ContourMetrics 0.4.1

In [1]:

    

# Load external jupyter stuff
%load_ext autoreload
%load_ext snakeviz


    

In [2]:

    

# jupyter settings
%autoreload 2
%matplotlib inline
%autocall 1

# imports
import numpy
import scipy
import pandas
import sklearn
import sklearn.cluster
import os
import glob
import json
from matplotlib import pyplot as plt

import itertools
import collections
import music21
import Levenshtein

from django.core.wsgi import get_wsgi_application
os.environ.setdefault("DJANGO_SETTINGS_MODULE", "contourMetrics.settings.production")
application = get_wsgi_application()

import lib.contour
import cProfile

from django.db.models import Q
from lib.contour import ContourPoint as CP
from lib.contour import Contour as C

import lib.generator
import lib.utils
import lib.analysis
import lib

from apps.calculator import models


    

    




Automatic calling is: Smart

In [3]:

    

def log_progress(sequence, every=None, size=None):
    # https://github.com/alexanderkuk/log-progress
    from ipywidgets import IntProgress, HTML, VBox
    from IPython.display import display

    is_iterator = False
    if size is None:
        try:
            size = len(sequence)
        except TypeError:
            is_iterator = True
    if size is not None:
        if every is None:
            if size <= 200:
                every = 1
            else:
                every = int(size / 200)     # every 0.5%
    else:
        assert every is not None, 'sequence is iterator, set every'

    if is_iterator:
        progress = IntProgress(min=0, max=1, value=1)
        progress.bar_style = 'info'
    else:
        progress = IntProgress(min=0, max=size, value=0)
    label = HTML()
    box = VBox(children=[label, progress])
    display(box)

    index = 0
    try:
        for index, record in enumerate(sequence, 1):
            if index == 1 or index % every == 0:
                if is_iterator:
                    label.value = '{index} / ?'.format(index=index)
                else:
                    progress.value = index
                    label.value = u'{index} / {size}'.format(
                        index=index,
                        size=size
                    )
            yield record
    except:
        progress.bar_style = 'danger'
        raise
    else:
        progress.bar_style = 'success'
        progress.value = index
        label.value = str(index or '?')


    

In [4]:

    

# Generate some contours and save to db
# lib.generator.generate_and_save_contours_to_db(8) # set the contour size


    

In [5]:

    

# Parse and save collections from corpora directory

# Use this to parse all collections:
# lib.generator.parse_and_save_all_collections()

# Or this to parse only one collection. Chorales, for instance:
# collections = lib.generator.get_collections()
# lib.generator.parse_and_save_collection(collections['Chorales'])


    

In [6]:

    

# Feed the comparisons DB
# This is a very slow process. It can take many hours

# Use this to save comparison from all the collections
# lib.generator.save_all_collections_comparisons()

# Or this to save comparison from a single collection. Chorales, for instance:
# lib.generator.save_collection_comparisons('Chorales')


    

In [7]:

    

# Serialize a model class (for backup, for instance)
lib.utils.serialize_model(models.Comparison)


    

    




3115392

In [8]:

    

# Deserialize a json serialized file
# To save in db, set True in the second argument
lib.utils.deserialize('./Comparison-serialized.json')


    

    
Out[8]:





