{
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  {
   "cell_type": "markdown",
   "id": "c720e229",
   "metadata": {},
   "source": [
    "# Lernwerkstatt 05 — Datenbanken: das Modell lesen, Tabellen verbinden\n",
    "\n",
    "**Wirtschaftsinformatik · Brick-Flow AG · Wintersemester 2026/27**\n",
    "\n",
    "> **Leitfrage der Woche:** *Welche Marketing-Kampagne hat sich gelohnt?*\n",
    "\n",
    "Heute arbeitet ihr mit der **großen Datenbank** `brickflow.db` (35.350 Bestellungen). Die Datenbank spricht SQL, deshalb brauchen wir **einmal** eine kurze SQL-Zeile, um die Tabellen zu holen. Danach arbeitet ihr nur noch mit `pandas`, wie bisher.\n",
    "\n",
    "Heute\n",
    "\n",
    "1. wiederholt ihr eine **Funktion mit Schleife und `if`/`else`**,\n",
    "2. lest ihr ein **Datenbankmodell**,\n",
    "3. **ladet** ihr Tabellen aus der Datenbank in `pandas`,\n",
    "4. **verbindet** ihr Tabellen mit `merge`, auch bei verschieden benannten Schlüsseln (Sprinter: auch über zwei Spalten).\n",
    "\n",
    "Unter manchen Aufgaben könnt ihr eine **Kontrollzahl** aufklappen. **Fehlermeldungen sind Hinweise.**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ce863a21",
   "metadata": {},
   "source": [
    "## Aufwärmen — eine Funktion mit Schleife und `if`/`else`\n",
    "\n",
    "Eine Wiederholung aus den Wochen 3 und 4. Bestellungen ab einer Grenze bekommen **10 % Rabatt**, die anderen nicht. Schreibt eine **Funktion** `umsatz_nach_rabatt`, die den **Gesamtumsatz nach Rabatt** einer Liste von Bestellwerten zurückgibt.\n",
    "\n",
    "Die erste Zeile zum Kopieren (zwei Eingaben: die Liste und die Grenze):\n",
    "\n",
    "```python\n",
    "def umsatz_nach_rabatt(bestellwerte, grenze):\n",
    "```\n",
    "\n",
    "Ihr braucht einen Zähler `summe` für die Summe, eine `for`-Schleife, darin ein `if` mit `else`, und ein `return` ganz am Ende. Unter eurer Funktion steht schon ein kleiner Test.\n",
    "\n",
    "<details>\n",
    "<summary><b>Falls ihr hängt</b></summary>\n",
    "\n",
    "`summe` steht **vor** der Schleife und beginnt bei 0. In der Schleife legt ihr mit `if wert >= grenze` einen Preis fest: im `if`-Zweig `preis = wert * 0.9`, im `else`-Zweig `preis = wert`. Danach `summe = summe + preis`. Das `return` steht **nach** der Schleife, so weit links wie das `for`.\n",
    "\n",
    "</details>\n",
    "\n",
    "<details>\n",
    "<summary><b>Kontrollzahl</b></summary>\n",
    "\n",
    "Mit Grenze 100: **657.4**. Mit Grenze 150: **669.4**.\n",
    "\n",
    "</details>"
   ]
  },
  {
   "cell_type": "code",
   "id": "a61b38ba",
   "metadata": {},
   "execution_count": null,
   "outputs": [],
   "source": [
    "bestellwerte = [45.5, 120.0, 99.9, 210.0, 80.0, 150.0]\n",
    "\n",
    "# Aufwärmaufgabe: hier die Funktion umsatz_nach_rabatt schreiben\n",
    "\n",
    "\n",
    "\n",
    "# Test:\n",
    "print(umsatz_nach_rabatt(bestellwerte, 100))\n",
    "print(umsatz_nach_rabatt(bestellwerte, 150))\n",
    ""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a529a988",
   "metadata": {},
   "source": [
    "## Teil 0 — Das Modell zum Nachschlagen\n",
    "\n",
    "Das ist das Modell der Datenbank aus der Vorlesung, mit allen Tabellen, allen Spalten und den Verbindungslinien. `PK` ist der **Primärschlüssel** einer Tabelle, `FK` ein **Fremdschlüssel**: Er verweist auf den Schlüssel am anderen Ende der Linie. Eine Zahl an einer Linie sagt, wie viele Zeilen der Tabelle, neben der sie steht, zu **einer** Zeile der Tabelle am anderen Ende der Linie gehören können: Eine Bestellung gehört zu genau **einer** Kundin (`1`), eine Kundin hat **keine bis viele** Bestellungen (`0..n`), eine Bestellung gehört zu **keiner oder einer** Kampagne (`0..1`).\n",
    "\n",
    "<img src=\"attachment:datenbankmodell.png\" width=\"620\" alt=\"Datenbankmodell\">"
   ],
   "attachments": {
    "datenbankmodell.png": {
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    }
   }
  },
  {
   "cell_type": "markdown",
   "id": "b9669014",
   "metadata": {},
   "source": [
    "### Mini-Aufgabe 1 — Das Modell lesen\n",
    "\n",
    "Beantwortet anhand des Bildes in den Feldern darunter (wie in der Klausur: einfach hineintippen).\n",
    "\n",
    "**a)** Über welche Spalte sind `kunden` und `bestellungen` verbunden, und welche ist der Primärschlüssel, welche der Fremdschlüssel?"
