Cluster_Anthems.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
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   "source": [
    "# Text Clustering with K-Means\n",
    "In the present notebook we will use the [k-means algorithm](https://www.datascience.com/blog/k-means-clustering), a simple and popular __*unsupervised clustering*__ algorithm, to cluster the national anthems of the world into different groups.\n",
    "\n",
    "The objective of K-means is simple: group similar data points together and discover underlying patterns. To achieve this objective, K-means looks for a fixed defined number (k) of centroids in a dataset. A centroid refers to a cluster, which is a collection of data points aggregated together because of certain similarities with each other. The ‘means’ in the K-means refers to the averaging of the data; that is, finding the centroid. And the algorithm is said to be unsupervised because we have no prior knowledge with regards to the groups or classes of our dataset, that is, we will find the underlying groups in our dataset!\n",
    "\n",
    "Below we can visualize the algorithm. The green centroids matches the closest datapoints to each one and form clusters, then each centroid moves to the center of each respective group and matches again the closest datapoint to each other."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![alt text](Images/kmeans.gif \"Title\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Steps:**\n",
    "\n",
    "__1.__ Explore our collection of national anthems (corpus) <br>\n",
    "__2.__ Data Engineer the dataset to get the best perfomance from the K-means algorithm <br>\n",
    "__3.__ Run the algorithm many times, each time testing with a different number of clusters <br>\n",
    "__4.__ Use different metrics to visualize our results and find the best number of clusters (*ie. Why are a total of X clusters better than a total of Y clusters*) <br>\n",
    "__5.__ Cluster Analysis\n",
    "\n",
    "**Metrics Utilized for Determining the Best Number of K Cluters:**\n",
    "- [Elbow Method](https://scikit-learn.org/stable/modules/generated/sklearn.metrics.accuracy_score.html)\n",
    "- [Silhouette Score](https://scikit-learn.org/stable/modules/generated/sklearn.metrics.silhouette_score.html)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Importing Libraries:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Data Structures\n",
    "import numpy  as np\n",
    "import pandas as pd\n",
    "import geopandas as gpd\n",
    "import json\n",
    "\n",
    "# Corpus Processing\n",
    "import re\n",
    "import nltk.corpus\n",
    "from unidecode                        import unidecode\n",
    "from nltk.tokenize                    import word_tokenize\n",
    "from nltk                             import SnowballStemmer\n",
    "from sklearn.feature_extraction.text  import TfidfVectorizer\n",
    "from sklearn.preprocessing            import normalize\n",
    "\n",
    "# K-Means\n",
    "from sklearn import cluster\n",
    "\n",
    "# Visualization and Analysis\n",
    "import matplotlib.pyplot  as plt\n",
    "import matplotlib.cm      as cm\n",
    "import seaborn            as sns\n",
    "from sklearn.metrics                  import silhouette_samples, silhouette_score\n",
    "from wordcloud                        import WordCloud\n",
    "\n",
    "# Map Viz\n",
    "import folium\n",
    "#import branca.colormap as cm\n",
    "from branca.element import Figure"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Corpus Loading:\n",
    "\n",
    "We'll use pandas to read the csv file contaning the national anthem for each country and it's corresponding country code. The anthems were extracted from wikipedia and many of them contain words that use non UTF-8 characters (generaly names of places and such), so we'll read the file with the _latin1_ encoding.\n",
    "\n",
    "Then we'll extract the __Anthem__ column into a list of texts for our corpus."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>country</th>\n",
       "      <th>alpha-2</th>\n",
       "      <th>alpha-3</th>\n",
       "      <th>continent</th>\n",
       "      <th>anthem</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Albania</td>\n",
       "      <td>AL</td>\n",