[<DeserializedObject: calculator.Comparison(pk=946820)>,
 <DeserializedObject: calculator.Comparison(pk=947945)>,
 <DeserializedObject: calculator.Comparison(pk=946821)>,
 <DeserializedObject: calculator.Comparison(pk=946815)>,
 <DeserializedObject: calculator.Comparison(pk=946816)>,
 <DeserializedObject: calculator.Comparison(pk=946817)>,
 <DeserializedObject: calculator.Comparison(pk=946818)>,
 <DeserializedObject: calculator.Comparison(pk=947803)>,
 <DeserializedObject: calculator.Comparison(pk=946827)>,
 <DeserializedObject: calculator.Comparison(pk=947946)>,
 <DeserializedObject: calculator.Comparison(pk=946828)>,
 <DeserializedObject: calculator.Comparison(pk=946829)>,
 <DeserializedObject: calculator.Comparison(pk=946823)>,
 <DeserializedObject: calculator.Comparison(pk=946824)>,
 <DeserializedObject: calculator.Comparison(pk=946825)>,
 <DeserializedObject: calculator.Comparison(pk=947809)>,
 <DeserializedObject: calculator.Comparison(pk=947436)>,
 <DeserializedObject: calculator.Comparison(pk=947947)>,
 <DeserializedObject: calculator.Comparison(pk=947948)>,
 <DeserializedObject: calculator.Comparison(pk=946838)>,
 <DeserializedObject: calculator.Comparison(pk=946831)>,
 <DeserializedObject: calculator.Comparison(pk=946832)>,
 <DeserializedObject: calculator.Comparison(pk=947949)>,
 <DeserializedObject: calculator.Comparison(pk=947445)>,
 <DeserializedObject: calculator.Comparison(pk=946836)>,
 <DeserializedObject: calculator.Comparison(pk=947950)>,
 <DeserializedObject: calculator.Comparison(pk=946845)>,
 <DeserializedObject: calculator.Comparison(pk=946846)>,
 <DeserializedObject: calculator.Comparison(pk=946840)>,
 <DeserializedObject: calculator.Comparison(pk=946841)>,
 <DeserializedObject: calculator.Comparison(pk=946842)>,
 <DeserializedObject: calculator.Comparison(pk=947454)>,
 <DeserializedObject: calculator.Comparison(pk=946844)>,
 <DeserializedObject: calculator.Comparison(pk=947951)>,
 <DeserializedObject: calculator.Comparison(pk=946853)>,
 <DeserializedObject: calculator.Comparison(pk=946854)>,
 <DeserializedObject: calculator.Comparison(pk=946848)>,
 <DeserializedObject: calculator.Comparison(pk=946849)>,
 <DeserializedObject: calculator.Comparison(pk=946850)>,
 <DeserializedObject: calculator.Comparison(pk=947490)>,
 <DeserializedObject: calculator.Comparison(pk=946852)>,
 <DeserializedObject: calculator.Comparison(pk=947952)>,
 <DeserializedObject: calculator.Comparison(pk=946861)>,
 <DeserializedObject: calculator.Comparison(pk=946862)>,
 <DeserializedObject: calculator.Comparison(pk=946856)>,
 <DeserializedObject: calculator.Comparison(pk=946857)>,
 <DeserializedObject: calculator.Comparison(pk=946858)>,
 <DeserializedObject: calculator.Comparison(pk=947796)>,
 <DeserializedObject: calculator.Comparison(pk=946860)>,
 <DeserializedObject: calculator.Comparison(pk=947953)>,
 <DeserializedObject: calculator.Comparison(pk=946869)>,
 <DeserializedObject: calculator.Comparison(pk=946870)>,
 <DeserializedObject: calculator.Comparison(pk=946864)>,
 <DeserializedObject: calculator.Comparison(pk=946865)>,
 <DeserializedObject: calculator.Comparison(pk=946866)>,
 <DeserializedObject: calculator.Comparison(pk=947814)>,
 <DeserializedObject: calculator.Comparison(pk=946868)>,
 <DeserializedObject: calculator.Comparison(pk=947954)>,
 <DeserializedObject: calculator.Comparison(pk=946877)>,
 <DeserializedObject: calculator.Comparison(pk=946878)>,
 <DeserializedObject: calculator.Comparison(pk=946872)>,
 <DeserializedObject: calculator.Comparison(pk=946873)>,
 <DeserializedObject: calculator.Comparison(pk=946874)>,
 <DeserializedObject: calculator.Comparison(pk=946822)>,
 <DeserializedObject: calculator.Comparison(pk=946876)>,
 <DeserializedObject: calculator.Comparison(pk=947955)>,
 <DeserializedObject: calculator.Comparison(pk=946885)>,
 <DeserializedObject: calculator.Comparison(pk=946886)>,
 <DeserializedObject: calculator.Comparison(pk=946880)>,
 <DeserializedObject: calculator.Comparison(pk=946881)>,
 <DeserializedObject: calculator.Comparison(pk=946882)>,
 <DeserializedObject: calculator.Comparison(pk=947198)>,
 <DeserializedObject: calculator.Comparison(pk=946884)>,
 <DeserializedObject: calculator.Comparison(pk=947956)>,
 <DeserializedObject: calculator.Comparison(pk=946893)>,
 <DeserializedObject: calculator.Comparison(pk=946894)>,
 <DeserializedObject: calculator.Comparison(pk=946888)>,
 <DeserializedObject: calculator.Comparison(pk=946889)>,
 <DeserializedObject: calculator.Comparison(pk=946890)>,
 <DeserializedObject: calculator.Comparison(pk=947036)>,
 <DeserializedObject: calculator.Comparison(pk=946892)>,
 <DeserializedObject: calculator.Comparison(pk=947957)>,
 <DeserializedObject: calculator.Comparison(pk=947252)>,
 <DeserializedObject: calculator.Comparison(pk=947253)>,
 <DeserializedObject: calculator.Comparison(pk=946896)>,
 <DeserializedObject: calculator.Comparison(pk=946897)>,
 <DeserializedObject: calculator.Comparison(pk=946898)>,
 <DeserializedObject: calculator.Comparison(pk=946529)>,
 <DeserializedObject: calculator.Comparison(pk=946900)>,
 <DeserializedObject: calculator.Comparison(pk=947958)>,
 <DeserializedObject: calculator.Comparison(pk=946907)>,
 <DeserializedObject: calculator.Comparison(pk=946908)>,
 <DeserializedObject: calculator.Comparison(pk=946902)>,
 <DeserializedObject: calculator.Comparison(pk=946903)>,
 <DeserializedObject: calculator.Comparison(pk=946904)>,
 <DeserializedObject: calculator.Comparison(pk=946691)>,
 <DeserializedObject: calculator.Comparison(pk=946906)>,
 <DeserializedObject: calculator.Comparison(pk=947959)>,
 <DeserializedObject: calculator.Comparison(pk=946915)>,
 <DeserializedObject: calculator.Comparison(pk=946916)>,
 <DeserializedObject: calculator.Comparison(pk=946910)>,
 <DeserializedObject: calculator.Comparison(pk=946911)>,
 <DeserializedObject: calculator.Comparison(pk=946912)>,
 <DeserializedObject: calculator.Comparison(pk=947301)>,
 <DeserializedObject: calculator.Comparison(pk=946914)>,
 <DeserializedObject: calculator.Comparison(pk=947960)>,
 <DeserializedObject: calculator.Comparison(pk=946923)>,
 <DeserializedObject: calculator.Comparison(pk=946924)>,
 <DeserializedObject: calculator.Comparison(pk=946918)>,
 <DeserializedObject: calculator.Comparison(pk=946919)>,
 <DeserializedObject: calculator.Comparison(pk=946920)>,
 <DeserializedObject: calculator.Comparison(pk=947463)>,
 <DeserializedObject: calculator.Comparison(pk=946922)>,
 <DeserializedObject: calculator.Comparison(pk=947961)>,
 <DeserializedObject: calculator.Comparison(pk=946931)>,
 <DeserializedObject: calculator.Comparison(pk=946932)>,
 <DeserializedObject: calculator.Comparison(pk=946926)>,
 <DeserializedObject: calculator.Comparison(pk=946927)>,
 <DeserializedObject: calculator.Comparison(pk=946928)>,
 <DeserializedObject: calculator.Comparison(pk=946528)>,
 <DeserializedObject: calculator.Comparison(pk=946930)>,
 <DeserializedObject: calculator.Comparison(pk=947962)>,
 <DeserializedObject: calculator.Comparison(pk=946819)>,
 <DeserializedObject: calculator.Comparison(pk=946939)>,
 <DeserializedObject: calculator.Comparison(pk=946940)>,
 <DeserializedObject: calculator.Comparison(pk=946934)>,
 <DeserializedObject: calculator.Comparison(pk=946935)>,
 <DeserializedObject: calculator.Comparison(pk=946936)>,
 <DeserializedObject: calculator.Comparison(pk=946938)>,
 <DeserializedObject: calculator.Comparison(pk=947963)>,
 <DeserializedObject: calculator.Comparison(pk=946826)>,
 <DeserializedObject: calculator.Comparison(pk=946947)>,
 <DeserializedObject: calculator.Comparison(pk=946948)>,
 <DeserializedObject: calculator.Comparison(pk=946942)>,
 <DeserializedObject: calculator.Comparison(pk=946943)>,
 <DeserializedObject: calculator.Comparison(pk=946944)>,
 <DeserializedObject: calculator.Comparison(pk=946946)>,
 <DeserializedObject: calculator.Comparison(pk=947964)>,
 <DeserializedObject: calculator.Comparison(pk=946834)>,
 <DeserializedObject: calculator.Comparison(pk=946955)>,
 <DeserializedObject: calculator.Comparison(pk=946956)>,
 <DeserializedObject: calculator.Comparison(pk=946950)>,
 <DeserializedObject: calculator.Comparison(pk=946951)>,
 <DeserializedObject: calculator.Comparison(pk=946952)>,
 <DeserializedObject: calculator.Comparison(pk=946954)>,
 <DeserializedObject: calculator.Comparison(pk=947965)>,
 <DeserializedObject: calculator.Comparison(pk=946833)>,
 <DeserializedObject: calculator.Comparison(pk=946963)>,
 <DeserializedObject: calculator.Comparison(pk=946964)>,
 <DeserializedObject: calculator.Comparison(pk=946958)>,
 <DeserializedObject: calculator.Comparison(pk=946959)>,
 <DeserializedObject: calculator.Comparison(pk=946960)>,
 <DeserializedObject: calculator.Comparison(pk=946962)>,
 <DeserializedObject: calculator.Comparison(pk=947966)>,
 <DeserializedObject: calculator.Comparison(pk=946835)>,
 <DeserializedObject: calculator.Comparison(pk=946971)>,
 <DeserializedObject: calculator.Comparison(pk=946972)>,
 <DeserializedObject: calculator.Comparison(pk=946966)>,
 <DeserializedObject: calculator.Comparison(pk=946967)>,
 <DeserializedObject: calculator.Comparison(pk=946968)>,
 <DeserializedObject: calculator.Comparison(pk=946970)>,
 <DeserializedObject: calculator.Comparison(pk=947967)>,
 <DeserializedObject: calculator.Comparison(pk=946837)>,
 <DeserializedObject: calculator.Comparison(pk=946979)>,
 <DeserializedObject: calculator.Comparison(pk=946980)>,
 <DeserializedObject: calculator.Comparison(pk=946974)>,
 <DeserializedObject: calculator.Comparison(pk=946975)>,
 <DeserializedObject: calculator.Comparison(pk=946976)>,
 <DeserializedObject: calculator.Comparison(pk=946978)>,
 <DeserializedObject: calculator.Comparison(pk=947968)>,
 <DeserializedObject: calculator.Comparison(pk=947969)>,
 <DeserializedObject: calculator.Comparison(pk=946843)>,
 <DeserializedObject: calculator.Comparison(pk=946851)>,
 <DeserializedObject: calculator.Comparison(pk=946987)>,
 <DeserializedObject: calculator.Comparison(pk=946989)>,
 <DeserializedObject: calculator.Comparison(pk=946982)>,
 <DeserializedObject: calculator.Comparison(pk=946983)>,
 <DeserializedObject: calculator.Comparison(pk=947970)>,
 <DeserializedObject: calculator.Comparison(pk=947971)>,
 <DeserializedObject: calculator.Comparison(pk=947972)>,
 <DeserializedObject: calculator.Comparison(pk=946859)>,
 <DeserializedObject: calculator.Comparison(pk=946867)>,
 <DeserializedObject: calculator.Comparison(pk=946995)>,
 <DeserializedObject: calculator.Comparison(pk=946997)>,
 <DeserializedObject: calculator.Comparison(pk=946991)>,
 <DeserializedObject: calculator.Comparison(pk=946992)>,
 <DeserializedObject: calculator.Comparison(pk=947973)>,
 <DeserializedObject: calculator.Comparison(pk=947974)>,
 <DeserializedObject: calculator.Comparison(pk=947975)>,
 <DeserializedObject: calculator.Comparison(pk=946875)>,
 <DeserializedObject: calculator.Comparison(pk=946883)>,
 <DeserializedObject: calculator.Comparison(pk=947259)>,
 <DeserializedObject: calculator.Comparison(pk=947261)>,
 <DeserializedObject: calculator.Comparison(pk=947254)>,
 <DeserializedObject: calculator.Comparison(pk=947255)>,
 <DeserializedObject: calculator.Comparison(pk=947976)>,
 <DeserializedObject: calculator.Comparison(pk=947006)>,
 <DeserializedObject: calculator.Comparison(pk=947977)>,
 <DeserializedObject: calculator.Comparison(pk=947978)>,
 <DeserializedObject: calculator.Comparison(pk=946891)>,
 <DeserializedObject: calculator.Comparison(pk=946899)>,
 <DeserializedObject: calculator.Comparison(pk=947008)>,
 <DeserializedObject: calculator.Comparison(pk=947001)>,
 <DeserializedObject: calculator.Comparison(pk=947002)>,
 <DeserializedObject: calculator.Comparison(pk=947979)>,
 <DeserializedObject: calculator.Comparison(pk=947980)>,
 <DeserializedObject: calculator.Comparison(pk=947981)>,
 <DeserializedObject: calculator.Comparison(pk=946905)>,
 <DeserializedObject: calculator.Comparison(pk=946913)>,
 <DeserializedObject: calculator.Comparison(pk=947017)>,
 <DeserializedObject: calculator.Comparison(pk=947010)>,
 <DeserializedObject: calculator.Comparison(pk=947011)>,
 <DeserializedObject: calculator.Comparison(pk=947982)>,
 <DeserializedObject: calculator.Comparison(pk=947983)>,
 <DeserializedObject: calculator.Comparison(pk=947984)>,
 <DeserializedObject: calculator.Comparison(pk=946921)>,
 <DeserializedObject: calculator.Comparison(pk=946929)>,
 <DeserializedObject: calculator.Comparison(pk=947026)>,
 <DeserializedObject: calculator.Comparison(pk=947019)>,
 <DeserializedObject: calculator.Comparison(pk=947020)>,
 <DeserializedObject: calculator.Comparison(pk=947985)>,
 <DeserializedObject: calculator.Comparison(pk=947033)>,
 <DeserializedObject: calculator.Comparison(pk=947986)>,
 <DeserializedObject: calculator.Comparison(pk=947987)>,
 <DeserializedObject: calculator.Comparison(pk=946937)>,
 <DeserializedObject: calculator.Comparison(pk=946945)>,
 <DeserializedObject: calculator.Comparison(pk=947035)>,
 <DeserializedObject: calculator.Comparison(pk=947028)>,
 <DeserializedObject: calculator.Comparison(pk=947029)>,
 <DeserializedObject: calculator.Comparison(pk=947988)>,
 <DeserializedObject: calculator.Comparison(pk=947042)>,
 <DeserializedObject: calculator.Comparison(pk=947989)>,
 <DeserializedObject: calculator.Comparison(pk=947990)>,
 <DeserializedObject: calculator.Comparison(pk=946953)>,
 <DeserializedObject: calculator.Comparison(pk=946961)>,
 <DeserializedObject: calculator.Comparison(pk=947044)>,
 <DeserializedObject: calculator.Comparison(pk=947037)>,
 <DeserializedObject: calculator.Comparison(pk=947038)>,
 <DeserializedObject: calculator.Comparison(pk=947991)>,
 <DeserializedObject: calculator.Comparison(pk=947992)>,
 <DeserializedObject: calculator.Comparison(pk=947993)>,
 <DeserializedObject: calculator.Comparison(pk=946969)>,
 <DeserializedObject: calculator.Comparison(pk=946984)>,
 <DeserializedObject: calculator.Comparison(pk=947051)>,
 <DeserializedObject: calculator.Comparison(pk=947053)>,
 <DeserializedObject: calculator.Comparison(pk=947046)>,
 <DeserializedObject: calculator.Comparison(pk=947047)>,
 <DeserializedObject: calculator.Comparison(pk=947994)>,
 <DeserializedObject: calculator.Comparison(pk=947995)>,
 <DeserializedObject: calculator.Comparison(pk=947996)>,
 <DeserializedObject: calculator.Comparison(pk=946977)>,
 <DeserializedObject: calculator.Comparison(pk=946993)>,
 <DeserializedObject: calculator.Comparison(pk=947060)>,
 <DeserializedObject: calculator.Comparison(pk=947062)>,
 <DeserializedObject: calculator.Comparison(pk=947055)>,
 <DeserializedObject: calculator.Comparison(pk=947056)>,
 <DeserializedObject: calculator.Comparison(pk=947997)>,
 <DeserializedObject: calculator.Comparison(pk=947069)>,
 <DeserializedObject: calculator.Comparison(pk=947024)>,
 <DeserializedObject: calculator.Comparison(pk=947015)>,
 <DeserializedObject: calculator.Comparison(pk=946985)>,
 <DeserializedObject: calculator.Comparison(pk=947256)>,
 <DeserializedObject: calculator.Comparison(pk=947071)>,
 <DeserializedObject: calculator.Comparison(pk=947064)>,
 <DeserializedObject: calculator.Comparison(pk=947065)>,
 <DeserializedObject: calculator.Comparison(pk=947225)>,
 <DeserializedObject: calculator.Comparison(pk=947078)>,
 <DeserializedObject: calculator.Comparison(pk=947004)>,
 <DeserializedObject: calculator.Comparison(pk=947003)>,
 <DeserializedObject: calculator.Comparison(pk=947080)>,
 <DeserializedObject: calculator.Comparison(pk=947073)>,
 <DeserializedObject: calculator.Comparison(pk=947074)>,
 <DeserializedObject: calculator.Comparison(pk=947087)>,
 <DeserializedObject: calculator.Comparison(pk=947013)>,
 <DeserializedObject: calculator.Comparison(pk=947012)>,
 <DeserializedObject: calculator.Comparison(pk=947089)>,
 <DeserializedObject: calculator.Comparison(pk=947082)>,
 <DeserializedObject: calculator.Comparison(pk=947083)>,
 <DeserializedObject: calculator.Comparison(pk=947096)>,
 <DeserializedObject: calculator.Comparison(pk=947021)>,
 <DeserializedObject: calculator.Comparison(pk=946986)>,
 <DeserializedObject: calculator.Comparison(pk=947098)>,
 <DeserializedObject: calculator.Comparison(pk=947091)>,
 <DeserializedObject: calculator.Comparison(pk=947092)>,
 <DeserializedObject: calculator.Comparison(pk=947105)>,
 <DeserializedObject: calculator.Comparison(pk=947031)>,
 <DeserializedObject: calculator.Comparison(pk=947030)>,
 <DeserializedObject: calculator.Comparison(pk=947107)>,
 <DeserializedObject: calculator.Comparison(pk=947100)>,
 <DeserializedObject: calculator.Comparison(pk=947101)>,
 <DeserializedObject: calculator.Comparison(pk=947114)>,
 <DeserializedObject: calculator.Comparison(pk=947040)>,
 <DeserializedObject: calculator.Comparison(pk=947039)>,
 <DeserializedObject: calculator.Comparison(pk=947116)>,
 <DeserializedObject: calculator.Comparison(pk=947109)>,
 <DeserializedObject: calculator.Comparison(pk=947110)>,
 <DeserializedObject: calculator.Comparison(pk=947123)>,
 <DeserializedObject: calculator.Comparison(pk=946988)>,
 <DeserializedObject: calculator.Comparison(pk=947048)>,
 <DeserializedObject: calculator.Comparison(pk=947125)>,
 <DeserializedObject: calculator.Comparison(pk=947118)>,
 <DeserializedObject: calculator.Comparison(pk=947119)>,
 <DeserializedObject: calculator.Comparison(pk=947132)>,
 <DeserializedObject: calculator.Comparison(pk=946994)>,
 <DeserializedObject: calculator.Comparison(pk=947057)>,
 <DeserializedObject: calculator.Comparison(pk=947134)>,
 <DeserializedObject: calculator.Comparison(pk=947127)>,
 <DeserializedObject: calculator.Comparison(pk=947128)>,
 <DeserializedObject: calculator.Comparison(pk=947067)>,
 <DeserializedObject: calculator.Comparison(pk=947066)>,
 <DeserializedObject: calculator.Comparison(pk=947141)>,
 <DeserializedObject: calculator.Comparison(pk=947143)>,
 <DeserializedObject: calculator.Comparison(pk=947136)>,
 <DeserializedObject: calculator.Comparison(pk=947137)>,
 <DeserializedObject: calculator.Comparison(pk=947076)>,
 <DeserializedObject: calculator.Comparison(pk=947075)>,
 <DeserializedObject: calculator.Comparison(pk=947150)>,
 <DeserializedObject: calculator.Comparison(pk=947152)>,
 <DeserializedObject: calculator.Comparison(pk=947145)>,
 <DeserializedObject: calculator.Comparison(pk=947146)>,
 <DeserializedObject: calculator.Comparison(pk=947159)>,
 <DeserializedObject: calculator.Comparison(pk=947085)>,
 <DeserializedObject: calculator.Comparison(pk=947084)>,
 <DeserializedObject: calculator.Comparison(pk=947161)>,
 <DeserializedObject: calculator.Comparison(pk=947154)>,
 <DeserializedObject: calculator.Comparison(pk=947155)>,
 <DeserializedObject: calculator.Comparison(pk=947168)>,
 <DeserializedObject: calculator.Comparison(pk=947094)>,
 <DeserializedObject: calculator.Comparison(pk=947093)>,
 <DeserializedObject: calculator.Comparison(pk=947170)>,
 <DeserializedObject: calculator.Comparison(pk=947163)>,
 <DeserializedObject: calculator.Comparison(pk=947164)>,
 <DeserializedObject: calculator.Comparison(pk=947177)>,
