06 17:09    2   \n",
       "                                                   RID_8549  2018-08-06 14:17    2   \n",
       "                                                   RID_1295  2018-08-06 10:47    2   \n",
       "                                                   RID_9657  2018-08-06 09:58    2   \n",
       "TME_CommonSearch.readCriteriaAttributes            RID_11447 2018-08-06 15:40   21   \n",
       "                                                   RID_1140  2018-08-06 10:42   21   \n",
       "                                                   RID_1095  2018-08-06 10:42   19   \n",
       "EXTBASE_Schluessel.readValues                      RID_7734  2018-08-06 13:40    2   \n",
       "TME_CommonSearch.readCriteriaAttributes            RID_12019 2018-08-06 16:16   22   \n",
       "                                                   RID_1171  2018-08-06 10:44   20   \n",
       "                                                   RID_1228  2018-08-06 10:44   28   \n",
       "                                                   RID_770   2018-08-06 10:37   29   \n",
       "                                                   RID_833   2018-08-06 10:38   24   \n",
       "                                                   RID_929   2018-08-06 10:40   23   \n",
       "                                                   RID_9618  2018-08-06 09:56   25   \n",
       "                                                   RID_989   2018-08-06 10:40   22   \n",
       "                                                   RID_3029  2018-08-06 10:53   20   \n",
       "TME_ZaehlpunktGruppe.getAllKategorien              RID_11447 2018-08-06 15:40    2   \n",
       "...                                                                            ...   \n",
       "EXTBASE_Schluessel.readValues                      RID_1095  2018-08-06 10:42    2   \n",
       "TME_CommonZaehlpunktLookup.readZaehlpunktLookup... RID_5433  2018-08-06 09:07    0   \n",
       "TME_TmeNotiz.getBetreff                            RID_8524  2018-08-06 14:16    3   \n",
       "                                                   RID_7975  2018-08-06 13:53    4   \n",
       "                                                   RID_7972  2018-08-06 13:52    4   \n",
       "                                                   RID_4484  2018-08-06 08:54    4   \n",
       "                                                   RID_4367  2018-08-06 08:52    4   \n",
       "                                                   RID_4344  2018-08-06 08:52    3   \n",
       "                                                   RID_4288  2018-08-06 08:51   10   \n",
       "                                                   RID_3762  2018-08-06 11:13    5   \n",
       "TME_StoerMeldungen.readStatusKeys                  RID_9009  2018-08-06 14:47    1   \n",
       "TME_DelAdresseLookup.readKeyLookup                 RID_5914  2018-08-06 09:12    7   \n",
       "EXTBASE_PersonLookup.readLookupGridDefinition      RID_14883 2018-08-06 17:25    0   \n",
       "                                                   RID_14972 2018-08-06 17:28    0   \n",
       "                                                   RID_7828  2018-08-06 13:44    0   \n",
       "TME_CommonZaehlpunktLookup.readZaehlpunktLookup... RID_9724  2018-08-06 09:59    0   \n",
       "EXTBASE_PersonLookup.readLookupGridDefinition      RID_7887  2018-08-06 13:48    0   \n",
       "                                                   RID_8112  2018-08-06 13:58    0   \n",
       "                                                   RID_8223  2018-08-06 14:01    0   \n",
       "                                                   RID_8303  2018-08-06 14:06    1   \n",
       "                                                   RID_8485  2018-08-06 14:13    0   \n",
       "                                                   RID_8714  2018-08-06 14:23    0   \n",
       "EXTBASE_RepGen.readRepGens                         RID_5433  2018-08-06 09:07    7   \n",
       "TME_CommonZaehlpunktLookup.readZaehlpunktLookup... RID_7156  2018-08-06 13:00    0   \n",
       "EXTBASE_RepGen.readRepGens                         RID_5471  2018-08-06 09:07    1   \n",
       "EXTBASE_CommEndpoint.readTypes                     RID_14558 2018-08-06 17:09    9   \n",
       "TME_CommonZaehlpunktLookup.readZaehlpunktLookup... RID_6988  2018-08-06 12:52    0   \n",
       "                                                   RID_6148  2018-08-06 09:13    0   \n",
       "                                                   RID_5471  2018-08-06 09:07    0   \n",
