{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "37337cc4-542d-4ae8-b866-613e9ce68fb1",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "import requests\n",
    "from datetime import datetime, timedelta\n",
    "import pandas as pd\n",
    "from IPython.display import Markdown as md"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "80eb7f41",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    },
    "tags": []
   },
   "source": [
    "# Sunshine Live Charts - Analyse\n",
    "\n",
    "Aus gegebenem Anlass stellt sich die Frage: Wie arg wiederholt sich die Playlist von Sunshine Live Charts eigentlich wirklich?"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "05fce780",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "## Rohdaten\n",
    "\n",
    "Die Playlist kann von der Sunshine Live Webseite per API abgefragt werden."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "c7c7ae60-2d1a-4486-9eb4-56bd085ae4cf",
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [],
   "source": [
    "endpoint = \"https://iris-sunshinelive.loverad.io/search.json\"\n",
    "delta_t = pd.Timedelta(1, 'W')\n",
    "params = {\n",
    "    'station': 24,\n",
    "    'start': pd.Timestamp('2021-09-20T00:00:00+0200'),\n",
    "    'end': pd.Timestamp('2021-09-20T00:00:00+0200') + delta_t\n",
    "}\n",
    "res = requests.get(endpoint, params=params)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "008dc265-3ac7-4808-af93-776a21b79455",
   "metadata": {},
   "source": [
    "Die Rohdaten können jetzt mit Pandas eingelesen und aufbereitet werden."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "6bfeb553-fe16-4356-aa6f-0193d65be855",
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [],
   "source": [
    "df = pd.json_normalize(res.json()['result']['entry'], \n",
    "                       record_path=['song', 'entry'], \n",
    "                       meta=[ 'airtime' ])\n",
    "df = df[['title', 'airtime']]\n",
    "df['airtime'] = pd.to_datetime(df['airtime'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1189e545-3209-440e-86bc-b54806997383",
   "metadata": {},
   "source": [
    "Und so sehen unsere Daten dann aus:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "aa33d0b0-6c75-4c9b-a982-5e3ff50a2ff3",
   "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>title</th>\n",
       "      <th>airtime</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Day 'n' Nite (Martin Jensen Edit)</td>\n",
       "      <td>2021-09-26 23:58:42+02:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Never Let Me Down</td>\n",
       "      <td>2021-09-26 23:56:10+02:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Sweet Dreams (Are Made of This)</td>\n",
       "      <td>2021-09-26 23:53:45+02:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Hypercolour</td>\n",
       "      <td>2021-09-26 23:50:23+02:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ily (i love you baby) (ARTY Remix)</td>\n",
       "      <td>2021-09-26 23:47:21+02:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                title                   airtime\n",
       "0   Day 'n' Nite (Martin Jensen Edit) 2021-09-26 23:58:42+02:00\n",
       "1                   Never Let Me Down 2021-09-26 23:56:10+02:00\n",
       "2     Sweet Dreams (Are Made of This) 2021-09-26 23:53:45+02:00\n",
       "3                         Hypercolour 2021-09-26 23:50:23+02:00\n",
       "4  ily (i love you baby) (ARTY Remix) 2021-09-26 23:47:21+02:00"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2dec5cef",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Eckdaten"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "688e4393",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "\n",
       "Der Datensatz besteht aus 3430 Beobachtungen und umfasst einen Zeitraum von 7 days 00:00:00.\n",
       "In diesem Zeitraum wurden **30 verschiedene** Lieder gespielt."