       "      <td>ALB</td>\n",
       "      <td>Europe</td>\n",
       "      <td>Around our flag we stand united, With one wish...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Armenia</td>\n",
       "      <td>AM</td>\n",
       "      <td>ARM</td>\n",
       "      <td>Europe</td>\n",
       "      <td>Our Fatherland, free, independent, That has fo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Austria</td>\n",
       "      <td>AT</td>\n",
       "      <td>AUT</td>\n",
       "      <td>Europe</td>\n",
       "      <td>Land of mountains, land by the river, Land of ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Azerbaijan</td>\n",
       "      <td>AZ</td>\n",
       "      <td>AZE</td>\n",
       "      <td>Europe</td>\n",
       "      <td>Azerbaijan, Azerbaijan! The glorious Fatherlan...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Belarus</td>\n",
       "      <td>BY</td>\n",
       "      <td>BLR</td>\n",
       "      <td>Europe</td>\n",
       "      <td>We, Belarusians, are peaceful people, Wholehea...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Belgium</td>\n",
       "      <td>BE</td>\n",
       "      <td>BEL</td>\n",
       "      <td>Europe</td>\n",
       "      <td>O dear Belgium, O holy land of the fathers Ã¢â...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      country alpha-2 alpha-3 continent  \\\n",
       "0     Albania      AL     ALB    Europe   \n",
       "1     Armenia      AM     ARM    Europe   \n",
       "2     Austria      AT     AUT    Europe   \n",
       "3  Azerbaijan      AZ     AZE    Europe   \n",
       "4     Belarus      BY     BLR    Europe   \n",
       "5     Belgium      BE     BEL    Europe   \n",
       "\n",
       "                                              anthem  \n",
       "0  Around our flag we stand united, With one wish...  \n",
       "1  Our Fatherland, free, independent, That has fo...  \n",
       "2  Land of mountains, land by the river, Land of ...  \n",
       "3  Azerbaijan, Azerbaijan! The glorious Fatherlan...  \n",
       "4  We, Belarusians, are peaceful people, Wholehea...  \n",
       "5  O dear Belgium, O holy land of the fathers Ã¢â...  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv('datasets/anthems.csv', encoding='utf-8')\n",
    "data.columns = map(str.lower, data.columns)\n",
    "\n",
    "continents = ['Europe', 'South_America', 'North_America']\n",
    "data = data.loc[data['continent'].isin(continents)]\n",
    "data.head(6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"O Lord, bless the nation of Hungary With your grace and bounty Extend over it your guarding arm During strife with its enemies Long torn by ill fate Bring upon it a time of relief This nation has suffered for all sins Of the past and of the future! You brought our ancestors up Over the Carpathians' holy peaks By You was won a beautiful homeland For Bendeguz's sons And wherever flow the rivers of The Tisza and the Danube ÃƒÂ\\x81rpÃƒÂ¡d our hero's \""
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corpus = data['anthem'].tolist()\n",
    "corpus[18][0:447]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Corpus Processing\n",
    "\n",
    "### 1. Stop Words and Stemming\n",
    "We will do a data engineering routine with our anthems dataset so later we can make a good statistical model. In order to do so, we'll remove all words that don't contribute to the semantic meaning of the text (words that are not within the english alphabet) and keep all of the remaining words in the simplest format possible, so we can apply a function that gives weights to each word without generating any bias or outliers. To do that there are many techniques to clean up our corpus, among them we will remove the most common words ([stop words](https://www.geeksforgeeks.org/removing-stop-words-nltk-python/)) and apply [stemming](https://www.researchgate.net/figure/Stemming-process-Algorithms-of-stemming-methods-are-divided-into-three-parts-mixed_fig2_324685008), a technique that reduces a word to it's root.\n",
    "\n",
    "The methods that apply stemming and stop words removal are listed bellow. We will also define a method that removes any words with less than 2 letters or more than 21 letters to clean our corpus even more."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# removes a list of words (ie. stopwords) from a tokenized list.\n",