       "EXTBASE_CommEndpoint.readTypes                     RID_1295  2018-08-06 10:47   10   \n",
       "\n",
       "                                                                                   \\\n",
       "                                                                              max   \n",
       "colX                                               RID       ts_minute              \n",
       "TME_ZaehlpunktGruppe.getAllZaehlpunktGruppen       RID_989   2018-08-06 10:40   4   \n",
       "                                                   RID_3029  2018-08-06 10:53   5   \n",
       "                                                   RID_9618  2018-08-06 09:56   8   \n",
       "                                                   RID_929   2018-08-06 10:40  16   \n",
       "                                                   RID_833   2018-08-06 10:38  12   \n",
       "                                                   RID_770   2018-08-06 10:37   6   \n",
       "                                                   RID_11447 2018-08-06 15:40  15   \n",
       "                                                   RID_1171  2018-08-06 10:44  19   \n",
       "                                                   RID_1095  2018-08-06 10:42  33   \n",
       "                                                   RID_12019 2018-08-06 16:16  16   \n",
       "                                                   RID_1228  2018-08-06 10:44  16   \n",
       "                                                   RID_1140  2018-08-06 10:42   4   \n",
       "EXTBASE_Schluessel.readValues                      RID_14558 2018-08-06 17:09   5   \n",
       "                                                   RID_8549  2018-08-06 14:17   5   \n",
       "                                                   RID_1295  2018-08-06 10:47   5   \n",
       "                                                   RID_9657  2018-08-06 09:58   6   \n",
       "TME_CommonSearch.readCriteriaAttributes            RID_11447 2018-08-06 15:40  79   \n",
       "                                                   RID_1140  2018-08-06 10:42  31   \n",
       "                                                   RID_1095  2018-08-06 10:42  41   \n",
       "EXTBASE_Schluessel.readValues                      RID_7734  2018-08-06 13:40  10   \n",
       "TME_CommonSearch.readCriteriaAttributes            RID_12019 2018-08-06 16:16  26   \n",
       "                                                   RID_1171  2018-08-06 10:44  44   \n",
       "                                                   RID_1228  2018-08-06 10:44  43   \n",
       "                                                   RID_770   2018-08-06 10:37  39   \n",
       "                                                   RID_833   2018-08-06 10:38  47   \n",
       "                                                   RID_929   2018-08-06 10:40  39   \n",
       "                                                   RID_9618  2018-08-06 09:56  38   \n",
       "                                                   RID_989   2018-08-06 10:40  35   \n",
       "                                                   RID_3029  2018-08-06 10:53  41   \n",
       "TME_ZaehlpunktGruppe.getAllKategorien              RID_11447 2018-08-06 15:40  62   \n",
       "...                                                                            ..   \n",
       "EXTBASE_Schluessel.readValues                      RID_1095  2018-08-06 10:42   2   \n",
       "TME_CommonZaehlpunktLookup.readZaehlpunktLookup... RID_5433  2018-08-06 09:07   0   \n",
       "TME_TmeNotiz.getBetreff                            RID_8524  2018-08-06 14:16   3   \n",
       "                                                   RID_7975  2018-08-06 13:53   4   \n",
       "                                                   RID_7972  2018-08-06 13:52   4   \n",
       "                                                   RID_4484  2018-08-06 08:54   4   \n",
       "                                                   RID_4367  2018-08-06 08:52   4   \n",
       "                                                   RID_4344  2018-08-06 08:52   3   \n",
       "                                                   RID_4288  2018-08-06 08:51  10   \n",
       "                                                   RID_3762  2018-08-06 11:13   5   \n",
       "TME_StoerMeldungen.readStatusKeys                  RID_9009  2018-08-06 14:47   1   \n",
       "TME_DelAdresseLookup.readKeyLookup                 RID_5914  2018-08-06 09:12   7   \n",
       "EXTBASE_PersonLookup.readLookupGridDefinition      RID_14883 2018-08-06 17:25   0   \n",
