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+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# The Simpsons\n",
+    "\n",
+    "Sie finden die folgenden Dateien anbei:\n",
+    "\n",
+    "-   `simpsons_char.csv`: Zuordnung IDs und Namen der Charaktere\n",
+    "-   `simpsons_ep-char.csv`: Zuordnung IDs der Episoden zur ID der\n",
+    "    Charaktere, die in dieser Episode auftreten\n",
+    "\n",
+    "Erstellen Sie einen Graph mit folgenden Eigenschaften:\n",
+    "\n",
+    "-   Die Nodes sollen den Charakteren entsprechen\n",
+    "-   Die Edges stellen dar, ob zwei Charaktere in derselben Episode\n",
+    "    vorkomen\n",
+    "\n",
+    "*Bonus: Behandeln Sie Charaktere, die doppelt vorkommen. Die meisten\n",
+    "doppelten Charaktere haben denselben Namen, z. B. `'Matt Groening'`.\n",
+    "Diese Fälle sind egal, weil wir nur mit den Namen arbeiten, aber es gibt\n",
+    "auch andere Fälle. Wir haben folgende spezielle Fälle gefunden, bei\n",
+    "denen beide Varianten jeweils einmal vorkommen. Diese können wir folgt\n",
+    "vereint werden:*\n",
+    "\n",
+    "-   `'Dr. Velimorovic'` → `'Dr. Velimirovic'`\n",
+    "-   `'Frank \"Grimey\" Grimes'` → `'Frank Grimes'`\n",
+    "-   `'*NSYNC'` → `\"'N Sync\"`\n",
+    "\n",
+    "Reguläre Aufgaben:\n",
+    "\n",
+    "1.  Dabei sollen die Gewichte der Edges der Anzahl Episoden entsprechen,\n",
+    "    in denen die Charaktere gemeinsam vorkamen.\n",
+    "2.  Wenden Sie anschließend die Funktion\n",
+    "    [`pagerank`](https://networkx.org/documentation/stable/reference/algorithms/generated/networkx.algorithms.link_analysis.pagerank_alg.pagerank.html)\n",
+    "    an um die wichtigsten Personen zu berechnen.\n",
+    "3.  Plotten Sie den Graphen (bzw. einen Teil davon) und machen Sie dabei\n",
+    "    die Wichtigkeit sichtbar (Größe oder Farbe der Nodes).\n",
+    "\n",
+    "## Lösung\n",
+    "\n",
+    "Als erstes laden wir die Namen:"
+   ],
+   "id": "0010-892a41e9d42a613c5d49687ab7fd7d9bc14e580682d5ac0fc4b218440d1"
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "style": "python"
+   },
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import networkx as nx\n",
+    "\n",
+    "names = pd.read_csv('simpsons_char.csv', index_col='id').squeeze()"
+   ],
+   "id": "0011-cb5719a5cfc5ceccde6943dcfd2e01f201f66c1e7c69348340ecffedbe6"
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Bevor wir zur Bonusaufgabe kommen, schauen wir uns etwas viel\n",
+    "schwierigeres an. Exkurs: Wie findet man eigentlich die drei genannten\n",
+    "Spezialfälle? Vollautomatisch hat das nicht funktioniert. Einen Fall\n",
+    "habe ich durch Zufall in den Daten gesehen: *Frank “Grimey\" Grimes* und\n",
+    "*Frank Grimes*. Um die anderen zu finden, kann man ähnliche Namen in\n",
+    "Beziehung setzen und sich anschauen, wo das noch auftritt. Aber was\n",
+    "heißt hier ähnlich? In\n",
+    "[`textdistance`](https://github.com/life4/textdistance) gibt es viele\n",
+    "Algorithmen um Ähnlichkeiten bzw. Unterschiede in Strings zu finden.\n",
+    "Welche Metrik ist hier passend? Das lässt sich vielleicht am besten mit\n",
+    "einem Beispiel herausfinden. Also definieren wir folgende Variablen als\n",
+    "Testfall:"
+   ],
+   "id": "0012-6e080fdd60b7116b3de71b04e25b8dcc4e45b84b61725677bc1499a726d"
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "style": "python"
+   },
+   "outputs": [],
+   "source": [
+    "f1 = \"Frank \\\"Grimey\\\" Grimes\"\n",
+    "f2 = \"Frank Grimes\"\n",
+    "f3 = 'Frank Gehry'"
+   ],
+   "id": "0013-b12bb61380f8d029c3d002facff2f0dc38c5a1a7abe82a4b0345f5bf681"
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Nun suchen wir eine Metrik, bei der `f1` näher an `f2` als `f1` an `f3`\n",
+    "und `f2` an `f3` ist."
+   ],
+   "id": "0014-b89b487b80c67db0be39b13f7257362aa6e002c4aadb348ea98473a9a34"
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "JaroWinkler: 0.086 < 0.143, 0.109\n",
+      "StrCmp95: 0.086 < 0.143, 0.098\n",
+      "Gotoh: 0.175 < 0.382, 0.227\n",
+      "SmithWaterman: 0.417 < 0.909, 0.455\n",
+      "Overlap: 0.000 < 0.091, 0.182\n",
+      "RatcliffObershelp: 0.273 < 0.438, 0.304\n",
+      "BWTRLENCD: 0.727 < 0.955, 0.923\n",
+      "SqrtNCD: 0.553 < 0.637, 0.568\n",
+      "EntropyNCD: 0.041 < 0.090, 0.066\n",
+      "BZ2NCD: 0.186 < 0.279, 0.216\n",
+      "MRA: 0.000 < 0.500, 0.500"
+     ]
+    }
+   ],
+   "source": [
+    "import textdistance\n",
+    "all_alg_names = ['Hamming', 'MLIPNS', 'Levenshtein', 'DamerauLevenshtein', 'JaroWinkler', 'StrCmp95', 'NeedlemanWunsch', 'Gotoh', 'SmithWaterman', 'Jaccard', 'Sorensen', 'Tversky', 'Overlap', 'Tanimoto', 'Cosine', 'MongeElkan', 'Bag', 'LCSSeq', 'LCSStr', 'RatcliffObershelp', 'ArithNCD', 'RLENCD', 'BWTRLENCD', 'SqrtNCD', 'EntropyNCD', 'BZ2NCD', 'LZMANCD', 'ZLIBNCD', 'MRA', 'Editex']\n",
+    "for alg_name in all_alg_names:\n",
+    "    alg = getattr(textdistance, alg_name)()\n",
+    "    d12 = alg.normalized_distance(f1, f2)\n",
+    "    d13 = alg.normalized_distance(f1, f3)\n",
+    "    d23 = alg.normalized_distance(f2, f3)\n",
+    "    if d12 < d13 and d12 < d23:\n",
+    "        print(f'{alg_name}: {d12:.3f} < {d13:.3f}, {d23:.3f}')"
+   ],
+   "id": "0015-3e07d58be181736f28076ceb01494387dcaf80ecccc4c48047d62b99763"
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Wir entscheiden uns für\n",
+    "[Ratcliff-Obershelp](https://de.wikipedia.org/wiki/Gestalt_Pattern_Matching),\n",
+    "obwohl [Overlap](https://en.wikipedia.org/wiki/Overlap_coefficient)\n",
+    "vielleicht auch passend für unseren Zweck und sogar kommutativ wäre. Um\n",
+    "die Distanzen kommutativ zu machen, nutzen wir einfach\n",
+    "$\\hat d(a, b) = \\frac{d(a, b) + d(b, a)}{2}$. Wir vergleichen die Namen\n",
+    "als Kleinbuchstaben, was in diesem Fall das Problem zwischen `\"*NSYNC\"`\n",
+    "und `\"'N Sync\"` löst. Um die paarweise Distanzmatrix zu berechnen,\n",
+    "benutzen wir Funktionen aus `scipy`. Zuerst verwenden wir `pdist`, was\n",
+    "quasi die untere Dreiecksmatrix der paarweisen Distanzmatrix berechnet\n",
+    "und als 1D-Array zurückgibt. Anschließend benutzen wir `squareform`, was\n",
+    "daraus eine quadratische, symmetrische Matrix macht. Auf der Diagonale\n",
+    "stehen dann allerdings 0en, weil $d(a, a) = 0$ per Definition einer\n",
+    "Distanzmetrik. Weil diese uns aber nicht interessieren, setzen wir die\n",
+    "Diagonaleinträge auf 100, während alle anderen Einträge in \\[0, 1\\]\n",
+    "liegen. Ausgehend von dem Abstand `d12`, begrenzen wir den Radius der\n",
+    "Nachbarn auf 0.3 und hoffen, dass alle relevanten Duplikate ähnlich\n",
+    "genug sind. Mit Hilfe der Nachbarn können wir nachher im Graphen\n",
+    "Verbindungen darstellen."