    "def removeWords(listOfTokens, listOfWords):\n",
    "    return [token for token in listOfTokens if token not in listOfWords]\n",
    "\n",
    "# applies stemming to a list of tokenized words\n",
    "def applyStemming(listOfTokens, stemmer):\n",
    "    return [stemmer.stem(token) for token in listOfTokens]\n",
    "\n",
    "# removes any words composed of less than 2 or more than 21 letters\n",
    "def twoLetters(listOfTokens):\n",
    "    twoLetterWord = []\n",
    "    for token in listOfTokens:\n",
    "        if len(token) <= 2 or len(token) >= 21:\n",
    "            twoLetterWord.append(token)\n",
    "    return twoLetterWord"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. The main corpus processing function.\n",
    "\n",
    "A section back, at the exploration of our dataset, we noticed some words containg weird characters that should be removed. By using RegEx our main processing function will remove unknown ASCII symbols, especial chars, numbers, e-mails, URLs, etc (It's a bit of a overkill, I know). It also uses the auxiliary funcitions defined above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def processCorpus(corpus, language):   \n",
    "    stopwords = nltk.corpus.stopwords.words(language)\n",
    "    param_stemmer = SnowballStemmer(language)\n",
    "    countries_list = [line.rstrip('\\n') for line in open('lists/countries.txt')] # Load .txt file line by line\n",
    "    nationalities_list = [line.rstrip('\\n') for line in open('lists/nationalities.txt')] # Load .txt file line by line\n",
    "    other_words = [line.rstrip('\\n') for line in open('lists/stopwords_scrapmaker.txt')] # Load .txt file line by line\n",
    "    \n",
    "    for document in corpus:\n",
    "        index = corpus.index(document)\n",
    "        corpus[index] = corpus[index].replace(u'\\ufffd', '8')   # Replaces the ASCII '�' symbol with '8'\n",
    "        corpus[index] = corpus[index].replace(',', '')          # Removes commas\n",
    "        corpus[index] = corpus[index].rstrip('\\n')              # Removes line breaks\n",
    "        corpus[index] = corpus[index].casefold()                # Makes all letters lowercase\n",
    "        \n",
    "        corpus[index] = re.sub('\\W_',' ', corpus[index])        # removes specials characters and leaves only words\n",
    "        corpus[index] = re.sub(\"\\S*\\d\\S*\",\" \", corpus[index])   # removes numbers and words concatenated with numbers IE h4ck3r. Removes road names such as BR-381.\n",
    "        corpus[index] = re.sub(\"\\S*@\\S*\\s?\",\" \", corpus[index]) # removes emails and mentions (words with @)\n",
    "        corpus[index] = re.sub(r'http\\S+', '', corpus[index])   # removes URLs with http\n",
    "        corpus[index] = re.sub(r'www\\S+', '', corpus[index])    # removes URLs with www\n",
    "\n",
    "        listOfTokens = word_tokenize(corpus[index])\n",
    "        twoLetterWord = twoLetters(listOfTokens)\n",
    "\n",
    "        listOfTokens = removeWords(listOfTokens, stopwords)\n",
    "        listOfTokens = removeWords(listOfTokens, twoLetterWord)\n",
    "        listOfTokens = removeWords(listOfTokens, countries_list)\n",
    "        listOfTokens = removeWords(listOfTokens, nationalities_list)\n",
    "        listOfTokens = removeWords(listOfTokens, other_words)\n",
    "        \n",
    "        listOfTokens = applyStemming(listOfTokens, param_stemmer)\n",
    "        listOfTokens = removeWords(listOfTokens, other_words)\n",
    "\n",
    "        corpus[index]   = \" \".join(listOfTokens)\n",
    "        corpus[index] = unidecode(corpus[index])\n",
    "\n",
    "    return corpus"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'lord bless nation grace bounti extend guard arm strife enemi long torn ill fate bring time relief nation suffer sin past futur brought ancestor carpathian holi peak beauti homeland bendeguz son flow river tisza danub afarpafa!d hero descend root bloom plain kun ripen wheat grape field tokaj drip sweet nectar flag plant wild turk earthwork mafa!tyafa! grave armi whimper vienna proud fort sin anger gather bosom struck lightn thunder cloud plunder mongol arro'"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "language = 'english'\n",