       "                                                   RID_14972 2018-08-06 17:28   0   \n",
       "                                                   RID_7828  2018-08-06 13:44   0   \n",
       "TME_CommonZaehlpunktLookup.readZaehlpunktLookup... RID_9724  2018-08-06 09:59   0   \n",
       "EXTBASE_PersonLookup.readLookupGridDefinition      RID_7887  2018-08-06 13:48   0   \n",
       "                                                   RID_8112  2018-08-06 13:58   0   \n",
       "                                                   RID_8223  2018-08-06 14:01   0   \n",
       "                                                   RID_8303  2018-08-06 14:06   1   \n",
       "                                                   RID_8485  2018-08-06 14:13   0   \n",
       "                                                   RID_8714  2018-08-06 14:23   0   \n",
       "EXTBASE_RepGen.readRepGens                         RID_5433  2018-08-06 09:07   7   \n",
       "TME_CommonZaehlpunktLookup.readZaehlpunktLookup... RID_7156  2018-08-06 13:00   0   \n",
       "EXTBASE_RepGen.readRepGens                         RID_5471  2018-08-06 09:07   1   \n",
       "EXTBASE_CommEndpoint.readTypes                     RID_14558 2018-08-06 17:09   9   \n",
       "TME_CommonZaehlpunktLookup.readZaehlpunktLookup... RID_6988  2018-08-06 12:52   0   \n",
       "                                                   RID_6148  2018-08-06 09:13   0   \n",
       "                                                   RID_5471  2018-08-06 09:07   0   \n",
       "EXTBASE_CommEndpoint.readTypes                     RID_1295  2018-08-06 10:47  10   \n",
       "\n",
       "                                                                                    \\\n",
       "                                                                               sum   \n",
       "colX                                               RID       ts_minute               \n",
       "TME_ZaehlpunktGruppe.getAllZaehlpunktGruppen       RID_989   2018-08-06 10:40   29   \n",
       "                                                   RID_3029  2018-08-06 10:53   26   \n",
       "                                                   RID_9618  2018-08-06 09:56   45   \n",
       "                                                   RID_929   2018-08-06 10:40   61   \n",
       "                                                   RID_833   2018-08-06 10:38   63   \n",
       "                                                   RID_770   2018-08-06 10:37   33   \n",
       "                                                   RID_11447 2018-08-06 15:40   57   \n",
       "                                                   RID_1171  2018-08-06 10:44   67   \n",
       "                                                   RID_1095  2018-08-06 10:42  194   \n",
       "                                                   RID_12019 2018-08-06 16:16   84   \n",
       "                                                   RID_1228  2018-08-06 10:44   35   \n",
       "                                                   RID_1140  2018-08-06 10:42   20   \n",
       "EXTBASE_Schluessel.readValues                      RID_14558 2018-08-06 17:09   23   \n",
       "                                                   RID_8549  2018-08-06 14:17   21   \n",
       "                                                   RID_1295  2018-08-06 10:47   26   \n",
       "                                                   RID_9657  2018-08-06 09:58   22   \n",
       "TME_CommonSearch.readCriteriaAttributes            RID_11447 2018-08-06 15:40  299   \n",
       "                                                   RID_1140  2018-08-06 10:42  154   \n",
       "                                                   RID_1095  2018-08-06 10:42  173   \n",
       "EXTBASE_Schluessel.readValues                      RID_7734  2018-08-06 13:40   39   \n",
       "TME_CommonSearch.readCriteriaAttributes            RID_12019 2018-08-06 16:16  144   \n",
       "                                                   RID_1171  2018-08-06 10:44  198   \n",
       "                                                   RID_1228  2018-08-06 10:44  198   \n",
       "                                                   RID_770   2018-08-06 10:37  206   \n",
       "                                                   RID_833   2018-08-06 10:38  229   \n",
       "                                                   RID_929   2018-08-06 10:40  174   \n",
       "                                                   RID_9618  2018-08-06 09:56  186   \n",