+   ],
+   "id": "0016-e8abea3ccb872cfc9b5a77397c1936e4ec7c3d3d80fe6a1a21f571ac7df"
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "style": "python"
+   },
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "from scipy.spatial.distance import pdist, squareform\n",
+    "from sklearn.neighbors import NearestNeighbors\n",
+    "import textdistance\n",
+    "\n",
+    "alg = textdistance.RatcliffObershelp().normalized_distance\n",
+    "# alg = textdistance.Overlap().normalized_distance\n",
+    "\n",
+    "# RatcliffObershelp ist nicht kommutativ, also nehmen wir den Mittelwert aus d(a, b) und d(b, a)\n",
+    "def commutative_alg(a, b):\n",
+    "    return 0.5 * (alg(a[0], b[0]) + alg(b[0], a[0]))\n",
+    "\n",
+    "dist_mat = squareform(pdist(pd.DataFrame(names.str.lower()), metric=commutative_alg))\n",
+    "np.fill_diagonal(dist_mat, 100)  # np.inf does not work\n",
+    "\n",
+    "nn = NearestNeighbors(metric='precomputed', radius=0.30)\n",
+    "nn.fit(dist_mat)\n",
+    "dists, neigh = nn.radius_neighbors(dist_mat)"
+   ],
+   "id": "0017-0ee3182140f3ed5b2c2257ee8d03877714fc42af640b5897f1ac3b708a0"
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Das wollen wir nun plotten. Der erste Ansatz könnte sein per PCA bzw.\n",
+    "MDS die Namen als 2D-Scatter-Plot darzustellen und zu schauen, welche am\n",
+    "nächsten liegen. Das ginge so:"
+   ],
+   "id": "0018-9bf3389087ef02a8cce9bb091ea27fa9c8b08cda0b212541a15aac8a816"
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "style": "python"
+   },
+   "outputs": [],
+   "source": [
+    "from sklearn.manifold import MDS\n",
+    "has_neigh = [n.size > 0 for n in neigh]\n",
+    "mds = MDS(dissimilarity='precomputed', normalized_stress='auto')\n",
+    "name_map = mds.fit_transform(dist_mat[np.ix_(has_neigh, has_neigh)])\n",
+    "name_map = pd.DataFrame(name_map, columns=['x', 'y'], index=names.index[has_neigh])\n",
+    "name_map['name'] = names[has_neigh]"
+   ],
+   "id": "0019-91d25a0df398214cb0b5123453256eaba55a7f76bada2e3f8c756512e9a"
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Und dann könnte man diese mittels Plotly Express plotten:"
+   ],
+   "id": "0020-e9e15400554005850fac11d25146041aae8e05fb6b36160e10a865ad97f"
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import plotly.express as px\n",
+    "px.scatter(name_map.reset_index(), x='x', y='y', text='name', hover_data='id')"
+   ],
+   "id": "0021-e795b7e06079e52fe0ca1b1938a79bc462d7f276c24ceb8fc6665cee9e3"
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Allerdings funktioniert das irgendwie nicht gut. Der zweite Ansatz, das\n",
+    "als Graph zu plotten ist viel besser – auch weil dort die Nachbarn\n",
+    "miteinander verbunden sind. Zunächst erstellen wir den Graphen:"
+   ],
+   "id": "0022-92795f67d006660c130838ffc57f03ce2505c3851cd3b74747ad4dcb2d3"
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "style": "python"
+   },
+   "outputs": [],
+   "source": [
+    "G = nx.Graph()\n",
+    "for i, name1 in enumerate(names):\n",
+    "    for d, j in zip(dists[i], neigh[i]):\n",
+    "        name2 = names.iloc[j]\n",
+    "        G.add_edge(name1, name2, weight=1-d)"
+   ],
+   "id": "0023-e9659a0861fd2244c6810c059d71cec09ad96576b54b5a9555208ba3f20"
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Dann plotten wir ihn interaktiv mittels `pyvis`:"
+   ],
+   "id": "0024-6af90f2217e9ffbf961c47fefed13ae4a09a25f11eb8a99e1b621c181d6"
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "style": "python"
+   },
+   "outputs": [],
+   "source": [
+    "from pyvis.network import Network\n",
+    "nt = Network(width='100%', height='900px', notebook=False, directed=False, cdn_resources='in_line')\n",
+    "nt.from_nx(G.copy())\n",
+    "for attr in nt.edges:\n",
+    "    attr['width'] = 5 * attr['width'] ** 2\n",
+    "nt.toggle_physics(True)\n",
+    "# net.prep_notebook()\n",
+    "nt.show('nx.html')"
+   ],
+   "id": "0025-5fb248386fb43e45ad670e889309d3d4324d5d010112ab0d32f02fabc41"
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Hier können wir die Spezialfälle bei den Duplikaten gut identifizieren\n",
+    "und recherchieren. Wir finden beispielsweise auch *Principal Seymour\n",
+    "Skinner* und *The Real Principal Seymour Skinner*, aber das sind\n",
+    "tatsächlich zwei verschiedene Personen, siehe\n",
+    "[Wikipedia](https://en.wikipedia.org/wiki/The_Principal_and_the_Pauper).\n",
+    "Mit Overlap und einen Radius von 0.05 bekommt man übrigens eine\n",
+    "vollkommen andere, aber für unseren Fall weniger nützliche Struktur.\n",
+    "\n",
+    "Das wars mit dem Exkurs. Wenn wir die Spezialfälle einmal haben, ist es\n",
+    "sehr leicht, diese zu de-duplizieren (**Bonusaufgabe**). Zur Sicherheit\n",
+    "überprüfen wir an Hand von *Dr. Velimirovic*, dass es vor der\n",
+    "De-Duplikation zwei Schreibweisen und nachher nur noch eine gibt:"
+   ],
+   "id": "0027-c6b466ca093ebb4f132e0bbf54e5db7f0d83c71feab315c65898aade6d2"
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "style": "python"
+   },
+   "outputs": [],
+   "source": [
+    "assert names.str.startswith('Dr. Velimi').sum() == 1, \"Start with original data!\"\n",
+    "assert names.str.startswith('Dr. Velimo').sum() == 1, \"Start with original data!\"\n",
+    "\n",
+    "bad  = ['Frank \"Grimey\" Grimes', '*NSYNC',  'Dr. Velimorovic']\n",
+    "good = ['Frank Grimes',          \"'N Sync\", 'Dr. Velimirovic']\n",
+    "bad_names = names.isin(bad)\n",
+    "names[bad_names] = good\n",
+    "\n",
+    "assert names.str.startswith('Dr. Velimi').sum() == 2, \"Mapping did not work.\"\n",
+    "assert names.str.startswith('Dr. Velimo').sum() == 0, \"Mapping did not work.\""
+   ],
+   "id": "0028-b114c9510bb06ea3598a489c9743e2973fb914f393c3fc1a60049b60f9d"
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Zurück zu den regulären Aufgaben. Nun laden wir die Verknüpfung der\n",
+    "Episoden mit den Charakteren als IDs und fügen mittels `merge` die\n",
+    "entsprechenden Namen hinzu."
+   ],
+   "id": "0029-81f2788d57a6288f51f70ef29993f094e7ace21a3538a552ab6f55cde53"
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "style": "python"
+   },
+   "outputs": [],
+   "source": [
+    "episodes = pd.read_csv('simpsons_ep-char.csv')\n",
+    "episodes = episodes.merge(names, left_on='character_id', right_index=True).drop(columns='character_id').sort_values(by='episode_id')"
+   ],
+   "id": "0030-1c0bed94a8102f4a947c0e48019e57a2ad110d811a8e4ff0d5ec4748aae"
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Damit können wir nun den Graphen bauen, der die Verbindungen der\n",
+    "Charaktere zeigt. Dabei initialisieren wir die Gewichte der Edges mit 0\n",
+    "und inkrementieren es für jede Episode, in der die Charaktere gemeinsam\n",
+    "vorkommen."
+   ],
+   "id": "0031-873f03a11adbcd50d51ae59be19301e259fa794cf430204297c75ba9065"
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "style": "python"
+   },
+   "outputs": [],
+   "source": [
+    "G = nx.Graph()\n",
+    "for eid, chars in episodes.groupby('episode_id'):\n",
+    "    char_names = chars['char_name'].unique()\n",
+    "    for i, c1 in enumerate(char_names):\n",
+    "        for c2 in char_names[i + 1:]:\n",
+    "            G.add_edge(c1, c2, color={'opacity': 0.7, 'inherit': 'both'})\n",
+    "            if 'weight' not in G[c1][c2]:\n",
+    "                G[c1][c2]['weight'] = 0\n",
+    "            G[c1][c2]['weight'] += 1"
+   ],
+   "id": "0032-07d141eaf767d8b2c276cf8287f415513de7163dd4638e7ec7392378450"
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Nun ermitteln wir den Pagerank der Nodes und verwenden es als Größe."
+   ],
+   "id": "0033-27389ba88740762cb4de3ddfc46140e3dedad2f15030eb2fba02ca6acc1"
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "style": "python"
+   },
+   "outputs": [],
+   "source": [
+    "pr = nx.pagerank(G)\n",
+    "node_size = {n: max(120 * v, 3) for n, v in pr.items()}\n",
+    "nx.set_node_attributes(G, node_size, 'size')"
+   ],
+   "id": "0034-74e5fba0f5ad615fccc5252c56564770108460608feedae959e427b4390"
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Das zu plotten wäre vielleicht etwas zu um die Struktur zu erkennen und\n",
+    "es lädt sowieso recht langsam. Daher filtern wir die Edges mit einem\n",
+    "Gewicht weniger als oder gleich 3 raus und Entfernen Nodes, die dadurch\n",
+    "gar keine Verbindung mehr haben:"
+   ],
+   "id": "0035-675b9374e72271a687a3328cabb0912268b8442f6b2305fdc670f1f3527"
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "style": "python"
+   },
+   "outputs": [],
+   "source": [
+    "for c1, c2, attr in list(G.edges(data=True)):\n",
+    "    if attr['weight'] <= 3:\n",
+    "        G.remove_edge(c1, c2)\n",
+    "        if G.degree[c1] <= 0:\n",
+    "            G.remove_node(c1)\n",
+    "        if G.degree[c2] <= 0:\n",
+    "            G.remove_node(c2)"
+   ],
+   "id": "0036-4c71dd7ebd5282604305c18a502c01d6766fbc275e57d95fc6593a88443"
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Nun plotten wir das Ergebnis:"
+   ],
+   "id": "0037-424b0b6ed665314f818fba0944a659099a646f3fd1f8998e647a29117a3"
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "style": "python"
+   },
+   "outputs": [],
+   "source": [
+    "from pyvis.network import Network\n",
+    "net = Network(width='100%', height='900px', notebook=False, directed=False, select_menu=True, cdn_resources='in_line')\n",
+    "# net.show_buttons(True)\n",
+    "net.from_nx(G.copy())\n",
+    "for attr in net.edges:\n",
+    "    attr['width'] = np.log(attr['width'])\n",
+    "net.repulsion()\n",
+    "# net.prep_notebook()\n",
+    "net.show('nx.html')"
+   ],
+   "id": "0038-6c4bc1929ab7cb3703c58b917e6f3765ff725e0ff5ce79002ede71d57f0"
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Für das Rendering im Jupyter-Notebook, muss man evtl. noch\n",
+    "`notebook=True` setzen und `net.prep_notebook()` dekommentieren."
