The goal of this notebook is to build a visualization of the Illiad using a recurrent theme of this epic work: the
Fortunaly for us, we live in an age where 2500 year old epics can be found in digitial form. The Illiad can be found Project Gutenberg in a text form. Let's download it:
import requests
r = requests.get('http://www.gutenberg.org/cache/epub/2199/pg2199.txt')
illiad = r.text
illiad = illiad.replace('\r', '').replace('\n', ' ')
illiad[:100]
'\ufeffThe Project Gutenberg EBook of The Iliad, by Homer This eBook is for the use of anyone anywhere at'
print(illiad[:1000])
The Project Gutenberg EBook of The Iliad, by Homer This eBook is for the use of anyone anywhere at no cost and with almost no restrictions whatsoever. You may copy it, give it away or re-use it under the terms of the Project Gutenberg License included with this eBook or online at www.gutenberg.net Title: The Iliad Author: Homer Translator: Samuel Butler Posting Date: June 13, 2010 [EBook #2199] Release Date: June, 2000 First Posted: September 18, 1999 Last Updated: December 12, 2004 Language: English *** START OF THIS PROJECT GUTENBERG EBOOK THE ILIAD *** Produced by Jim Tinsley. HTML version by Al Haines. THE ILIAD OF HOMER Rendered into English Prose for the use of those who cannot read the original by Samuel Butler BOOK I The quarrel between Agamemnon and Achilles--Achilles withdraws from the war, and sends his mother Thetis to ask Jove to help the Trojans--Scene between Jove and Juno on Olympus. Sing, O goddess, the anger of Achille
Some sanity checks.
assert '\n' not in illiad
assert illiad.find('\n')
assert illiad.find('\r')
Now, let's split the Illiad in its different songs, or rhapsodies, since it is just a bunch of characters right now. We will use regular expressions to do this.
import re
rhapsodies = re.split(r'(?: BOOK [IVX]+\s+)', illiad)[1:]
Let's do some sanity checks:
len(rhapsodies)
24
from ipywidgets import interact
from IPython.display import HTML, display
@interact
def display_rhapsody_start(n=(0, 23)):
display(HTML(rhapsodies[n][:200]))
for i in range(24):
display_rhapsody_start(i)
Okay, this is all good. Let's move on to the next step: finding the names of sons mentioned in the rhapsodies.
rhapsody0 = rhapsodies[0]
pattern1 = re.compile(r'\w+\b[ ,]?sons? of (?:[A-Z][a-z]+)')
pattern1.findall(rhapsody0)
['Achilles son of Peleus', 'the son of Atreus', 'the son of Jove', 'the son of Atreus', 'two sons of Atreus', 'Calchas son of Thestor', 'noble son of Atreus', 'The son of Peleus', 'the son of Atreus', 'the son of Peleus', 'the son of Peleus', 'the son of Atreus', 'the son of Peleus', 'the son of Atreus', 'Theseus son of Aegeus', 'The son of Peleus', 'the son of Menoetius', 'the son of Atreus', 'two sons of Atreus', 'the son of Atreus', 'the son of Saturn', 'the son of Saturn', 'mighty son of Saturn', 'the son of Saturn', 'Dread son of Saturn']
len(pattern1.findall(rhapsody0))
25
pattern2 = re.compile(r',?sons? of (?:[A-Z][a-z]+)')
pattern2.findall(rhapsody0)
['son of Peleus', 'son of Atreus', 'son of Jove', 'son of Atreus', 'sons of Atreus', 'son of Jove', 'son of Thestor', 'son of Atreus', 'son of Peleus', 'son of Peleus', 'son of Atreus', 'son of Peleus', 'son of Atreus', 'son of Peleus', 'son of Atreus', 'son of Atreus', 'son of Peleus', 'son of Atreus', 'son of Aegeus', 'son of Peleus', 'son of Menoetius', 'son of Atreus', 'son of Peleus', 'son of Atreus', 'sons of Atreus', 'son of Atreus', 'son of Saturn', 'son of Saturn', 'son of Saturn', 'son of Saturn', 'son of Saturn']
len(pattern2.findall(rhapsody0))
31
Let's use the second pattern for extracting names of fathers.
from collections import OrderedDict
by_rhapsody = []
for rhapsody in rhapsodies:
name_dict = OrderedDict()
for name in pattern2.findall(rhapsody):
if name in name_dict:
name_dict[name] += 1
else:
name_dict[name] = 1
by_rhapsody.append(name_dict)
Let's now transform the output to a matrix. First we need to find all unique names.
