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September 3, 2013 13:55
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Visualizing song repetition with Python. For more information, see <http://www.bdesham.info/2013/09/visualizing-repetition>.
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#!/usr/bin/env python | |
# repetition.py | |
# | |
# Usage: python repetition.py input.txt output.svg | |
# | |
# Given a text file containing song lyrics, generates an SVG image showing the | |
# relationships between the lines of text. For more information, read the | |
# article at <http://www.bdesham.info/2013/09/visualizing-repetition>. | |
# | |
# Copyright (c) 2013, Benjamin Esham. This software is released under the | |
# following version of the MIT license: | |
# | |
# Permission is hereby granted, free of charge, to any person obtaining a copy | |
# of this software and associated documentation files (the "Software"), to | |
# deal in the Software without restriction, including without limitation the | |
# rights to use, copy, modify, merge, publish, distribute, sublicense, and/or | |
# sell copies of the Software, and to permit persons to whom the Software is | |
# furnished to do so, subject to the following condition: the above copyright | |
# notice and this permission notice shall be included in all copies or | |
# substantial portions of the Software. | |
# | |
# The software is provided "as is", without warranty of any kind, express or | |
# implied, including but not limited to the warranties of merchantability, | |
# fitness for a particular purpose and noninfringement. In no event shall the | |
# authors or copyright holders be liable for any claim, damages or other | |
# liability, whether in an action of contract, tort or otherwise, arising | |
# from, out of or in connection with the software or the use or other dealings | |
# in the software. | |
import sys | |
from re import findall, UNICODE | |
from math import sqrt | |
from svg_grid import svg_for_matrix | |
def normalize_line(line): | |
return findall(r"(?:\w|')+", line.rstrip().lower(), UNICODE) | |
def lines_for_file(text): | |
normalized_lines = [normalize_line(line) for line in text] | |
return [line for line in normalized_lines if line] | |
def normalized_lines_in_file(filename): | |
with open(filename, 'r') as f: | |
return [normalize_line(line) for line in f if len(normalize_line(line)) > 0] | |
def corpus_from_lines(lines): | |
result = [] | |
for line in lines: | |
for word in line: | |
if word not in result: | |
result.append(word) | |
return result | |
def vector_for_line(line, corpus): | |
return [len([word for word in line if word == test_word]) for test_word in corpus] | |
def vectors_from_lines(lines): | |
corpus = corpus_from_lines(lines) | |
return [vector_for_line(line, corpus) for line in lines] | |
def vector_length(vector): | |
return sqrt(sum([x*x for x in vector])) | |
def dot_product(vector1, vector2): | |
return sum([vector1[i] * vector2[i] for i in range(len(vector1))]) | |
def cosine_between(vector1, vector2): | |
return dot_product(vector1, vector2) / (vector_length(vector1) * vector_length(vector2)) | |
def generate_matrix(lines): | |
size = len(lines) | |
return [[cosine_between(lines[i], lines[j]) for i in range(size)] for j in range(size)] | |
def matrix_for_file(filename): | |
with open(filename, 'r') as f: | |
return generate_matrix(lines_for_file(filename)) | |
if __name__ == '__main__': | |
if len(sys.argv) != 3: | |
print 'Usage: repetition.py input.txt output.svg' | |
exit(1) | |
lines = normalized_lines_in_file(sys.argv[1]) | |
vectors = vectors_from_lines(lines) | |
matrix = generate_matrix(vectors) | |
with open(sys.argv[2], 'w') as f: | |
f.write(svg_for_matrix(matrix, low_color='132B43', high_color='55B1F7')) |
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# svg_grid.py | |
# | |
# Given a matrix (i.e. list of lists), the function svg_for_matrix produces an | |
# SVG image made up of a grid of squares. Each square is colored according to | |
# the corresponding element of the matrix, with a value of `low` giving a | |
# square colored `low_color`, a value of `high` giving a `high_color` square, | |
# and intermediate values an interpolated color. For an application of this | |
# function, see <http://www.bdesham.info/2013/09/visualizing-repetition>. | |
# | |
# Copyright (c) 2013, Benjamin Esham. This software is released under the | |
# following version of the MIT license: | |
# | |
# Permission is hereby granted, free of charge, to any person obtaining a copy | |
# of this software and associated documentation files (the "Software"), to | |
# deal in the Software without restriction, including without limitation the | |
# rights to use, copy, modify, merge, publish, distribute, sublicense, and/or | |
# sell copies of the Software, and to permit persons to whom the Software is | |
# furnished to do so, subject to the following condition: the above copyright | |
# notice and this permission notice shall be included in all copies or | |
# substantial portions of the Software. | |
# | |
# The software is provided "as is", without warranty of any kind, express or | |
# implied, including but not limited to the warranties of merchantability, | |
# fitness for a particular purpose and noninfringement. In no event shall the | |
# authors or copyright holders be liable for any claim, damages or other | |
# liability, whether in an action of contract, tort or otherwise, arising | |
# from, out of or in connection with the software or the use or other dealings | |
# in the software. | |
from xml.etree.ElementTree import Element, SubElement, tostring | |
xml_declaration = '<?xml version="1.0" encoding="utf-8"?>' | |
def svg_for_matrix(matrix, low=0.0, high=1.0, low_color='ffffff', | |
high_color='0000ff'): | |
total_size = 512 | |
box_size = total_size / len(matrix) | |
# box_size was coerced into an integer, so make the total size smaller | |
# if appropriate | |
total_size = box_size * len(matrix) | |
svg = Element('svg') | |
svg.set('xmlns:svg', 'http://www.w3.org/2000/svg') | |
svg.set('xmlns', 'http://www.w3.org/2000/svg') | |
svg.set('width', str(total_size)) | |
svg.set('height', str(total_size)) | |
svg.set('version', '1.0') | |
y_position = 0 | |
for row in matrix: | |
x_position = 0 | |
for item in row: | |
color = interpolate_color(item, low, high, low_color, high_color) | |
box = SubElement(svg, 'rect') | |
box.set('style', 'fill: #{0}'.format(color)) | |
# make the boxes 2px larger than necessary to prevent borders from | |
# showing up when the image is scaled | |
box.set('width', str(box_size + 2)) | |
box.set('height', str(box_size + 2)) | |
box.set('x', str(x_position)) | |
box.set('y', str(y_position)) | |
x_position += box_size | |
y_position += box_size | |
return xml_declaration + tostring(svg) | |
def interpolate_color(value, low, high, low_color, high_color): | |
low_color = list_for_hex_color(low_color) | |
high_color = list_for_hex_color(high_color) | |
return hex_color_for_list([((high_color[i] - low_color[i])/(high - low)) * | |
(value - low) + low_color[i] for i in range(3)]) | |
def list_for_hex_color(string): | |
return [int(string[i:i+2], 16) for i in range(0, 6, 2)] | |
def hex_color_for_list(color): | |
return ''.join(['%02x' % c for c in color]) |
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