   ]
  },
  {
   "cell_type": "raw",
   "id": "deb5593f",
   "metadata": {},
   "source": [
    ""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c00ac2d9",
   "metadata": {},
   "source": [
    "**b)** Kann es eine Kundin ohne Bestellung geben? Kann es eine Bestellung ohne Kampagne geben? Woran seht ihr das?"
   ]
  },
  {
   "cell_type": "raw",
   "id": "fe18aae8",
   "metadata": {},
   "source": [
    ""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f696624b",
   "metadata": {},
   "source": [
    "## Teil 1 — Tabellen aus der Datenbank laden\n",
    "\n",
    "Eine Datenbank versteht SQL. Wir brauchen davon nur einen Satz: `SELECT * FROM kunden` heißt „alle Spalten der Tabelle `kunden`“. `pd.read_sql_query(text, conn)` schickt ihn an die Datenbank und liefert eine Tabelle, wie ihr sie aus `pandas` kennt. Ab hier gibt es **kein SQL mehr**: Wir laden die drei Tabellen und rechnen mit `pandas` weiter."
   ]
  },
  {
   "cell_type": "code",
   "id": "dea912f2",
   "metadata": {},
   "execution_count": null,
   "outputs": [],
   "source": [
    "import os\n",
    "import sqlite3\n",
    "import pandas as pd\n",
    "\n",
    "if not os.path.exists(\"brickflow.db\"):\n",
    "    raise FileNotFoundError(\"brickflow.db liegt nicht im Arbeitsordner des Notebooks\")\n",
    "conn = sqlite3.connect(\"brickflow.db\")\n",
    "\n",
    "kunden = pd.read_sql_query(\"SELECT * FROM kunden;\", conn)\n",
    "bestellungen = pd.read_sql_query(\"SELECT * FROM bestellungen;\", conn)\n",
    "kampagnen = pd.read_sql_query(\"SELECT * FROM marketing_kampagnen;\", conn)\n",
    "\n",
    "print(\"kunden:\", len(kunden), \"Zeilen\")\n",
    "print(\"bestellungen:\", len(bestellungen), \"Zeilen\")\n",
    "print(\"kampagnen:\", len(kampagnen), \"Zeilen\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "452b53f6",
   "metadata": {},
   "source": [
    "**Kontrollzahlen:** `kunden` **2.656** Zeilen, `bestellungen` **35.350** Zeilen, `kampagnen` **48** Zeilen."
   ]
  },
  {
   "cell_type": "code",
   "id": "9fb218d5",
   "metadata": {},
   "execution_count": null,
   "outputs": [],
   "source": [
    "# Die ersten Zeilen: Welche Spalten hat die Tabelle?\n",
    "kunden.head()"
   ]
  },
  {
   "cell_type": "code",
   "id": "b2c171c6",
   "metadata": {},
   "execution_count": null,
   "outputs": [],
   "source": [
    "bestellungen.head()"
   ]
  },
  {
   "cell_type": "code",
   "id": "83893880",
   "metadata": {},
   "execution_count": null,
   "outputs": [],
   "source": [
    "kampagnen.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2969d6c4",
   "metadata": {},
   "source": [
    "## Teil 2 — Verbinden mit `merge`\n",
    "\n",
    "Wie letzte Woche verbinden wir mit `merge` und schreiben das `how` immer mit hin (`how=\"inner\"` behält nur Zeilen mit Partner auf beiden Seiten). Danach schauen wir auf die **Zeilenzahl**. Erst Bestellungen und Kundinnen: Die Schlüsselspalte heißt in beiden Tabellen `kundennr`. Beide Tabellen haben auch eine Spalte `segment`, deshalb nehmen wir von `kunden` nur die Spalten, die wir brauchen. Jede Bestellung gehört zu genau einer Kundin (im Modell die `1`), die Zeilenzahl sollte also gleich bleiben."