unique_names = []
for name_dict in by_rhapsody:
for name in name_dict:
if not name in unique_names:
unique_names.append(name)
len(unique_names)
163
unique_names
['son of Peleus', 'son of Atreus', 'son of Jove', 'sons of Atreus', 'son of Thestor', 'son of Aegeus', 'son of Menoetius', 'son of Saturn', 'son of Neleus', 'son of Laertes', 'son of Tydeus', 'sons of Mars', 'son of Azeus', 'son of Naubolus', 'son of Oileus', 'son of Telamon', 'son of Chalcodon', 'son of Peteos', 'son of Talaus', 'son of Ancaeus', 'son of Cteatus', 'son of Amarynces', 'son of King', 'son of Augeas', 'son of Andraemon', 'son of Hercules', 'sons of Hercules', 'sons of King', 'son of Selepus', 'son of Iphiclus', 'son of Phylacus', 'son of Admetus', 'sons of Aesculapius', 'son of Euaemon', 'son of Pirithous', 'son of Coronus', 'son of Caeneus', 'son of Tenthredon', 'son of Pheres', 'sons of Antenor', 'son of Lycaon', 'sons of Merops', 'son of Hyrtacus', 'son of Teutamus', 'son of Troezenus', 'son of Ceos', 'sons of Talaemenes', 'sons of Nomion', 'son of Antenor', 'son of Ptolemaeus', 'son of Peiraeus', 'son of Capaneus', 'son of Haemon', 'son of Autophonus', 'son of Thalysius', 'son of Anthemion', 'son of Priam', 'son of Amarynceus', 'son of Imbrasus', 'sons of Dares', 'son of Borus', 'son of Strophius', 'son of Tecton', 'son of Hermon', 'son of Phyleus', 'sons of Phaenops', 'sons of Priam', 'sons of Aloeus', 'son of Amphitryon', 'son of Anchises', 'son of Pergasus', 'son of Nestor', 'son of Atymnius', 'son of Selagus', 'son of Laomedon', 'son of Oenops', 'son of Oeneus', 'son of Ochesius', 'son of Eussorus', 'son of Teuthranus', 'son of Mecisteus', 'son of Hippolochus', 'son of Dryas', 'son of Aeolus', 'son of Areithous', 'son of Dexius', 'son of Jason', 'son of Iphitus', 'son of Phradmon', 'son of Polyaemon', 'son of Echius', 'son of Creion', 'son of Aeacus', 'son of Ormenus', 'son of Eumedes', 'son of Eioneus', 'sons of Antimachus', 'son of Dardanus', 'son of Clytius', 'son of Paeon', 'son of Hippasus', 'sons of Hippasus', 'son of Phausius', 'son of Aesculapius', 'son of Hypeirochus', 'sons of Actor', 'son of Actor', 'son of Deucalion', 'son of Asius', 'son of Antimachus', 'son of Mentor', 'son of Molus', 'sons of Saturn', 'son of Mars', 'son of Caletor', 'son of Polyidus', 'son of Panthous', 'son of Hippotion', 'son of Enops', 'son of Areilycus', 'son of Alegenor', 'son of Gyrtius', 'son of Sphelus', 'son of Boucolos', 'son of Mastor', 'son of Pisenor', 'son of Protiaon', 'son of Perimedes', 'son of Lampus', 'son of Hiketaon', 'son of Copreus', 'son of Perieres', 'son of Maemalus', 'son of Laerceus', 'sons of Nestor', 'sons of Amisodorus', 'son of Damastor', 'son of Argeas', 'son of Ithaemenes', 'son of Chalcon', 'son of Onetor', 'son of Megas', 'son of Dymas', 'son of Leto', 'sons of Panthous', 'son of Phaenops', 'son of Epytus', 'son of Arisbas', 'son of Diores', 'son of Laerces', 'son of Eetion', 'sons of Trojans', 'son of Perseus', 'son of Creontes', 'son of Otrynteus', 'son of Philetor', 'sons of Bias', 'son of Alastor', 'son of Agenor', 'son of Peires', 'son of Pelegon', 'son of Amphidamas', 'son of Panopeus']
Now, let's build the matrix.
import numpy as np
name_matrix = np.zeros((len(rhapsodies), len(unique_names)), np.int)
for ind, name_dict in enumerate(by_rhapsody):
for name in name_dict:
name_matrix[ind, unique_names.index(name)] = name_dict[name]
Now, we can plot this:
import matplotlib.pyplot as plt
%matplotlib inline
plt.figure(figsize=(16, 8))
plt.imshow(name_matrix, cmap='Reds', aspect='auto')
plt.xticks(np.arange(len(unique_names)), unique_names, rotation=90);
plt.yticks(np.arange(len(rhapsodies)), ['rhapsody {}'.format(i) for i in range(1, 25)]);
What about doing the figure in the other direction?