       "                                                   RID_989   2018-08-06 10:40  171   \n",
       "                                                   RID_3029  2018-08-06 10:53  190   \n",
       "TME_ZaehlpunktGruppe.getAllKategorien              RID_11447 2018-08-06 15:40   73   \n",
       "...                                                                            ...   \n",
       "EXTBASE_Schluessel.readValues                      RID_1095  2018-08-06 10:42    2   \n",
       "TME_CommonZaehlpunktLookup.readZaehlpunktLookup... RID_5433  2018-08-06 09:07    0   \n",
       "TME_TmeNotiz.getBetreff                            RID_8524  2018-08-06 14:16    3   \n",
       "                                                   RID_7975  2018-08-06 13:53    4   \n",
       "                                                   RID_7972  2018-08-06 13:52    4   \n",
       "                                                   RID_4484  2018-08-06 08:54    4   \n",
       "                                                   RID_4367  2018-08-06 08:52    4   \n",
       "                                                   RID_4344  2018-08-06 08:52    3   \n",
       "                                                   RID_4288  2018-08-06 08:51   10   \n",
       "                                                   RID_3762  2018-08-06 11:13    5   \n",
       "TME_StoerMeldungen.readStatusKeys                  RID_9009  2018-08-06 14:47    1   \n",
       "TME_DelAdresseLookup.readKeyLookup                 RID_5914  2018-08-06 09:12    7   \n",
       "EXTBASE_PersonLookup.readLookupGridDefinition      RID_14883 2018-08-06 17:25    0   \n",
       "                                                   RID_14972 2018-08-06 17:28    0   \n",
       "                                                   RID_7828  2018-08-06 13:44    0   \n",
       "TME_CommonZaehlpunktLookup.readZaehlpunktLookup... RID_9724  2018-08-06 09:59    0   \n",
       "EXTBASE_PersonLookup.readLookupGridDefinition      RID_7887  2018-08-06 13:48    0   \n",
       "                                                   RID_8112  2018-08-06 13:58    0   \n",
       "                                                   RID_8223  2018-08-06 14:01    0   \n",
       "                                                   RID_8303  2018-08-06 14:06    1   \n",
       "                                                   RID_8485  2018-08-06 14:13    0   \n",
       "                                                   RID_8714  2018-08-06 14:23    0   \n",
       "EXTBASE_RepGen.readRepGens                         RID_5433  2018-08-06 09:07    7   \n",
       "TME_CommonZaehlpunktLookup.readZaehlpunktLookup... RID_7156  2018-08-06 13:00    0   \n",
       "EXTBASE_RepGen.readRepGens                         RID_5471  2018-08-06 09:07    1   \n",
       "EXTBASE_CommEndpoint.readTypes                     RID_14558 2018-08-06 17:09    9   \n",
       "TME_CommonZaehlpunktLookup.readZaehlpunktLookup... RID_6988  2018-08-06 12:52    0   \n",
       "                                                   RID_6148  2018-08-06 09:13    0   \n",
       "                                                   RID_5471  2018-08-06 09:07    0   \n",
       "EXTBASE_CommEndpoint.readTypes                     RID_1295  2018-08-06 10:47   10   \n",
       "\n",
       "                                                                                          \\\n",
       "                                                                                    mean   \n",
       "colX                                               RID       ts_minute                     \n",
       "TME_ZaehlpunktGruppe.getAllZaehlpunktGruppen       RID_989   2018-08-06 10:40   2.636364   \n",
       "                                                   RID_3029  2018-08-06 10:53   2.363636   \n",
       "                                                   RID_9618  2018-08-06 09:56   4.090909   \n",
       "                                                   RID_929   2018-08-06 10:40   5.545455   \n",
       "                                                   RID_833   2018-08-06 10:38   5.727273   \n",
       "                                                   RID_770   2018-08-06 10:37   3.000000   \n",
       "                                                   RID_11447 2018-08-06 15:40   5.181818   \n",
       "                                                   RID_1171  2018-08-06 10:44   6.090909   \n",
       "                                                   RID_1095  2018-08-06 10:42  17.636364   \n",