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "md('''\n",
    "Der Datensatz besteht aus {} Beobachtungen und umfasst einen Zeitraum von {}.\n",
    "In diesem Zeitraum wurden **{} verschiedene** Lieder gespielt.'''.format(len(df), params['end'] - params['start'], df['title'].nunique()))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5209afe2",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Häufigkeitsanalyse"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9ab47912-88fc-4000-a806-fa678866d684",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    },
    "tags": []
   },
   "source": [
    "Wie oft wurde welches Lied im Auswertungszeitraum gespielt?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "cc9f4d2d-accf-48e5-b32a-17ed0d22e66d",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "freq = df['title'].value_counts()\n",
    "freq.plot(kind='barh', title=\"Absolute Häufigkeit der Lieder\", figsize=(10,10)).invert_yaxis()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2917335d-28c4-43f3-9266-ffebdad40b70",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    },
    "tags": []
   },
   "source": [
    "Daraus ergibt sich eine relative Häufigkeit jedes Liedes pro Tag:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "9752f655-c482-4e00-b757-7faab8a02c26",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "freq_per_day = freq / (delta_t.total_seconds() / (3600 * 24))\n",
    "freq_per_day.plot(kind='barh', title=\"Durchschnittliche relative Häufigkeit der Lieder pro Tag\", figsize=(10,10)).invert_yaxis()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3d369a92-0baa-4d26-ab37-9a0a16b98bab",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    },
    "tags": []
   },
   "source": [
    "Im Umkehrschluss lässt sich die durchschnittliche Periodendauer jedes Liedes abschätzen, also die Zeitdauer nach der ein bestimmtes Lieder erneut gespielt wird."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "257b3c3c-702a-45cd-985d-5a6271941206",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "freq_per_minute = freq / (delta_t.total_seconds() / 60)\n",
    "period_in_m = 1 / freq_per_minute\n",
    "period_in_m.plot(kind='barh', title=\"Durchschnittliche Periodendauer der Lieder in Minuten\", figsize=(10,10)).invert_yaxis()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a7ac7723-b3b1-4556-857a-bc21939b2e76",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    },
    "tags": []
   },
   "source": [
    "## Zwischenfazit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "26a6791e-68de-4244-a285-a90f06b0e612",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "Das Programm von SSL Charts besteht aus 30 Liedern und wiederholt sich durchschnittlich alle **93** Minuten!"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "md('''Das Programm von SSL Charts besteht aus {} Liedern und wiederholt sich durchschnittlich alle **{:2.0f}** Minuten!'''.format(df['title'].nunique(), period_in_m.mean()))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "62688d4e-36f7-4db0-b9b9-298803941607",
   "metadata": {},
   "source": [
    "(Durchschnittswerte basierend auf der Gesamtmenge. Detailbetrachtung je Lied folgt.)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e7f62115-60f1-4de8-a138-a6f04e34c6cc",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": []
   },
   "source": [
    "### Rotation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "829dcf33-5538-40c9-9675-225cdd5eefc8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "freq.plot(kind='hist',bins=3);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9a4fb763-5590-4b97-9ad1-8b94575d07fe",
   "metadata": {},
   "source": [
    "Klar zu erkennen ist die *Hot Rotation*, bestehend aus 21 Songs, eine kleine *Medium Rotation* von zwei Liedern und sieben Lieder in der *Low Rotation*."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "472d7e01-27af-4f25-9386-9ceb893ddca4",
   "metadata": {},
   "source": [
    "## Detailbetrachtung"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0604699a-715d-41b4-91f1-f0896c646e73",
   "metadata": {},
   "source": [
    "Machen wir es genauer und ermitteln der Differenz zwischen den Spielzeiten je Lied."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "405646ae-ae74-4dcf-a69d-411c1135a07e",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.sort_values(['title', 'airtime'], inplace=True)\n",
    "df['period'] = df['airtime'].diff()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "e90f4d98-24b7-437c-8078-6713651697ec",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_225/3984654730.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df['period'][mask] = pd.NaT\n"
     ]
    }
   ],
   "source": [
    "mask = df.title != df.title.shift(1)\n",
    "df['period'][mask] = pd.NaT\n",
    "df.dropna(inplace=True)\n",
    "df['period'] = df.period.dt.seconds / 60"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "6cd6cac8-f88f-4c56-941f-325884c18f22",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "87.95305392156843"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['period'].mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f61bf534-f0f0-4ec9-b1c9-52445afaee39",
   "metadata": {},
   "source": [
    "Die mittlere Periodendauer über alle Lieder liegt etwas niedriger als die erste Abschätzung."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4644e4cc-2cd0-466e-b868-b304ee036b0c",
   "metadata": {},
   "source": [
    "Heruntergebrochen auf die einzelnen Lieder zeigt sich wieder die Verteilung auf die Hot-/Medium-/Low-Rotation:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "7f9ef3a1-8ee2-4290-999c-d97205faa8a6",
   "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>period</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>title</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Aftertaste</th>\n",
       "      <td>78.285286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alane (Don Diablo Remix)</th>\n",
       "      <td>128.295022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alane (Yves V Remix)</th>\n",
       "      <td>132.007018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Be Kind (Surf Mesa Remix)</th>\n",
       "      <td>78.224740</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Better</th>\n",
       "      <td>78.135026</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Blinding Lights (Chromatics Remix)</th>\n",
       "      <td>78.222005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Breaking Me (HUGEL Remix)</th>\n",
