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TSNE Plot of Yelp Reviews

An illustration of TSNE layout of word2vec output from a subset of Yelp reviews.

Use the mouse to click on a dot and see the word plotted. Click a label to hide it again.

Color indicates polarity based on simple word labeling from the AFINN wordlist. It may be that context in this dataset affects polarity :)

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<head>
<meta charset="utf-8">
<title>TSNE Yelp Plot</title>
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body {
background-color: white;
font-family: Helvetica, Arial, sans-serif;
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font-size: 24px;
margin: 20px;
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font-size: 14px;
margin: 15px;
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background-color: white;
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cursor: pointer;
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fill: orange;
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stroke-opacity: .8;
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<body>
<h2>Yelp Review Words</h2>
<p>This is the output of a word2vec python processing on a 229K sample of Yelp reviews.They were processed with gensim, then the most common 1500 words were plotted with TSNE in 2 dimensions. The color shows the sentiment polarity (red-blue, neg-pos) based on simple word sentiment from AFINN-111.txt. As you can see, more positive words (blue) appears in the reviews.</p>
<p>Click a dot to show the word associated with it; click the word to hide it again. Ask me for more info at @arnicas.</p>
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// top to bottom:
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// Custom tick count -- 15. // still needs a transform on it
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d3.json("yelp.json", function(data) {
xScale.domain(
d3.extent(data, function(d) {
return +d.x;
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return colorScale(+d.sentiment);
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return d.word;
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.classed("hidden", true)
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return d3.select(this).classed("hidden", true);
});
circles.on('click', function() {
var word = d3.select(this).attr("id");
d3.select("text.word#"+word).classed("hidden", false);
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[{"y": -42, "x": -19, "word": "good", "sentiment": 3}, {"y": 61, "x": -8, "word": "place", "sentiment": 0}, {"y": 33, "x": -39, "word": "food", "sentiment": 0}, {"y": -44, "x": -21, "word": "great", "sentiment": 3}, {"y": -3, "x": -25, "word": "like", "sentiment": 2}, {"y": 21, "x": -1, "word": "one", "sentiment": 0}, {"y": -19, "x": 57, "word": "get", "sentiment": 0}, {"y": 18, "x": 62, "word": "time", "sentiment": 0}, {"y": -12, "x": 17, "word": "would", "sentiment": 0}, {"y": -27, "x": 1, "word": "really", "sentiment": 0}, {"y": -60, "x": 0, "word": "service", "sentiment": 