    "corpus = processCorpus(corpus, language)\n",
    "corpus[18][0:460]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Statistical Weighting of Words\n",
    "\n",
    "Now we will apply the [TF-IDF](https://jmotif.github.io/sax-vsm_site/morea/algorithm/TFIDF.html) function, short for term frequency inverse document frequency, which is a numerical statistic that's intended to reflect how important a word is to a document in a corpus by giving each word in a document a score that ranges from 0 to 1."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "80 rows\n"
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>sacr</th>\n",
       "      <td>0.321205</td>\n",
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       "      <th>proclaim</th>\n",
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       "      <th>fatherland</th>\n",
       "      <td>0.236083</td>\n",
       "      <td>0.120481</td>\n",
       "      <td>0.075348</td>\n",
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       "      <td>0.154834</td>\n",
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       "                  0         1         2         3         4         5    6   \\\n",
       "sacr        0.321205  0.000000  0.000000  0.000000  0.097195  0.000000  0.0   \n",
       "proclaim    0.287718  0.000000  0.000000  0.000000  0.000000  0.000000  0.0   \n",
       "flag        0.246137  0.125613  0.000000  0.068841  0.074480  0.000000  0.0   \n",
       "fatherland  0.236083  0.120481  0.075348  0.198087  0.000000  0.080527  0.0   \n",
       "honour      0.200697  0.000000  0.000000  0.000000  0.000000  0.000000  0.0   \n",
       "\n",
       "             7    8    9   ...   70   71   72   73   74   75   76        77  \\\n",
       "sacr        0.0  0.0  0.0  ...  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.000000   \n",
       "proclaim    0.0  0.0  0.0  ...  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.000000   \n",
       "flag        0.0  0.0  0.0  ...  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.000000   \n",
       "fatherland  0.0  0.0  0.0  ...  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.000000   \n",
       "honour      0.0  0.0  0.0  ...  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.082598   \n",
       "\n",
       "             78        79  \n",
       "sacr        0.0  0.000000  \n",
       "proclaim    0.0  0.000000  \n",
       "flag        0.0  0.000000  \n",
       "fatherland  0.0  0.000000  \n",
       "honour      0.0  0.154834  \n",
       "\n",
       "[5 rows x 80 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vectorizer = TfidfVectorizer()\n",
    "X = vectorizer.fit_transform(corpus)\n",
    "tf_idf = pd.DataFrame(data = X.toarray(), columns=vectorizer.get_feature_names())\n",
    "\n",
    "final_df = tf_idf\n",
    "\n",
    "print(\"{} rows\".format(final_df.shape[0]))\n",
    "final_df.T.nlargest(5, 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>...</th>\n",
       "      <th>70</th>\n",
       "      <th>71</th>\n",
       "      <th>72</th>\n",
       "      <th>73</th>\n",
       "      <th>74</th>\n",
       "      <th>75</th>\n",
       "      <th>76</th>\n",
       "      <th>77</th>\n",
       "      <th>78</th>\n",
       "      <th>79</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>sacr</th>\n",
       "      <td>0.321205</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.097195</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>proclaim</th>\n",
       "      <td>0.287718</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>flag</th>\n",
       "      <td>0.246137</td>\n",
       "      <td>0.125613</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.068841</td>\n",
       "      <td>0.074480</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fatherland</th>\n",
       "      <td>0.236083</td>\n",
       "      <td>0.120481</td>\n",
       "      <td>0.075348</td>\n",
       "      <td>0.198087</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.080527</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>honour</th>\n",