plt.figure(figsize=(8, 16), dpi=100)
plt.imshow(name_matrix.T, cmap='Reds', aspect='auto')
plt.yticks(np.arange(len(unique_names)), unique_names, rotation=0, fontsize=7);
plt.xticks(np.arange(len(rhapsodies)), ['rhapsody {}'.format(i) for i in range(1, 25)], rotation=90);
Let's do another plot: we just draw this data as spikes.
import bokeh.charts as bc
from bokeh.io import output_notebook
from bokeh.plotting import figure, show
from bokeh.models import HoverTool, BoxSelectTool
import pandas as pd
/Users/kappamaki/anaconda/lib/python3.6/site-packages/bokeh/util/deprecation.py:34: BokehDeprecationWarning: The bokeh.charts API has moved to a separate 'bkcharts' package. This compatibility shim will remain until Bokeh 1.0 is released. After that, if you want to use this API you will have to install the bkcharts package explicitly. warn(message)
df = pd.DataFrame(data=name_matrix, columns=unique_names, index=['rhapsody {}'.format(i) for i in range(1, 25)])
selection = df.sum(numeric_only=True) > 10
df[df.columns[selection]].plot()
<matplotlib.axes._subplots.AxesSubplot at 0x119ab6240>
df.index
Index(['rhapsody 1', 'rhapsody 2', 'rhapsody 3', 'rhapsody 4', 'rhapsody 5', 'rhapsody 6', 'rhapsody 7', 'rhapsody 8', 'rhapsody 9', 'rhapsody 10', 'rhapsody 11', 'rhapsody 12', 'rhapsody 13', 'rhapsody 14', 'rhapsody 15', 'rhapsody 16', 'rhapsody 17', 'rhapsody 18', 'rhapsody 19', 'rhapsody 20', 'rhapsody 21', 'rhapsody 22', 'rhapsody 23', 'rhapsody 24'], dtype='object')
hover = HoverTool(
tooltips=[
("index", "$index"),
("(x,y)", "($x, $y)"),
("desc", "@desc"),
]
)
TOOLS = [hover]
chart = bc.Line(df[df.columns[selection]], legend='top_right', width=800, height=500, tools=TOOLS)
show(chart)
A bit of experimenting.
from bokeh.models.sources import ColumnDataSource
source = ColumnDataSource(df)
source.data
{'index': array(['rhapsody 1', 'rhapsody 2', 'rhapsody 3', 'rhapsody 4', 'rhapsody 5', 'rhapsody 6', 'rhapsody 7', 'rhapsody 8', 'rhapsody 9', 'rhapsody 10', 'rhapsody 11', 'rhapsody 12', 'rhapsody 13', 'rhapsody 14', 'rhapsody 15', 'rhapsody 16', 'rhapsody 17', 'rhapsody 18', 'rhapsody 19', 'rhapsody 20', 'rhapsody 21', 'rhapsody 22', 'rhapsody 23', 'rhapsody 24'], dtype=object), 'son of Actor': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 1 rhapsody 12 0 rhapsody 13 1 rhapsody 14 0 rhapsody 15 0 rhapsody 16 2 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Actor, dtype: int64, 'son of Admetus': rhapsody 1 0 rhapsody 2 1 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 3 rhapsody 24 0 Name: son of Admetus, dtype: int64, 'son of Aeacus': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 1 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 3 rhapsody 17 2 rhapsody 18 2 rhapsody 19 0 rhapsody 20 0 rhapsody 21 1 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Aeacus, dtype: int64, 'son of Aegeus': rhapsody 1 1 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Aegeus, dtype: int64, 'son of Aeolus': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 1 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Aeolus, dtype: int64, 'son of Aesculapius': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 1 rhapsody 12 0 rhapsody 13 0 rhapsody 14 1 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Aesculapius, dtype: int64, 'son of Agenor': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 1 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Agenor, dtype: int64, 'son of Alastor': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 1 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Alastor, dtype: int64, 'son of Alegenor': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 1 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Alegenor, dtype: int64, 'son of Amarynces': rhapsody 1 0 rhapsody 2 1 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Amarynces, dtype: int64, 'son of Amarynceus': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 1 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Amarynceus, dtype: int64, 'son of Amphidamas': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 1 rhapsody 24 0 Name: son of Amphidamas, dtype: int64, 'son of Amphitryon': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 1 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Amphitryon, dtype: int64, 'son of Ancaeus': rhapsody 1 0 rhapsody 2 1 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Ancaeus, dtype: int64, 'son of Anchises': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 1 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 1 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 2 rhapsody 18 0 rhapsody 19 0 rhapsody 20 2 rhapsody 21 0 rhapsody 22 0 rhapsody 23 1 rhapsody 24 0 Name: son of Anchises, dtype: int64, 'son of Andraemon': rhapsody 1 0 rhapsody 2 1 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 1 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 1 rhapsody 14 0 rhapsody 15 1 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Andraemon, dtype: int64, 'son of Antenor': rhapsody 1 0 rhapsody 2 0 rhapsody 3 2 rhapsody 4 1 rhapsody 5 1 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 1 rhapsody 12 0 rhapsody 13 0 rhapsody 14 1 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 1 rhapsody 20 0 rhapsody 21 1 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Antenor, dtype: int64, 'son of Anthemion': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 2 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Anthemion, dtype: int64, 'son of Antimachus': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 1 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Antimachus, dtype: int64, 'son of Areilycus': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 1 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Areilycus, dtype: int64, 'son of Areithous': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 2 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Areithous, dtype: int64, 'son of Argeas': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 1 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Argeas, dtype: int64, 'son of Arisbas': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 1 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Arisbas, dtype: int64, 'son of Asius': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 1 rhapsody 13 3 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 