0}, {"y": -4, "x": 35, "word": "back", "sentiment": 0}, {"y": -32, "x": 0, "word": "also", "sentiment": 0}, {"y": -34, "x": 93, "word": "love", "sentiment": 3}, {"y": 84, "x": -43, "word": "nice", "sentiment": 3}, {"y": -2, "x": -34, "word": "little", "sentiment": 0}, {"y": -31, "x": 10, "word": "even", "sentiment": 0}, {"y": -18, "x": 1, "word": "well", "sentiment": 0}, {"y": -13, "x": 16, "word": "could", "sentiment": 0}, {"y": -7, "x": 67, "word": "got", "sentiment": 0}, {"y": -42, "x": 0, "word": "always", "sentiment": 0}, {"y": 28, "x": -4, "word": "best", "sentiment": 3}, {"y": -16, "x": 3, "word": "much", "sentiment": 0}, {"y": -41, "x": 76, "word": "try", "sentiment": 0}, {"y": 40, "x": -74, "word": "chicken", "sentiment": 0}, {"y": -33, "x": -5, "word": "pretty", "sentiment": 1}, {"y": -51, "x": -57, "word": "menu", "sentiment": 0}, {"y": -91, "x": 4, "word": "people", "sentiment": 0}, {"y": 60, "x": -10, "word": "restaurant", "sentiment": 0}, {"y": -42, "x": 85, "word": "ordered", "sentiment": 0}, {"y": 26, "x": 65, "word": "first", "sentiment": 0}, {"y": 21, "x": 83, "word": "went", "sentiment": 0}, {"y": -44, "x": 67, "word": "order", "sentiment": 0}, {"y": -47, "x": 39, "word": "know", "sentiment": 0}, {"y": 78, "x": -17, "word": "bar", "sentiment": 0}, {"y": -5, "x": 24, "word": "never", "sentiment": 0}, {"y": -51, "x": 40, "word": "think", "sentiment": 0}, {"y": -73, "x": -3, "word": "friendly", "sentiment": 2}, {"y": -18, "x": 60, "word": "make", "sentiment": 0}, {"y": -1, "x": 0, "word": "better", "sentiment": 2}, {"y": 3, "x": 40, "word": "going", "sentiment": 0}, {"y": 12, "x": 58, "word": "way", "sentiment": 0}, {"y": -76, "x": 0, "word": "staff", "sentiment": 0}, {"y": 25, "x": -84, "word": "pizza", "sentiment": 0}, {"y": 24, "x": 105, "word": "lunch", "sentiment": 0}, {"y": 59, "x": 51, "word": "two", "sentiment": 0}, {"y": 32, "x": 98, "word": "night", "sentiment": 0}, {"y": -11, "x": 70, "word": "came", "sentiment": 0}, {"y": 30, "x": 37, "word": "right", "sentiment": 0}, {"y": -32, "x": -45, "word": "delicious", "sentiment": 0}, {"y": 11, "x": -92, "word": "cheese", "sentiment": 0}, {"y": -33, "x": 57, "word": "want", "sentiment": 1}, {"y": -49, "x": 48, "word": "say", "sentiment": 0}, {"y": -6, "x": -62, "word": "fresh", "sentiment": 1}, {"y": -20, "x": 61, "word": "come", "sentiment": 0}, {"y": -11, "x": 73, "word": "made", "sentiment": 0}, {"y": 25, "x": -73, "word": "salad", "sentiment": 0}, {"y": -40, "x": 57, "word": "see", "sentiment": 0}, {"y": 29, "x": 37, "word": "around", "sentiment": 0}, {"y": 40, "x": -19, "word": "new", "sentiment": 0}, {"y": -23, "x": 57, "word": "eat", "sentiment": 0}, {"y": -25, "x": 0, "word": "still", "sentiment": 0}, {"y": 18, "x": 62, "word": "day", "sentiment": 0}, {"y": -8, "x": -98, "word": "sauce", "sentiment": 0}, {"y": -22, "x": 13, "word": "definitely", "sentiment": 0}, {"y": -6, "x": 34, "word": "sure", "sentiment": 0}, {"y": 42, "x": 60, "word": "wait", "sentiment": 0}, {"y": 26, "x": 81, "word": "since", "sentiment": 0}, {"y": -37, "x": 52, "word": "find", "sentiment": 0}, {"y": 