       "                                                   RID_12019 2018-08-06 16:16   7.636364   \n",
       "                                                   RID_1228  2018-08-06 10:44   3.181818   \n",
       "                                                   RID_1140  2018-08-06 10:42   2.222222   \n",
       "EXTBASE_Schluessel.readValues                      RID_14558 2018-08-06 17:09   3.285714   \n",
       "                                                   RID_8549  2018-08-06 14:17   3.000000   \n",
       "                                                   RID_1295  2018-08-06 10:47   3.714286   \n",
       "                                                   RID_9657  2018-08-06 09:58   3.142857   \n",
       "TME_CommonSearch.readCriteriaAttributes            RID_11447 2018-08-06 15:40  49.833333   \n",
       "                                                   RID_1140  2018-08-06 10:42  25.666667   \n",
       "                                                   RID_1095  2018-08-06 10:42  28.833333   \n",
       "EXTBASE_Schluessel.readValues                      RID_7734  2018-08-06 13:40   6.500000   \n",
       "TME_CommonSearch.readCriteriaAttributes            RID_12019 2018-08-06 16:16  24.000000   \n",
       "                                                   RID_1171  2018-08-06 10:44  33.000000   \n",
       "                                                   RID_1228  2018-08-06 10:44  33.000000   \n",
       "                                                   RID_770   2018-08-06 10:37  34.333333   \n",
       "                                                   RID_833   2018-08-06 10:38  38.166667   \n",
       "                                                   RID_929   2018-08-06 10:40  29.000000   \n",
       "                                                   RID_9618  2018-08-06 09:56  31.000000   \n",
       "                                                   RID_989   2018-08-06 10:40  28.500000   \n",
       "                                                   RID_3029  2018-08-06 10:53  31.666667   \n",
       "TME_ZaehlpunktGruppe.getAllKategorien              RID_11447 2018-08-06 15:40  14.600000   \n",
       "...                                                                                  ...   \n",
       "EXTBASE_Schluessel.readValues                      RID_1095  2018-08-06 10:42   2.000000   \n",
       "TME_CommonZaehlpunktLookup.readZaehlpunktLookup... RID_5433  2018-08-06 09:07   0.000000   \n",
       "TME_TmeNotiz.getBetreff                            RID_8524  2018-08-06 14:16   3.000000   \n",
       "                                                   RID_7975  2018-08-06 13:53   4.000000   \n",
       "                                                   RID_7972  2018-08-06 13:52   4.000000   \n",
       "                                                   RID_4484  2018-08-06 08:54   4.000000   \n",
       "                                                   RID_4367  2018-08-06 08:52   4.000000   \n",
       "                                                   RID_4344  2018-08-06 08:52   3.000000   \n",
       "                                                   RID_4288  2018-08-06 08:51  10.000000   \n",
       "                                                   RID_3762  2018-08-06 11:13   5.000000   \n",
       "TME_StoerMeldungen.readStatusKeys                  RID_9009  2018-08-06 14:47   1.000000   \n",
       "TME_DelAdresseLookup.readKeyLookup                 RID_5914  2018-08-06 09:12   7.000000   \n",
       "EXTBASE_PersonLookup.readLookupGridDefinition      RID_14883 2018-08-06 17:25   0.000000   \n",
       "                                                   RID_14972 2018-08-06 17:28   0.000000   \n",
       "                                                   RID_7828  2018-08-06 13:44   0.000000   \n",
       "TME_CommonZaehlpunktLookup.readZaehlpunktLookup... RID_9724  2018-08-06 09:59   0.000000   \n",
       "EXTBASE_PersonLookup.readLookupGridDefinition      RID_7887  2018-08-06 13:48   0.000000   \n",
       "                                                   RID_8112  2018-08-06 13:58   0.000000   \n",
       "                                                   RID_8223  2018-08-06 14:01   0.000000   \n",
       "                                                   RID_8303  2018-08-06 14:06   1.000000   \n",
       "                                                   RID_8485  2018-08-06 14:13   0.000000   \n",
       "                                                   RID_8714  2018-08-06 14:23   0.000000   \n",
       "EXTBASE_RepGen.readRepGens                         RID_5433  2018-08-06 09:07   7.000000   \n",