+   ],
+   "id": "0039-d5843a2f8728f26f9d0b401b11f41ab96aa55a908601151b7f065a9b2c7"
+  }
+ ],
+ "nbformat": 4,
+ "nbformat_minor": 5,
+ "metadata": {}
+}
diff --git a/11-graphbasierte-daten/01-simpsons.ipynb b/11-graphbasierte-daten/01-simpsons.ipynb
index e152ea14e70a2759344b26748cfa5f8287b65b27..5af9f349f0dbd5309c97c1331fa654cf0848d1bd 100644
--- a/11-graphbasierte-daten/01-simpsons.ipynb
+++ b/11-graphbasierte-daten/01-simpsons.ipynb
@@ -8,9 +8,9 @@
     "\n",
     "Sie finden die folgenden Dateien anbei:\n",
     "\n",
-    "-   `simpsons_char.csv`: Zuordnung ID und Name der Charaktere\n",
-    "-   `simpsons_ep-char.csv`: Zuordnung ID der Episode zur ID der\n",
-    "    Charaktere, die in dieser Sendung auftreten\n",
+    "-   `simpsons_char.csv`: Zuordnung IDs und Namen der Charaktere\n",
+    "-   `simpsons_ep-char.csv`: Zuordnung IDs der Episoden zur ID der\n",
+    "    Charaktere, die in dieser Episode auftreten\n",
     "\n",
     "Erstellen Sie einen Graph mit folgenden Eigenschaften:\n",
     "\n",
@@ -18,8 +18,21 @@
     "-   Die Edges stellen dar, ob zwei Charaktere in derselben Episode\n",
     "    vorkomen\n",
     "\n",
-    "1.  Dabei sollen die Gewichte der Edges der Anzahl Sendungen\n",
-    "    entsprechen, in denen die Charaktere gemeinsam vorkamen.\n",
+    "*Bonus: Behandeln Sie Charaktere, die doppelt vorkommen. Die meisten\n",
+    "doppelten Charaktere haben denselben Namen, z. B. `'Matt Groening'`.\n",
+    "Diese Fälle sind egal, weil wir nur mit den Namen arbeiten, aber es gibt\n",
+    "auch andere Fälle. Wir haben folgende spezielle Fälle gefunden, bei\n",
+    "denen beide Varianten jeweils einmal vorkommen. Diese können wir folgt\n",
+    "vereint werden:*\n",
+    "\n",
+    "-   `'Dr. Velimorovic'` → `'Dr. Velimirovic'`\n",
+    "-   `'Frank \"Grimey\" Grimes'` → `'Frank Grimes'`\n",
+    "-   `'*NSYNC'` → `\"'N Sync\"`\n",
+    "\n",
+    "Reguläre Aufgaben:\n",
+    "\n",
+    "1.  Dabei sollen die Gewichte der Edges der Anzahl Episoden entsprechen,\n",
+    "    in denen die Charaktere gemeinsam vorkamen.\n",
     "2.  Wenden Sie anschließend die Funktion\n",
     "    [`pagerank`](https://networkx.org/documentation/stable/reference/algorithms/generated/networkx.algorithms.link_analysis.pagerank_alg.pagerank.html)\n",
     "    an um die wichtigsten Personen zu berechnen.\n",
@@ -28,7 +41,7 @@
     "\n",
     "Hier Ihr Code:"
    ],
-   "id": "0006-4dba46341fe8d0ab170c3957b9535b44dc02b59210bfddbad257c824e76"
+   "id": "0009-6efc9b991ed2829202bdd132227fd5376987e98f56cc6aad907f00b375c"
   },
   {
    "cell_type": "code",
@@ -38,7 +51,7 @@
    },
    "outputs": [],
    "source": [],
-   "id": "0007-44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855"
+   "id": "0010-44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855"
   }
  ],
  "nbformat": 4,
diff --git a/11-graphbasierte-daten/02-party-sol.ipynb b/11-graphbasierte-daten/02-party-sol.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..5d4046f1a35ae7ff59ec2999fab2dd487cecc1a1
--- /dev/null
+++ b/11-graphbasierte-daten/02-party-sol.ipynb
@@ -0,0 +1,340 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Mitbringparty\n",
+    "\n",
+    "Bei einer Mitbringparty bringen viele Gäste etwas mit. Dabei gibt\n",
+    "vielleicht jeder unterschiedlich viel aus. Wer muss jetzt wem wie viel\n",
+    "Geld geben?\n",
+    "\n",
+    "Betrachten wir das Problem zunächst mit zwei Personen.\n",
+    "\n",
+    "<p><img\n",
+    "src=\"data:image/svg+xml;base64,<?xml version="1.0" encoding="UTF-8"?>
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+    "\n",
+    "Dabei steht der ausgegebene Betrag unter dem Namen und bei den Pfeilen\n",
+    "steht, wer wem wieviel Geld geben muss.\n",
+    "\n",
+    "Nun ein Beispiel mit drei Personen.\n",
+    "\n",
+    "<p><img\n",
+    "src=\"data:image/svg+xml;base64,<?xml version="1.0" encoding="UTF-8"?>
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\" /></p>\n",
+    "\n",
+    "Jeder erhält also zunächst von jedem seine Ausgaben durch Anzahl\n",
+    "Personen (linke Abbildung). Anschließend kann man verrechnen um das\n",
+    "Diagramm zu vereinfachen (rechte Abbildung).\n",
+    "\n",
+    "1.  Schreiben Sie eine Funktion `transfers_from`, die ein Dictionary\n",
+    "    erhält mit dem Schema `{NAME: AUSGABEN}`. Sie soll einen gerichteten\n",
+    "    Graphen zurückgeben, entsprechend der vereinfachten Darstellung von\n",
+    "    oben.\n",
+    "2.  Schreiben Sie eine Funktion `plot_transfers`, die den\n",
+    "    zurückgegebenen Graphen plottet, sodass man leicht erkennt, wer wem\n",
+    "    wieviel Geld geben muss.\n",
+    "3.  Schreiben Sie eine Funktion `print_transfers`, die alternativ eine\n",
+    "    Textausgabe erstellt wer wem wieviel Geld geben muss.\n",
+    "\n",
+    "Testen Sie Ihren Code!\n",
+    "\n",
+    "## Lösung\n",
+    "\n",
+    "In die Funktion `transfers_from` geht rein, wer wieviel ausgegeben hat.\n",
+    "Wir erstellen zunächst einen leeren gerichteten Graphen. Dann\n",
+    "durchlaufen wir in einer verschachtelten `for`-Schleife alle Paare genau\n",
+    "ein mal:\n",
+    "\n",
+    "1.  innere Iteration: `i = 0`: `p1 = 'Alice'` und `p2 = 'Bob'`.\n",
+    "2.  innere Iteration: `i = 0`: `p1 = 'Alice'` und `p2 = 'Charly'`.\n",
+    "3.  innere Iteration: `i = 1`: `p1 = 'Bob'` und `p2 = 'Charly'`.\n",
+    "\n",
+    "Dann berechnen wir direkt die vereinfachten Edges. Der zu\n",
+    "transferierende Betrag ergibt sich aus dem absoluten Unterschied der\n",
+    "Ausgaben geteilt durch die Anzahl Personen. Die Richtung geht immer von\n",
+    "der Person mit der kleineren Ausgabe zu der Person mit der größeren\n",
+    "Ausgabe. Falls beide gleich viel ausgegeben haben, gibt es keine Edge."
+   ],
+   "id": "0013-f2a2ecab0f16af9fbc63436888cd6e93ace974dcaf13a053d313a595dd6"
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "style": "python"
+   },
+   "outputs": [],
+   "source": [
+    "def transfers_from(expenses):\n",
+    "    transfers = nx.DiGraph()\n",
+    "    for i, (p1, e1) in enumerate(expenses.items()):\n",
+    "        transfers.add_node(p1, weight=e1 / 10)\n",
+    "        for p2, e2 in list(expenses.items())[i+1:]:\n",
+    "            e = abs(e2 - e1) / len(expenses)\n",
+    "            if e1 < e2:\n",
+    "                transfers.add_edge(p1, p2, weight=e)\n",
+    "            elif e2 < e1:\n",
+    "                transfers.add_edge(p2, p1, weight=e)\n",
+    "    return transfers"
+   ],
+   "id": "0014-b7bf8a7069d12c9893cd2af259d1c708b71e9ddcb7950ef9cabc9990cf3"
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "In der Plot-Funktion `plot_transfers` benutzen wir einfach einen\n",
+    "statischen Plot mit einigen Extras. Dabei werden aber vielleichts Edge\n",
+    "Labels (wer wem wieviel geben muss) verdeckt."
+   ],
+   "id": "0015-d7fa264d5bf7bc8e300fc8479b301359d01fe4e5463755d3926102fdb1b"
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "style": "python"
+   },
+   "outputs": [],
+   "source": [
+    "def plot_transfers(transfers):\n",
+    "    pos = nx.circular_layout(transfers)\n",
+    "    edge_labels = nx.get_edge_attributes(transfers, 'weight')\n",
+    "    width = np.array(list(edge_labels.values()))\n",
+    "    width *= 3 / width.max()\n",
+    "    node_size = np.array(list(nx.get_node_attributes(transfers, 'weight').values()))\n",
+    "    node_size *= 1500 / node_size.max()\n",
+    "\n",
+    "    nx.draw(transfers, pos, node_color='orange', node_size=node_size, width=width)\n",
+    "    nx.draw_networkx_labels(transfers, pos, font_size=15, font_color='xkcd:teal')\n",
+    "    nx.draw_networkx_edge_labels(transfers, pos, edge_labels, font_size=15, font_color='xkcd:teal')"
+   ],
+   "id": "0016-4e3320031b38f584d1c7419bc14c14762d7d272725387a96b7f4c73e36f"
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Als Alternative haben wir noch zusätzlich einen statischen Plot mit\n",
+    "[`netgraph`](https://netgraph.readthedocs.io) in der Funktion\n",
+    "`plot_transfers_netgraph` hinzugefügt. Probieren Sie es gerne mal aus.\n",
+    "Installation mit `mamba install netgraph`."