40, "x": 76, "word": "happy", "sentiment": 3}, {"y": -16, "x": 22, "word": "something", "sentiment": 0}, {"y": -19, "x": 61, "word": "take", "sentiment": 0}, {"y": -5, "x": 24, "word": "ever", "sentiment": 0}, {"y": -39, "x": -58, "word": "experience", "sentiment": 0}, {"y": 80, "x": -15, "word": "area", "sentiment": 0}, {"y": -2, "x": -34, "word": "bit", "sentiment": 0}, {"y": 25, "x": 72, "word": "times", "sentiment": 0}, {"y": -31, "x": 74, "word": "said", "sentiment": 0}, {"y": -3, "x": 34, "word": "next", "sentiment": 0}, {"y": 20, "x": 0, "word": "every", "sentiment": 0}, {"y": -18, "x": 1, "word": "everything", "sentiment": 0}, {"y": -30, "x": -1, "word": "though", "sentiment": 0}, {"y": -47, "x": -24, "word": "amazing", "sentiment": 4}, {"y": -14, "x": 43, "word": "give", "sentiment": 0}, {"y": -56, "x": -4, "word": "bad", "sentiment": -3}, {"y": 53, "x": 48, "word": "many", "sentiment": 0}, {"y": 71, "x": 4, "word": "location", "sentiment": 0}, {"y": -40, "x": 24, "word": "thing", "sentiment": 0}, {"y": -38, "x": -61, "word": "meal", "sentiment": 0}, {"y": 37, "x": 47, "word": "table", "sentiment": 0}, {"y": -82, "x": -54, "word": "lot", "sentiment": 0}, {"y": 28, "x": 68, "word": "last", "sentiment": 0}, {"y": 8, "x": -13, "word": "small", "sentiment": 0}, {"y": 24, "x": 105, "word": "dinner", "sentiment": 0}, {"y": 3, "x": -15, "word": "big", "sentiment": 1}, {"y": 85, "x": 0, "word": "phoenix", "sentiment": 0}, {"y": -18, "x": -57, "word": "hot", "sentiment": 0}, {"y": -11, "x": 43, "word": "another", "sentiment": 0}, {"y": -34, "x": -66, "word": "side", "sentiment": 0}, {"y": 39, "x": 76, "word": "hour", "sentiment": 0}, {"y": -43, "x": -69, "word": "drinks", "sentiment": 0}, {"y": -46, "x": -21, "word": "awesome", "sentiment": 4}, {"y": 6, "x": 103, "word": "favorite", "sentiment": 2}, {"y": -30, "x": -18, "word": "prices", "sentiment": 0}, {"y": 30, "x": 34, "word": "home", "sentiment": 0}, {"y": 28, "x": -85, "word": "sandwich", "sentiment": 0}, {"y": 0, "x": 19, "word": "enough", "sentiment": 0}, {"y": -44, "x": -70, "word": "drink", "sentiment": 0}, {"y": 26, "x": -85, "word": "burger", "sentiment": 0}, {"y": 37, "x": 62, "word": "minutes", "sentiment": 0}, {"y": -31, "x": -45, "word": "tasty", "sentiment": 0}, {"y": -40, "x": 86, "word": "tried", "sentiment": 0}, {"y": 50, "x": -9, "word": "store", "sentiment": 0}, {"y": -29, "x": -19, "word": "price", "sentiment": 0}, {"y": -19, "x": 68, "word": "took", "sentiment": 0}, {"y": 8, "x": -30, "word": "feel", "sentiment": 0}, {"y": -17, "x": 39, "word": "stars", "sentiment": 0}, {"y": 5, "x": 39, "word": "looking", "sentiment": 0}, {"y": 43, "x": 60, "word": "long", "sentiment": 0}, {"y": 68, "x": -44, "word": "atmosphere", "sentiment": 0}, {"y": -51, "x": -68, "word": "beer", "sentiment": 0}, {"y": -48, "x": -57, "word": "things", "sentiment": 0}, {"y": -13, "x": -80, "word": "sweet", "sentiment": 2}, {"y": -33, "x": 57, "word": "need", "sentiment": 0}, {"y": 23, "x": -90, "word": "fries", "sentiment": 0}, {"y": 35, "x": 24, "word": "work", "sentiment": 0}, {"y": -35, "x": -89, "word": "coffee", "sentiment": 