1 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Asius, dtype: int64, 'son of Atreus': rhapsody 1 11 rhapsody 2 9 rhapsody 3 9 rhapsody 4 1 rhapsody 5 2 rhapsody 6 2 rhapsody 7 2 rhapsody 8 1 rhapsody 9 15 rhapsody 10 4 rhapsody 11 14 rhapsody 12 0 rhapsody 13 4 rhapsody 14 3 rhapsody 15 0 rhapsody 16 2 rhapsody 17 9 rhapsody 18 0 rhapsody 19 4 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 8 rhapsody 24 1 Name: son of Atreus, dtype: int64, 'son of Atymnius': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 1 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Atymnius, dtype: int64, 'son of Augeas': rhapsody 1 0 rhapsody 2 1 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Augeas, dtype: int64, 'son of Autophonus': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 1 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Autophonus, dtype: int64, 'son of Azeus': rhapsody 1 0 rhapsody 2 1 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Azeus, dtype: int64, 'son of Borus': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 1 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 1 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Borus, dtype: int64, 'son of Boucolos': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 1 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Boucolos, dtype: int64, 'son of Caeneus': rhapsody 1 0 rhapsody 2 1 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Caeneus, dtype: int64, 'son of Caletor': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 1 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Caletor, dtype: int64, 'son of Capaneus': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 2 rhapsody 5 4 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Capaneus, dtype: int64, 'son of Ceos': rhapsody 1 0 rhapsody 2 1 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Ceos, dtype: int64, 'son of Chalcodon': rhapsody 1 0 rhapsody 2 1 rhapsody 3 0 rhapsody 4 1 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Chalcodon, dtype: int64, 'son of Chalcon': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 1 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Chalcon, dtype: int64, 'son of Clytius': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 1 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 2 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Clytius, dtype: int64, 'son of Copreus': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 1 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Copreus, dtype: int64, 'son of Coronus': rhapsody 1 0 rhapsody 2 1 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Coronus, dtype: int64, 'son of Creion': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 1 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Creion, dtype: int64, 'son of Creontes': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 1 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Creontes, dtype: int64, 'son of Cteatus': rhapsody 1 0 rhapsody 2 1 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 1 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Cteatus, dtype: int64, 'son of Damastor': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 1 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Damastor, dtype: int64, 'son of Dardanus': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 2 rhapsody 12 0 rhapsody 13 1 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 1 rhapsody 23 0 rhapsody 24 0 Name: son of Dardanus, dtype: int64, 'son of Deucalion': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 1 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 1 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Deucalion, dtype: int64, 'son of Dexius': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 1 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Dexius, dtype: int64, 'son of Diores': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 2 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Diores, dtype: int64, 'son of Dryas': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 1 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Dryas, dtype: int64, 'son of Dymas': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 1 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Dymas, dtype: int64, 'son of Echius': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 1 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 1 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Echius, dtype: int64, 'son of Eetion': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 2 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Eetion, dtype: int64, 'son of Eioneus': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 1 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Eioneus, dtype: int64, 'son of Enops': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 1 rhapsody 15 0 rhapsody 16 1 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 1 rhapsody 24 0 Name: son of Enops, dtype: int64, 'son of Epytus': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 1 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Epytus, dtype: int64, 'son of Euaemon': rhapsody 1 0 rhapsody 2 1 rhapsody 3 0 rhapsody 4 0 rhapsody 5 1 rhapsody 6 0 rhapsody 7 1 rhapsody 8 1 rhapsody 9 0 rhapsody 10 0 rhapsody 11 2 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Euaemon, dtype: int64, 'son of Eumedes': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 1 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Eumedes, dtype: int64, 'son of Eussorus': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 1 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Eussorus, dtype: int64, 'son of Gyrtius': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 1 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Gyrtius, dtype: int64, 'son of Haemon': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 1 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 1 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Haemon, dtype: int64, 'son of Hercules': rhapsody 1 0 rhapsody 2 3 rhapsody 3 0 rhapsody 4 0 rhapsody 5 1 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Hercules, dtype: int64, 'son of Hermon': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 1 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Hermon, dtype: int64, 'son of