+   ],
+   "id": "0017-bf6825835ea7623ff2221b1b5c4145f9498e895bed2406035c72b0a5a4e"
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "style": "python"
+   },
+   "outputs": [],
+   "source": [
+    "def plot_transfers_netgraph(transfers):\n",
+    "    from netgraph import Graph\n",
+    "\n",
+    "    edge_labels = nx.get_edge_attributes(transfers, 'weight')\n",
+    "    node_size = nx.get_node_attributes(transfers, 'weight')\n",
+    "    Graph(\n",
+    "        transfers,\n",
+    "        node_labels=True,\n",
+    "        node_size=node_size,\n",
+    "        edge_labels=edge_labels,\n",
+    "        node_label_offset=0.15,\n",
+    "        edge_label_position=0.25,\n",
+    "        arrows=True,\n",
+    "        node_layout='circular',\n",
+    "        edge_cmap='rainbow'\n",
+    "    )"
+   ],
+   "id": "0018-4466be508a0c54a40e71627a4d047f9ceb47de709aa2c5222fe64e46221"
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Zu guter Letzt noch die Ausgaben der Edges."
+   ],
+   "id": "0019-2cc3d9162f8e99b581ff0f97171526797e551e8f3f026c5f7ded0622b6a"
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "style": "python"
+   },
+   "outputs": [],
+   "source": [
+    "def print_transfers(transfers):\n",
+    "    edge_labels = nx.get_edge_attributes(transfers, 'weight')\n",
+    "    for (e1, e2), w in edge_labels.items():\n",
+    "        print(f'{e1}   --- {w:.2f} € -->   {e2}')"
+   ],
+   "id": "0020-49d362b29fdc2a50418f720036aa8e30715b513716c7b99647d218565ce"
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Tests\n",
+    "\n",
+    "Als Test verwenden wir zunächst die Situation aus der Abbildung oben mit\n",
+    "den drei Personen:"
+   ],
+   "id": "0022-aee0c85b883c289d11a29134925f81ec1b6a92661e16073023328d7ed91"
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "style": "python"
+   },
+   "outputs": [],
+   "source": [
+    "expenses3 = {\n",
+    "    'Alice': 120,\n",
+    "    'Bob': 30,\n",
+    "    'Charly': 0,\n",
+    "}"
+   ],
+   "id": "0023-7d4cf49fc6f5804578d6b0fb01f7e865425140e24099f0e35a86b439f0b"
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Die Textausgabe lässt sich leicht vergleichen:"
+   ],
+   "id": "0024-8ca18175e8fb0ae229e764afba4dc16776a4e121b9f575cd4ed5ae97e31"
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "Bob   --- 30.00 € -->   Alice\n",
+      "Charly   --- 40.00 € -->   Alice\n",
+      "Charly   --- 10.00 € -->   Bob"
+     ]
+    }
+   ],
+   "source": [
+    "t = transfers_from(expenses3)\n",
+    "print_transfers(t)"
+   ],
+   "id": "0025-bd862e2fba7baa0e4a11d55329eb34f6ac2e1f52161aac7af48101addea"
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Hier der Plot:"
+   ],
+   "id": "0026-94f02924069395444048feff445e385bd6bc146403faa6fb58685a30be5"
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "plot_transfers(t)"
+   ],
+   "id": "0027-1df942ee25a7f3befd7842891e4b0627447278ff66c885744485c44677d"
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Und als zweiten Test auch eine Situation, in der nicht alle Edges\n",
+    "vorkommen sollten, weil es gleich große Ausgaben gibt:"
+   ],
+   "id": "0028-d6786801b2f8ea39b9a58d222ae91780d14ea79d4e003aa50767d806713"
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "style": "python"
+   },
+   "outputs": [],
+   "source": [
+    "expenses5 = {\n",
+    "    'Alice': 120,\n",
+    "    'Bob': 30,\n",
+    "    'Charly': 0,\n",
+    "    'Dana': 30,\n",
+    "    'Emily': 120,\n",
+    "    'Frank': 60,\n",
+    "}"
+   ],
+   "id": "0029-2814b0c9f601dec966b10369692658b7e88f53717f0112dbccfe3714e49"
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Die Textausgabe lässt sich leicht vergleichen:"
+   ],
+   "id": "0030-8ca18175e8fb0ae229e764afba4dc16776a4e121b9f575cd4ed5ae97e31"
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "Bob   --- 15.00 € -->   Alice\n",
+      "Bob   --- 15.00 € -->   Emily\n",
+      "Bob   --- 5.00 € -->   Frank\n",
+      "Charly   --- 20.00 € -->   Alice\n",
+      "Charly   --- 5.00 € -->   Bob\n",
+      "Charly   --- 5.00 € -->   Dana\n",
+      "Charly   --- 20.00 € -->   Emily\n",
+      "Charly   --- 10.00 € -->   Frank\n",
+      "Dana   --- 15.00 € -->   Alice\n",
+      "Dana   --- 15.00 € -->   Emily\n",
+      "Dana   --- 5.00 € -->   Frank\n",
+      "Frank   --- 10.00 € -->   Alice\n",
+      "Frank   --- 10.00 € -->   Emily"
+     ]
+    }
+   ],
+   "source": [
+    "t = transfers_from(expenses5)\n",
+    "print_transfers(t)"
+   ],
+   "id": "0031-0a1ea0f49bf9d47e754967014fb4f10ac32a86383239dea9abd002dcea5"
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Hier der Plot, wo sich vermutlich Edge Labels überschneiden. Das zu\n",
+    "lösen ist aber vielleicht kompliziert:"
+   ],
+   "id": "0032-24980d6bd362faee897d7beaba262d59a72971795fc8676a1082cd59165"
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "plot_transfers(t)"
+   ],
+   "id": "0033-1df942ee25a7f3befd7842891e4b0627447278ff66c885744485c44677d"
+  }
+ ],
+ "nbformat": 4,
+ "nbformat_minor": 5,
+ "metadata": {}
+}
diff --git a/11-graphbasierte-daten/02-party.ipynb b/11-graphbasierte-daten/02-party.ipynb
index dcffe0eefd972aca247a07fba62bf3faa36be925..94450f915ef7353304b0baea72e58921a89c8ff2 100644
--- a/11-graphbasierte-daten/02-party.ipynb
+++ b/11-graphbasierte-daten/02-party.ipynb
@@ -15,28 +15,33 @@
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     "\n",
-    "Nun mit drei Personen.\n",
+    "Dabei steht der ausgegebene Betrag unter dem Namen und bei den Pfeilen\n",
+    "steht, wer wem wieviel Geld geben muss.\n",
+    "\n",
+    "Nun ein Beispiel mit drei Personen.\n",
     "\n",
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\" /></p>\n",
     "\n",
     "Jeder erhält also zunächst von jedem seine Ausgaben durch Anzahl\n",
-    "Personen. Anschließend kann man verrechnen um das Diagramm zu\n",
-    "vereinfachen.\n",
+    "Personen (linke Abbildung). Anschließend kann man verrechnen um das\n",
+    "Diagramm zu vereinfachen (rechte Abbildung).\n",
     "\n",
-    "1.  Schreiben Sie eine Funktion, die ein Dictionary erhält mit dem\n",
-    "    Schema `{NAME: AUSGABEN}`. Sie soll einen gerichteten Graphen\n",
-    "    zurückgeben, entsprechend der vereinfachten Darstellung von oben.\n",
-    "2.  Schreiben Sie eine Funktion, die den zurückgegebenen Graphen\n",
-    "    plottet, sodass man leicht erkennt, wer wem wieviel Geld geben muss.\n",
-    "3.  Schreiben Sie eine Funktion, die alternativ eine Textausgabe\n",
-    "    erstellt wer wem wieviel Geld geben muss.\n",
+    "1.  Schreiben Sie eine Funktion `transfers_from`, die ein Dictionary\n",
+    "    erhält mit dem Schema `{NAME: AUSGABEN}`. Sie soll einen gerichteten\n",
+    "    Graphen zurückgeben, entsprechend der vereinfachten Darstellung von\n",
+    "    oben.\n",
+    "2.  Schreiben Sie eine Funktion `plot_transfers`, die den\n",
+    "    zurückgegebenen Graphen plottet, sodass man leicht erkennt, wer wem\n",
+    "    wieviel Geld geben muss.\n",
+    "3.  Schreiben Sie eine Funktion `print_transfers`, die alternativ eine\n",
+    "    Textausgabe erstellt wer wem wieviel Geld geben muss.\n",
     "\n",
     "Testen Sie Ihren Code!\n",
     "\n",
     "Hier Ihr Code:"
    ],
-   "id": "0009-c5278f700b5f181bacce0d9b85eaad6cf4e643471e048f9ba051819868d"
+   "id": "0010-676846bbdb9976e6250d620db51b64f878ad45d140c9b81a8d50f1e1ff0"
   },
   {
    "cell_type": "code",
@@ -46,7 +51,167 @@
    },
    "outputs": [],
    "source": [],
-   "id": "0010-44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855"
+   "id": "0011-44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855"
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Tests\n",
+    "\n",
+    "Als Test verwenden wir zunächst die Situation aus der Abbildung oben mit\n",
+    "den drei Personen:"
+   ],
+   "id": "0013-aee0c85b883c289d11a29134925f81ec1b6a92661e16073023328d7ed91"
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "style": "python"
+   },
+   "outputs": [],
+   "source": [
+    "expenses3 = {\n",
+    "    'Alice': 120,\n",
+    "    'Bob': 30,\n",
+    "    'Charly': 0,\n",
+    "}"
+   ],
+   "id": "0014-7d4cf49fc6f5804578d6b0fb01f7e865425140e24099f0e35a86b439f0b"
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Die Textausgabe lässt sich leicht vergleichen:"
+   ],
+   "id": "0015-8ca18175e8fb0ae229e764afba4dc16776a4e121b9f575cd4ed5ae97e31"
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "Bob   --- 30.00 € -->   Alice\n",
+      "Charly   --- 40.00 € -->   Alice\n",
+      "Charly   --- 10.00 € -->   Bob"
+     ]
+    }
+   ],
+   "source": [
+    "t = transfers_from(expenses3)\n",
+    "print_transfers(t)"
+   ],