 <DeserializedObject: calculator.Comparison(pk=947103)>,
 <DeserializedObject: calculator.Comparison(pk=947102)>,
 <DeserializedObject: calculator.Comparison(pk=947179)>,
 <DeserializedObject: calculator.Comparison(pk=947172)>,
 <DeserializedObject: calculator.Comparison(pk=947173)>,
 <DeserializedObject: calculator.Comparison(pk=947186)>,
 <DeserializedObject: calculator.Comparison(pk=947112)>,
 <DeserializedObject: calculator.Comparison(pk=947111)>,
 <DeserializedObject: calculator.Comparison(pk=947188)>,
 <DeserializedObject: calculator.Comparison(pk=947181)>,
 <DeserializedObject: calculator.Comparison(pk=947182)>,
 <DeserializedObject: calculator.Comparison(pk=947121)>,
 <DeserializedObject: calculator.Comparison(pk=947120)>,
 <DeserializedObject: calculator.Comparison(pk=947195)>,
 <DeserializedObject: calculator.Comparison(pk=947197)>,
 <DeserializedObject: calculator.Comparison(pk=947190)>,
 <DeserializedObject: calculator.Comparison(pk=947191)>,
 <DeserializedObject: calculator.Comparison(pk=947130)>,
 <DeserializedObject: calculator.Comparison(pk=947129)>,
 <DeserializedObject: calculator.Comparison(pk=947204)>,
 <DeserializedObject: calculator.Comparison(pk=947206)>,
 <DeserializedObject: calculator.Comparison(pk=947199)>,
 <DeserializedObject: calculator.Comparison(pk=947200)>,
 <DeserializedObject: calculator.Comparison(pk=946996)>,
 <DeserializedObject: calculator.Comparison(pk=947138)>,
 <DeserializedObject: calculator.Comparison(pk=947213)>,
 <DeserializedObject: calculator.Comparison(pk=947215)>,
 <DeserializedObject: calculator.Comparison(pk=947208)>,
 <DeserializedObject: calculator.Comparison(pk=947209)>,
 <DeserializedObject: calculator.Comparison(pk=946998)>,
 <DeserializedObject: calculator.Comparison(pk=947147)>,
 <DeserializedObject: calculator.Comparison(pk=947221)>,
 <DeserializedObject: calculator.Comparison(pk=947223)>,
 <DeserializedObject: calculator.Comparison(pk=947217)>,
 <DeserializedObject: calculator.Comparison(pk=947219)>,
 <DeserializedObject: calculator.Comparison(pk=947231)>,
 <DeserializedObject: calculator.Comparison(pk=947157)>,
 <DeserializedObject: calculator.Comparison(pk=947156)>,
 <DeserializedObject: calculator.Comparison(pk=947233)>,
 <DeserializedObject: calculator.Comparison(pk=947226)>,
 <DeserializedObject: calculator.Comparison(pk=947227)>,
 <DeserializedObject: calculator.Comparison(pk=947166)>,
 <DeserializedObject: calculator.Comparison(pk=947165)>,
 <DeserializedObject: calculator.Comparison(pk=947240)>,
 <DeserializedObject: calculator.Comparison(pk=947242)>,
 <DeserializedObject: calculator.Comparison(pk=947235)>,
 <DeserializedObject: calculator.Comparison(pk=947236)>,
 <DeserializedObject: calculator.Comparison(pk=947175)>,
 <DeserializedObject: calculator.Comparison(pk=947174)>,
 <DeserializedObject: calculator.Comparison(pk=947262)>,
 <DeserializedObject: calculator.Comparison(pk=947264)>,
 <DeserializedObject: calculator.Comparison(pk=947244)>,
 <DeserializedObject: calculator.Comparison(pk=947245)>,
 <DeserializedObject: calculator.Comparison(pk=947184)>,
 <DeserializedObject: calculator.Comparison(pk=947183)>,
 <DeserializedObject: calculator.Comparison(pk=946508)>,
 <DeserializedObject: calculator.Comparison(pk=946510)>,
 <DeserializedObject: calculator.Comparison(pk=946503)>,
 <DeserializedObject: calculator.Comparison(pk=946504)>,
 <DeserializedObject: calculator.Comparison(pk=946517)>,
 <DeserializedObject: calculator.Comparison(pk=947257)>,
 <DeserializedObject: calculator.Comparison(pk=947192)>,
 <DeserializedObject: calculator.Comparison(pk=946519)>,
 <DeserializedObject: calculator.Comparison(pk=946512)>,
 <DeserializedObject: calculator.Comparison(pk=946513)>,
 <DeserializedObject: calculator.Comparison(pk=947258)>,
 <DeserializedObject: calculator.Comparison(pk=947023)>,
 <DeserializedObject: calculator.Comparison(pk=947025)>,
 <DeserializedObject: calculator.Comparison(pk=947032)>,
 <DeserializedObject: calculator.Comparison(pk=947034)>,
 <DeserializedObject: calculator.Comparison(pk=947041)>,
 <DeserializedObject: calculator.Comparison(pk=947201)>,
 <DeserializedObject: calculator.Comparison(pk=947260)>,
 <DeserializedObject: calculator.Comparison(pk=946535)>,
 <DeserializedObject: calculator.Comparison(pk=946537)>,
 <DeserializedObject: calculator.Comparison(pk=946530)>,
 <DeserializedObject: calculator.Comparison(pk=946531)>,
 <DeserializedObject: calculator.Comparison(pk=947210)>,
 <DeserializedObject: calculator.Comparison(pk=947005)>,
 <DeserializedObject: calculator.Comparison(pk=946544)>,
 <DeserializedObject: calculator.Comparison(pk=946546)>,
 <DeserializedObject: calculator.Comparison(pk=946539)>,
 <DeserializedObject: calculator.Comparison(pk=946540)>,
 <DeserializedObject: calculator.Comparison(pk=946553)>,
 <DeserializedObject: calculator.Comparison(pk=947218)>,
 <DeserializedObject: calculator.Comparison(pk=947229)>,
 <DeserializedObject: calculator.Comparison(pk=946555)>,
 <DeserializedObject: calculator.Comparison(pk=946548)>,
 <DeserializedObject: calculator.Comparison(pk=946549)>,
 <DeserializedObject: calculator.Comparison(pk=946562)>,
 <DeserializedObject: calculator.Comparison(pk=947228)>,
 <DeserializedObject: calculator.Comparison(pk=947007)>,
 <DeserializedObject: calculator.Comparison(pk=946564)>,
 <DeserializedObject: calculator.Comparison(pk=946557)>,
 <DeserializedObject: calculator.Comparison(pk=946558)>,
 <DeserializedObject: calculator.Comparison(pk=946571)>,
 <DeserializedObject: calculator.Comparison(pk=947237)>,
 <DeserializedObject: calculator.Comparison(pk=947014)>,
 <DeserializedObject: calculator.Comparison(pk=946573)>,
 <DeserializedObject: calculator.Comparison(pk=946566)>,
 <DeserializedObject: calculator.Comparison(pk=946567)>,
 <DeserializedObject: calculator.Comparison(pk=946580)>,
 <DeserializedObject: calculator.Comparison(pk=947246)>,
 <DeserializedObject: calculator.Comparison(pk=947016)>,
 <DeserializedObject: calculator.Comparison(pk=946582)>,
 <DeserializedObject: calculator.Comparison(pk=946575)>,
 <DeserializedObject: calculator.Comparison(pk=946576)>,
 <DeserializedObject: calculator.Comparison(pk=946589)>,
 <DeserializedObject: calculator.Comparison(pk=946505)>,
 <DeserializedObject: calculator.Comparison(pk=946515)>,
 <DeserializedObject: calculator.Comparison(pk=946591)>,
 <DeserializedObject: calculator.Comparison(pk=946584)>,
 <DeserializedObject: calculator.Comparison(pk=946585)>,
 <DeserializedObject: calculator.Comparison(pk=946598)>,
 <DeserializedObject: calculator.Comparison(pk=946514)>,
 <DeserializedObject: calculator.Comparison(pk=947022)>,
 <DeserializedObject: calculator.Comparison(pk=946600)>,
 <DeserializedObject: calculator.Comparison(pk=946593)>,
 <DeserializedObject: calculator.Comparison(pk=946594)>,
 <DeserializedObject: calculator.Comparison(pk=946607)>,
 <DeserializedObject: calculator.Comparison(pk=946523)>,
 <DeserializedObject: calculator.Comparison(pk=947043)>,
 <DeserializedObject: calculator.Comparison(pk=946609)>,
 <DeserializedObject: calculator.Comparison(pk=946602)>,
 <DeserializedObject: calculator.Comparison(pk=946603)>,
 <DeserializedObject: calculator.Comparison(pk=946616)>,
 <DeserializedObject: calculator.Comparison(pk=946532)>,
 <DeserializedObject: calculator.Comparison(pk=947049)>,
 <DeserializedObject: calculator.Comparison(pk=946618)>,
 <DeserializedObject: calculator.Comparison(pk=946611)>,
 <DeserializedObject: calculator.Comparison(pk=946612)>,
 <DeserializedObject: calculator.Comparison(pk=946625)>,
 <DeserializedObject: calculator.Comparison(pk=946541)>,
 <DeserializedObject: calculator.Comparison(pk=946551)>,
 <DeserializedObject: calculator.Comparison(pk=946627)>,
 <DeserializedObject: calculator.Comparison(pk=946620)>,
 <DeserializedObject: calculator.Comparison(pk=946621)>,
 <DeserializedObject: calculator.Comparison(pk=946550)>,
 <DeserializedObject: calculator.Comparison(pk=946560)>,
 <DeserializedObject: calculator.Comparison(pk=946634)>,
 <DeserializedObject: calculator.Comparison(pk=946636)>,
 <DeserializedObject: calculator.Comparison(pk=946629)>,
 <DeserializedObject: calculator.Comparison(pk=946630)>,
 <DeserializedObject: calculator.Comparison(pk=946643)>,
 <DeserializedObject: calculator.Comparison(pk=946559)>,
 <DeserializedObject: calculator.Comparison(pk=946569)>,
 <DeserializedObject: calculator.Comparison(pk=946645)>,
 <DeserializedObject: calculator.Comparison(pk=946638)>,
 <DeserializedObject: calculator.Comparison(pk=946639)>,
 <DeserializedObject: calculator.Comparison(pk=946652)>,
 <DeserializedObject: calculator.Comparison(pk=946568)>,
 <DeserializedObject: calculator.Comparison(pk=946578)>,
 <DeserializedObject: calculator.Comparison(pk=946654)>,
 <DeserializedObject: calculator.Comparison(pk=946647)>,
 <DeserializedObject: calculator.Comparison(pk=946648)>,
 <DeserializedObject: calculator.Comparison(pk=946661)>,
 <DeserializedObject: calculator.Comparison(pk=946577)>,
 <DeserializedObject: calculator.Comparison(pk=946587)>,
 <DeserializedObject: calculator.Comparison(pk=946663)>,
 <DeserializedObject: calculator.Comparison(pk=946656)>,
 <DeserializedObject: calculator.Comparison(pk=946657)>,
 <DeserializedObject: calculator.Comparison(pk=946670)>,
 <DeserializedObject: calculator.Comparison(pk=946586)>,
 <DeserializedObject: calculator.Comparison(pk=946596)>,
 <DeserializedObject: calculator.Comparison(pk=946672)>,
 <DeserializedObject: calculator.Comparison(pk=946665)>,
 <DeserializedObject: calculator.Comparison(pk=946666)>,
 <DeserializedObject: calculator.Comparison(pk=946679)>,
 <DeserializedObject: calculator.Comparison(pk=946595)>,
 <DeserializedObject: calculator.Comparison(pk=946605)>,
 <DeserializedObject: calculator.Comparison(pk=946681)>,
 <DeserializedObject: calculator.Comparison(pk=946674)>,
 <DeserializedObject: calculator.Comparison(pk=946675)>,
 <DeserializedObject: calculator.Comparison(pk=946688)>,
 <DeserializedObject: calculator.Comparison(pk=946604)>,
 <DeserializedObject: calculator.Comparison(pk=946614)>,
 <DeserializedObject: calculator.Comparison(pk=946690)>,
 <DeserializedObject: calculator.Comparison(pk=946683)>,
 <DeserializedObject: calculator.Comparison(pk=946684)>,
 <DeserializedObject: calculator.Comparison(pk=946697)>,
 <DeserializedObject: calculator.Comparison(pk=946613)>,
 <DeserializedObject: calculator.Comparison(pk=946623)>,
 <DeserializedObject: calculator.Comparison(pk=946699)>,
 <DeserializedObject: calculator.Comparison(pk=946692)>,
 <DeserializedObject: calculator.Comparison(pk=946693)>,
 <DeserializedObject: calculator.Comparison(pk=946706)>,
 <DeserializedObject: calculator.Comparison(pk=946622)>,
 <DeserializedObject: calculator.Comparison(pk=947050)>,
 <DeserializedObject: calculator.Comparison(pk=946708)>,
 <DeserializedObject: calculator.Comparison(pk=946701)>,
 <DeserializedObject: calculator.Comparison(pk=946702)>,
 <DeserializedObject: calculator.Comparison(pk=946715)>,
 <DeserializedObject: calculator.Comparison(pk=946631)>,
 <DeserializedObject: calculator.Comparison(pk=946641)>,
 <DeserializedObject: calculator.Comparison(pk=946717)>,
 <DeserializedObject: calculator.Comparison(pk=946710)>,
 <DeserializedObject: calculator.Comparison(pk=946711)>,
 <DeserializedObject: calculator.Comparison(pk=946724)>,
 <DeserializedObject: calculator.Comparison(pk=946640)>,
 <DeserializedObject: calculator.Comparison(pk=946650)>,
 <DeserializedObject: calculator.Comparison(pk=946726)>,
 <DeserializedObject: calculator.Comparison(pk=946719)>,
 <DeserializedObject: calculator.Comparison(pk=946720)>,
 <DeserializedObject: calculator.Comparison(pk=946733)>,
 <DeserializedObject: calculator.Comparison(pk=946649)>,
 <DeserializedObject: calculator.Comparison(pk=946659)>,
 <DeserializedObject: calculator.Comparison(pk=946735)>,
 <DeserializedObject: calculator.Comparison(pk=946728)>,
 <DeserializedObject: calculator.Comparison(pk=946729)>,
 <DeserializedObject: calculator.Comparison(pk=946742)>,
 <DeserializedObject: calculator.Comparison(pk=946658)>,
 <DeserializedObject: calculator.Comparison(pk=946668)>,
 <DeserializedObject: calculator.Comparison(pk=946744)>,
 <DeserializedObject: calculator.Comparison(pk=946737)>,
 <DeserializedObject: calculator.Comparison(pk=946738)>,
 <DeserializedObject: calculator.Comparison(pk=946751)>,
 <DeserializedObject: calculator.Comparison(pk=946667)>,
 <DeserializedObject: calculator.Comparison(pk=946677)>,
 <DeserializedObject: calculator.Comparison(pk=946753)>,
 <DeserializedObject: calculator.Comparison(pk=946746)>,
 <DeserializedObject: calculator.Comparison(pk=946747)>,
 <DeserializedObject: calculator.Comparison(pk=946760)>,
 <DeserializedObject: calculator.Comparison(pk=946676)>,
 <DeserializedObject: calculator.Comparison(pk=946686)>,
 <DeserializedObject: calculator.Comparison(pk=946762)>,
 <DeserializedObject: calculator.Comparison(pk=946755)>,
 <DeserializedObject: calculator.Comparison(pk=946756)>,
 <DeserializedObject: calculator.Comparison(pk=946770)>,
 <DeserializedObject: calculator.Comparison(pk=946771)>,
 <DeserializedObject: calculator.Comparison(pk=946685)>,
 <DeserializedObject: calculator.Comparison(pk=946766)>,
 <DeserializedObject: calculator.Comparison(pk=946764)>,
 <DeserializedObject: calculator.Comparison(pk=946695)>,
 <DeserializedObject: calculator.Comparison(pk=946765)>,
 <DeserializedObject: calculator.Comparison(pk=947052)>,
 <DeserializedObject: calculator.Comparison(pk=946774)>,
 <DeserializedObject: calculator.Comparison(pk=946775)>,
 <DeserializedObject: calculator.Comparison(pk=946694)>,
 <DeserializedObject: calculator.Comparison(pk=946704)>,
 <DeserializedObject: calculator.Comparison(pk=946780)>,
 <DeserializedObject: calculator.Comparison(pk=947058)>,
 <DeserializedObject: calculator.Comparison(pk=946783)>,
 <DeserializedObject: calculator.Comparison(pk=946784)>,
 <DeserializedObject: calculator.Comparison(pk=946703)>,
 <DeserializedObject: calculator.Comparison(pk=946713)>,
 <DeserializedObject: calculator.Comparison(pk=946789)>,
 <DeserializedObject: calculator.Comparison(pk=947059)>,
 <DeserializedObject: calculator.Comparison(pk=946792)>,
 <DeserializedObject: calculator.Comparison(pk=946793)>,
 <DeserializedObject: calculator.Comparison(pk=946712)>,
 <DeserializedObject: calculator.Comparison(pk=946722)>,
 <DeserializedObject: calculator.Comparison(pk=946798)>,
 <DeserializedObject: calculator.Comparison(pk=946803)>,
 <DeserializedObject: calculator.Comparison(pk=946807)>,
 <DeserializedObject: calculator.Comparison(pk=946800)>,
 <DeserializedObject: calculator.Comparison(pk=946801)>,
 <DeserializedObject: calculator.Comparison(pk=946721)>,
 <DeserializedObject: calculator.Comparison(pk=946731)>,
 <DeserializedObject: calculator.Comparison(pk=946730)>,
 <DeserializedObject: calculator.Comparison(pk=946740)>,
 <DeserializedObject: calculator.Comparison(pk=946813)>,
 <DeserializedObject: calculator.Comparison(pk=947251)>,
 <DeserializedObject: calculator.Comparison(pk=946808)>,
 <DeserializedObject: calculator.Comparison(pk=946809)>,
 <DeserializedObject: calculator.Comparison(pk=946739)>,
 <DeserializedObject: calculator.Comparison(pk=946749)>,
 <DeserializedObject: calculator.Comparison(pk=947270)>,
 <DeserializedObject: calculator.Comparison(pk=947272)>,
 <DeserializedObject: calculator.Comparison(pk=947266)>,
 <DeserializedObject: calculator.Comparison(pk=947268)>,
 <DeserializedObject: calculator.Comparison(pk=946748)>,
 <DeserializedObject: calculator.Comparison(pk=946758)>,
 <DeserializedObject: calculator.Comparison(pk=947280)>,
 <DeserializedObject: calculator.Comparison(pk=947282)>,
 <DeserializedObject: calculator.Comparison(pk=947275)>,
 <DeserializedObject: calculator.Comparison(pk=947277)>,
 <DeserializedObject: calculator.Comparison(pk=946757)>,
 <DeserializedObject: calculator.Comparison(pk=946768)>,
 <DeserializedObject: calculator.Comparison(pk=947289)>,
 <DeserializedObject: calculator.Comparison(pk=947291)>,
 <DeserializedObject: calculator.Comparison(pk=947284)>,
 <DeserializedObject: calculator.Comparison(pk=947285)>,
 <DeserializedObject: calculator.Comparison(pk=946779)>,
 <DeserializedObject: calculator.Comparison(pk=946776)>,
 <DeserializedObject: calculator.Comparison(pk=947297)>,
 <DeserializedObject: calculator.Comparison(pk=947299)>,
 <DeserializedObject: calculator.Comparison(pk=947293)>,
 <DeserializedObject: calculator.Comparison(pk=947294)>,
 <DeserializedObject: calculator.Comparison(pk=946788)>,
 <DeserializedObject: calculator.Comparison(pk=946785)>,
 <DeserializedObject: calculator.Comparison(pk=947306)>,
 <DeserializedObject: calculator.Comparison(pk=947308)>,
 <DeserializedObject: calculator.Comparison(pk=947302)>,
 <DeserializedObject: calculator.Comparison(pk=947304)>,
 <DeserializedObject: calculator.Comparison(pk=946797)>,
 <DeserializedObject: calculator.Comparison(pk=946794)>,
 <DeserializedObject: calculator.Comparison(pk=947316)>,
 <DeserializedObject: calculator.Comparison(pk=947318)>,
 <DeserializedObject: calculator.Comparison(pk=947311)>,
 <DeserializedObject: calculator.Comparison(pk=947312)>,
 <DeserializedObject: calculator.Comparison(pk=947313)>,
 <DeserializedObject: calculator.Comparison(pk=946805)>,
 <DeserializedObject: calculator.Comparison(pk=946802)>,
 <DeserializedObject: calculator.Comparison(pk=947325)>,
 <DeserializedObject: calculator.Comparison(pk=947327)>,
 <DeserializedObject: calculator.Comparison(pk=947320)>,
 <DeserializedObject: calculator.Comparison(pk=947321)>,
 <DeserializedObject: calculator.Comparison(pk=947061)>,
 <DeserializedObject: calculator.Comparison(pk=947250)>,
 <DeserializedObject: calculator.Comparison(pk=947333)>,
 <DeserializedObject: calculator.Comparison(pk=947335)>,
 <DeserializedObject: calculator.Comparison(pk=947329)>,
 <DeserializedObject: calculator.Comparison(pk=947331)>,
 <DeserializedObject: calculator.Comparison(pk=947068)>,
 <DeserializedObject: calculator.Comparison(pk=947267)>,
 <DeserializedObject: calculator.Comparison(pk=947342)>,
 <DeserializedObject: calculator.Comparison(pk=947344)>,
 <DeserializedObject: calculator.Comparison(pk=947338)>,
 <DeserializedObject: calculator.Comparison(pk=947340)>,
 <DeserializedObject: calculator.Comparison(pk=947070)>,
 <DeserializedObject: calculator.Comparison(pk=947276)>,
 <DeserializedObject: calculator.Comparison(pk=947351)>,
 <DeserializedObject: calculator.Comparison(pk=947353)>,
 <DeserializedObject: calculator.Comparison(pk=947347)>,
 <DeserializedObject: calculator.Comparison(pk=947349)>,
 <DeserializedObject: calculator.Comparison(pk=947077)>,
 <DeserializedObject: calculator.Comparison(pk=947286)>,
 <DeserializedObject: calculator.Comparison(pk=947360)>,
 <DeserializedObject: calculator.Comparison(pk=947362)>,
 <DeserializedObject: calculator.Comparison(pk=947356)>,
 <DeserializedObject: calculator.Comparison(pk=947358)>,
 <DeserializedObject: calculator.Comparison(pk=947079)>,
 <DeserializedObject: calculator.Comparison(pk=947295)>,
 <DeserializedObject: calculator.Comparison(pk=947370)>,