Hiketaon': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 2 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Hiketaon, dtype: int64, 'son of Hippasus': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 2 rhapsody 12 0 rhapsody 13 1 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 1 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Hippasus, dtype: int64, 'son of Hippolochus': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 2 rhapsody 7 1 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 2 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 1 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Hippolochus, dtype: int64, 'son of Hippotion': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 1 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Hippotion, dtype: int64, 'son of Hypeirochus': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 1 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Hypeirochus, dtype: int64, 'son of Hyrtacus': rhapsody 1 0 rhapsody 2 2 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 3 rhapsody 13 2 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Hyrtacus, dtype: int64, 'son of Imbrasus': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 1 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Imbrasus, dtype: int64, 'son of Iphiclus': rhapsody 1 0 rhapsody 2 1 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 1 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Iphiclus, dtype: int64, 'son of Iphitus': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 1 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Iphitus, dtype: int64, 'son of Ithaemenes': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 1 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Ithaemenes, dtype: int64, 'son of Jason': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 2 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 1 rhapsody 22 0 rhapsody 23 1 rhapsody 24 0 Name: son of Jason, dtype: int64, 'son of Jove': rhapsody 1 2 rhapsody 2 1 rhapsody 3 0 rhapsody 4 0 rhapsody 5 2 rhapsody 6 0 rhapsody 7 2 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 1 rhapsody 21 2 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Jove, dtype: int64, 'son of King': rhapsody 1 0 rhapsody 2 1 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 1 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of King, dtype: int64, 'son of Laerces': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 1 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Laerces, dtype: int64, 'son of Laerceus': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 1 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Laerceus, dtype: int64, 'son of Laertes': rhapsody 1 0 rhapsody 2 1 rhapsody 3 1 rhapsody 4 1 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 1 rhapsody 9 2 rhapsody 10 1 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 1 rhapsody 24 0 Name: son of Laertes, dtype: int64, 'son of Lampus': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 1 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Lampus, dtype: int64, 'son of Laomedon': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 1 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 1 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Laomedon, dtype: int64, 'son of Leto': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 1 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Leto, dtype: int64, 'son of Lycaon': rhapsody 1 0 rhapsody 2 1 rhapsody 3 0 rhapsody 4 2 rhapsody 5 8 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Lycaon, dtype: int64, 'son of Maemalus': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 1 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Maemalus, dtype: int64, 'son of Mars': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 1 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Mars, dtype: int64, 'son of Mastor': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 1 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Mastor, dtype: int64, 'son of Mecisteus': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 1 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 1 rhapsody 24 0 Name: son of Mecisteus, dtype: int64, 'son of Megas': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 1 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Megas, dtype: int64, 'son of Menoetius': rhapsody 1 1 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 1 rhapsody 10 0 rhapsody 11 3 rhapsody 12 1 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 9 rhapsody 17 4 rhapsody 18 3 rhapsody 19 1 rhapsody 20 0 rhapsody 21 1 rhapsody 22 0 rhapsody 23 1 rhapsody 24 1 Name: son of Menoetius, dtype: int64, 'son of Mentor': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 1 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Mentor, dtype: int64, 'son of Molus': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 1 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Molus, dtype: int64, 'son of Naubolus': rhapsody 1 0 rhapsody 2 1 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Naubolus, dtype: int64, 'son of Neleus': rhapsody 1 0 rhapsody 2 1 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 1 rhapsody 9 0 rhapsody 10 3 rhapsody 11 2 rhapsody 12 0 rhapsody 13 0 rhapsody 14 1 rhapsody 15 1 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 1 rhapsody 24 0 Name: son of Neleus, dtype: int64, 'son of Nestor': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 1 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 2 rhapsody 11 0 rhapsody 12 0 rhapsody 13 1 rhapsody 14 0 rhapsody 15 1 rhapsody 16 0 rhapsody 17 2 rhapsody 18 1 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 2 rhapsody 24 0 Name: son of Nestor, dtype: int64, 'son of Ochesius': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 1 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Ochesius, dtype: int64, 'son of Oeneus': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 1 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 1 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Oeneus, dtype: int64, 'son of Oenops': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 1 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Oenops, dtype: int64, 'son of Oileus': rhapsody 1 0 rhapsody 2 2 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 1 rhapsody 13 4 rhapsody 14 