+   "id": "0016-bd862e2fba7baa0e4a11d55329eb34f6ac2e1f52161aac7af48101addea"
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Hier der Plot:"
+   ],
+   "id": "0017-94f02924069395444048feff445e385bd6bc146403faa6fb58685a30be5"
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "plot_transfers(t)"
+   ],
+   "id": "0018-1df942ee25a7f3befd7842891e4b0627447278ff66c885744485c44677d"
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Und als zweiten Test auch eine Situation, in der nicht alle Edges\n",
+    "vorkommen sollten, weil es gleich große Ausgaben gibt:"
+   ],
+   "id": "0019-d6786801b2f8ea39b9a58d222ae91780d14ea79d4e003aa50767d806713"
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "style": "python"
+   },
+   "outputs": [],
+   "source": [
+    "expenses5 = {\n",
+    "    'Alice': 120,\n",
+    "    'Bob': 30,\n",
+    "    'Charly': 0,\n",
+    "    'Dana': 30,\n",
+    "    'Emily': 120,\n",
+    "    'Frank': 60,\n",
+    "}"
+   ],
+   "id": "0020-2814b0c9f601dec966b10369692658b7e88f53717f0112dbccfe3714e49"
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Die Textausgabe lässt sich leicht vergleichen:"
+   ],
+   "id": "0021-8ca18175e8fb0ae229e764afba4dc16776a4e121b9f575cd4ed5ae97e31"
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "Bob   --- 15.00 € -->   Alice\n",
+      "Bob   --- 15.00 € -->   Emily\n",
+      "Bob   --- 5.00 € -->   Frank\n",
+      "Charly   --- 20.00 € -->   Alice\n",
+      "Charly   --- 5.00 € -->   Bob\n",
+      "Charly   --- 5.00 € -->   Dana\n",
+      "Charly   --- 20.00 € -->   Emily\n",
+      "Charly   --- 10.00 € -->   Frank\n",
+      "Dana   --- 15.00 € -->   Alice\n",
+      "Dana   --- 15.00 € -->   Emily\n",
+      "Dana   --- 5.00 € -->   Frank\n",
+      "Frank   --- 10.00 € -->   Alice\n",
+      "Frank   --- 10.00 € -->   Emily"
+     ]
+    }
+   ],
+   "source": [
+    "t = transfers_from(expenses5)\n",
+    "print_transfers(t)"
+   ],
+   "id": "0022-0a1ea0f49bf9d47e754967014fb4f10ac32a86383239dea9abd002dcea5"
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Hier der Plot, wo sich vermutlich Edge Labels überschneiden. Das zu\n",
+    "lösen ist aber vielleicht kompliziert:"
+   ],
+   "id": "0023-24980d6bd362faee897d7beaba262d59a72971795fc8676a1082cd59165"
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "plot_transfers(t)"
+   ],
+   "id": "0024-1df942ee25a7f3befd7842891e4b0627447278ff66c885744485c44677d"
   }
  ],
  "nbformat": 4,
diff --git a/11-graphbasierte-daten/simpsons_char.csv b/11-graphbasierte-daten/simpsons_char.csv
index 0e20758bb872799d00e7da3f31ef71cbb69aae8f..5690f76f1d163c949efdee61e22903703f9c1c74 100644
--- a/11-graphbasierte-daten/simpsons_char.csv
+++ b/11-graphbasierte-daten/simpsons_char.csv
@@ -1 +1,652 @@
-Id, char_name
1,'Homer Simpson'
2,'Marge Simpson'
3,'Bart Simpson'
4,'Lisa Simpson'
5,'Maggie Simpson'
6,'Akira'
7,'Ms. Albright'
8,'Dolph Starbeam'
9,'Jimbo Jones'
10,'Kearney Zzyzwicz'
11,'Reverend Timothy Lovejoy'
12,'Apu Nahasapeemapetilon'
13,'Sideshow Bob'
14,'Jebediah Springfield'
15,'Aristotle Amadopolis'
16,'Luann Van Houten'
17,'Atkins
18,'Mary Bailey'
19,'Dave Shutton'
20,"'Birchibald \""Birch\"" T. Barlow'"
21,'Jasper Beardly'
22,'Benjamin
23,'Bill and Marty'
24,'Blinky'
25,'Otto Mann'
26,'Sherri and Terri'
27,'Chief Clancy Wiggum'
28,'Blue Haired Lawyer'
29,'Lionel Hutz'
30,'Dr. Nick Riveria'
31,'Boobarella'
32,'Wendell Borton'
33,'Patty Bouvier'
34,'Selma Bouvier'
35,"'Charles Montgomery \""Monty\"" Burns'"
36,'Ned Flanders'
37,'Todd Flanders'
38,'Barney Gumble'
39,'Dewey Largo'
40,'Lewis Jackson'
41,'Santa\'s Little Helper'
42,'Principal Seymour Skinner'
43,'Waylon Smithers'
44,'Snowball'
45,'Moe Szyslak'
46,'Milhouse Van Houten'
47,'Jacqueline Bouvier'
48,'Bleeding Gums Murphy'
49,'Ling Bouvier'
50,'Kent Brockman'
51,'Scott Christian'
52,'Judge Roy Snyder'
53,'Bumblebee Man'
54,'Capital City Goofball'
55,'Carl Carlson'
56,'Princess Kashmir'
57,'Crazy Cat Lady'
58,'Superintendent Gary Chalmers'
59,'Comic Book Guy'
60,'Mrs. Glick'
61,'Mr. Costington'
62,'Database'
63,'Declan Desmond'
64,'Disco Stu'
65,'Lunchlady Doris'
66,'Duffman'
67,'Eddie and Lou'
68,'Dr. Marvin Monroe'
69,'Ernst and Gunter'
70,'The Rich Texan'
71,'Fat Tony'
72,'Legs and Louie'
73,'Maude Flanders'
74,'Rod Flanders'
75,"'Mayor \""Diamond Joe\"" Quimby'"
76,'Francesca Terwilliger'
77,'Gino'
78,'Frankie the Squealer'
79,'Johnny Tightlips'
80,'Professor John Frink'
81,'Old Jewish Man'
82,'Baby Gerald'
83,'Leopold'
84,'Luigi'
85,'Ginger Flanders'
86,'Amber Simpson'
87,'Gloria'
88,'Gil Gunderson'
89,'Cookie Kwan'
90,'The Happy Little Elves'
91,'Itchy and Scratchy'
92,'Grampa Abraham Simpson'
93,'Judge Constance Harm'
94,'Herman Hermann'
95,'Nelson Muntz'
96,'Janey Powell'
97,'Bernice Hibbert'
98,'Dr. Julius Hibbert'
99,'Captain Lance Murdock'
100,'Elizabeth Hoover'
101,'Rachel Jordan'
102,'Kang and Kodos'
103,'Edna Krabappel'
104,'Martin Prince'
105,'Dr. J. Loren Pryor'
106,'Radioactive Man'
107,'Rabbi Hyman Krustofski'
108,'Lois Pennycandy'
109,'Mr. Teeny'
110,'Krusty the Clown'
111,'Old Barber'
112,'Lenny Leonard'
113,'Helen Lovejoy'
114,'Coach Lugash'
115,'Lurleen Lumpkin'
116,'Captain Horatio McCallister'
117,'Ruth Powers'
118,'Roger Meyers'
119,'Sideshow Mel'
120,'Troy McClure'
121,'Sanjay Nahasapeemapetilon'
122,'Hans Moleman'
123,'Groundskeeper Willie'
124,'Lindsey Naegle'
125,'Poochie'
126,'Manjula Nahasapeemapetilon'
127,'Patches and Poor Violet'
128,'Arnie Pye'
129,'Herbert Powell'
130,'Mona Simpson'
131,'Agnes Skinner'
132,'Snake Jailbird'
133,'Cletus Spuckler'
134,'Brandine Spuckler'
135,'Squeaky-Voiced Teen'
136,'Veterinarian'
137,'Drederick Tatum'
138,'Ralph Wiggum'
139,'Allison Taylor'
140,'Cecil Terwilliger'
141,'Uter Zorker'
142,'Kirk Van Houten'
143,'Dr. Velimirovic'
144,'Sarah Wiggum'
145,'Wiseguy'
146,'Rainier Wolfcastle'
147,'Artie Ziff'
148,'Yes Guy'
149,'Ms. Mellon'
150,'Cowboy Bob'
151,'Jacques'
152,'Gulliver Dark'
153,'C����sar'
154,'Adil Hoxha'
155,'Lucille Botzcowski'
156,'Karl'
157,'Serak the Preparer'
158,'Toshiro the Apprentice Chef'
159,'Master Sushi Chef'
160,'Emily Winthrop'
161,"'Beatrice \""Bea\"" Simmons'"
162,'Professor Lombardo'
163,'Mr. Bergstrom'
164,'Leon Kompowsky'
165,'Bob Arnold'
166,'Aristotle Amadopolis'
167,'Crippled Merchant'
168,'Collette'
169,'Horst'
170,'Samantha Stanky'
171,'Mr. Black'
172,'Llewellyn Sinclair'
173,'Ms. Sinclair'
174,'Amber Dempsey'
175,'Jack Larson'
176,'Laura Powers'
177,'Mr. McGreg'
178,'Lyle Lanley'
179,'Sebastian Cobb'
180,'Tom'
181,'Pepi'
182,'Sideshow Raheem'
183,'Rex'
184,'Johnny'
185,'Dr. Wolfe'
186,'Nigel'
187,'The Gremlin'
188,'Dean Peterson'
189,'Brad Goodman'
190,'Mindy Simmons'
191,'Molloy the Cat Burglar'
192,'Stacy Lovell'
193,'Race Banyon'
194,'Freddie Quimby'
195,'Allison Taylor'
196,'Bort'
197,'Jessica Lovejoy'
198,'Ashley Grant'
199,'Hugo Simpson'
200,'Leavelle'
201,'Dr. Zweig'
202,'Guy Incognito'
203,'Number One'
204,'Don Vittorio DiMaggio'
205,'Evan Conover'
206,'Ballet Teacher'
207,'The Fortuneteller'
208,'Hugh Parkfield'
209,'Shelby'
210,"'Colonel Leslie \""Hap\"" Hapablap'"
211,'Dr. Sally Wexler'
212,'Don Brodka'
213,'Hollis Hurlbut'
214,'Chester J. Lampwick'
215,'MacArthur Parker'
216,'Erin'
217,'Hank Scorpio'
218,'Lucius Sweet'
219,'Larry Burns'
220,'Belle'
221,'Starla'
222,'Dr. Foster'
223,'The Space Coyote'
224,'Frank Ormand'
225,'Sherry Bobbins'
226,'Roy'
227,'John'
228,'Rex Banner'
229,'Laddie'
230,"'Frank \""Grimey\"" Grimes'"
231,'Big Daddy'
232,'The Commandant'
233,'The Real Principal Seymour Skinner'
234,'Fox Censor'
235,'Apu\'s Mother'
236,'Alex Trebek'
237,'Cooder'
238,'The Leader'
239,'Greg'
240,'Renee'
241,'Captain Tenille'
242,'Drill Sergeant'
243,'Agent Johnson'
244,'Ray Patterson'
245,'Brad'
246,'Seth'
247,'Wally Kogen'
248,'Trent Steele'
249,'Red Barclay'
250,'Astrid Weller'
251,'Jerry Rude'
252,'Wink'
253,'Edward Christian'
254,'Lifeways Editor'
255,'Emil'
256,'Larry Kidkill'
257,'Meathook'
258,'Jim Hope'
259,'Brother Faith'
260,'Michael Finn'
261,'Titania'
262,'Dr. Velimorovic'
263,'The Casino Manager'
264,'Southern Sheriff'
265,'Little Vickie Valentine'
266,'Becky'
267,'Sophie'
268,'Jesse Grass'
269,'Number 6'
270,'Devon Bradley'
271,'Jack Crowley'
272,'L.T. Smash'
273,'Howard K. Duff VIII'
274,'Francine Rhenquist'
275,'Dr. Joan Bushwell'
276,'Kitenge'
277,'Thelonious'
278,'Singing Hobo'
279,'The Gypsy'
280,'Ultrahouse 3000'
281,'Gabriel'
282,'Garth Motherloving'
283,'Greta Wolfcastle'
284,'Buck McCoy'
285,'Zelda'
286,'Ronaldo'
287,'Annette'
288,'Tina'
289,'Mrs. Bellamy'
290,'Audrey McConnell'
291,'Mitch Hartwell'
292,'Frank Grimes
293,'Dexter Colt'
294,'Sara Sloane'
295,'Luke Stetson'
296,'Cookie'
297,'David Byrne'
298,'Don Francis Castellaneta'
299,'Professor John Frink Sr.'