   ]
  },
  {
   "cell_type": "code",
   "id": "a52d182c",
   "metadata": {},
   "execution_count": null,
   "outputs": [],
   "source": [
    "zusammen = bestellungen.merge(kunden[[\"kundennr\", \"name\", \"bundesland\"]], on=\"kundennr\", how=\"inner\")\n",
    "print(\"Bestellungen:\", len(bestellungen), \"| nach dem Verbinden:\", len(zusammen))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c932562a",
   "metadata": {},
   "source": [
    "**Kontrollzahlen:** **35.350** Bestellungen, nach dem Verbinden ebenfalls **35.350**. Es ging nichts verloren und nichts doppelt."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e333cfd2",
   "metadata": {},
   "source": [
    "Jetzt die Kampagnen. Hier heißen die Schlüsselspalten **verschieden**: `kampagnen_code` in den Bestellungen, `code` in den Kampagnen. Dafür gibt es `left_on` (Spalte der linken Tabelle) und `right_on` (Spalte der rechten Tabelle):\n",
    "\n",
    "`links.merge(rechts, left_on=\"spalte_links\", right_on=\"spalte_rechts\", how=\"inner\")`\n",
    "\n",
    "**Mini-Aufgabe 2.** Verbindet `bestellungen` (links) mit `kampagnen` (rechts) über `kampagnen_code` und `code` mit `how=\"inner\"` und vergleicht die Zeilenzahl mit der Zahl der Bestellungen.\n",
    "\n",
    "<details>\n",
    "<summary><b>Kontrollzahl</b></summary>\n",
    "\n",
    "Nach dem Verbinden nur **2.347** statt 35.350 Zeilen.\n",
    "\n",
    "</details>"
   ]
  },
  {
   "cell_type": "code",
   "id": "e3614f51",
   "metadata": {},
   "execution_count": null,
   "outputs": [],
   "source": [
    "# Mini-Aufgabe 2:\n",
    "\n",
    ""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "71fd0af6",
   "metadata": {},
   "source": [
    "Das ist der eingebaute Fehler dieser Woche. Das Modell hat ihn vorhergesagt: Neben den Kampagnen steht `0..1`, also hat nicht jede Bestellung eine Kampagne. Mit `how=\"inner\"` bleiben nur Bestellungen mit Kampagne übrig, alle ohne Kampagne werden weggeworfen. Die Lösung kennt ihr aus der letzten Woche: `how=\"left\"` behält alle Zeilen der linken Tabelle."
   ]
  },
  {
   "cell_type": "code",
   "id": "788d387c",
   "metadata": {},
   "execution_count": null,
   "outputs": [],
   "source": [
    "richtig = bestellungen.merge(kampagnen, left_on=\"kampagnen_code\", right_on=\"code\", how=\"left\")\n",
    "print(\"nach dem Verbinden:\", len(richtig))\n",
    "print(\"Bestellungen ohne Kampagne:\", richtig[\"code\"].isna().sum())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fafacd96",
   "metadata": {},
   "source": [
    "**Kontrollzahlen:** **35.350** Zeilen, davon **33.003** ohne Kampagne (dort steht in `code` ein leeres Feld)."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "51afec56",
   "metadata": {},
   "source": [
    "## Teil 3 — Aufgaben (selbstständig)\n",
    "\n",
    "In eurem Tempo. Tutor:innen helfen. Pflicht ist Aufgabe 1, die Aufgaben 2 und 3 (★) sind für alle, die schneller fertig sind. Die Tabellen aus Teil 1 und `richtig` aus Teil 2 stehen euch zur Verfügung."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c67a5d85",
   "metadata": {},
   "source": [
    "**Aufgabe 1 — Erst das Modell lesen, dann verbinden.** Wie viele Bestellungen *mit Kampagne* stammen von Kundinnen und Kunden aus **Bayern**? Schaut zuerst ins Modell: Welche Tabellen müsst ihr verbinden, und passt dafür `inner` oder `left`?\n",
    "\n",
    "<details>\n",
    "<summary><b>Kontrollzahl</b></summary>\n",
