alep

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alep

# coding: utf-8
import scipy as sp

from sklearn.feature_extraction.text import CountVectorizer, HashingVectorizer
from sklearn.naive_bayes import BernoulliNB
from sklearn.linear_model import LogisticRegression
from sklearn import cross_validation
from sklearn import metrics

datafile = open("data.tsv")

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"""

http://en.wikipedia.org/wiki/ID3_algorithm
http://www.cise.ufl.edu/~ddd/cap6635/Fall-97/Short-papers/2.htm

"""

from collections import namedtuple, Counter, defaultdict
from math import log2

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import numpy as np
import scipy as sp
import warnings

from sklearn import metrics
from sklearn import cross_validation
from sklearn.utils.fixes import expit as logistic_sigmoid
from sklearn.utils.extmath import log_logistic
from sklearn.datasets import make_classification
from sklearn.linear_model import LogisticRegression

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import nltk

from collections import namedtuple

from sklearn.linear_model import LogisticRegression
from sklearn.feature_extraction import FeatureHasher


Data = namedtuple('Data', [
    'word_i_minus_2',

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// includes bindings for fetching/fetched

var PaginatedCollection = Backbone.Collection.extend({
  initialize: function() {
    _.bindAll(this, 'parse', 'url', 'pageInfo', 'nextPage', 'previousPage', 'filtrate', 'sort_by');
    typeof(options) != 'undefined' || (options = {});
    typeof(this.limit) != 'undefined' || (this.limit = 20);
    typeof(this.offset) != 'undefined' || (this.offset = 0);
    typeof(this.filter_options) != 'undefined' || (this.filter_options = {});
    typeof(this.sort_field) != 'undefined' || (this.sort_field = '');