300,'Edwina'
301,'Grant Conner'
302,'Henry'
303,'Stuart'
304,'Chloe Talbot'
305,'Goose Gladwell'
306,'Deion Overstreet'
307,'Bud Armstrong'
308,'Alcatrazz'
309,'Veronica'
310,'Howell Huser'
311,'Madam Wu'
312,'Officer Krackney'
313,'Jenda'
314,'Ray Magini'
315,'Tab Spangler'
316,'Clarissa Wellington'
317,'Cameron'
318,'Coach Clay'
319,'Vicki'
320,'Father Sean'
321,'Caleb Thorn'
322,'Gravedigger Billy'
323,'David'
324,'Tammy'
325,'Mason Fairbanks'
326,'Coach Krupt'
327,'Charles'
328,'Verity'
329,'Dr. Egoyan/Manfred Manslaughter'
330,'Melanie Upfoot'
331,'Wallace Brady'
332,'Clarice Drummond'
333,'Tabitha Vixx'
334,'Buck Mitchell'
335,'Dante Calabresis'
336,'Michael D\'Amico'
337,'Skinny Turner'
338,'The Army Colonel'
339,'Billy'
340,'Darcy'
341,'Dr. Stacey Swanson'
342,'Withney
343,'Tabloid Editor'
344,'Enrico Irritazio'
345,'Joe LaBoot'
346,'Colby Krause'
347,'Julia'
348,'Louie'
349,'Dwight'
350,'Uncle Norbert Van Houten'
351,'Milo'
352,'Dr. Robert Terwilliger
353,'Dame Judith Underdunk'
354,'Adriatica Viljohnson'
355,'Professor Stefan August'
356,'Donny'
357,'Betsy Bidwell'
358,"'\""Sneakers\"" Host'"
359,'Chazz Busby'
360,'Royce Lumpkin'
361,'Lucky Jim'
362,'Wolf the Bounty Hunter'
363,'Patrick Farally'
364,'Simon Woosterfield'
365,'Devon and Quenly Woosterfield'
366,'Bashir Bin Laden'
367,'Juliet Hobbs'
368,'The Parson'
369,'Tom O\'Flanagan'
370,'Maya'
371,'Jenny'
372,'Inga'
373,'Alaska Nebraska'
374,'Lyle McCarthy'
375,'Zachary Vaughn'
376,'Chett Engelbrit'
377,'Andy Hamilton'
378,'Cassandra'
379,'Charlie'
380,'Princess Penelope'
381,'Gator McCall'
382,'Milhoose'
383,'Canadian Nelson'
384,'Virgil'
385,'Mabel Simpson'
386,'Hiram Simpson'
387,'Eliza Simpson'
388,'Colonel Burns'
389,'Nikki'
390,'Jakib'
391,'Dorit'
392,'Walt Warren'
393,'Walter Hotenhoffer'
394,'Cheech and Chong'
395,'Zia Simpson'
396,'Bart\'s Sons'
397,'Tony Bennett'
398,'Ringo Starr'
399,'Neil Patrick Harris'
400,'Magic Johnson'
401,'Chick Hearn'
402,'Aerosmith'
403,'Sting'
404,'Joe Frazier'
405,'Tom Jones'
406,'Adam West'
407,'Linda Ronstadt'
408,'Leonard Nimoy'
409,'Dr. Joyce Brothers'
410,'Brooke Shields'
411,'Barry White'
412,'David Crosby'
413,'George Harrison'
414,'David Crosby'
415,'The Ramones'
416,'James Brown'
417,'Ernest Borgnine'
418,'Gerry Cooney'
419,'Robert Goulet'
420,'Conan O\'Brien'
421,'James Woods'
422,'Buzz Aldrin'
423,'James Taylor'
424,'Larry King'
425,'Dr. Demento'
426,'Dennis Franz'
427,'Dick Cavett'
428,'Johnny Unitas'
429,'Steve Allen'
430,'Mickey Rooney'
431,'Linda McCartney'
432,'Buzz Aldrin'
433,'Tom Kite'
434,'Bob Newhart'
435,'Suzanne Somers'
436,'Michael Buffer'
437,'Leonard Nimoy'
438,'Bret Hart'
439,'Tim Conway'
440,'Fyvush Finkel'
441,'Joe Namath'
442,'Roy Firestone'
443,'Stephen Jay Gould'
444,'Alex Trebek'
445,'George Harrison'
446,'Steven Wright'
447,'Bob Denver'
448,'U2'
449,'Paul McGuinness'
450,'Mark Hamill'
451,'The Moody Blues'
452,'Cyndi Lauper'
453,'Troy Aikman'
454,'Rosey Grier'
455,'John Madden'
456,'Dan Marino'
457,'Rupert Murdoch'
458,'Dolly Parton'
459,'Pat Summerall'
460,'Ed Begley
461,'Elton John'
462,'Jasper Johns'
463,'Jack LaLanne'
464,'Stephen Hawking'
465,'Mel Gibson'
466,'Mark McGwire'
467,'Tom Arnold'
468,'Dick Clark'
469,'Lucy Lawless'
470,'The B-52\'s'
471,'Penn and Teller'
472,'Ron Howard'
473,'Pat O\'Brien'
474,'Nancy O\'Dell'
475,'Butch Patrick'
476,'Jay North'
477,'NRBQ'
478,'Gary Coleman'
479,'Britney Spears'
480,'Bachman̢��‰��Turner Overdrive'
481,'Trevor Denman'
482,'Betty White'
483,'Joe C.'
484,'Willie Nelson'
485,'Roger Daltrey'
486,'John Entwistle'
487,'Gary Coleman'
488,'Stephen King'
489,'Amy Tan'
490,'John Updike'
491,'Leeza Gibbons'
492,'Robby Krieger'
493,'Bruce Vilanch'
494,'Tom Savini'
495,'Andre Agassi'
496,'Pete Sampras'
497,'Serena Williams'
498,'Gary Coleman'
499,'\'N Sync'
500,'R.E.M.'