 <DeserializedObject: calculator.Comparison(pk=947372)>,
 <DeserializedObject: calculator.Comparison(pk=947365)>,
 <DeserializedObject: calculator.Comparison(pk=947366)>,
 <DeserializedObject: calculator.Comparison(pk=947086)>,
 <DeserializedObject: calculator.Comparison(pk=947303)>,
 <DeserializedObject: calculator.Comparison(pk=947378)>,
 <DeserializedObject: calculator.Comparison(pk=947380)>,
 <DeserializedObject: calculator.Comparison(pk=947374)>,
 <DeserializedObject: calculator.Comparison(pk=947376)>,
 <DeserializedObject: calculator.Comparison(pk=947088)>,
 <DeserializedObject: calculator.Comparison(pk=947095)>,
 <DeserializedObject: calculator.Comparison(pk=947387)>,
 <DeserializedObject: calculator.Comparison(pk=947389)>,
 <DeserializedObject: calculator.Comparison(pk=947383)>,
 <DeserializedObject: calculator.Comparison(pk=947385)>,
 <DeserializedObject: calculator.Comparison(pk=947322)>,
 <DeserializedObject: calculator.Comparison(pk=947097)>,
 <DeserializedObject: calculator.Comparison(pk=947397)>,
 <DeserializedObject: calculator.Comparison(pk=947399)>,
 <DeserializedObject: calculator.Comparison(pk=947392)>,
 <DeserializedObject: calculator.Comparison(pk=947394)>,
 <DeserializedObject: calculator.Comparison(pk=947330)>,
 <DeserializedObject: calculator.Comparison(pk=947104)>,
 <DeserializedObject: calculator.Comparison(pk=947405)>,
 <DeserializedObject: calculator.Comparison(pk=947407)>,
 <DeserializedObject: calculator.Comparison(pk=947401)>,
 <DeserializedObject: calculator.Comparison(pk=947403)>,
 <DeserializedObject: calculator.Comparison(pk=947339)>,
 <DeserializedObject: calculator.Comparison(pk=947106)>,
 <DeserializedObject: calculator.Comparison(pk=947414)>,
 <DeserializedObject: calculator.Comparison(pk=947416)>,
 <DeserializedObject: calculator.Comparison(pk=947410)>,
 <DeserializedObject: calculator.Comparison(pk=947412)>,
 <DeserializedObject: calculator.Comparison(pk=947348)>,
 <DeserializedObject: calculator.Comparison(pk=947113)>,
 <DeserializedObject: calculator.Comparison(pk=947423)>,
 <DeserializedObject: calculator.Comparison(pk=947425)>,
 <DeserializedObject: calculator.Comparison(pk=947419)>,
 <DeserializedObject: calculator.Comparison(pk=947421)>,
 <DeserializedObject: calculator.Comparison(pk=947357)>,
 <DeserializedObject: calculator.Comparison(pk=947115)>,
 <DeserializedObject: calculator.Comparison(pk=947433)>,
 <DeserializedObject: calculator.Comparison(pk=947435)>,
 <DeserializedObject: calculator.Comparison(pk=947428)>,
 <DeserializedObject: calculator.Comparison(pk=947429)>,
 <DeserializedObject: calculator.Comparison(pk=947367)>,
 <DeserializedObject: calculator.Comparison(pk=947122)>,
 <DeserializedObject: calculator.Comparison(pk=947441)>,
 <DeserializedObject: calculator.Comparison(pk=947443)>,
 <DeserializedObject: calculator.Comparison(pk=947437)>,
 <DeserializedObject: calculator.Comparison(pk=947439)>,
 <DeserializedObject: calculator.Comparison(pk=947375)>,
 <DeserializedObject: calculator.Comparison(pk=947124)>,
 <DeserializedObject: calculator.Comparison(pk=947450)>,
 <DeserializedObject: calculator.Comparison(pk=947452)>,
 <DeserializedObject: calculator.Comparison(pk=947446)>,
 <DeserializedObject: calculator.Comparison(pk=947448)>,
 <DeserializedObject: calculator.Comparison(pk=947384)>,
 <DeserializedObject: calculator.Comparison(pk=947131)>,
 <DeserializedObject: calculator.Comparison(pk=947460)>,
 <DeserializedObject: calculator.Comparison(pk=947462)>,
 <DeserializedObject: calculator.Comparison(pk=947455)>,
 <DeserializedObject: calculator.Comparison(pk=947456)>,
 <DeserializedObject: calculator.Comparison(pk=947393)>,
 <DeserializedObject: calculator.Comparison(pk=947133)>,
 <DeserializedObject: calculator.Comparison(pk=947468)>,
 <DeserializedObject: calculator.Comparison(pk=947470)>,
 <DeserializedObject: calculator.Comparison(pk=947464)>,
 <DeserializedObject: calculator.Comparison(pk=947466)>,
 <DeserializedObject: calculator.Comparison(pk=947402)>,
 <DeserializedObject: calculator.Comparison(pk=947139)>,
 <DeserializedObject: calculator.Comparison(pk=947477)>,
 <DeserializedObject: calculator.Comparison(pk=947479)>,
 <DeserializedObject: calculator.Comparison(pk=947473)>,
 <DeserializedObject: calculator.Comparison(pk=947475)>,
 <DeserializedObject: calculator.Comparison(pk=947411)>,
 <DeserializedObject: calculator.Comparison(pk=947488)>,
 <DeserializedObject: calculator.Comparison(pk=947482)>,
 <DeserializedObject: calculator.Comparison(pk=947484)>,
 <DeserializedObject: calculator.Comparison(pk=947167)>,
 <DeserializedObject: calculator.Comparison(pk=947486)>,
 <DeserializedObject: calculator.Comparison(pk=947795)>,
 <DeserializedObject: calculator.Comparison(pk=947789)>,
 <DeserializedObject: calculator.Comparison(pk=947790)>,
 <DeserializedObject: calculator.Comparison(pk=947169)>,
 <DeserializedObject: calculator.Comparison(pk=947793)>,
 <DeserializedObject: calculator.Comparison(pk=947491)>,
 <DeserializedObject: calculator.Comparison(pk=947804)>,
 <DeserializedObject: calculator.Comparison(pk=947798)>,
 <DeserializedObject: calculator.Comparison(pk=947799)>,
 <DeserializedObject: calculator.Comparison(pk=947176)>,
 <DeserializedObject: calculator.Comparison(pk=947802)>,
 <DeserializedObject: calculator.Comparison(pk=947797)>,
 <DeserializedObject: calculator.Comparison(pk=947813)>,
 <DeserializedObject: calculator.Comparison(pk=947807)>,
 <DeserializedObject: calculator.Comparison(pk=947808)>,
 <DeserializedObject: calculator.Comparison(pk=947178)>,
 <DeserializedObject: calculator.Comparison(pk=947811)>,
 <DeserializedObject: calculator.Comparison(pk=947806)>,
 <DeserializedObject: calculator.Comparison(pk=947822)>,
 <DeserializedObject: calculator.Comparison(pk=947816)>,
 <DeserializedObject: calculator.Comparison(pk=947817)>,
 <DeserializedObject: calculator.Comparison(pk=947185)>,
 <DeserializedObject: calculator.Comparison(pk=947820)>,
 <DeserializedObject: calculator.Comparison(pk=947815)>,
 <DeserializedObject: calculator.Comparison(pk=947831)>,
 <DeserializedObject: calculator.Comparison(pk=947825)>,
 <DeserializedObject: calculator.Comparison(pk=947826)>,
 <DeserializedObject: calculator.Comparison(pk=947187)>,
 <DeserializedObject: calculator.Comparison(pk=947829)>,
 <DeserializedObject: calculator.Comparison(pk=947824)>,
 <DeserializedObject: calculator.Comparison(pk=947840)>,
 <DeserializedObject: calculator.Comparison(pk=947834)>,
 <DeserializedObject: calculator.Comparison(pk=947835)>,
 <DeserializedObject: calculator.Comparison(pk=947193)>,
 <DeserializedObject: calculator.Comparison(pk=947838)>,
 <DeserializedObject: calculator.Comparison(pk=947833)>,
 <DeserializedObject: calculator.Comparison(pk=947848)>,
 <DeserializedObject: calculator.Comparison(pk=947842)>,
 <DeserializedObject: calculator.Comparison(pk=947843)>,
 <DeserializedObject: calculator.Comparison(pk=947194)>,
 <DeserializedObject: calculator.Comparison(pk=947846)>,
 <DeserializedObject: calculator.Comparison(pk=947841)>,
 <DeserializedObject: calculator.Comparison(pk=947857)>,
 <DeserializedObject: calculator.Comparison(pk=947858)>,
 <DeserializedObject: calculator.Comparison(pk=947851)>,
 <DeserializedObject: calculator.Comparison(pk=947855)>,
 <DeserializedObject: calculator.Comparison(pk=947853)>,
 <DeserializedObject: calculator.Comparison(pk=947854)>,
 <DeserializedObject: calculator.Comparison(pk=947852)>,
 <DeserializedObject: calculator.Comparison(pk=947856)>,
 <DeserializedObject: calculator.Comparison(pk=947866)>,
 <DeserializedObject: calculator.Comparison(pk=947867)>,
 <DeserializedObject: calculator.Comparison(pk=947860)>,
 <DeserializedObject: calculator.Comparison(pk=947864)>,
 <DeserializedObject: calculator.Comparison(pk=947862)>,
 <DeserializedObject: calculator.Comparison(pk=947863)>,
 <DeserializedObject: calculator.Comparison(pk=947861)>,
 <DeserializedObject: calculator.Comparison(pk=947865)>,
 <DeserializedObject: calculator.Comparison(pk=947875)>,
 <DeserializedObject: calculator.Comparison(pk=947876)>,
 <DeserializedObject: calculator.Comparison(pk=947869)>,
 <DeserializedObject: calculator.Comparison(pk=947873)>,
 <DeserializedObject: calculator.Comparison(pk=947871)>,
 <DeserializedObject: calculator.Comparison(pk=947872)>,
 <DeserializedObject: calculator.Comparison(pk=947870)>,
 <DeserializedObject: calculator.Comparison(pk=947874)>,
 <DeserializedObject: calculator.Comparison(pk=947884)>,
 <DeserializedObject: calculator.Comparison(pk=947885)>,
 <DeserializedObject: calculator.Comparison(pk=947878)>,
 <DeserializedObject: calculator.Comparison(pk=947882)>,
 <DeserializedObject: calculator.Comparison(pk=947880)>,
 <DeserializedObject: calculator.Comparison(pk=947881)>,
 <DeserializedObject: calculator.Comparison(pk=947879)>,
 <DeserializedObject: calculator.Comparison(pk=947883)>,
 <DeserializedObject: calculator.Comparison(pk=947893)>,
 <DeserializedObject: calculator.Comparison(pk=947894)>,
 <DeserializedObject: calculator.Comparison(pk=947887)>,
 <DeserializedObject: calculator.Comparison(pk=947891)>,
 <DeserializedObject: calculator.Comparison(pk=947889)>,
 <DeserializedObject: calculator.Comparison(pk=947890)>,
 <DeserializedObject: calculator.Comparison(pk=947888)>,
 <DeserializedObject: calculator.Comparison(pk=947892)>,
 <DeserializedObject: calculator.Comparison(pk=947877)>,
 <DeserializedObject: calculator.Comparison(pk=947886)>,
 <DeserializedObject: calculator.Comparison(pk=947895)>,
 <DeserializedObject: calculator.Comparison(pk=947849)>,
 <DeserializedObject: calculator.Comparison(pk=947212)>,
 <DeserializedObject: calculator.Comparison(pk=947850)>,
 <DeserializedObject: calculator.Comparison(pk=947859)>,
 <DeserializedObject: calculator.Comparison(pk=947868)>,
 <DeserializedObject: calculator.Comparison(pk=946879)>,
 <DeserializedObject: calculator.Comparison(pk=946830)>,
 <DeserializedObject: calculator.Comparison(pk=946839)>,
 <DeserializedObject: calculator.Comparison(pk=947214)>,
 <DeserializedObject: calculator.Comparison(pk=946863)>,
 <DeserializedObject: calculator.Comparison(pk=946887)>,
 <DeserializedObject: calculator.Comparison(pk=946949)>,
 <DeserializedObject: calculator.Comparison(pk=946901)>,
 <DeserializedObject: calculator.Comparison(pk=946909)>,
 <DeserializedObject: calculator.Comparison(pk=947220)>,
 <DeserializedObject: calculator.Comparison(pk=946933)>,
 <DeserializedObject: calculator.Comparison(pk=946957)>,
 <DeserializedObject: calculator.Comparison(pk=947027)>,
 <DeserializedObject: calculator.Comparison(pk=946973)>,
 <DeserializedObject: calculator.Comparison(pk=946981)>,
 <DeserializedObject: calculator.Comparison(pk=947222)>,
 <DeserializedObject: calculator.Comparison(pk=946999)>,
 <DeserializedObject: calculator.Comparison(pk=947009)>,
 <DeserializedObject: calculator.Comparison(pk=947099)>,
 <DeserializedObject: calculator.Comparison(pk=947045)>,
 <DeserializedObject: calculator.Comparison(pk=947054)>,
 <DeserializedObject: calculator.Comparison(pk=947224)>,
 <DeserializedObject: calculator.Comparison(pk=947081)>,
 <DeserializedObject: calculator.Comparison(pk=947108)>,
 <DeserializedObject: calculator.Comparison(pk=947180)>,
 <DeserializedObject: calculator.Comparison(pk=947126)>,
 <DeserializedObject: calculator.Comparison(pk=947135)>,
 <DeserializedObject: calculator.Comparison(pk=947230)>,
 <DeserializedObject: calculator.Comparison(pk=947162)>,
 <DeserializedObject: calculator.Comparison(pk=947189)>,
 <DeserializedObject: calculator.Comparison(pk=946511)>,
 <DeserializedObject: calculator.Comparison(pk=947207)>,
 <DeserializedObject: calculator.Comparison(pk=947216)>,
 <DeserializedObject: calculator.Comparison(pk=947232)>,
 <DeserializedObject: calculator.Comparison(pk=947243)>,
 <DeserializedObject: calculator.Comparison(pk=946520)>,
 <DeserializedObject: calculator.Comparison(pk=946592)>,
 <DeserializedObject: calculator.Comparison(pk=946538)>,
 <DeserializedObject: calculator.Comparison(pk=946547)>,
 <DeserializedObject: calculator.Comparison(pk=947238)>,
 <DeserializedObject: calculator.Comparison(pk=946574)>,
 <DeserializedObject: calculator.Comparison(pk=946601)>,
 <DeserializedObject: calculator.Comparison(pk=946673)>,
 <DeserializedObject: calculator.Comparison(pk=946619)>,
 <DeserializedObject: calculator.Comparison(pk=946628)>,
 <DeserializedObject: calculator.Comparison(pk=947239)>,
 <DeserializedObject: calculator.Comparison(pk=946655)>,
 <DeserializedObject: calculator.Comparison(pk=946682)>,
 <DeserializedObject: calculator.Comparison(pk=946754)>,
 <DeserializedObject: calculator.Comparison(pk=946763)>,
 <DeserializedObject: calculator.Comparison(pk=946736)>,
 <DeserializedObject: calculator.Comparison(pk=946700)>,
 <DeserializedObject: calculator.Comparison(pk=946709)>,
 <DeserializedObject: calculator.Comparison(pk=947241)>,
 <DeserializedObject: calculator.Comparison(pk=947283)>,
 <DeserializedObject: calculator.Comparison(pk=946782)>,
 <DeserializedObject: calculator.Comparison(pk=946791)>,
 <DeserializedObject: calculator.Comparison(pk=947247)>,
 <DeserializedObject: calculator.Comparison(pk=947265)>,
 <DeserializedObject: calculator.Comparison(pk=947292)>,
 <DeserializedObject: calculator.Comparison(pk=947364)>,
 <DeserializedObject: calculator.Comparison(pk=947310)>,
 <DeserializedObject: calculator.Comparison(pk=947319)>,
 <DeserializedObject: calculator.Comparison(pk=947248)>,
 <DeserializedObject: calculator.Comparison(pk=947346)>,
 <DeserializedObject: calculator.Comparison(pk=947373)>,
 <DeserializedObject: calculator.Comparison(pk=947391)>,
 <DeserializedObject: calculator.Comparison(pk=947263)>,
 <DeserializedObject: calculator.Comparison(pk=947427)>,
 <DeserializedObject: calculator.Comparison(pk=947400)>,
 <DeserializedObject: calculator.Comparison(pk=947823)>,
 <DeserializedObject: calculator.Comparison(pk=947472)>,
 <DeserializedObject: calculator.Comparison(pk=947481)>,
 <DeserializedObject: calculator.Comparison(pk=946506)>,
 <DeserializedObject: calculator.Comparison(pk=947805)>,
 <DeserializedObject: calculator.Comparison(pk=947832)>,
 <DeserializedObject: calculator.Comparison(pk=947903)>,
 <DeserializedObject: calculator.Comparison(pk=947896)>,
 <DeserializedObject: calculator.Comparison(pk=947898)>,
 <DeserializedObject: calculator.Comparison(pk=947899)>,
 <DeserializedObject: calculator.Comparison(pk=947900)>,
 <DeserializedObject: calculator.Comparison(pk=947901)>,
 <DeserializedObject: calculator.Comparison(pk=947902)>,
 <DeserializedObject: calculator.Comparison(pk=946507)>,
 <DeserializedObject: calculator.Comparison(pk=947911)>,
 <DeserializedObject: calculator.Comparison(pk=947912)>,
 <DeserializedObject: calculator.Comparison(pk=947905)>,
 <DeserializedObject: calculator.Comparison(pk=947909)>,
 <DeserializedObject: calculator.Comparison(pk=947906)>,
 <DeserializedObject: calculator.Comparison(pk=947907)>,
 <DeserializedObject: calculator.Comparison(pk=947908)>,
 <DeserializedObject: calculator.Comparison(pk=947910)>,
 <DeserializedObject: calculator.Comparison(pk=947920)>,
 <DeserializedObject: calculator.Comparison(pk=947921)>,
 <DeserializedObject: calculator.Comparison(pk=947914)>,
 <DeserializedObject: calculator.Comparison(pk=947918)>,
 <DeserializedObject: calculator.Comparison(pk=947915)>,
 <DeserializedObject: calculator.Comparison(pk=947916)>,
 <DeserializedObject: calculator.Comparison(pk=947917)>,
 <DeserializedObject: calculator.Comparison(pk=947919)>,
 <DeserializedObject: calculator.Comparison(pk=947929)>,
 <DeserializedObject: calculator.Comparison(pk=947930)>,
 <DeserializedObject: calculator.Comparison(pk=947923)>,
 <DeserializedObject: calculator.Comparison(pk=947927)>,
 <DeserializedObject: calculator.Comparison(pk=947924)>,
 <DeserializedObject: calculator.Comparison(pk=947925)>,
 <DeserializedObject: calculator.Comparison(pk=947926)>,
 <DeserializedObject: calculator.Comparison(pk=947928)>,
 <DeserializedObject: calculator.Comparison(pk=947938)>,
 <DeserializedObject: calculator.Comparison(pk=947939)>,
 <DeserializedObject: calculator.Comparison(pk=947932)>,
 <DeserializedObject: calculator.Comparison(pk=947936)>,
 <DeserializedObject: calculator.Comparison(pk=947933)>,
 <DeserializedObject: calculator.Comparison(pk=947934)>,
 <DeserializedObject: calculator.Comparison(pk=947935)>,
 <DeserializedObject: calculator.Comparison(pk=947937)>,
 <DeserializedObject: calculator.Comparison(pk=947904)>,
 <DeserializedObject: calculator.Comparison(pk=947913)>,
 <DeserializedObject: calculator.Comparison(pk=947922)>,
 <DeserializedObject: calculator.Comparison(pk=947941)>,
 <DeserializedObject: calculator.Comparison(pk=947942)>,
 <DeserializedObject: calculator.Comparison(pk=947943)>,
 <DeserializedObject: calculator.Comparison(pk=947944)>,
 <DeserializedObject: calculator.Comparison(pk=947897)>,
 <DeserializedObject: calculator.Comparison(pk=947117)>,
 <DeserializedObject: calculator.Comparison(pk=947931)>,
 <DeserializedObject: calculator.Comparison(pk=946965)>,
 <DeserializedObject: calculator.Comparison(pk=946895)>,
 <DeserializedObject: calculator.Comparison(pk=947940)>,
 <DeserializedObject: calculator.Comparison(pk=946525)>,
 <DeserializedObject: calculator.Comparison(pk=946526)>,
 <DeserializedObject: calculator.Comparison(pk=946527)>,
 <DeserializedObject: calculator.Comparison(pk=946536)>,
 <DeserializedObject: calculator.Comparison(pk=946773)>,
 <DeserializedObject: calculator.Comparison(pk=947382)>,
 <DeserializedObject: calculator.Comparison(pk=946610)>,
 <DeserializedObject: calculator.Comparison(pk=946542)>,
 <DeserializedObject: calculator.Comparison(pk=946543)>,
 <DeserializedObject: calculator.Comparison(pk=946545)>,
 <DeserializedObject: calculator.Comparison(pk=946552)>,
 <DeserializedObject: calculator.Comparison(pk=946521)>,
 <DeserializedObject: calculator.Comparison(pk=946561)>,
 <DeserializedObject: calculator.Comparison(pk=946563)>,
 <DeserializedObject: calculator.Comparison(pk=946570)>,
 <DeserializedObject: calculator.Comparison(pk=946572)>,
 <DeserializedObject: calculator.Comparison(pk=946579)>,
 <DeserializedObject: calculator.Comparison(pk=946581)>,
 <DeserializedObject: calculator.Comparison(pk=946597)>,
 <DeserializedObject: calculator.Comparison(pk=946599)>,
 <DeserializedObject: calculator.Comparison(pk=946606)>,
 <DeserializedObject: calculator.Comparison(pk=946608)>,
 <DeserializedObject: calculator.Comparison(pk=946615)>,
 <DeserializedObject: calculator.Comparison(pk=946617)>,
 <DeserializedObject: calculator.Comparison(pk=946632)>,
 <DeserializedObject: calculator.Comparison(pk=946633)>,
 <DeserializedObject: calculator.Comparison(pk=946635)>,
 <DeserializedObject: calculator.Comparison(pk=946642)>,
 <DeserializedObject: calculator.Comparison(pk=946644)>,
 <DeserializedObject: calculator.Comparison(pk=946651)>,
 <DeserializedObject: calculator.Comparison(pk=946662)>,
 <DeserializedObject: calculator.Comparison(pk=946669)>,
 <DeserializedObject: calculator.Comparison(pk=946671)>,
 ...]