3 rhapsody 15 0 rhapsody 16 1 rhapsody 17 1 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 4 rhapsody 24 0 Name: son of Oileus, dtype: int64, 'son of Onetor': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 1 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Onetor, dtype: int64, 'son of Ormenus': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 1 rhapsody 10 1 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Ormenus, dtype: int64, 'son of Otrynteus': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 2 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Otrynteus, dtype: int64, 'son of Paeon': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 2 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Paeon, dtype: int64, 'son of Panopeus': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 1 rhapsody 24 0 Name: son of Panopeus, dtype: int64, 'son of Panthous': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 1 rhapsody 14 2 rhapsody 15 2 rhapsody 16 2 rhapsody 17 3 rhapsody 18 1 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Panthous, dtype: int64, 'son of Peiraeus': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 1 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Peiraeus, dtype: int64, 'son of Peires': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 1 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Peires, dtype: int64, 'son of Pelegon': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 2 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Pelegon, dtype: int64, 'son of Peleus': rhapsody 1 8 rhapsody 2 1 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 1 rhapsody 9 3 rhapsody 10 2 rhapsody 11 0 rhapsody 12 0 rhapsody 13 1 rhapsody 14 0 rhapsody 15 3 rhapsody 16 7 rhapsody 17 9 rhapsody 18 6 rhapsody 19 2 rhapsody 20 13 rhapsody 21 9 rhapsody 22 9 rhapsody 23 14 rhapsody 24 7 Name: son of Peleus, dtype: int64, 'son of Pergasus': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 1 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Pergasus, dtype: int64, 'son of Perieres': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 1 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Perieres, dtype: int64, 'son of Perimedes': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 1 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Perimedes, dtype: int64, 'son of Perseus': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 2 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Perseus, dtype: int64, 'son of Peteos': rhapsody 1 0 rhapsody 2 1 rhapsody 3 0 rhapsody 4 1 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 1 rhapsody 13 1 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Peteos, dtype: int64, 'son of Phaenops': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 1 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Phaenops, dtype: int64, 'son of Phausius': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 1 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Phausius, dtype: int64, 'son of Pheres': rhapsody 1 0 rhapsody 2 1 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Pheres, dtype: int64, 'son of Philetor': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 1 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Philetor, dtype: int64, 'son of Phradmon': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 1 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Phradmon, dtype: int64, 'son of Phylacus': rhapsody 1 0 rhapsody 2 1 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 1 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Phylacus, dtype: int64, 'son of Phyleus': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 1 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 2 rhapsody 11 0 rhapsody 12 0 rhapsody 13 1 rhapsody 14 0 rhapsody 15 2 rhapsody 16 1 rhapsody 17 0 rhapsody 18 0 rhapsody 19 1 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Phyleus, dtype: int64, 'son of Pirithous': rhapsody 1 0 rhapsody 2 1 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 2 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Pirithous, dtype: int64, 'son of Pisenor': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 1 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Pisenor, dtype: int64, 'son of Polyaemon': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 1 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Polyaemon, dtype: int64, 'son of Polyidus': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 1 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Polyidus, dtype: int64, 'son of Priam': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 2 rhapsody 5 0 rhapsody 6 0 rhapsody 7 6 rhapsody 8 2 rhapsody 9 0 rhapsody 10 0 rhapsody 11 4 rhapsody 12 1 rhapsody 13 6 rhapsody 14 2 rhapsody 15 3 rhapsody 16 2 rhapsody 17 2 rhapsody 18 2 rhapsody 19 1 rhapsody 20 3 rhapsody 21 2 rhapsody 22 0 rhapsody 23 1 rhapsody 24 0 Name: son of Priam, dtype: int64, 'son of Protiaon': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 1 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Protiaon, dtype: int64, 'son of Ptolemaeus': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 1 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Ptolemaeus, dtype: int64, 'son of Saturn': rhapsody 1 5 rhapsody 2 6 rhapsody 3 0 rhapsody 4 4 rhapsody 5 4 rhapsody 6 3 rhapsody 7 3 rhapsody 8 4 rhapsody 9 2 rhapsody 10 0 rhapsody 11 5 rhapsody 12 0 rhapsody 13 3 rhapsody 14 2 rhapsody 15 2 rhapsody 16 3 rhapsody 17 3 rhapsody 18 3 rhapsody 19 2 rhapsody 20 1 rhapsody 21 4 rhapsody 22 1 rhapsody 23 0 rhapsody 24 5 Name: son of Saturn, dtype: int64, 'son of Selagus': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 1 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Selagus, dtype: int64, 'son of Selepus': rhapsody 1 0 rhapsody 2 1 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Selepus, dtype: int64, 'son of Sphelus': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 1 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Sphelus, dtype: int64, 'son of Strophius': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 1 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Strophius, dtype: int64, 'son of Talaus': rhapsody 1 0 rhapsody 2 1 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 1 rhapsody 24 0 Name: son of Talaus, dtype: int64, 'son of