501,'Paul Newman'
502,'Judith Owen'
503,'Richard Gere'
504,'Wolfgang Puck'
505,'Phish'
506,'Alec Baldwin'
507,'Kim Basinger'
508,'*NSYNC'
509,'U2'
510,'Stephen Hawking'
511,'Ron Howard'
512,'Elton John'
513,'Lucy Lawless'
514,'Larry Mullen
515,'Joe Namath'
516,'Stan Lee'
517,'James Lipton'
518,'Robert Pinsky'
519,'Carmen Electra'
520,'Brian Setzer'
521,'Larry Holmes'
522,'Little Richard'
523,'Elliott Gould'
524,'Ken Burns'
525,'Lisa Leslie'
526,'Tony Hawk'
527,'Blink-182'
528,'George Plimpton'
529,'Helen Fielding'
530,'James L. Brooks'
531,"'\""Weird Al\"" Yankovic'"
532,'David Byrne'
533,'Steve Buscemi'
534,'Jackson Browne'
535,'Dudley Herschbach'
536,'Jennifer Garner'
537,'Oscar de la Hoya'
538,'Michael Moore'
539,'Tony Blair'
540,'Evan Marriott'
541,'Ian McKellen'
542,'J. K. Rowling'
543,'Mr. T'
544,'Tom Clancy'
545,'Thomas Pynchon'
546,'Mary-Kate and Ashley Olsen'
547,'Isabel Sanford'
548,'Matt Groening'
549,'Nichelle Nichols'
550,'Thomas Pynchon'
551,'James Caan'
552,'Warren Sapp'
553,'50 Cent'
554,'Gary Busey'
555,'Robert Wagner'
556,'Frank Gehry'
557,'Stephen Hawking'
558,'Jason Bateman'
559,'Terry Bradshaw'
560,'Dennis Rodman'
561,'William H. Macy'
562,'Joe Frazier'
563,'Susan Sarandon'
564,'Randy Johnson'
565,'Rob Reiner'
566,'Richard Dean Anderson'
567,'Gene Tenace'
568,'Melanie Griffith'
569,'Metallica'
570,'Jack White'
571,'Dr. Phil'
572,'Tom Wolfe'
573,'Gore Vidal'
574,'Michael Chabon'
575,'Jonathan Franzen'
576,'Elvis Stojko'
577,'Andy Dick'
578,'James Patterson'
579,'Stephen Sondheim'
580,'Betty White'
581,'Ronaldo'
582,'Stephen Hawking'
583,'Rudy Giuliani'
584,'Ludacris'
585,'Pl����cido Domingo'
586,'Alan Moore'
587,'Art Spiegelman'
588,'Dan Clowes'
589,'Keith Olbermann'
590,'Kurt Loder'
591,"'\""Weird Al\"" Yankovic'"
592,'Terry Gross'
593,'Joe Montana'
594,'Fall Out Boy'
595,'Matt Groening'
596,'Chuck Liddell'
597,'Peyton Manning'
598,'Eli Manning'
599,'Cooper Manning'
600,'Smothers Brothers'
601,'Huell Howser'
602,'Mitch Albom'
603,'Eartha Kitt'
604,'Gary Larson'
605,'Chris Martin'
606,'Bob Costas'
607,'Don Pardo'
608,'Simon Cowell'
609,'Randy Jackson'
610,'Ellen DeGeneres'
611,'Kara DioGuardi'
612,'Rupert Murdoch'
613,'Ryan Seacrest'
614,'Danica Patrick'
615,'Martha Stewart'
616,'Katy Perry'
617,'Kareem Abdul-Jabbar'
618,'Joey Kramer'
619,'Ken Burns'
620,'Anthony Bourdain'
621,'Gordon Ramsay'
622,'Mario Batali'
623,'Neil Gaiman'
624,'Kevin Dillon'
625,'Janeane Garofalo'
626,'Ted Nugent'
627,'David Letterman'
628,'Julian Assange'
629,'Robbie Conal'
630,'Treat Williams'
631,'Lady Gaga'
632,'Al Roker'
633,'Jeff Gordon'
634,'Jennifer Tilly'
635,'Marvin Hamlisch'
636,'Alex Trebek'
637,'The Decemberists'
638,'Richard Dawkins'
639,'Janet Reno'
640,'Justin Bieber'
641,'Rachel Maddow'
642,'Joe Namath'
643,'Anderson Cooper'
644,'Judd Apatow'
645,'Rob Halford'
646,'Leslie Mann'
647,'Seth Rogen'
648,'Paul Rudd'
649,'Harlan Ellison'
650,'Stan Lee'
651,'Will Lyman'
\ No newline at end of file
+id,char_name
+1,Homer Simpson
+2,Marge Simpson
+3,Bart Simpson
+4,Lisa Simpson
+5,Maggie Simpson
+6,Akira
+7,Ms. Albright
+8,Dolph Starbeam
+9,Jimbo Jones
+10,Kearney Zzyzwicz
+11,Reverend Timothy Lovejoy
+12,Apu Nahasapeemapetilon
+13,Sideshow Bob
+14,Jebediah Springfield
+15,Aristotle Amadopolis
+16,Luann Van Houten
+17,Atkins
+18,Mary Bailey
+19,Dave Shutton
+20,"Birchibald ""Birch"" T. Barlow"
+21,Jasper Beardly
+22,Benjamin
+23,Bill and Marty
+24,Blinky
+25,Otto Mann
+26,Sherri and Terri
+27,Chief Clancy Wiggum
+28,Blue Haired Lawyer
+29,Lionel Hutz
+30,Dr. Nick Riveria
+31,Boobarella
+32,Wendell Borton
+33,Patty Bouvier
+34,Selma Bouvier
+35,"Charles Montgomery ""Monty"" Burns"
+36,Ned Flanders
+37,Todd Flanders
+38,Barney Gumble
+39,Dewey Largo
+40,Lewis Jackson
+41,Santa's Little Helper
+42,Principal Seymour Skinner
+43,Waylon Smithers
+44,Snowball
+45,Moe Szyslak
+46,Milhouse Van Houten
+47,Jacqueline Bouvier
+48,Bleeding Gums Murphy
+49,Ling Bouvier
+50,Kent Brockman
+51,Scott Christian
+52,Judge Roy Snyder
+53,Bumblebee Man
+54,Capital City Goofball
+55,Carl Carlson
+56,Princess Kashmir
+57,Crazy Cat Lady
+58,Superintendent Gary Chalmers
+59,Comic Book Guy
+60,Mrs. Glick
+61,Mr. Costington
+62,Database
+63,Declan Desmond
+64,Disco Stu
+65,Lunchlady Doris
+66,Duffman
+67,Eddie and Lou
+68,Dr. Marvin Monroe
+69,Ernst and Gunter
+70,The Rich Texan
+71,Fat Tony
+72,Legs and Louie
+73,Maude Flanders
+74,Rod Flanders
+75,"Mayor ""Diamond Joe"" Quimby"
+76,Francesca Terwilliger
+77,Gino
+78,Frankie the Squealer
+79,Johnny Tightlips
+80,Professor John Frink
+81,Old Jewish Man
+82,Baby Gerald
+83,Leopold
+84,Luigi
+85,Ginger Flanders
+86,Amber Simpson
+87,Gloria
+88,Gil Gunderson
+89,Cookie Kwan
+90,The Happy Little Elves
+91,Itchy and Scratchy
+92,Grampa Abraham Simpson
+93,Judge Constance Harm
+94,Herman Hermann
+95,Nelson Muntz
+96,Janey Powell
+97,Bernice Hibbert
+98,Dr. Julius Hibbert
+99,Captain Lance Murdock
+100,Elizabeth Hoover
+101,Rachel Jordan
+102,Kang and Kodos
+103,Edna Krabappel
+104,Martin Prince
+105,Dr. J. Loren Pryor
+106,Radioactive Man
+107,Rabbi Hyman Krustofski
+108,Lois Pennycandy
+109,Mr. Teeny
+110,Krusty the Clown
+111,Old Barber
+112,Lenny Leonard
+113,Helen Lovejoy
+114,Coach Lugash
+115,Lurleen Lumpkin
+116,Captain Horatio McCallister
+117,Ruth Powers
+118,Roger Meyers
+119,Sideshow Mel
+120,Troy McClure
+121,Sanjay Nahasapeemapetilon
+122,Hans Moleman
+123,Groundskeeper Willie
+124,Lindsey Naegle
+125,Poochie
+126,Manjula Nahasapeemapetilon
+127,Patches and Poor Violet
+128,Arnie Pye
+129,Herbert Powell
+130,Mona Simpson
+131,Agnes Skinner
+132,Snake Jailbird
+133,Cletus Spuckler
+134,Brandine Spuckler
+135,Squeaky-Voiced Teen
+136,Veterinarian
+137,Drederick Tatum
+138,Ralph Wiggum
+139,Allison Taylor
+140,Cecil Terwilliger
+141,Uter Zorker
+142,Kirk Van Houten
+143,Dr. Velimirovic
+144,Sarah Wiggum
+145,Wiseguy
+146,Rainier Wolfcastle
+147,Artie Ziff
+148,Yes Guy
+149,Ms. Mellon
+150,Cowboy Bob
+151,Jacques
+152,Gulliver Dark
+153,César
+154,Adil Hoxha
+155,Lucille Botzcowski
+156,Karl
+157,Serak the Preparer
+158,Toshiro the Apprentice Chef
+159,Master Sushi Chef
+160,Emily Winthrop
+161,"Beatrice ""Bea"" Simmons"
+162,Professor Lombardo
+163,Mr. Bergstrom
+164,Leon Kompowsky
+165,Bob Arnold
+166,Aristotle Amadopolis
+167,Crippled Merchant
+168,Collette
+169,Horst
+170,Samantha Stanky
+171,Mr. Black
+172,Llewellyn Sinclair
+173,Ms. Sinclair
+174,Amber Dempsey
+175,Jack Larson
+176,Laura Powers
+177,Mr. McGreg
+178,Lyle Lanley
+179,Sebastian Cobb
+180,Tom
+181,Pepi
+182,Sideshow Raheem
+183,Rex
+184,Johnny
+185,Dr. Wolfe
+186,Nigel
+187,The Gremlin
+188,Dean Peterson
+189,Brad Goodman
+190,Mindy Simmons
+191,Molloy the Cat Burglar
+192,Stacy Lovell
+193,Race Banyon
+194,Freddie Quimby
+195,Allison Taylor
+196,Bort
+197,Jessica Lovejoy
+198,Ashley Grant
+199,Hugo Simpson
+200,Leavelle
+201,Dr. Zweig
+202,Guy Incognito
+203,Number One
+204,Don Vittorio DiMaggio
+205,Evan Conover
+206,Ballet Teacher
+207,The Fortuneteller
+208,Hugh Parkfield
+209,Shelby
+210,"Colonel Leslie ""Hap"" Hapablap"
+211,Dr. Sally Wexler
+212,Don Brodka
+213,Hollis Hurlbut
+214,Chester J. Lampwick
+215,MacArthur Parker
+216,Erin
+217,Hank Scorpio
+218,Lucius Sweet
+219,Larry Burns
+220,Belle
+221,Starla
+222,Dr. Foster
+223,The Space Coyote
+224,Frank Ormand
+225,Sherry Bobbins
+226,Roy
+227,John
+228,Rex Banner
+229,Laddie
+230,"Frank ""Grimey"" Grimes"
+231,Big Daddy
+232,The Commandant
+233,The Real Principal Seymour Skinner
+234,Fox Censor
+235,Apu's Mother
+236,Alex Trebek
+237,Cooder
+238,The Leader
+239,Greg
+240,Renee
+241,Captain Tenille
+242,Drill Sergeant
+243,Agent Johnson
+244,Ray Patterson
+245,Brad
+246,Seth
+247,Wally Kogen
+248,Trent Steele
+249,Red Barclay
+250,Astrid Weller
+251,Jerry Rude
+252,Wink
+253,Edward Christian
+254,Lifeways Editor
+255,Emil
+256,Larry Kidkill
+257,Meathook
+258,Jim Hope
+259,Brother Faith
+260,Michael Finn
+261,Titania
+262,Dr. Velimorovic
+263,The Casino Manager
+264,Southern Sheriff
+265,Little Vickie Valentine
+266,Becky
+267,Sophie
+268,Jesse Grass
+269,Number 6
+270,Devon Bradley
+271,Jack Crowley
+272,L.T. Smash
+273,Howard K. Duff VIII
+274,Francine Rhenquist
+275,Dr. Joan Bushwell
+276,Kitenge
+277,Thelonious
+278,Singing Hobo
+279,The Gypsy
+280,Ultrahouse 3000
+281,Gabriel
+282,Garth Motherloving
+283,Greta Wolfcastle
+284,Buck McCoy
+285,Zelda
+286,Ronaldo
+287,Annette
+288,Tina
+289,Mrs. Bellamy
+290,Audrey McConnell
+291,Mitch Hartwell
+292,Frank Grimes
+293,Dexter Colt
+294,Sara Sloane
+295,Luke Stetson
+296,Cookie
+297,David Byrne
+298,Don Francis Castellaneta
+299,Professor John Frink Sr.