0}, {"y": 85, "x": -20, "word": "room", "sentiment": 0}, {"y": 40, "x": -6, "word": "places", "sentiment": 0}, {"y": 22, "x": 106, "word": "breakfast", "sentiment": 0}, {"y": -52, "x": -68, "word": "wine", "sentiment": 0}, {"y": -68, "x": -50, "word": "different", "sentiment": 0}, {"y": -21, "x": -6, "word": "worth", "sentiment": 2}, {"y": 10, "x": -76, "word": "bread", "sentiment": 0}, {"y": -17, "x": 20, "word": "nothing", "sentiment": 0}, {"y": 9, "x": 80, "word": "found", "sentiment": 0}, {"y": -66, "x": -55, "word": "selection", "sentiment": 0}, {"y": 53, "x": 1, "word": "old", "sentiment": 0}, {"y": 22, "x": -46, "word": "taste", "sentiment": 0}, {"y": -14, "x": 116, "word": "friends", "sentiment": 0}, {"y": -28, "x": 0, "word": "actually", "sentiment": 0}, {"y": -12, "x": 119, "word": "friend", "sentiment": 0}, {"y": 28, "x": 73, "word": "years", "sentiment": 0}, {"y": 1, "x": -66, "word": "meat", "sentiment": 0}, {"y": -29, "x": 69, "word": "asked", "sentiment": 0}, {"y": -21, "x": 13, "word": "probably", "sentiment": 0}, {"y": -13, "x": 88, "word": "thought", "sentiment": 0}, {"y": 21, "x": -47, "word": "flavor", "sentiment": 0}, {"y": -42, "x": 74, "word": "wanted", "sentiment": 0}, {"y": -47, "x": -22, "word": "excellent", "sentiment": 3}, {"y": -27, "x": 47, "word": "recommend", "sentiment": 2}, {"y": 3, "x": -15, "word": "huge", "sentiment": 1}, {"y": 81, "x": -34, "word": "clean", "sentiment": 2}, {"y": -17, "x": 13, "word": "maybe", "sentiment": 0}, {"y": 18, "x": 69, "word": "visit", "sentiment": 0}, {"y": -10, "x": 79, "word": "check", "sentiment": 0}, {"y": -43, "x": -28, "word": "perfect", "sentiment": 3}, {"y": 29, "x": 106, "word": "special", "sentiment": 0}, {"y": -68, "x": -37, "word": "free", "sentiment": 1}, {"y": 82, "x": -45, "word": "fun", "sentiment": 4}, {"y": 13, "x": -43, "word": "kind", "sentiment": 2}, {"y": 82, "x": -43, "word": "cool", "sentiment": 1}, {"y": 30, "x": 37, "word": "away", "sentiment": 0}, {"y": -81, "x": 24, "word": "server", "sentiment": 0}, {"y": 33, "x": -39, "word": "sushi", "sentiment": 0}, {"y": 0, "x": -52, "word": "quality", "sentiment": 0}, {"y": -17, "x": 22, "word": "anything", "sentiment": 0}, {"y": -40, "x": 19, "word": "however", "sentiment": 0}, {"y": -31, "x": -4, "word": "quite", "sentiment": 0}, {"y": 31, "x": -63, "word": "rice", "sentiment": 0}, {"y": 7, "x": -16, "word": "full", "sentiment": 0}, {"y": 9, "x": -30, "word": "look", "sentiment": 0}, {"y": -29, "x": 71, "word": "told", "sentiment": 0}, {"y": 8, "x": -14, "word": "large", "sentiment": 0}, {"y": 78, "x": -24, "word": "inside", "sentiment": 0}, {"y": -30, "x": -62, "word": "top", "sentiment": 2}, {"y": -37, "x": 6, "word": "usually", "sentiment": 0}, {"y": 79, "x": -23, "word": "outside", "sentiment": 0}, {"y": -66, "x": -5, "word": "super", "sentiment": 3}, {"y": 82, "x": 0, "word": "scottsdale", "sentiment": 0}, {"y": 41, "x": -74, "word": "beef", "sentiment": 0}, {"y": -21, "x": 32, "word": "review", "sentiment": 0}, {"y": -35, "x": 41, "word": "let", "sentiment": 0}, {"y": 80, "x": 