In [9]:

    

# To get all the contours in db
all_contours = models.Contour.objects.all()

# Filter only contours shorter than 8:
contours1 = models.Contour.objects.filter(size__lt=8)

# Filter contours from Chorales
contours2 = models.Contour.objects.filter(phrase__piece__collection__name='Chorales')

# Filter contours from pieces in minor mode
contours3 = models.Contour.objects.filter(phrase__piece__mode='m')

# Single filter concatenation. Pieces in C Minor
contours4 = models.Contour.objects.filter(phrase__piece__key='C', phrase__piece__mode='m')

# Advanced filter concatenation. Pieces in C Minor or G Major
query = [
    Q(phrase__piece__mode='M') &
    Q(phrase__piece__key='G') |
    Q(phrase__piece__mode='m') &
    Q(phrase__piece__key='C')
]
contours5 = models.Contour.objects.filter(*query)


    

In [10]:

    

# Compare two single contour objects
# Instantiate the Comparison object
cmp1 = lib.analysis.Comparison(C([0, 1, 2, 3]), C([0, 2, 1, 3]))

# Choose an algorithm and compare
cmp1.compare('OSC')


    

    
Out[10]:





1.0

In [11]:

    

# Show all available similarity algorithms
cmp1.algorithms()


    

    




        OSC	Oscillation Spectrum correlation Similarity
        AED	Adjacent edit distance Similarity
        CMS	Rigid matrix Similarity (only for contours with equal size)
        NGP	N-gram Gestalt Pattern Matching Similarity
        AGP	Adjacent Gestalt Pattern Matching Similarity
        

In [12]:

    

# Compare a given list of contours
# Instantiate the generalComparison object
gc1 = lib.analysis.GeneralComparison([C([0, 1, 2]), C([4, 1, 2, 3]), C([5, 0, 1, 4, 2, 3])])


    

In [13]:

    

# Get the main contour features
gc1.features_table()


    