Tecton': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 1 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Tecton, dtype: int64, 'son of Telamon': rhapsody 1 0 rhapsody 2 2 rhapsody 3 0 rhapsody 4 1 rhapsody 5 1 rhapsody 6 1 rhapsody 7 3 rhapsody 8 3 rhapsody 9 2 rhapsody 10 0 rhapsody 11 5 rhapsody 12 5 rhapsody 13 7 rhapsody 14 3 rhapsody 15 3 rhapsody 16 0 rhapsody 17 4 rhapsody 18 1 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 4 rhapsody 24 0 Name: son of Telamon, dtype: int64, 'son of Tenthredon': rhapsody 1 0 rhapsody 2 1 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Tenthredon, dtype: int64, 'son of Teutamus': rhapsody 1 0 rhapsody 2 1 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Teutamus, dtype: int64, 'son of Teuthranus': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 1 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Teuthranus, dtype: int64, 'son of Thalysius': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 1 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Thalysius, dtype: int64, 'son of Thestor': rhapsody 1 1 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 1 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Thestor, dtype: int64, 'son of Troezenus': rhapsody 1 0 rhapsody 2 1 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: son of Troezenus, dtype: int64, 'son of Tydeus': rhapsody 1 0 rhapsody 2 1 rhapsody 3 0 rhapsody 4 1 rhapsody 5 28 rhapsody 6 5 rhapsody 7 2 rhapsody 8 6 rhapsody 9 0 rhapsody 10 12 rhapsody 11 4 rhapsody 12 0 rhapsody 13 0 rhapsody 14 2 rhapsody 15 0 rhapsody 16 2 rhapsody 17 0 rhapsody 18 0 rhapsody 19 1 rhapsody 20 0 rhapsody 21 1 rhapsody 22 0 rhapsody 23 12 rhapsody 24 0 Name: son of Tydeus, dtype: int64, 'sons of Actor': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 1 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 1 rhapsody 24 0 Name: sons of Actor, dtype: int64, 'sons of Aesculapius': rhapsody 1 0 rhapsody 2 1 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: sons of Aesculapius, dtype: int64, 'sons of Aloeus': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 1 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: sons of Aloeus, dtype: int64, 'sons of Amisodorus': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 1 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: sons of Amisodorus, dtype: int64, 'sons of Antenor': rhapsody 1 0 rhapsody 2 1 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 2 rhapsody 12 1 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: sons of Antenor, dtype: int64, 'sons of Antimachus': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 2 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: sons of Antimachus, dtype: int64, 'sons of Atreus': rhapsody 1 2 rhapsody 2 2 rhapsody 3 0 rhapsody 4 0 rhapsody 5 2 rhapsody 6 1 rhapsody 7 3 rhapsody 8 1 rhapsody 9 1 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 1 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: sons of Atreus, dtype: int64, 'sons of Bias': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 1 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: sons of Bias, dtype: int64, 'sons of Dares': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 1 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: sons of Dares, dtype: int64, 'sons of Hercules': rhapsody 1 0 rhapsody 2 1 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: sons of Hercules, dtype: int64, 'sons of Hippasus': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 1 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: sons of Hippasus, dtype: int64, 'sons of King': rhapsody 1 0 rhapsody 2 1 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: sons of King, dtype: int64, 'sons of Mars': rhapsody 1 0 rhapsody 2 1 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 1 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: sons of Mars, dtype: int64, 'sons of Merops': rhapsody 1 0 rhapsody 2 1 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 1 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: sons of Merops, dtype: int64, 'sons of Nestor': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 2 rhapsody 17 0 rhapsody 18 0 rhapsody 19 1 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: sons of Nestor, dtype: int64, 'sons of Nomion': rhapsody 1 0 rhapsody 2 1 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: sons of Nomion, dtype: int64, 'sons of Panthous': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 1 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: sons of Panthous, dtype: int64, 'sons of Phaenops': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 1 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: sons of Phaenops, dtype: int64, 'sons of Priam': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 2 rhapsody 6 1 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 1 rhapsody 12 1 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 1 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: sons of Priam, dtype: int64, 'sons of Saturn': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 1 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: sons of Saturn, dtype: int64, 'sons of Talaemenes': rhapsody 1 0 rhapsody 2 1 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 0 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 0 rhapsody 24 0 Name: sons of Talaemenes, dtype: int64, 'sons of Trojans': rhapsody 1 0 rhapsody 2 0 rhapsody 3 0 rhapsody 4 0 rhapsody 5 0 rhapsody 6 0 rhapsody 7 0 rhapsody 8 0 rhapsody 9 0 rhapsody 10 0 rhapsody 11 0 rhapsody 12 0 rhapsody 13 0 rhapsody 14 0 rhapsody 15 0 rhapsody 16 0 rhapsody 17 0 rhapsody 18 1 rhapsody 19 0 rhapsody 20 0 rhapsody 21 0 rhapsody 22 0 rhapsody 23 1 rhapsody 24 0 Name: sons of Trojans, dtype: int64}
from bokeh.models import HoverTool
hover = HoverTool(
tooltips=[
("index", "$index"),
("(x,y)", "($x, $y)"),
("desc", "@name"),
]
)
p = figure(plot_width=400, plot_height=400, tools=[hover])
# add a line renderer with a NaN
nan = float('nan')
p.line([1, 2, 3, nan, 4, 5], [6, 7, 2, 4, 4, 5], name='line', line_width=2)
show(p)
transposed_df = df.transpose()
tooltips= [
('Name', '$index'),
('When', '$x'),
('y', '$y'),
('desc', '$columns')
]
chart = bc.Line(transposed_df, tooltips=tooltips)
show(chart)
What about doing something like the Les Mis graph found in the bokeh library examples?