       "      <td>0.200697</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.082598</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.154834</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 80 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  0         1         2         3         4         5    6   \\\n",
       "sacr        0.321205  0.000000  0.000000  0.000000  0.097195  0.000000  0.0   \n",
       "proclaim    0.287718  0.000000  0.000000  0.000000  0.000000  0.000000  0.0   \n",
       "flag        0.246137  0.125613  0.000000  0.068841  0.074480  0.000000  0.0   \n",
       "fatherland  0.236083  0.120481  0.075348  0.198087  0.000000  0.080527  0.0   \n",
       "honour      0.200697  0.000000  0.000000  0.000000  0.000000  0.000000  0.0   \n",
       "\n",
       "             7    8    9   ...   70   71   72   73   74   75   76        77  \\\n",
       "sacr        0.0  0.0  0.0  ...  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.000000   \n",
       "proclaim    0.0  0.0  0.0  ...  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.000000   \n",
       "flag        0.0  0.0  0.0  ...  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.000000   \n",
       "fatherland  0.0  0.0  0.0  ...  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.000000   \n",
       "honour      0.0  0.0  0.0  ...  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.082598   \n",
       "\n",
       "             78        79  \n",
       "sacr        0.0  0.000000  \n",
       "proclaim    0.0  0.000000  \n",
       "flag        0.0  0.000000  \n",
       "fatherland  0.0  0.000000  \n",
       "honour      0.0  0.154834  \n",
       "\n",
       "[5 rows x 80 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# first 5 words with highest weight on document 0:\n",
    "final_df.T.nlargest(5, 0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## K-Means\n",
    "\n",
    "##### Function that runs the K-Means algorithm *max_k* times and returns a dictionary of each k result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def run_KMeans(max_k, data):\n",
    "    max_k += 1\n",
    "    kmeans_results = dict()\n",
    "    for k in range(2 , max_k):\n",
    "        kmeans = cluster.KMeans(n_clusters = k\n",
    "                               , init = 'k-means++'\n",
    "                               , n_init = 10\n",
    "                               , tol = 0.0001\n",
    "                               , n_jobs = -1\n",
    "                               , random_state = 1\n",
    "                               , algorithm = 'full')\n",
    "\n",
    "        kmeans_results.update( {k : kmeans.fit(data)} )\n",
    "        \n",
    "    return kmeans_results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Silhouette Score\n",
    "\n",
    "The silhouette value is a measure of how similar an object is to its own cluster (cohesion) compared to other clusters (separation)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def printAvg(avg_dict):\n",
    "    for avg in sorted(avg_dict.keys(), reverse=True):\n",
    "        print(\"Avg: {}\\tK:{}\".format(avg.round(4), avg_dict[avg]))\n",
    "        \n",
    "def plotSilhouette(df, n_clusters, kmeans_labels, silhouette_avg):\n",
    "    fig, ax1 = plt.subplots(1)\n",
    "    fig.set_size_inches(8, 6)\n",
    "    ax1.set_xlim([-0.2, 1])\n",
    "    ax1.set_ylim([0, len(df) + (n_clusters + 1) * 10])\n",
    "    \n",
    "    ax1.axvline(x=silhouette_avg, color=\"red\", linestyle=\"--\") # The vertical line for average silhouette score of all the values\n",
    "    ax1.set_yticks([])  # Clear the yaxis labels / ticks\n",
    "    ax1.set_xticks([-0.2, 0, 0.2, 0.4, 0.6, 0.8, 1])\n",
    "    plt.title((\"Silhouette analysis for K = %d\" % n_clusters), fontsize=10, fontweight='bold')\n",
    "    \n",
    "    y_lower = 10\n",
    "    sample_silhouette_values = silhouette_samples(df, kmeans_labels) # Compute the silhouette scores for each sample\n",
    "    for i in range(n_clusters):\n",
    "        ith_cluster_silhouette_values = sample_silhouette_values[kmeans_labels == i]\n",
    "        ith_cluster_silhouette_values.sort()\n",
    "\n",
    "        size_cluster_i = ith_cluster_silhouette_values.shape[0]\n",
    "        y_upper = y_lower + size_cluster_i\n",