       "TME_CommonZaehlpunktLookup.readZaehlpunktLookup... RID_7156  2018-08-06 13:00   0.000000   \n",
       "EXTBASE_RepGen.readRepGens                         RID_5471  2018-08-06 09:07   1.000000   \n",
       "EXTBASE_CommEndpoint.readTypes                     RID_14558 2018-08-06 17:09   9.000000   \n",
       "TME_CommonZaehlpunktLookup.readZaehlpunktLookup... RID_6988  2018-08-06 12:52   0.000000   \n",
       "                                                   RID_6148  2018-08-06 09:13   0.000000   \n",
       "                                                   RID_5471  2018-08-06 09:07   0.000000   \n",
       "EXTBASE_CommEndpoint.readTypes                     RID_1295  2018-08-06 10:47  10.000000   \n",
       "\n",
       "                                                                                     \n",
       "                                                                              count  \n",
       "colX                                               RID       ts_minute               \n",
       "TME_ZaehlpunktGruppe.getAllZaehlpunktGruppen       RID_989   2018-08-06 10:40    11  \n",
       "                                                   RID_3029  2018-08-06 10:53    11  \n",
       "                                                   RID_9618  2018-08-06 09:56    11  \n",
       "                                                   RID_929   2018-08-06 10:40    11  \n",
       "                                                   RID_833   2018-08-06 10:38    11  \n",
       "                                                   RID_770   2018-08-06 10:37    11  \n",
       "                                                   RID_11447 2018-08-06 15:40    11  \n",
       "                                                   RID_1171  2018-08-06 10:44    11  \n",
       "                                                   RID_1095  2018-08-06 10:42    11  \n",
       "                                                   RID_12019 2018-08-06 16:16    11  \n",
       "                                                   RID_1228  2018-08-06 10:44    11  \n",
       "                                                   RID_1140  2018-08-06 10:42     9  \n",
       "EXTBASE_Schluessel.readValues                      RID_14558 2018-08-06 17:09     7  \n",
       "                                                   RID_8549  2018-08-06 14:17     7  \n",
       "                                                   RID_1295  2018-08-06 10:47     7  \n",
       "                                                   RID_9657  2018-08-06 09:58     7  \n",
       "TME_CommonSearch.readCriteriaAttributes            RID_11447 2018-08-06 15:40     6  \n",
       "                                                   RID_1140  2018-08-06 10:42     6  \n",
       "                                                   RID_1095  2018-08-06 10:42     6  \n",
       "EXTBASE_Schluessel.readValues                      RID_7734  2018-08-06 13:40     6  \n",
       "TME_CommonSearch.readCriteriaAttributes            RID_12019 2018-08-06 16:16     6  \n",
       "                                                   RID_1171  2018-08-06 10:44     6  \n",
       "                                                   RID_1228  2018-08-06 10:44     6  \n",
       "                                                   RID_770   2018-08-06 10:37     6  \n",
       "                                                   RID_833   2018-08-06 10:38     6  \n",
       "                                                   RID_929   2018-08-06 10:40     6  \n",
       "                                                   RID_9618  2018-08-06 09:56     6  \n",
       "                                                   RID_989   2018-08-06 10:40     6  \n",
       "                                                   RID_3029  2018-08-06 10:53     6  \n",
       "TME_ZaehlpunktGruppe.getAllKategorien              RID_11447 2018-08-06 15:40     5  \n",
       "...                                                                             ...  \n",
       "EXTBASE_Schluessel.readValues                      RID_1095  2018-08-06 10:42     1  \n",
       "TME_CommonZaehlpunktLookup.readZaehlpunktLookup... RID_5433  2018-08-06 09:07     1  \n",
       "TME_TmeNotiz.getBetreff                            RID_8524  2018-08-06 14:16     1  \n",
       "                                                   RID_7975  2018-08-06 13:53     1  \n",
       "                                                   RID_7972  2018-08-06 13:52     1  \n",