This time, we need to build an adjacency matrix.
adjacency = np.zeros((len(unique_names), len(unique_names)), np.int)
for name_dict in by_rhapsody:
for name in unique_names:
for other_name in name_dict:
if name in name_dict:
adjacency[unique_names.index(name), unique_names.index(other_name)] = name_dict[other_name] + name_dict[name]
plt.figure(figsize=(12, 12))
plt.imshow(adjacency, cmap='Reds', aspect='auto')
plt.xticks(np.arange(len(unique_names)), unique_names, rotation=90);
We need to cluster this graph...
Let's try this.
import scipy.cluster.hierarchy as sch
# Compute and plot dendrogram.
fig = plt.figure()
axdendro = fig.add_axes([0.09,0.1,0.2,0.8])
Y = sch.linkage(adjacency, method='centroid')
Z = sch.dendrogram(Y, orientation='right')
axdendro.set_xticks([])
axdendro.set_yticks([])
# Plot distance matrix.
axmatrix = fig.add_axes([0.3,0.1,0.6,0.8])
index = Z['leaves']
D = adjacency[index,:]
D = D[:,index]
im = axmatrix.matshow(D, aspect='auto', origin='lower', cmap='Reds')
axmatrix.set_xticks([])
axmatrix.set_yticks([])
# Plot colorbar.
axcolor = fig.add_axes([0.91,0.1,0.02,0.8])
plt.colorbar(im, cax=axcolor)
<matplotlib.colorbar.Colorbar at 0x10f6cf8d0>
More research remains to be done.
Digital humanities: - https://de.dariah.eu/tatom/case_study_racine.html - https://de.dariah.eu/tatom/index.html - http://www.karsdorp.io/python-course/
Adjacency plots and graphs: - https://bost.ocks.org/mike/miserables/ - http://neoformix.com/2013/NovelViews.html - https://joernhees.de/blog/2015/08/26/scipy-hierarchical-clustering-and-dendrogram-tutorial/
import holoviews as hv
hv.extension('bokeh', 'matplotlib')
df['rhapsody'] = df.index
df = df.reset_index()
df.head()
index | son of Peleus | son of Atreus | son of Jove | sons of Atreus | son of Thestor | son of Aegeus | son of Menoetius | son of Saturn | son of Neleus | ... | son of Otrynteus | son of Philetor | sons of Bias | son of Alastor | son of Agenor | son of Peires | son of Pelegon | son of Amphidamas | son of Panopeus | rhapsody | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | rhapsody 1 | 8 | 11 | 2 | 2 | 1 | 1 | 1 | 5 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | rhapsody 1 |
1 | rhapsody 2 | 1 | 9 | 1 | 2 | 0 | 0 | 0 | 6 | 1 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | rhapsody 2 |
2 | rhapsody 3 | 0 | 9 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | rhapsody 3 |
3 | rhapsody 4 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 4 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | rhapsody 4 |
4 | rhapsody 5 | 0 | 2 | 2 | 2 | 0 | 0 | 0 | 4 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | rhapsody 5 |
5 rows × 165 columns
vdims = df.columns[df.columns.str.startswith('son')]
%%output size=200
%%opts Curve [height=150 width=600 tools=['hover']]
for vdim in vdims:
hv.Curve(df, kdims=['rhapsody'], vdims=[vdim])