    "\n",
    "        color = cm.nipy_spectral(float(i) / n_clusters)\n",
    "        ax1.fill_betweenx(np.arange(y_lower, y_upper), 0, ith_cluster_silhouette_values, facecolor=color, edgecolor=color, alpha=0.7)\n",
    "\n",
    "        ax1.text(-0.05, y_lower + 0.5 * size_cluster_i, str(i)) # Label the silhouette plots with their cluster numbers at the middle\n",
    "        y_lower = y_upper + 10  # Compute the new y_lower for next plot. 10 for the 0 samples\n",
    "    plt.show()\n",
    "    \n",
    "        \n",
    "def silhouette(kmeans_dict, df, plot=False):\n",
    "    df = df.to_numpy()\n",
    "    avg_dict = dict()\n",
    "    for n_clusters, kmeans in kmeans_dict.items():      \n",
    "        kmeans_labels = kmeans.predict(df)\n",
    "        silhouette_avg = silhouette_score(df, kmeans_labels) # Average Score for all Samples\n",
    "        avg_dict.update( {silhouette_avg : n_clusters} )\n",
    "    \n",
    "        if(plot): plotSilhouette(df, n_clusters, kmeans_labels, silhouette_avg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Running Kmeans\n",
    "k = 8\n",
    "kmeans_results = run_KMeans(k, final_df)\n",
    "\n",
    "# Plotting Silhouette Analysis\n",
    "#silhouette(kmeans_results, final_df, plot=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Cluster Analysis\n",
    "\n",
    "Now we can choose the best number of K and take a deeper look at each cluster. Looking at the plots above, we have some clues that when K = 5 is when the clusters are best defined. So first we will use a simple histogram to look at the most dominant words in each cluster:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_top_features_cluster(tf_idf_array, prediction, n_feats):\n",
    "    labels = np.unique(prediction)\n",
    "    dfs = []\n",
    "    for label in labels:\n",
    "        id_temp = np.where(prediction==label) # indices for each cluster\n",
    "        x_means = np.mean(tf_idf_array[id_temp], axis = 0) # returns average score across cluster\n",
    "        sorted_means = np.argsort(x_means)[::-1][:n_feats] # indices with top 20 scores\n",
    "        features = vectorizer.get_feature_names()\n",
    "        best_features = [(features[i], x_means[i]) for i in sorted_means]\n",
    "        df = pd.DataFrame(best_features, columns = ['features', 'score'])\n",
    "        dfs.append(df)\n",
    "    return dfs\n",
    "\n",
    "def plotWords(dfs, n_feats):\n",
    "    plt.figure(figsize=(8, 4))\n",
    "    for i in range(0, len(dfs)):\n",
    "        plt.title((\"Most Common Words in Cluster {}\".format(i)), fontsize=10, fontweight='bold')\n",
    "        sns.barplot(x = 'score' , y = 'features', orient = 'h' , data = dfs[i][:n_feats])\n",
    "        plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "best_result = 5\n",
    "kmeans = kmeans_results.get(best_result)\n",
    "\n",
    "final_df_array = final_df.to_numpy()\n",
    "prediction = kmeans.predict(final_df)\n",
    "n_feats = 20\n",
    "dfs = get_top_features_cluster(final_df_array, prediction, n_feats)\n",
    "plotWords(dfs, 13)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Map of Words\n",
    "\n",
    "Now that we can look at the graphs above and see the best scored words in each cluster, it's also interesting to make it prettier by making a map of words of each cluster!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Transforms a centroids dataframe into a dictionary to be used on a WordCloud.\n",
    "def centroidsDict(centroids, index):\n",
    "    a = centroids.T[index].sort_values(ascending = False).reset_index().values\n",
    "    centroid_dict = dict()\n",
    "\n",
    "    for i in range(0, len(a)):\n",
    "        centroid_dict.update( {a[i,0] : a[i,1]} )\n",
    "\n",
    "    return centroid_dict\n",
    "\n",
    "def generateWordClouds(centroids):\n",
    "    wordcloud = WordCloud(max_font_size=100, background_color = 'white')\n",
    "    for i in range(0, len(centroids)):\n",
    "        centroid_dict = centroidsDict(centroids, i)        \n",
    "        wordcloud.generate_from_frequencies(centroid_dict)\n",
    "\n",
    "        plt.figure()\n",
    "        plt.title('Cluster {}'.format(i))\n",
    "        plt.imshow(wordcloud)\n",
    "        plt.axis(\"off\")\n",