       "                                                   RID_4484  2018-08-06 08:54     1  \n",
       "                                                   RID_4367  2018-08-06 08:52     1  \n",
       "                                                   RID_4344  2018-08-06 08:52     1  \n",
       "                                                   RID_4288  2018-08-06 08:51     1  \n",
       "                                                   RID_3762  2018-08-06 11:13     1  \n",
       "TME_StoerMeldungen.readStatusKeys                  RID_9009  2018-08-06 14:47     1  \n",
       "TME_DelAdresseLookup.readKeyLookup                 RID_5914  2018-08-06 09:12     1  \n",
       "EXTBASE_PersonLookup.readLookupGridDefinition      RID_14883 2018-08-06 17:25     1  \n",
       "                                                   RID_14972 2018-08-06 17:28     1  \n",
       "                                                   RID_7828  2018-08-06 13:44     1  \n",
       "TME_CommonZaehlpunktLookup.readZaehlpunktLookup... RID_9724  2018-08-06 09:59     1  \n",
       "EXTBASE_PersonLookup.readLookupGridDefinition      RID_7887  2018-08-06 13:48     1  \n",
       "                                                   RID_8112  2018-08-06 13:58     1  \n",
       "                                                   RID_8223  2018-08-06 14:01     1  \n",
       "                                                   RID_8303  2018-08-06 14:06     1  \n",
       "                                                   RID_8485  2018-08-06 14:13     1  \n",
       "                                                   RID_8714  2018-08-06 14:23     1  \n",
       "EXTBASE_RepGen.readRepGens                         RID_5433  2018-08-06 09:07     1  \n",
       "TME_CommonZaehlpunktLookup.readZaehlpunktLookup... RID_7156  2018-08-06 13:00     1  \n",
       "EXTBASE_RepGen.readRepGens                         RID_5471  2018-08-06 09:07     1  \n",
       "EXTBASE_CommEndpoint.readTypes                     RID_14558 2018-08-06 17:09     1  \n",
       "TME_CommonZaehlpunktLookup.readZaehlpunktLookup... RID_6988  2018-08-06 12:52     1  \n",
       "                                                   RID_6148  2018-08-06 09:13     1  \n",
       "                                                   RID_5471  2018-08-06 09:07     1  \n",
       "EXTBASE_CommEndpoint.readTypes                     RID_1295  2018-08-06 10:47     1  \n",
       "\n",
       "[741 rows x 5 columns]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Zu häufigste Requests erkennen (und 2x hintereinander mit <1 Sekunde Abweichung)\n",
    "df_call_time = df[[\"ts_datetime\", \"colX\", \"time\", \"RID\"]]\n",
    "df_call_time[\"ts_datetime_plus_x\"] = df_call_time[\"ts_datetime\"] + pd.Timedelta('2 second')\n",
    "df_call_time = df_call_time[df_call_time[\"colX\"] != 0]\n",
    "df_call_time.sort_values([\"RID\", \"colX\", \"ts_datetime\"], inplace=True)\n",
    "df_call_time[\"colX_shift\"] = df_call_time[\"colX\"].shift()\n",
    "df_call_time[\"RID_shift\"] = df_call_time[\"RID\"].shift()\n",
    "df_call_time[\"ts_datetime_shift\"] = df_call_time[\"ts_datetime\"].shift()\n",
    "df_call_time = df_call_time[(df_call_time[\"colX_shift\"] == df_call_time[\"colX\"]) & (df_call_time[\"RID_shift\"] == df_call_time[\"RID\"]) & (df_call_time[\"ts_datetime_shift\"] <= df_call_time[\"ts_datetime_plus_x\"])]\n",
    "\n",
    "df_call_time = df_call_time[[\"ts_datetime\", \"colX\", \"time\", \"RID\"]]\n",
    "\n",
    "df_call_time[\"ts_minute\"] = df_call_time[\"ts_datetime\"].astype(str).str[0:16]\n",
    "#Anzahl gleicher Aufrufe gruppiert nach \"ts_minute\"\n",
    "grouped_by_call = df_call_time.groupby([\"colX\", \"RID\",\"ts_minute\"]).agg({'time': ['min', 'max', 'sum', \"mean\", \"count\"]})\n",
    "grouped_by_call = grouped_by_call.sort_values([(\"time\",\"count\")], ascending=False)\n",
    "grouped_by_call.to_csv(\"mk/mehrfache_aufrufe.csv\")\n",
    "grouped_by_call"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Anzahl:  13752 \n",
      " Start:  2018-08-06 08:09:32.146000 \n",
      "   End:  2018-08-06 18:02:17.367000 \n",
      " Dauer:  0 days 09:52:45.221000\n"
     ]
    }
   ],
   "source": [
    "#Micha\n",
    "# Anzahl\n",
    "df_shape = df.ts.count()\n",
    "\n",
    "df_min = df.ts_datetime.min() \n",
    "df_max = df.ts_datetime.max() \n",
    "\n",
    "dauer = df_max - df_min\n",
    "\n",
    "print (\"Anzahl: \", df_shape, \"\\n Start: \", df_min, \"\\n   End: \", df_max, \"\\n Dauer: \", dauer)\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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