    "\n",
    "Mit Kampagne sind es **2.347** Bestellungen, davon kommen **321** aus Bayern.\n",
    "\n",
    "</details>"
   ]
  },
  {
   "cell_type": "code",
   "id": "0ce72d35",
   "metadata": {},
   "execution_count": null,
   "outputs": [],
   "source": [
    "# Aufgabe 1:\n",
    "\n",
    ""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3e633d3b",
   "metadata": {},
   "source": [
    "### Sprinteraufgabe\n",
    "\n",
    "Für alle, die schneller fertig sind.\n",
    "\n",
    "**Aufgabe 2 (★) — Womit vergleichen wir?** Das ist die Lücke aus dem Plan der Vorlesung. Vergleicht den **durchschnittlichen Bestellwert** (`.mean()` bildet den Durchschnitt einer Spalte) der Bestellungen *mit* Kampagne mit dem der Bestellungen *ohne* Kampagne, in der Tabelle `richtig`. Hat sich eine Kampagne also gelohnt?\n",
    "\n",
    "<details>\n",
    "<summary><b>Kontrollzahl</b></summary>\n",
    "\n",
    "Mit Kampagne **220,01 €**, ohne **218,37 €**.\n",
    "\n",
    "</details>"
   ]
  },
  {
   "cell_type": "code",
   "id": "5baf2dcb",
   "metadata": {},
   "execution_count": null,
   "outputs": [],
   "source": [
    "# Aufgabe 2:\n",
    "\n",
    ""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Aufgabe 3 (★) — Über zwei Spalten verbinden.** Beide Tabellen `bestellungen` und `kunden` haben eine Spalte `segment` (B2B oder B2C). Man kann `merge` auch über **zwei Spalten gleichzeitig** verbinden, es zählen dann nur Zeilen, bei denen **beide** Werte passen:\n",
    "\n",
    "`a.merge(b, on=[\"spalte1\", \"spalte2\"], how=\"inner\")`\n",
    "\n",
    "Verbindet `bestellungen` und `kunden` (jeweils die ganze Tabelle) über `kundennr` **und** `segment` und vergleicht die Zeilenzahl mit der Zahl der Bestellungen.\n",
    "\n",
    "<details>\n",
    "<summary><b>Kontrollzahl</b></summary>\n",
    "\n",
    "Es bleiben **33.017** Zeilen.\n",
    "\n",
    "</details>"
   ],
   "id": "e9586f5d"
  },
  {
   "cell_type": "code",
   "metadata": {},
   "source": [
    "# Aufgabe 3:\n",
    "\n",
    "\n",
    ""
   ],
   "id": "8d617948",
   "execution_count": null,
   "outputs": []
  },
  {
   "cell_type": "markdown",
   "id": "48e35930",
   "metadata": {},
   "source": [
    "## Geschafft\n",
    "\n",
    "Ihr habt\n",
    "\n",
    "- eine Funktion mit Schleife und `if`/`else` geschrieben,\n",
    "- ein Datenbankmodell gelesen (Tabellen, Schlüssel, `1`, `0..1`, `0..n`),\n",
    "- Tabellen aus der Datenbank geladen und danach nur noch mit `pandas` gearbeitet,\n",
    "- am Modell abgelesen, dass die Kampagne optional ist, und deshalb mit `how=\"left\"` verbunden,\n",
    "- einen `inner`-Join entlarvt, der 93 % der Bestellungen stillschweigend wegwarf (erkennbar an der Zeilenzahl).\n",
    "\n",
    "**Neu in dieser Woche:**\n",
    "\n",
    "| Befehl | Was er tut |\n",
    "|---|---|\n",
    "| `pd.read_sql_query(\"SELECT * FROM tabelle;\", conn)` | lädt eine Tabelle aus der Datenbank |\n",
    "| `a.merge(b, left_on=\"x\", right_on=\"y\", how=\"left\")` | verbindet bei verschieden benannten Schlüsseln, behält alle Zeilen von `a` |\n",
    "| `a.merge(b, on=[\"x\", \"y\"], how=\"inner\")` | verbindet über zwei Spalten gleichzeitig (Sprinter) |\n",
    "| `spalte.mean()` | Durchschnitt einer Spalte |\n",
    "\n",
    "**Nächste Woche:** Wie viel gibt ein typischer Kunde aus? Warum der Mittelwert manchmal täuscht."
   ]
  }
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