    "        plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "centroids = pd.DataFrame(kmeans.cluster_centers_)\n",
    "centroids.columns = final_df.columns\n",
    "generateWordClouds(centroids)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Preparing our final groups for visualization\n",
    "\n",
    "Now that we're satisfied with our clustering we should assign which country belongs to which group."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>country</th>\n",
       "      <th>alpha-2</th>\n",
       "      <th>alpha-3</th>\n",
       "      <th>continent</th>\n",
       "      <th>anthem</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Albania</td>\n",
       "      <td>AL</td>\n",
       "      <td>ALB</td>\n",
       "      <td>Europe</td>\n",
       "      <td>Around our flag we stand united, With one wish...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Armenia</td>\n",
       "      <td>AM</td>\n",
       "      <td>ARM</td>\n",
       "      <td>Europe</td>\n",
       "      <td>Our Fatherland, free, independent, That has fo...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Austria</td>\n",
       "      <td>AT</td>\n",
       "      <td>AUT</td>\n",
       "      <td>Europe</td>\n",
       "      <td>Land of mountains, land by the river, Land of ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Azerbaijan</td>\n",
       "      <td>AZ</td>\n",
       "      <td>AZE</td>\n",
       "      <td>Europe</td>\n",
       "      <td>Azerbaijan, Azerbaijan! The glorious Fatherlan...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Belarus</td>\n",
       "      <td>BY</td>\n",
       "      <td>BLR</td>\n",
       "      <td>Europe</td>\n",
       "      <td>We, Belarusians, are peaceful people, Wholehea...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      country alpha-2 alpha-3 continent  \\\n",
       "0     Albania      AL     ALB    Europe   \n",
       "1     Armenia      AM     ARM    Europe   \n",
       "2     Austria      AT     AUT    Europe   \n",
       "3  Azerbaijan      AZ     AZE    Europe   \n",
       "4     Belarus      BY     BLR    Europe   \n",
       "\n",
       "                                              anthem  label  \n",
       "0  Around our flag we stand united, With one wish...      2  \n",
       "1  Our Fatherland, free, independent, That has fo...      1  \n",
       "2  Land of mountains, land by the river, Land of ...      0  \n",
       "3  Azerbaijan, Azerbaijan! The glorious Fatherlan...      2  \n",
       "4  We, Belarusians, are peaceful people, Wholehea...      1  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Assigning the cluster labels to each country\n",
    "labels = kmeans.labels_ \n",
    "data['label'] = labels\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualization the Clustered Countries in a Map\n",
    "\n",
    "Now that we have our final grouping it would be really cool to visualize it in a interactive map. To do this we'll use the awesome Folium library to see our interactive map!\n",
    "\n",
    "We'll load a geojson file of polygons and country codes with geopandas and merge it with the labelled dataframe from the cell above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>name</th>\n",
       "      <th>label</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ALB</td>\n",
       "      <td>Albania</td>\n",
       "      <td>2</td>\n",
       "      <td>POLYGON ((20.590247 41.855404, 20.463175 41.51...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ARG</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>3</td>\n",
       "      <td>(POLYGON ((-65.5 -55.2, -66.45 -55.25, -66.959...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ARM</td>\n",
       "      <td>Armenia</td>\n",
       "      <td>1</td>\n",
       "      <td>POLYGON ((43.582746 41.092143, 44.97248 41.248...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    id       name  label                                           geometry\n",
       "0  ALB    Albania      2  POLYGON ((20.590247 41.855404, 20.463175 41.51...\n",
       "1  ARG  Argentina      3  (POLYGON ((-65.5 -55.2, -66.45 -55.25, -66.959...\n",
       "2  ARM    Armenia      1  POLYGON ((43.582746 41.092143, 44.97248 41.248..."