    
Out[13]:






  

    

      

      
Direction
      
Oscillation
      
Diversity
    
  
  

    

      
< 0 1 2 >
      
1.000000
      
0.00
      
1.00
    
    

      
< 4 1 2 3 >
      
0.500000
      
0.50
      
1.25
    
    

      
< 5 0 1 4 2 3 >
      
0.533333
      
0.75
      
1.00
    
  

In [14]:

    

# Get the comparison similarity map base on a given algorithm
gc1.similarity_map('AGP')


    

    
Out[14]:






  

    

      

      
< 0 1 2 >
      
< 4 1 2 3 >
      
< 5 0 1 4 2 3 >
    
  
  

    

      
< 0 1 2 >
      
1.000000
      
0.80
      
0.571429
    
    

      
< 4 1 2 3 >
      
0.800000
      
1.00
      
0.750000
    
    

      
< 5 0 1 4 2 3 >
      
0.571429
      
0.75
      
1.000000
    
  

In [15]:

    

# Get the comparison similarity as a pandas Series
gc1_series = gc1.similarity_series()
gc1_series


    

    
Out[15]:





0    0.800000
1    0.571429
2    0.750000
dtype: float64

In [16]:

    

# Get statistics data from the similarity series
gc1_series.describe()


    

    
Out[16]:





count    3.000000
mean     0.707143
std      0.120161
min      0.571429
25%      0.660714
50%      0.750000
75%      0.775000
max      0.800000
dtype: float64

In [17]:

    

# Instantiate the CollectionComparison object with a glob type argument
cc1 = lib.analysis.CollectionComparison('./corpora/folk/brasil/500 Cancoes Brasileiras/*.xml')
# Retrieve the music info
cc1.get_info()


    

In [18]:

    

# Get the collection contours features table
cc1_ft = cc1.features_table()
cc1_ft


    

    
Out[18]:






  

    

      

      
Direction
      
Oscillation
      
Diversity
    
  
  

    

      
02 - O bau.xml
      
0.396825
      
0.529412
      
0.250000
    
    

      
03 - Fadinho.xml
      
0.400000
      
0.787879
      
0.142857
    
    

      
04 - Periquito Maracana.xml
      
0.298048
      
0.600000
      
0.189189
    
    

      
05 - O Cravo Brigou com a Rosa.xml
      
0.398462
      
0.500000
      
0.346154
    
    

      
06 - Eu Pisei na Barca Velha.xml
      
0.542090
      
0.490196
      
0.188679
    
    

      
07 - Lavadeira.xml
      
0.415385
      
0.458333
      
0.307692
    
    

      
08 - A Vida Desta Alma.xml
      
0.551093
      
0.457627
      
0.180328
    
    

      
09 - Solucando eu te digo.xml
      
0.475610
      
0.410256
      
0.317073
    
    

      
10 - Meu Anjo Escuta.xml
      
0.489655
      
0.500000
      
0.333333
    
    

      
12 - Boi-bumba.xml
      
0.417379
      
0.480000
      
0.296296
    
    

      
13 - Repartimento do boi.xml
      
0.412195
      
0.538462
      
0.146341
    
    

      
16 - Fui passa na ponte.xml
      
0.395604
      
0.416667
      
0.357143
    
    

      
17 - Oh botucatu.xml
      
0.313187
      
0.500000
      
0.357143
    
    

      
18 - Meu boi pintado.xml
      
0.321429
      
0.166667
      
0.750000
    
    

      
19 - Acalanto.xml
      
0.354167
      
0.500000
      
0.375000
    
    

      
20 - Ciranda cirandinha.xml
      
0.357143
      
0.538462
      
0.250000
    
    

      
21 - Bam-ba-la-lao.xml
      
0.553571
      
0.833333
      
0.375000
    
    

      
22 - Vai abobora.xml
      
0.497096
      
0.575000
      
0.142857
    
    

      
23 - Cantiga de Cego.xml
      
0.424901
      
0.523810
      
0.260870
    
    

      
24 - Na barca chegou.xml
      
0.494152
      
0.294118
      
0.526316
    
    

      
25 - Joao da Rocha foi a praia.xml
      
0.540000
      
0.708333
      
0.192308
    
    

      
26 - Cantiga de roceiro.xml
      
0.497748
      
0.600000
      
0.189189
    
    

      
27 - Quero-mana.xml
      
0.772727
      
0.350000
      
0.409091
    
    

      
28 - Papao de coco.xml
      
0.561905
      
0.263158
      
0.380952
    
    

      
30 - Canto de trabalho.xml
      
0.621324
      
0.466667
      
0.352941
    
    

      
31 - Durma nenem.xml
      
0.250000
      
0.500000
      
0.437500
    
    

      
33 - Bailes pastoris.xml
      
0.499206
      
0.470588
      
0.222222
    
    

      
34 - Bailes pastoris.xml
      
0.558333
      
0.608696
      
0.280000
    
    

      
346 - Ponto de Terreiro.xml
      
0.287281
      
0.490909
      
0.175439
    
    

      
347 - Folia de Reis.xml
      
0.575758
      
0.650000
      
0.227273
    
    

      
...
      
...
      
...
      
...
    
    

      
40 - Serena.xml
      
0.433824
      
0.600000
      
0.411765
    
    

      
41 - Cantiga de roceiro.xml
      
0.433824
      
0.600000
      
0.411765
    
    

      
42 - Mamae eu sou solteiro.xml
      
0.668763
      
0.576923
      
0.166667
    
    

      
43 - Coco mineiro.xml
      
0.330000
      
0.608696
      
0.320000
    
    

      
44 - La Condessa.xml
      
0.429379
      
0.362069
      
0.116667
    
    

      
45 - O Viageiro.xml
      
0.289474
      
0.378378
      
0.230769
    
    

      
46 - A Margarida.xml
      
0.423077
      
0.333333
      
0.428571
    
    

      
47 - Bailes pastoris.xml
      
0.625541
      
0.600000
      
0.318182
    
    

      
48 - A gerra.xml
      
0.258333
      
0.500000
      
0.500000
    
    

      
50 - Tengo, tengo, tengo.xml
      
0.163399
      
0.875000
      
0.500000
    
    

      
51 - Sinhaninha.xml
      
0.503695
      
0.370370
      
0.310345
    
    

      
52 - Vamos maninha.xml
      
0.324561
      
0.588235
      
0.368421
    
    

      
53 - O ba be bi bo bu.xml
      
0.298913
      
0.590909
      
0.375000
    
    

      
54 - Licença para entrar.xml
      
0.515810
      
0.619048
      
0.173913
    
    

      
55 - Tangolomango.xml
      
0.384211
      
0.333333
      
0.450000
    
    

      
61 - Papagaio, periquito.xml
      
0.495726
      
0.520000
      
0.333333
    
    

      
62 - Maculele.xml
      
0.182432
      
0.514286
      
0.297297
    
    

      
63 - Baile das borboletas.xml
      
0.345850
      
0.714286
      
0.304348
    
    

      
64 - Acalanto.xml
      
0.260526
      
0.611111
      
0.350000
    
    

      
65 - Capelinha de Malao.xml
      
0.454167
      
0.500000
      
0.312500
    
    

      
66 - Pezinho.xml
      
0.601326
      
0.580645
      
0.212121
    
    

      
67 - Rosa amarela.xml
      
0.452960
      
0.500000
      
0.204545
    
    

      
69 - Tororo.xml
      
0.380372
      
0.500000
      
0.214286
    
    

      
70 - Vamos maninha.xml
      
0.418421
      
0.444444
      
0.350000
    
    

      
71 - Na mao direita tem uma roseira.xml
      
0.346667
      
0.478261
      
0.240000
    
    

      
72 - Olhe a rolinha.xml
      
0.387566
      
0.346154
      
0.321429
    
    

      
73 - Tema de chegança.xml
      
0.513333
      
0.608696
      
0.240000
    
    

      
74 - Tengo, tengo, tengo.xml
      
0.400000
      
0.666667
      
0.250000
    
    

      
76 - Chora Mane, nao chora.xml
      
0.383193
      
0.424242
      
0.228571
    
    

      
77 - O caranguejo.xml
      
0.509524
      
0.421053
      
0.428571
    
  

91 rows × 3 columns

In [19]:

    

# Get the statistics data from the features table
cc1_ft.describe()


    

    
Out[19]:






  

    

      

      
Direction
      
Oscillation
      
Diversity
    
  
  

    

      
count
      
91.000000
      
91.000000
      
91.000000
    
    

      
mean
      
0.441626
      
0.521714
      
0.289302
    
    

      
std
      
0.112495
      
0.132606
      
0.110007
    
    

      
min
      
0.163399
      
0.166667
      
0.074074
    
    

      
25%
      
0.364469
      
0.456086
      
0.212121
    
    

      
50%
      
0.433824
      
0.500000
      
0.280000
    
    

      
75%
      
0.512581
      
0.600000
      
0.355042
    
    

      
max
      
0.772727
      
1.000000
      
0.750000
    
  

In [20]:

    

# Get the features table data histogram
cc1_ft.hist()


    

    
Out[20]:





array([[<matplotlib.axes._subplots.AxesSubplot object at 0x1192dcf60>,
        <matplotlib.axes._subplots.AxesSubplot object at 0x11936aa20>],
       [<matplotlib.axes._subplots.AxesSubplot object at 0x1193c1278>,
        <matplotlib.axes._subplots.AxesSubplot object at 0x1194212b0>]], dtype=object)






    

In [21]:

    

# Get the collection contours similarity map
cc1.similarity_map()


    

    
Out[21]:






  

    

      

      
02 - O bau.xml
      
03 - Fadinho.xml
      
04 - Periquito Maracana.xml
      
05 - O Cravo Brigou com a Rosa.xml
      
06 - Eu Pisei na Barca Velha.xml
      
07 - Lavadeira.xml
      
08 - A Vida Desta Alma.xml
      
09 - Solucando eu te digo.xml
      
10 - Meu Anjo Escuta.xml
      
12 - Boi-bumba.xml
      
...
      
66 - Pezinho.xml
      
67 - Rosa amarela.xml
      
69 - Tororo.xml
      
70 - Vamos maninha.xml
      
71 - Na mao direita tem uma roseira.xml
      
72 - Olhe a rolinha.xml
      
73 - Tema de chegança.xml
      
74 - Tengo, tengo, tengo.xml
      
76 - Chora Mane, nao chora.xml
      
77 - O caranguejo.xml
    
  
  

    

      
02 - O bau.xml
      
1.000000
      
0.811594
      
0.478873
      
0.666667
      
0.735632
      
0.500000
      
0.378947
      
0.720000
      
0.781250
      
0.721311
      
...
      
0.746269
      
0.538462
      
0.789474
      
0.703704
      
0.644068
      
0.516129
      
0.576271
      
0.518519
      
0.753623
      
0.581818
    
    

      
03 - Fadinho.xml
      
0.811594
      
1.000000
      
0.628571
      
0.474576
      
0.604651
      
0.711864
      
0.425532
      
0.405405
      
0.317460
      
0.366667
      
...
      
0.242424
      
0.571429
      
0.213333
      
0.641509
      
0.482759
      
0.327869
      
0.586207
      
0.566038
      
0.352941
      
0.592593
    
    

      
04 - Periquito Maracana.xml
      
0.478873
      
0.628571
      
1.000000
      
0.557377
      
0.295455
      
0.688525
      
0.708333
      
0.578947
      
0.553846
      
0.645161
      
...
      
0.411765
      
0.582278
      
0.441558
      
0.472727
      
0.666667
      
0.539683
      
0.766667
      
0.654545
      
0.657143
      
0.607143
    
    

      
05 - O Cravo Brigou com a Rosa.xml
      
0.666667
      
0.474576
      
0.557377
      
1.000000
      
0.623377
      
0.760000
      
0.517647
      
0.615385
      
0.777778
      
0.666667
      
...
      
0.807018
      
0.647059
      
0.545455
      
0.818182
      
0.734694
      
0.500000
      
0.653061
      
0.545455
      
0.711864
      
0.400000
    
    

      
06 - Eu Pisei na Barca Velha.xml
      
0.735632
      
0.604651
      
0.295455
      
0.623377
      
1.000000
      
0.519481
      
0.321429
      
0.565217
      
0.271605
      
0.512821
      
...
      
0.452381
      
0.694737
      
0.645161
      
0.253521
      
0.526316
      
0.556962
      
0.526316
      
0.507042
      
0.697674
      
0.527778
    
    

      
07 - Lavadeira.xml
      
0.500000
      
0.711864
      
0.688525
      
0.760000
      
0.519481
      
1.000000
      
0.517647
      
0.584615
      
0.740741
      
0.588235
      
...
      
0.666667
      
0.617647
      
0.575758
      
0.590909
      
0.530612
      
0.615385
      
0.734694
      
0.590909
      
0.745763
      
0.622222
    
    

      
08 - A Vida Desta Alma.xml
      
0.378947
      
0.425532
      
0.708333
      
0.517647
      
0.321429
      
0.517647
      
1.000000
      
0.420000
      
0.629213
      
0.395349
      
...
      
0.543478
      
0.504854
      
0.475248
      
0.430380
      
0.523810
      
0.459770
      
0.523810
      
0.481013
      
0.638298
      
0.400000
    
    

      
09 - Solucando eu te digo.xml
      
0.720000
      
0.405405
      
0.578947
      
0.615385
      
0.565217
      
0.584615
      
0.420000
      
1.000000
      
0.724638
      
0.606061
      
...
      
0.583333
      
0.530120
      
0.370370
      
0.305085
      
0.687500
      
0.537313
      
0.625000
      
0.644068
      
0.459459
      
0.533333
    
    

      
10 - Meu Anjo Escuta.xml
      
0.781250
      
0.317460
      
0.553846
      
0.777778
      
0.271605
      
0.740741
      
0.629213
      
0.724638
      
1.000000
      
0.690909
      
...
      
0.721311
      
0.666667
      
0.771429
      
0.500000
      
0.528302
      
0.428571
      
0.301887
      
0.375000
      
0.698413
      
0.734694
    
    

      
12 - Boi-bumba.xml
      
0.721311
      
0.366667
      
0.645161
      
0.666667
      
0.512821
      
0.588235
      
0.395349
      
0.606061
      
0.690909
      
1.000000
      
...
      
0.758621
      
0.724638
      
0.298507
      
0.711111
      
0.760000
      
0.603774
      
0.760000
      
0.755556
      
0.300000
      
0.739130
    
    

      
13 - Repartimento do boi.xml
      
0.773333
      
0.621622
      
0.578947
      
0.676923
      
0.413043
      
0.584615
      
0.600000
      
0.625000
      
0.521739
      
0.303030
      
...
      