       "      <td>78.308924</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Close Your Eyes</th>\n",
       "      <td>131.925333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Day 'n' Nite (Martin Jensen Edit)</th>\n",
       "      <td>78.088630</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Don't Start Now (Purple Disco Machine Remix)</th>\n",
       "      <td>78.074609</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Feel Right Now (feat. Nonô)</th>\n",
       "      <td>78.433333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Follow You (Bakermat Remix)</th>\n",
       "      <td>77.767578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hypercolour</th>\n",
       "      <td>78.373437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hypnotized</th>\n",
       "      <td>78.155859</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>In Your Eyes (feat. Alida)</th>\n",
       "      <td>140.286620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>In Your Eyes (feat. Alida) (Clean Bandit Remix)</th>\n",
       "      <td>123.229487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KIDS</th>\n",
       "      <td>137.674883</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Love to Go</th>\n",
       "      <td>78.067708</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lovefool</th>\n",
       "      <td>78.036458</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Never Give Up</th>\n",
       "      <td>78.326115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Never Let Me Down</th>\n",
       "      <td>110.961296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Not So Bad (feat. Emie)</th>\n",
       "      <td>77.943490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>On &amp; On</th>\n",
       "      <td>78.268229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SICKO</th>\n",
       "      <td>87.441228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Secrets</th>\n",
       "      <td>78.352995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Somebody's Watching Me</th>\n",
       "      <td>77.852995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sweet Dreams (Are Made of This)</th>\n",
       "      <td>78.438411</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Thank You (Not So Bad)</th>\n",
       "      <td>161.241530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Passenger (LaLaLa)</th>\n",
       "      <td>78.007422</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ily (i love you baby) (ARTY Remix)</th>\n",
       "      <td>78.633333</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                     period\n",
       "title                                                      \n",
       "Aftertaste                                        78.285286\n",
       "Alane (Don Diablo Remix)                         128.295022\n",
       "Alane (Yves V Remix)                             132.007018\n",
       "Be Kind (Surf Mesa Remix)                         78.224740\n",
       "Better                                            78.135026\n",
       "Blinding Lights (Chromatics Remix)                78.222005\n",
       "Breaking Me (HUGEL Remix)                         78.308924\n",
       "Close Your Eyes                                  131.925333\n",
       "Day 'n' Nite (Martin Jensen Edit)                 78.088630\n",
       "Don't Start Now (Purple Disco Machine Remix)      78.074609\n",
       "Feel Right Now (feat. Nonô)                       78.433333\n",
       "Follow You (Bakermat Remix)                       77.767578\n",
       "Hypercolour                                       78.373437\n",
       "Hypnotized                                        78.155859\n",
       "In Your Eyes (feat. Alida)                       140.286620\n",
       "In Your Eyes (feat. Alida) (Clean Bandit Remix)  123.229487\n",
       "KIDS                                             137.674883\n",
       "Love to Go                                        78.067708\n",
       "Lovefool                                          78.036458\n",
       "Never Give Up                                     78.326115\n",
       "Never Let Me Down                                110.961296\n",
       "Not So Bad (feat. Emie)                           77.943490\n",
       "On & On                                           78.268229\n",
       "SICKO                                             87.441228\n",
       "Secrets                                           78.352995\n",
       "Somebody's Watching Me                            77.852995\n",
       "Sweet Dreams (Are Made of This)                   78.438411\n",
       "Thank You (Not So Bad)                           161.241530\n",
       "The Passenger (LaLaLa)                            78.007422\n",
       "ily (i love you baby) (ARTY Remix)                78.633333"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby('title').mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "613f7cb4-a02d-48a6-98a0-c86c3ee45127",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.groupby('title').mean().hist();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b5ecabd7-df2b-43af-ac7c-b08017508920",
   "metadata": {},
   "source": [
    "Mehr als 20 der 30 Lieder wiederholen sich nach durchschnittlich 83 Minuten."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dc57bb39-bdc1-4f36-8f28-4803a14dddf2",
   "metadata": {},
   "source": [
    "Schauen wir uns die Verteilung der Zeitabstände im Detail an:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "8f7acc9a-0036-4924-a7b0-68c7da61b5fb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.boxplot(column='period', by='title', figsize=(18,8), rot=90.0);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "933f458a-c785-47a0-bc61-2aa6eef1ed2c",
   "metadata": {},
   "source": [
    "Bei den meisten Liedern liegt das Minimum alarmierend nahe an der Null, was bedeutet, dass diese Lieder in Einzelfällen fast direkt hintereinander erneut gespielt wurden!\n",
    "Der Mittelwert liegt dabei in etwa auf dem Niveau von 85 Minuten mit geringer Streubreite."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3725e77b-d1e7-4663-b311-7c0e84a855df",
   "metadata": {},
   "source": [
    "## Fazit\n",
    "\n",
    "Mit 30 Liedern nicht gerade abwechslungsreiches Programm."
   ]
  }
 ],
 "metadata": {
  "celltoolbar": "Tags",
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}