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Map Viz\n",
    "import json\n",
    "import geopandas as gpd\n",
    "\n",
    "# Loading countries polygons\n",
    "geo_path = 'datasets/world-countries.json'\n",
    "country_geo = json.load(open(geo_path))\n",
    "gpf = gpd.read_file(geo_path)\n",
    "\n",
    "# Merging on the alpha-3 country codes\n",
    "merge = pd.merge(gpf, data, left_on='id', right_on='alpha-3')\n",
    "data_to_plot = merge[[\"id\", \"name\", \"label\", \"geometry\"]]\n",
    "\n",
    "data_to_plot.head(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we'll create a color_step for each group"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      ],
      "text/plain": [
       "<branca.colormap.StepColormap at 0x1bbdd08bcf8>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import branca.colormap as cm\n",
    "\n",
    "# Creating a discrete color map\n",
    "values = data_to_plot[['label']].to_numpy()\n",
    "color_step = cm.StepColormap(['r', 'y','g','b', 'm'], vmin=values.min(), vmax=values.max(), caption='step')\n",
    "\n",
    "color_step"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Painting the Groups into a Choropleth Map\n",
    "\n",
    "Now that we have all the information that we want to plot into a Dataframe, we'll create a function that makes a Choropleth Map to be displayed on a folium map."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "import folium\n",
    "from branca.element import Figure\n",
    "\n",
    "def make_geojson_choropleth(display, data, colors):\n",
    "    '''creates geojson choropleth map using a colormap, with tooltip for country names and groups'''\n",
    "    group_dict = data.set_index('id')['label'] # Dictionary of Countries IDs and Clusters\n",
    "    tooltip = folium.features.GeoJsonTooltip([\"name\", \"label\"], aliases=display, labels=True)\n",
    "    return folium.GeoJson(data[[\"id\", \"name\",\"label\",\"geometry\"]],\n",
    "                          style_function = lambda feature: {\n",
    "                               'fillColor': colors(group_dict[feature['properties']['id']]),\n",
    "                               #'fillColor': test(feature),\n",
    "                               'color':'black',\n",
    "                               'weight':0.5\n",
    "                               },\n",
    "                          highlight_function = lambda x: {'weight':2, 'color':'black'},\n",
    "                          smooth_factor=2.0,\n",
    "                          tooltip = tooltip)\n",
    "\n",
    "# Makes map appear inline on notebook\n",
    "def display(m, width, height):\n",
    "    \"\"\"Takes a folium instance and embed HTML.\"\"\"\n",
    "    fig = Figure(width=width, height=height)\n",
    "    fig.add_child(m)\n",
    "    #return fig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
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9.085027], [-73.304952, 9.152], [-73.027604, 9.73677], [-72.905286, 10.450344], [-72.614658, 10.821975], [-72.227575, 11.108702], [-71.973922, 11.608672], [-71.331584, 11.776284]]], "type": "Polygon"}, "id": "71", "properties": {"id": "VEN", "label": 3, "name": "Venezuela"}, "type": "Feature"}], "type": "FeatureCollection"});
        
    
        geo_json_de7b148bcaac406d868757c479119087.bindTooltip(
            function(layer){
            // Convert non-primitive to String.
            let handleObject = (feature)=>typeof(feature)=='object' ? JSON.stringify(feature) : feature;
            let fields = ["name", "label"];
            let aliases = ["Country:", "Group:"];
            return '<table>' +
            String(
                fields.map(
                columnname=>
                    `<tr style="text-align: left;">
                    <th style="padding: 4px; padding-right: 10px;">
                        ${aliases[fields.indexOf(columnname)]
                        }
                    </th>
                    
                    <td style="padding: 4px;">${handleObject(layer.feature.properties[columnname])
                    }</td></tr>`
                ).join(''))
                +'</table>'
            }, {"sticky": true});
        
</script>\" width=\"1300\" height=\"675\"style=\"border:none !important;\" \"allowfullscreen\" \"webkitallowfullscreen\" \"mozallowfullscreen\"></iframe>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x1bbd9f0db38>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Initializing our Folium Map\n",
    "m = folium.Map(location=[43.5775, -10.106111], zoom_start=2.3, tiles='cartodbpositron')\n",
    "\n",
    "# Making a choropleth map with geojson\n",
    "geojson_choropleth = make_geojson_choropleth([\"Country:\", \"Group:\"], data_to_plot, color_step)\n",
    "geojson_choropleth.add_to(m)\n",
    "\n",
    "width, height = 1300, 675\n",
    "display(m, width, height)\n",
    "m"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}