0.500000
      
0.506024
      
0.222222
      
0.508475
      
0.343750
      
0.716418
      
0.562500
      
0.576271
      
0.648649
      
0.500000
    
    

      
16 - Fui passa na ponte.xml
      
0.458333
      
0.468085
      
0.448980
      
0.578947
      
0.246154
      
0.578947
      
0.356164
      
0.490566
      
0.619048
      
0.512821
      
...
      
0.577778
      
0.464286
      
0.259259
      
0.562500
      
0.702703
      
0.450000
      
0.648649
      
0.687500
      
0.553191
      
0.666667
    
    

      
17 - Oh botucatu.xml
      
0.500000
      
0.510638
      
0.489796
      
0.631579
      
0.338462
      
0.473684
      
0.356164
      
0.301887
      
0.523810
      
0.615385
      
...
      
0.577778
      
0.428571
      
0.333333
      
0.812500
      
0.648649
      
0.450000
      
0.702703
      
0.750000
      
0.510638
      
0.727273
    
    

      
18 - Meu boi pintado.xml
      
0.333333
      
0.341463
      
0.325581
      
0.437500
      
0.237288
      
0.437500
      
0.208955
      
0.297872
      
0.388889
      
0.424242
      
...
      
0.307692
      
0.280000
      
0.291667
      
0.538462
      
0.451613
      
0.411765
      
0.451613
      
0.461538
      
0.341463
      
0.518519
    
    

      
19 - Acalanto.xml
      
0.600000
      
0.612245
      
0.549020
      
0.600000
      
0.447761
      
0.550000
      
0.346667
      
0.509091
      
0.500000
      
0.731707
      
...
      
0.638298
      
0.517241
      
0.321429
      
0.705882
      
0.615385
      
0.333333
      
0.717949
      
0.705882
      
0.326531
      
0.457143
    
    

      
20 - Ciranda cirandinha.xml
      
0.419355
      
0.524590
      
0.698413
      
0.692308
      
0.455696
      
0.653846
      
0.620690
      
0.716418
      
0.785714
      
0.566038
      
...
      
0.644068
      
0.657143
      
0.470588
      
0.434783
      
0.470588
      
0.703704
      
0.666667
      
0.739130
      
0.491803
      
0.680851
    
    

      
21 - Bam-ba-la-lao.xml
      
0.333333
      
0.341463
      
0.325581
      
0.375000
      
0.237288
      
0.375000
      
0.208955
      
0.297872
      
0.388889
      
0.424242
      
...
      
0.358974
      
0.280000
      
0.291667
      
0.538462
      
0.387097
      
0.411765
      
0.451613
      
0.538462
      
0.292683
      
0.518519
    
    

      
22 - Vai abobora.xml
      
0.210526
      
0.293333
      
0.623377
      
0.696970
      
0.623656
      
0.636364
      
0.435644
      
0.740741
      
0.685714
      
0.686567
      
...
      
0.657534
      
0.738095
      
0.780488
      
0.333333
      
0.584615
      
0.558824
      
0.646154
      
0.566667
      
0.746667
      
0.557377
    
    

      
23 - Cantiga de Cego.xml
      
0.736842
      
0.678571
      
0.310345
      
0.808511
      
0.594595
      
0.680851
      
0.341463
      
0.451613
      
0.666667
      
0.666667
      
...
      
0.555556
      
0.676923
      
0.666667
      
0.731707
      
0.739130
      
0.653061
      
0.347826
      
0.634146
      
0.571429
      
0.571429
    
    

      
24 - Na barca chegou.xml
      
0.301887
      
0.461538
      
0.481481
      
0.651163
      
0.228571
      
0.744186
      
0.384615
      
0.379310
      
0.297872
      
0.590909
      
...
      
0.400000
      
0.590164
      
0.542373
      
0.702703
      
0.571429
      
0.755556
      
0.476190
      
0.702703
      
0.653846
      
0.473684
    
    

      
25 - Joao da Rocha foi a praia.xml
      
0.566667
      
0.813559
      
0.491803
      
0.560000
      
0.623377
      
0.760000
      
0.494118
      
0.523077
      
0.370370
      
0.431373
      
...
      
0.736842
      
0.323529
      
0.242424
      
0.727273
      
0.734694
      
0.461538
      
0.612245
      
0.454545
      
0.440678
      
0.711111
    
    

      
26 - Cantiga de roceiro.xml
      
0.563380
      
0.714286
      
0.555556
      
0.721311
      
0.568182
      
0.557377
      
0.645833
      
0.684211
      
0.800000
      
0.354839
      
...
      
0.235294
      
0.582278
      
0.493506
      
0.690909
      
0.666667
      
0.412698
      
0.666667
      
0.690909
      
0.400000
      
0.714286
    
    

      
27 - Quero-mana.xml
      
0.642857
      
0.690909
      
0.596491
      
0.260870
      
0.575342
      
0.478261
      
0.493827
      
0.524590
      
0.640000
      
0.765957
      
...
      
0.528302
      
0.437500
      
0.516129
      
0.700000
      
0.622222
      
0.583333
      
0.666667
      
0.650000
      
0.254545
      
0.731707
    
    

      
28 - Papao de coco.xml
      
0.400000
      
0.370370
      
0.428571
      
0.666667
      
0.444444
      
0.444444
      
0.500000
      
0.466667
      
0.612245
      
0.695652
      
...
      
0.307692
      
0.571429
      
0.557377
      
0.410256
      
0.545455
      
0.765957
      
0.363636
      
0.564103
      
0.629630
      
0.600000
    
    

      
30 - Canto de trabalho.xml
      
0.588235
      
0.360000
      
0.615385
      
0.780488
      
0.470588
      
0.682927
      
0.421053
      
0.571429
      
0.711111
      
0.619048
      
...
      
0.666667
      
0.542373
      
0.456140
      
0.800000
      
0.500000
      
0.511628
      
0.700000
      
0.742857
      
0.480000
      
0.833333
    
    

      
31 - Durma nenem.xml
      
0.400000
      
0.408163
      
0.588235
      
0.750000
      
0.447761
      
0.650000
      
0.400000
      
0.545455
      
0.681818
      
0.682927
      
...
      
0.595745
      
0.517241
      
0.535714
      
0.588235
      
0.769231
      
0.523810
      
0.615385
      
0.647059
      
0.448980
      
0.742857
    
    

      
33 - Bailes pastoris.xml
      
0.657143
      
0.463768
      
0.816901
      
0.766667
      
0.666667
      
0.733333
      
0.610526
      
0.773333
      
0.656250
      
0.688525
      
...
      
0.716418
      
0.717949
      
0.552632
      
0.592593
      
0.406780
      
0.645161
      
0.745763
      
0.666667
      
0.608696
      
0.363636
    
    

      
34 - Bailes pastoris.xml
      
0.711864
      
0.793103
      
0.666667
      
0.816327
      
0.500000
      
0.775510
      
0.500000
      
0.718750
      
0.679245
      
0.720000
      
...
      
0.571429
      
0.597015
      
0.492308
      
0.790698
      
0.791667
      
0.705882
      
0.666667
      
0.558140
      
0.793103
      
0.545455
    
    

      
346 - Ponto de Terreiro.xml
      
0.593407
      
0.311111
      
0.608696
      
0.543210
      
0.444444
      
0.543210
      
0.551724
      
0.437500
      
0.541176
      
0.560976
      
...
      
0.386364
      
0.707071
      
0.680412
      
0.453333
      
0.500000
      
0.602410
      
0.550000
      
0.453333
      
0.555556
      
0.447368
    
    

      
347 - Folia de Reis.xml
      
0.607143
      
0.472727
      
0.666667
      
0.521739
      
0.547945
      
0.695652
      
0.518519
      
0.622951
      
0.720000
      
0.595745
      
...
      
0.754717
      
0.531250
      
0.354839
      
0.650000
      
0.800000
      
0.666667
      
0.800000
      
0.700000
      
0.618182
      
0.536585
    
    

      
...
      
...
      
...
      
...
      
...
      
...
      
...
      
...
      
...
      
...
      
...
      
...
      
...
      
...
      
...
      
...
      
...
      
...
      
...
      
...
      
...
      
...
    
    

      
40 - Serena.xml
      
0.431373
      
0.440000
      
0.615385
      
0.731707
      
0.470588
      
0.682927
      
0.421053
      
0.535714
      
0.666667
      
0.714286
      
...
      
0.583333
      
0.508475
      
0.491228
      
0.571429
      
0.600000
      
0.558140
      
0.700000
      
0.628571
      
0.600000
      
0.722222
    
    

      
41 - Cantiga de roceiro.xml
      
0.431373
      
0.440000
      
0.615385
      
0.731707
      
0.470588
      
0.682927
      
0.421053
      
0.535714
      
0.666667
      
0.714286
      
...
      
0.583333
      
0.508475
      
0.491228
      
0.571429
      
0.600000
      
0.558140
      
0.700000
      
0.628571
      
0.600000
      
0.722222
    
    

      
42 - Mamae eu sou solteiro.xml
      
0.613636
      
0.390805
      
0.539326
      
0.641026
      
0.476190
      
0.564103
      
0.495575
      
0.645161
      
0.560976
      
0.556962
      
...
      
0.682353
      
0.770833
      
0.382979
      
0.500000
      
0.519481
      
0.500000
      
0.571429
      
0.527778
      
0.551724
      
0.273973
    
    

      
43 - Coco mineiro.xml
      
0.576271
      
0.655172
      
0.566667
      
0.408163
      
0.289474
      
0.693878
      
0.476190
      
0.656250
      
0.716981
      
0.440000
      
...
      
0.357143
      
0.626866
      
0.400000
      
0.558140
      
0.791667
      
0.666667
      
0.625000
      
0.418605
      
0.551724
      
0.772727
    
    

      
44 - La Condessa.xml
      
0.553191
      
0.408602
      
0.631579
      
0.428571
      
0.720721
      
0.547619
      
0.504202
      
0.606061
      
0.545455
      
0.517647
      
...
      
0.439560
      
0.627451
      
0.560000
      
0.461538
      
0.578313
      
0.627907
      
0.409639
      
0.461538
      
0.688172
      
0.303797
    
    

      
45 - O Viageiro.xml
      
0.712329
      
0.250000
      
0.702703
      
0.761905
      
0.666667
      
0.571429
      
0.510204
      
0.743590
      
0.686567
      
0.718750
      
...
      
0.542857
      
0.716049
      
0.632911
      
0.561404
      
0.709677
      
0.615385
      
0.516129
      
0.596491
      
0.805556
      
0.620690
    
    

      
46 - A Margarida.xml
      
0.541667
      
0.340426
      
0.530612
      
0.526316
      
0.276923
      
0.684211
      
0.356164
      
0.452830
      
0.476190
      
0.564103
      
...
      
0.488889
      
0.392857
      
0.481481
      
0.437500
      
0.702703
      
0.600000
      
0.648649
      
0.562500
      
0.553191
      
0.545455
    
    

      
47 - Bailes pastoris.xml
      
0.678571
      
0.436364
      
0.596491
      
0.521739
      
0.547945
      
0.652174
      
0.493827
      
0.557377
      
0.680000
      
0.723404
      
...
      
0.603774
      
0.593750
      
0.290323
      
0.800000
      
0.755556
      
0.458333
      
0.711111
      
0.750000
      
0.690909
      
0.682927
    
    

      
48 - A gerra.xml
      
0.600000
      
0.530612
      
0.588235
      
0.650000
      
0.388060
      
0.700000
      
0.320000
      
0.327273
      
0.590909
      
0.585366
      
...
      
0.425532
      
0.413793
      
0.464286
      
0.823529
      
0.717949
      
0.666667
      
0.512821
      
0.411765
      
0.612245
      
0.571429
    
    

      
50 - Tengo, tengo, tengo.xml
      
0.538462
      
0.666667
      
0.452830
      
0.619048
      
0.463768
      
0.714286
      
0.337662
      
0.385965
      
0.695652
      
0.465116
      
...
      
0.571429
      
0.533333
      
0.517241
      
0.555556
      
0.439024
      
0.272727
      
0.536585
      
0.666667
      
0.588235
      
0.594595
    
    

      
51 - Sinhaninha.xml
      
0.603175
      
0.290323
      
0.500000
      
0.528302
      
0.525000
      
0.566038
      
0.409091
      
0.647059
      
0.526316
      
0.814815
      
...
      
0.766667
      
0.732394
      
0.434783
      
0.765957
      
0.615385
      
0.654545
      
0.692308
      
0.723404
      
0.580645
      
0.708333
    
    

      
52 - Vamos maninha.xml
      
0.226415
      
0.346154
      
0.481481
      
0.697674
      
0.400000
      
0.558140
      
0.435897
      
0.482759
      
0.553191
      
0.681818
      
...
      
0.600000
      
0.557377
      
0.508475
      
0.702703
      
0.666667
      
0.622222
      
0.523810
      
0.864865
      
0.346154
      
0.473684
    
    

      
53 - O ba be bi bo bu.xml
      
0.482759
      
0.771930
      
0.576271
      
0.333333
      
0.186667
      
0.416667
      
0.554217
      
0.698413
      
0.730769
      
0.857143
      
...
      
0.690909
      
0.666667
      
0.312500
      
0.619048
      
0.553191
      
0.320000
      
0.808511
      
0.523810
      
0.631579
      
0.837209
    
    

      
54 - Licença para entrar.xml
      
0.631579
      
0.571429
      
0.482759
      
0.680851
      
0.405405
      
0.723404
      
0.512195
      
0.612903
      
0.470588
      
0.666667
      
...
      
0.703704
      
0.246154
      
0.666667
      
0.731707
      
0.652174
      
0.530612
      
0.652174
      
0.780488
      
0.500000
      
0.666667
    
    

      
55 - Tangolomango.xml
      
0.481481
      
0.452830
      
0.400000
      
0.636364
      
0.366197
      
0.727273
      
0.481013
      
0.508475
      
0.708333
      
0.488889
      
...
      
0.313725
      
0.548387
      
0.533333
      
0.736842
      
0.558140
      
0.695652
      
0.465116
      
0.578947
      
0.641509
      
0.666667
    
    

      
61 - Papagaio, periquito.xml
      
0.524590
      
0.766667
      
0.741935
      
0.549020
      
0.435897
      
0.666667
      
0.558140
      
0.696970
      
0.763636
      
0.653846
      
...
      
0.482759
      
0.492754
      
0.626866
      
0.666667
      
0.760000
      
0.679245
      
0.760000
      
0.577778
      
0.566667
      
0.695652
    
    

      
62 - Maculele.xml
      
0.478873
      
0.600000
      
0.472222
      
0.622951
      
0.545455
      
0.622951
      
0.458333
      
0.526316
      
0.584615
      
0.612903
      
...
      
