kasnder

# Authored by Konrad Kollnig
# Oxford, 20 April 2019

import wikipedia
from nltk.tokenize import sent_tokenize, RegexpTokenizer
from nltk.corpus import stopwords
from collections import defaultdict
import math
import numpy as np
from sklearn.feature_extraction.text import TfidfVectorizer, CountVectorizer

kasnder

"""
    nmsmax(fun, x[, trace = true, initial_simplex = 0, target_f = Inf, max_its = Inf, max_evals = Inf, tol = 1e-3])

Nelder-Mead simplex method for direct search optimization.

This function attempts to maximize the function `fun`, using the
starting vector `x`. The Nelder-Mead direct search method is used.

Adaption of the original *MATLAB* source by Nick Higham to *Julia*.

kasnder

#!/usr/bin/env python
# -*- coding: utf-8 -*-
import urllib2
import locale
import csv, codecs, cStringIO
from pprint import pprint
import time
from BeautifulSoup import BeautifulSoup

# From the Pyton documentation