0, "word": "town", "sentiment": 0}, {"y": 27, "x": -70, "word": "dish", "sentiment": 0}, {"y": -38, "x": 94, "word": "enjoy", "sentiment": 2}, {"y": 8, "x": 12, "word": "used", "sentiment": 0}, {"y": -14, "x": 22, "word": "else", "sentiment": 0}, {"y": -41, "x": 75, "word": "decided", "sentiment": 0}, {"y": 56, "x": 49, "word": "couple", "sentiment": 0}, {"y": 7, "x": 103, "word": "house", "sentiment": 0}, {"y": -49, "x": -58, "word": "items", "sentiment": 0}, {"y": 75, "x": 27, "word": "parking", "sentiment": 0}, {"y": 12, "x": 90, "word": "open", "sentiment": 0}, {"y": -29, "x": 18, "word": "everyone", "sentiment": 0}, {"y": -30, "x": -95, "word": "cream", "sentiment": 0}, {"y": 79, "x": -22, "word": "patio", "sentiment": 0}, {"y": 62, "x": 53, "word": "half", "sentiment": 0}, {"y": -42, "x": -19, "word": "decent", "sentiment": 0}, {"y": -15, "x": 3, "word": "far", "sentiment": 0}, {"y": 2, "x": -82, "word": "served", "sentiment": 0}, {"y": -10, "x": 55, "word": "put", "sentiment": 0}, {"y": 8, "x": 51, "word": "left", "sentiment": 0}, {"y": 2, "x": 51, "word": "getting", "sentiment": 0}, {"y": 62, "x": -7, "word": "spot", "sentiment": 0}, {"y": 0, "x": 6, "word": "almost", "sentiment": 0}, {"y": -5, "x": 6, "word": "without", "sentiment": 0}, {"y": 34, "x": -67, "word": "fried", "sentiment": 0}, {"y": -29, "x": 67, "word": "ask", "sentiment": 0}, {"y": 3, "x": 1, "word": "least", "sentiment": 0}, {"y": -37, "x": 91, "word": "loved", "sentiment": 3}, {"y": 34, "x": -33, "word": "mexican", "sentiment": 0}, {"y": 30, "x": -61, "word": "soup", "sentiment": 0}, {"y": 8, "x": -34, "word": "looked", "sentiment": 0}, {"y": 67, "x": -47, "word": "overall", "sentiment": 0}, {"y": -17, "x": 115, "word": "family", "sentiment": 0}, {"y": 29, "x": -59, "word": "spicy", "sentiment": 0}, {"y": 31, "x": 71, "word": "week", "sentiment": 0}, {"y": 49, "x": 34, "word": "hard", "sentiment": -1}, {"y": -15, "x": -18, "word": "busy", "sentiment": 0}, {"y": 42, "x": -74, "word": "pork", "sentiment": 0}, {"y": 6, "x": 46, "word": "eating", "sentiment": 0}, {"y": -37, "x": 91, "word": "enjoyed", "sentiment": 0}, {"y": -8, "x": -88, "word": "red", "sentiment": 0}, {"y": 58, "x": 52, "word": "three", "sentiment": 0}, {"y": -20, "x": 75, "word": "makes", "sentiment": 0}, {"y": -49, "x": -59, "word": "dishes", "sentiment": 0}, {"y": 35, "x": -63, "word": "fish", "sentiment": 0}, {"y": -3, "x": -6, "word": "high", "sentiment": 0}, {"y": 63, "x": 20, "word": "music", "sentiment": 0}, {"y": 9, "x": 75, "word": "done", "sentiment": 0}, {"y": 8, "x": -50, "word": "course", "sentiment": 0}, {"y": -54, "x": 70, "word": "use", "sentiment": 0}, {"y": -9, "x": 119, "word": "husband", "sentiment": 0}, {"y": -8, "x": 17, "word": "must", "sentiment": 0}, {"y": -59, "x": 39, "word": "yes", "sentiment": 1}, {"y": 75, "x": 2, "word": "part", "sentiment": 0}, {"y": 49, "x": -10, "word": "shop", "sentiment": 0}, {"y": 20, "x": 5, "word": "whole", "sentiment": 0}, {"y": 16, "x": -73, "word": "chips", "sentiment": 0}, {"y": -26, "x": 5, "word": "especially", 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