0.558824
      
0.784810
      
0.545455
      
0.654545
      
0.566667
      
0.761905
      
0.500000
      
0.363636
      
0.485714
      
0.535714
    
    

      
63 - Baile das borboletas.xml
      
0.666667
      
0.750000
      
0.620690
      
0.808511
      
0.540541
      
0.808511
      
0.512195
      
0.258065
      
0.431373
      
0.500000
      
...
      
0.666667
      
0.646154
      
0.634921
      
0.878049
      
0.608696
      
0.326531
      
0.782609
      
0.439024
      
0.607143
      
0.333333
    
    

      
64 - Acalanto.xml
      
0.481481
      
0.452830
      
0.436364
      
0.727273
      
0.507042
      
0.727273
      
0.455696
      
0.440678
      
0.625000
      
0.711111
      
...
      
0.705882
      
0.580645
      
0.600000
      
0.421053
      
0.465116
      
0.739130
      
0.790698
      
0.684211
      
0.603774
      
0.666667
    
    

      
65 - Capelinha de Malao.xml
      
0.320000
      
0.448980
      
0.588235
      
0.700000
      
0.268657
      
0.650000
      
0.400000
      
0.545455
      
0.500000
      
0.682927
      
...
      
0.638298
      
0.448276
      
0.357143
      
0.764706
      
0.717949
      
0.619048
      
0.666667
      
0.823529
      
0.367347
      
0.628571
    
    

      
66 - Pezinho.xml
      
0.746269
      
0.242424
      
0.411765
      
0.807018
      
0.452381
      
0.666667
      
0.543478
      
0.583333
      
0.721311
      
0.758621
      
...
      
1.000000
      
0.480000
      
0.767123
      
0.392157
      
0.714286
      
0.508475
      
0.678571
      
0.705882
      
0.181818
      
0.653846
    
    

      
67 - Rosa amarela.xml
      
0.538462
      
0.571429
      
0.582278
      
0.647059
      
0.694737
      
0.617647
      
0.504854
      
0.530120
      
0.666667
      
0.724638
      
...
      
0.480000
      
1.000000
      
0.738095
      
0.580645
      
0.507463
      
0.371429
      
0.597015
      
0.451613
      
0.467532
      
0.412698
    
    

      
69 - Tororo.xml
      
0.789474
      
0.213333
      
0.441558
      
0.545455
      
0.645161
      
0.575758
      
0.475248
      
0.370370
      
0.771429
      
0.298507
      
...
      
0.767123
      
0.738095
      
1.000000
      
0.633333
      
0.369231
      
0.705882
      
0.400000
      
0.333333
      
0.693333
      
0.524590
    
    

      
70 - Vamos maninha.xml
      
0.703704
      
0.641509
      
0.472727
      
0.818182
      
0.253521
      
0.590909
      
0.430380
      
0.305085
      
0.500000
      
0.711111
      
...
      
0.392157
      
0.580645
      
0.633333
      
1.000000
      
0.790698
      
0.391304
      
0.558140
      
0.684211
      
0.377358
      
0.717949
    
    

      
71 - Na mao direita tem uma roseira.xml
      
0.644068
      
0.482759
      
0.666667
      
0.734694
      
0.526316
      
0.530612
      
0.523810
      
0.687500
      
0.528302
      
0.760000
      
...
      
0.714286
      
0.507463
      
0.369231
      
0.790698
      
1.000000
      
0.627451
      
0.666667
      
0.604651
      
0.689655
      
0.636364
    
    

      
72 - Olhe a rolinha.xml
      
0.516129
      
0.327869
      
0.539683
      
0.500000
      
0.556962
      
0.615385
      
0.459770
      
0.537313
      
0.428571
      
0.603774
      
...
      
0.508475
      
0.371429
      
0.705882
      
0.391304
      
0.627451
      
1.000000
      
0.666667
      
0.652174
      
0.754098
      
0.553191
    
    

      
73 - Tema de chegança.xml
      
0.576271
      
0.586207
      
0.766667
      
0.653061
      
0.526316
      
0.734694
      
0.523810
      
0.625000
      
0.301887
      
0.760000
      
...
      
0.678571
      
0.597015
      
0.400000
      
0.558140
      
0.666667
      
0.666667
      
1.000000
      
0.837209
      
0.689655
      
0.636364
    
    

      
74 - Tengo, tengo, tengo.xml
      
0.518519
      
0.566038
      
0.654545
      
0.545455
      
0.507042
      
0.590909
      
0.481013
      
0.644068
      
0.375000
      
0.755556
      
...
      
0.705882
      
0.451613
      
0.333333
      
0.684211
      
0.604651
      
0.652174
      
0.837209
      
1.000000
      
0.641509
      
0.256410
    
    

      
76 - Chora Mane, nao chora.xml
      
0.753623
      
0.352941
      
0.657143
      
0.711864
      
0.697674
      
0.745763
      
0.638298
      
0.459459
      
0.698413
      
0.300000
      
...
      
0.181818
      
0.467532
      
0.693333
      
0.377358
      
0.689655
      
0.754098
      
0.689655
      
0.641509
      
1.000000
      
0.481481
    
    

      
77 - O caranguejo.xml
      
0.581818
      
0.592593
      
0.607143
      
0.400000
      
0.527778
      
0.622222
      
0.400000
      
0.533333
      
0.734694
      
0.739130
      
...
      
0.653846
      
0.412698
      
0.524590
      
0.717949
      
0.636364
      
0.553191
      
0.636364
      
0.256410
      
0.481481
      
1.000000
    
  

91 rows × 91 columns

In [22]:

    

# Plot the similarity map as heatplot. In the first time, call similarity_map() or similarity_series() first
cc1.similarity.heat_plot()


    

    






<matplotlib.figure.Figure at 0x1195a5f28>






    

In [23]:

    

# Get the collection contour similarities as a Pandas Series
cc1_ss = cc1.similarity_series()


    

In [24]:

    

# Plot similarity series histogram
cc1_ss.hist()


    

    
Out[24]:





<matplotlib.axes._subplots.AxesSubplot at 0x119578c88>






    

In [25]:

    

# Set the available algorithms
algorithms = ['OSC', 'AED', 'NGP', 'AGP']

# Choose the contour query set
query = [
    Q(phrase__piece__collection__name='Chorales'),
    Q(phrase__piece__mode='M')
]
contour_qs = models.Contour.objects.filter(*query)
ac1 = lib.analysis.AlgorithmsComparison(contour_qs, algorithms)


    

In [26]:

    

# Calculate similarity with all algorithms. It set resultes in similarity_measures attribute
ac1.calculate_similarity()


    

    




/Users/marcossampaio/.virtualenvs/contourmetrics/lib/python3.6/site-packages/numpy/lib/function_base.py:2487: RuntimeWarning: Degrees of freedom <= 0 for slice
  warnings.warn("Degrees of freedom <= 0 for slice", RuntimeWarning)
/Users/marcossampaio/.virtualenvs/contourmetrics/lib/python3.6/site-packages/numpy/lib/function_base.py:2496: RuntimeWarning: divide by zero encountered in double_scalars
  c *= 1. / np.float64(fact)
/Users/marcossampaio/.virtualenvs/contourmetrics/lib/python3.6/site-packages/numpy/lib/function_base.py:2496: RuntimeWarning: invalid value encountered in multiply
  c *= 1. / np.float64(fact)

In [27]:

    

# Get the algorithms similarity comparison
ac1.similarity_measures


    

    
Out[27]:






  

    

      

      
OSC
      
AED
      
NGP
      
AGP
    
  
  

    

      
0
      
0.525505
      
0.500000
      
0.000000
      
0.615385
    
    

      
1
      
0.744760
      
0.800000
      
0.333333
      
0.800000
    
    

      
2
      
0.999855
      
0.666667
      
0.857143
      
0.727273
    
    

      
3
      
0.539848
      
0.800000
      
0.800000
      
0.888889
    
    

      
4
      
0.450424
      
0.555556
      
0.400000
      
0.714286
    
    

      
5
      
0.080513
      
0.400000
      
0.000000
      
0.500000
    
    

      
6
      
0.539848
      
0.800000
      
0.800000
      
0.888889
    
    

      
7
      
0.743933
      
0.400000
      
0.500000
      
0.500000
    
    

      
8
      
0.984024
      
0.833333
      
0.285714
      
0.909091
    
    

      
9
      
0.895484
      
0.263158
      
0.200000
      
0.416667
    
    

      
10
      
0.795786
      
0.500000
      
0.285714
      
0.545455
    
    

      
11
      
0.539848
      
0.800000
      
0.800000
      
0.888889
    
    

      
12
      
0.471703
      
0.714286
      
0.250000
      
0.833333
    
    

      
13
      
0.795786
      
0.666667
      
0.571429
      
0.727273
    
    

      
14
      
0.328935
      
0.312500
      
0.235294
      
0.476190
    
    

      
15
      
0.576450
      
0.400000
      
0.000000
      
0.400000
    
    

      
16
      
0.082990
      
0.454545
      
0.166667
      
0.375000
    
    

      
17
      
0.445242
      
0.500000
      
0.444444
      
0.615385
    
    

      
18
      
0.807606
      
0.444444
      
0.400000
      
0.571429
    
    

      
19
      
0.963734
      
0.666667
      
0.285714
      
0.545455
    
    

      
20
      
0.616955
      
0.500000
      
0.545455
      
0.666667
    
    

      
21
      
0.238091
      
0.600000
      
0.400000
      
0.666667
    
    

      
22
      
0.821841
      
0.714286
      
0.500000
      
0.666667
    
    

      
23
      
0.571294
      
0.312500
      
0.352941
      
0.476190
    
    

      
24
      
0.882882
      
0.500000
      
0.444444
      
0.615385
    
    

      
25
      
0.243482
      
0.500000
      
0.545455
      
0.666667
    
    

      
26
      
0.285186
      
0.500000
      
0.363636
      
0.533333
    
    

      
27
      
0.434977
      
0.500000
      
0.285714
      
0.545455
    
    

      
28
      
0.484213
      
0.600000
      
0.333333
      
0.600000
    
    

      
29
      
0.515579
      
0.714286
      
0.250000
      
0.833333
    
    

      
...
      
...
      
...
      
...
      
...
    
    

      
64950
      
0.479947
      
0.333333
      
0.000000
      
0.500000
    
    

      
64951
      
0.389944
      
0.500000
      
0.166667
      
0.625000
    
    

      
64952
      
0.699117
      
0.538462
      
0.444444
      
0.636364
    
    

      
64953
      
0.413702
      
0.692308
      
0.500000
      
0.750000
    
    

      
64954
      
0.777030
      
0.384615
      
0.285714
      
0.555556
    
    

      
64955
      
0.124590
      
0.538462
      
0.625000
      
0.700000
    
    

      
64956
      
0.128489
      
0.461538
      
0.250000
      
0.500000
    
    

      
64957
      
0.792307
      
0.153846
      
0.000000
      
0.266667
    
    

      
64958
      
0.623759
      
0.615385
      
0.315789
      
0.782609
    
    

      
64959
      
0.497021
      
0.636364
      
0.625000
      
0.700000
    
    

      
64960
      
0.893893
      
0.444444
      
0.400000
      
0.571429
    
    

      
64961
      
0.163702
      
0.555556
      
0.500000
      
0.375000
    
    

      
64962
      
0.248133
      
0.555556
      
0.666667
      
0.625000
    
    

      
64963
      
0.906147
      
0.222222
      
0.000000
      
0.363636
    
    

      
64964
      
0.780916
      
0.800000
      
0.666667
      
0.842105
    
    

      
64965
      
0.615855
      
0.454545
      
0.500000
      
0.625000
    
    

      
64966
      
0.540725
      
0.545455
      
0.285714
      
0.666667
    
    

      
64967
      
0.723552
      
0.545455
      
0.714286
      
0.666667
    
    

      
64968
      
0.476356
      
0.181818
      
0.000000
      
0.307692
    
    

      
64969
      
0.212762
      
0.636364
      
0.588235
      
0.666667
    
    

      
64970
      
0.728396
      
0.714286
      
0.250000
      
0.833333
    
    

      
64971
      
0.238282
      
0.571429
      
0.500000
      
0.666667
    
    

      
64972
      
1.000000
      
0.400000
      
0.000000
      
0.571429
    
    

      
64973
      
0.734874
      
0.500000
      
0.545455
      
0.666667
    
    

      
64974
      
0.820714
      
0.428571
      
0.400000
      
0.714286
    
    

      
64975
      
0.808764
      
0.285714
      
0.000000
      
0.444444
    
    

      
64976
      
0.122463
      
0.700000
      
0.307692
      
0.823529
    
    

      
64977
      
0.333333
      
0.285714
      
0.000000
      
0.444444
    
    

      
64978
      
0.677890
      
0.600000
      
0.615385
      
0.705882
    
    

      
64979
      
0.744970
      
0.200000
      
0.000000
      
0.333333
    
  

64980 rows × 4 columns

In [28]:

    

# Plot similarity values boxplot for all algorithms
ac1.similarity_measures.boxplot()


    

    
Out[28]:





<matplotlib.axes._subplots.AxesSubplot at 0x11c711d68>






    

In [29]:

    

# Plot similarity values histogram for all algorithms
ac1.similarity_measures.hist()


    

    
Out[29]:





array([[<matplotlib.axes._subplots.AxesSubplot object at 0x119f47c50>,
        <matplotlib.axes._subplots.AxesSubplot object at 0x11adab6d8>],
       [<matplotlib.axes._subplots.AxesSubplot object at 0x11bccf1d0>,
        <matplotlib.axes._subplots.AxesSubplot object at 0x11a4f15f8>]], dtype=object)






    

In [30]:

    

# Plot similarity values correlation calculated between two algorithms
ac1.similarity_measures.plot(kind='scatter', x='AED', y='AGP')


    

    
Out[30]:





<matplotlib.axes._subplots.AxesSubplot at 0x119b7c828>






    

In [31]:

    

# Calculate KS test among all algorithms results. If statistic value < 0.5 and pvalue < 0.5 
ac1.ks_test()


    

    
Out[31]:






  

    

      

      
statistic
      
pvalue
    
  
  

    

      
OSC AED
      
0.378994
      
0.0
    
    

      
OSC NGP
      
0.457033
      
0.0
    
    

      
OSC AGP
      
0.274469
      
0.0
    
    

      
AED NGP
      
0.414050
      
0.0
    
    

      
AED AGP
      
0.271453
      
0.0
    
    

      
NGP AGP
      
0.531225
      
0.0
    
  

In [32]:

    

# Calculate similarity values entropy for all algorithms
ac1.entropy()


    

    
Out[32]:





OSC    10.919820
AED    11.015528
NGP    10.763661
AGP    11.036261
dtype: float64