+300,Edwina
+301,Grant Conner
+302,Henry
+303,Stuart
+304,Chloe Talbot
+305,Goose Gladwell
+306,Deion Overstreet
+307,Bud Armstrong
+308,Alcatrazz
+309,Veronica
+310,Howell Huser
+311,Madam Wu
+312,Officer Krackney
+313,Jenda
+314,Ray Magini
+315,Tab Spangler
+316,Clarissa Wellington
+317,Cameron
+318,Coach Clay
+319,Vicki
+320,Father Sean
+321,Caleb Thorn
+322,Gravedigger Billy
+323,David
+324,Tammy
+325,Mason Fairbanks
+326,Coach Krupt
+327,Charles
+328,Verity
+329,Dr. Egoyan/Manfred Manslaughter
+330,Melanie Upfoot
+331,Wallace Brady
+332,Clarice Drummond
+333,Tabitha Vixx
+334,Buck Mitchell
+335,Dante Calabresis
+336,Michael D'Amico
+337,Skinny Turner
+338,The Army Colonel
+339,Billy
+340,Darcy
+341,Dr. Stacey Swanson
+342,Withney
+343,Tabloid Editor
+344,Enrico Irritazio
+345,Joe LaBoot
+346,Colby Krause
+347,Julia
+348,Louie
+349,Dwight
+350,Uncle Norbert Van Houten
+351,Milo
+352,Dr. Robert Terwilliger
+353,Dame Judith Underdunk
+354,Adriatica Viljohnson
+355,Professor Stefan August
+356,Donny
+357,Betsy Bidwell
+358,"""Sneakers"" Host"
+359,Chazz Busby
+360,Royce Lumpkin
+361,Lucky Jim
+362,Wolf the Bounty Hunter
+363,Patrick Farally
+364,Simon Woosterfield
+365,Devon and Quenly Woosterfield
+366,Bashir Bin Laden
+367,Juliet Hobbs
+368,The Parson
+369,Tom O'Flanagan
+370,Maya
+371,Jenny
+372,Inga
+373,Alaska Nebraska
+374,Lyle McCarthy
+375,Zachary Vaughn
+376,Chett Engelbrit
+377,Andy Hamilton
+378,Cassandra
+379,Charlie
+380,Princess Penelope
+381,Gator McCall
+382,Milhoose
+383,Canadian Nelson
+384,Virgil
+385,Mabel Simpson
+386,Hiram Simpson
+387,Eliza Simpson
+388,Colonel Burns
+389,Nikki
+390,Jakib
+391,Dorit
+392,Walt Warren
+393,Walter Hotenhoffer
+394,Cheech and Chong
+395,Zia Simpson
+396,Bart's Sons
+397,Tony Bennett
+398,Ringo Starr
+399,Neil Patrick Harris
+400,Magic Johnson
+401,Chick Hearn
+402,Aerosmith
+403,Sting
+404,Joe Frazier
+405,Tom Jones
+406,Adam West
+407,Linda Ronstadt
+408,Leonard Nimoy
+409,Dr. Joyce Brothers
+410,Brooke Shields
+411,Barry White
+412,David Crosby
+413,George Harrison
+414,David Crosby
+415,The Ramones
+416,James Brown
+417,Ernest Borgnine
+418,Gerry Cooney
+419,Robert Goulet
+420,Conan O'Brien
+421,James Woods
+422,Buzz Aldrin
+423,James Taylor
+424,Larry King
+425,Dr. Demento
+426,Dennis Franz
+427,Dick Cavett
+428,Johnny Unitas
+429,Steve Allen
+430,Mickey Rooney
+431,Linda McCartney
+432,Buzz Aldrin
+433,Tom Kite
+434,Bob Newhart
+435,Suzanne Somers
+436,Michael Buffer
+437,Leonard Nimoy
+438,Bret Hart
+439,Tim Conway
+440,Fyvush Finkel
+441,Joe Namath
+442,Roy Firestone
+443,Stephen Jay Gould
+444,Alex Trebek
+445,George Harrison
+446,Steven Wright
+447,Bob Denver
+448,U2
+449,Paul McGuinness
+450,Mark Hamill
+451,The Moody Blues
+452,Cyndi Lauper
+453,Troy Aikman
+454,Rosey Grier
+455,John Madden
+456,Dan Marino
+457,Rupert Murdoch
+458,Dolly Parton
+459,Pat Summerall
+460,Ed Begley
+461,Elton John
+462,Jasper Johns
+463,Jack LaLanne
+464,Stephen Hawking
+465,Mel Gibson
+466,Mark McGwire
+467,Tom Arnold
+468,Dick Clark
+469,Lucy Lawless
+470,The B-52's
+471,Penn and Teller
+472,Ron Howard
+473,Pat O'Brien
+474,Nancy O'Dell
+475,Butch Patrick
+476,Jay North
+477,NRBQ
+478,Gary Coleman
+479,Britney Spears
+480,Bachman̢��‰��Turner Overdrive
+481,Trevor Denman
+482,Betty White
+483,Joe C.
+484,Willie Nelson
+485,Roger Daltrey
+486,John Entwistle
+487,Gary Coleman
+488,Stephen King
+489,Amy Tan
+490,John Updike
+491,Leeza Gibbons
+492,Robby Krieger
+493,Bruce Vilanch
+494,Tom Savini
+495,Andre Agassi
+496,Pete Sampras
+497,Serena Williams
+498,Gary Coleman
+499,'N Sync
+500,R.E.M.
+501,Paul Newman
+502,Judith Owen
+503,Richard Gere
+504,Wolfgang Puck
+505,Phish
+506,Alec Baldwin
+507,Kim Basinger
+508,*NSYNC
+509,U2
+510,Stephen Hawking
+511,Ron Howard
+512,Elton John
+513,Lucy Lawless
+514,Larry Mullen
+515,Joe Namath
+516,Stan Lee
+517,James Lipton
+518,Robert Pinsky
+519,Carmen Electra
+520,Brian Setzer
+521,Larry Holmes
+522,Little Richard
+523,Elliott Gould
+524,Ken Burns
+525,Lisa Leslie
+526,Tony Hawk
+527,Blink-182
+528,George Plimpton
+529,Helen Fielding
+530,James L. Brooks
+531,"""Weird Al"" Yankovic"
+532,David Byrne
+533,Steve Buscemi
+534,Jackson Browne
+535,Dudley Herschbach
+536,Jennifer Garner
+537,Oscar de la Hoya
+538,Michael Moore
+539,Tony Blair
+540,Evan Marriott
+541,Ian McKellen
+542,J. K. Rowling
+543,Mr. T
+544,Tom Clancy
+545,Thomas Pynchon
+546,Mary-Kate and Ashley Olsen
+547,Isabel Sanford
+548,Matt Groening
+549,Nichelle Nichols
+550,Thomas Pynchon
+551,James Caan
+552,Warren Sapp
+553,50 Cent
+554,Gary Busey
+555,Robert Wagner
+556,Frank Gehry
+557,Stephen Hawking
+558,Jason Bateman
+559,Terry Bradshaw
+560,Dennis Rodman
+561,William H. Macy
+562,Joe Frazier
+563,Susan Sarandon
+564,Randy Johnson
+565,Rob Reiner
+566,Richard Dean Anderson
+567,Gene Tenace
+568,Melanie Griffith
+569,Metallica
+570,Jack White
+571,Dr. Phil
+572,Tom Wolfe
+573,Gore Vidal
+574,Michael Chabon
+575,Jonathan Franzen
+576,Elvis Stojko
+577,Andy Dick
+578,James Patterson
+579,Stephen Sondheim
+580,Betty White
+581,Ronaldo
+582,Stephen Hawking
+583,Rudy Giuliani
+584,Ludacris
+585,Pl����cido Domingo
+586,Alan Moore
+587,Art Spiegelman
+588,Dan Clowes
+589,Keith Olbermann
+590,Kurt Loder
+591,"""Weird Al"" Yankovic"
+592,Terry Gross
+593,Joe Montana
+594,Fall Out Boy
+595,Matt Groening
+596,Chuck Liddell
+597,Peyton Manning
+598,Eli Manning
+599,Cooper Manning
+600,Smothers Brothers
+601,Huell Howser
+602,Mitch Albom
+603,Eartha Kitt
+604,Gary Larson
+605,Chris Martin
+606,Bob Costas
+607,Don Pardo
+608,Simon Cowell
+609,Randy Jackson
+610,Ellen DeGeneres
+611,Kara DioGuardi
+612,Rupert Murdoch
+613,Ryan Seacrest
+614,Danica Patrick
+615,Martha Stewart
+616,Katy Perry
+617,Kareem Abdul-Jabbar
+618,Joey Kramer
+619,Ken Burns
+620,Anthony Bourdain
+621,Gordon Ramsay
+622,Mario Batali
+623,Neil Gaiman
+624,Kevin Dillon
+625,Janeane Garofalo
+626,Ted Nugent
+627,David Letterman
+628,Julian Assange
+629,Robbie Conal
+630,Treat Williams
+631,Lady Gaga
+632,Al Roker
+633,Jeff Gordon
+634,Jennifer Tilly
+635,Marvin Hamlisch
+636,Alex Trebek
+637,The Decemberists
+638,Richard Dawkins
+639,Janet Reno
+640,Justin Bieber
+641,Rachel Maddow
+642,Joe Namath
+643,Anderson Cooper
+644,Judd Apatow
+645,Rob Halford
+646,Leslie Mann
+647,Seth Rogen
+648,Paul Rudd
+649,Harlan Ellison
+650,Stan Lee
+651,Will Lyman