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IN DATA
Neoformix is a company that provides services in the creation of custom data visualizations and generative design.. We are currently available for new projects so contact us through Email or Twitter if you are interested. Neoformix is based in Toronto but our clients are world-wide. Selected projects are shown on this page or have a look at the Blog to see the latest updates. WORD HEARTS AND OTHER SHAPES Word Hearts and ☺ther Shapes. To run this application you need a good Browser, like: Chrome , Firefox or Safari, or Opera . SHAPED WORD SEARCH: ANIMALS Shaped Word Search: Animals By: Jeff Clark Date: Fri, 17 Jul 2009. I have created another set of Shaped Word Search puzzles. This set of 26 puzzles are in black and white and will print nicely on a MULTI-LEVEL PIE CHARTS The graph below shows the survival rate using a green-red colour gradient. Bright green represents 100% survival and bright red is 0%. The nodes are sorted by survival rate as well. A number of things can be seen at a glance: Female survival rate was higher than males within every passenger type. Survival rates for passenger class was in theWORD HEARTS UPDATED
Word Hearts Updated By: Jeff Clark Date: Tue, 05 Feb 2013. About five years ago I posted a simple little application called Word Hearts which lets you fill a heart shape with words. Last year it was the most visited page on my site despite the fact that it was still a java applet based application which many modern browsers won't render. WORD SEARCH: CANADA MAP Word Search: Canada Map By: Jeff Clark Date: Tue, 30 Jun 2009. Here is another Shaped Word Search in honour of Canada Day tomorrow, July 1st. This one is in the shape of a map of Canada and uses Provinces, Territories, and cities in the word list.TRANSCRIPT ANALYZER
By: Jeff Clark Date: Fri, 02 Nov 2007. Transcripts or scripts can be very rich data sets if you are comfortable with writing code to analyze text. I have created an interactive Transcript Analyzer for exploring the transcript of the recent Democratic debate in the US. One thing I focussed on was to illustrate 'who said how much andwhen'.
TORONTO VISIBLE MINORITIES Toronto Visible Minorities By: Jeff Clark Date: Fri, 27 Sep 2013. Toronto is the most multicultural city in the world. According to the 2011 National Household Survey, 46% of the population were foreign-born immigrants and 47% are members of a visible minority.ref TWEET TOPIC EXPLORER Tweet Topic Explorer. To run this application you need a good Browser, like: Chrome , Firefox , Safari, or Opera . online web counter. TWITTER STREAMGRAPHS Twitter StreamGraphs By: Jeff Clark Date: Tue, 15 Jul 2008. I just posted a new application in my projects section called Twitter StreamGraphs.It is an interactive tool to let you create StreamGraphs from the latest tweets containing a given word or from a particularuser.
NEOFORMIX - DISCOVERING AND ILLUSTRATING PATTERNS IN DATANEOFORMIXBLOGABOUTWORD HEARTSDISCOVERING AND ILLUSTRATING PATTERNSIN DATA
Neoformix is a company that provides services in the creation of custom data visualizations and generative design.. We are currently available for new projects so contact us through Email or Twitter if you are interested. Neoformix is based in Toronto but our clients are world-wide. Selected projects are shown on this page or have a look at the Blog to see the latest updates. WORD HEARTS AND OTHER SHAPES Word Hearts and ☺ther Shapes. To run this application you need a good Browser, like: Chrome , Firefox or Safari, or Opera . SHAPED WORD SEARCH: ANIMALS Shaped Word Search: Animals By: Jeff Clark Date: Fri, 17 Jul 2009. I have created another set of Shaped Word Search puzzles. This set of 26 puzzles are in black and white and will print nicely on a MULTI-LEVEL PIE CHARTS The graph below shows the survival rate using a green-red colour gradient. Bright green represents 100% survival and bright red is 0%. The nodes are sorted by survival rate as well. A number of things can be seen at a glance: Female survival rate was higher than males within every passenger type. Survival rates for passenger class was in theWORD HEARTS UPDATED
Word Hearts Updated By: Jeff Clark Date: Tue, 05 Feb 2013. About five years ago I posted a simple little application called Word Hearts which lets you fill a heart shape with words. Last year it was the most visited page on my site despite the fact that it was still a java applet based application which many modern browsers won't render. WORD SEARCH: CANADA MAP Word Search: Canada Map By: Jeff Clark Date: Tue, 30 Jun 2009. Here is another Shaped Word Search in honour of Canada Day tomorrow, July 1st. This one is in the shape of a map of Canada and uses Provinces, Territories, and cities in the word list.TRANSCRIPT ANALYZER
By: Jeff Clark Date: Fri, 02 Nov 2007. Transcripts or scripts can be very rich data sets if you are comfortable with writing code to analyze text. I have created an interactive Transcript Analyzer for exploring the transcript of the recent Democratic debate in the US. One thing I focussed on was to illustrate 'who said how much andwhen'.
TORONTO VISIBLE MINORITIES Toronto Visible Minorities By: Jeff Clark Date: Fri, 27 Sep 2013. Toronto is the most multicultural city in the world. According to the 2011 National Household Survey, 46% of the population were foreign-born immigrants and 47% are members of a visible minority.ref TWEET TOPIC EXPLORER Tweet Topic Explorer. To run this application you need a good Browser, like: Chrome , Firefox , Safari, or Opera . online web counter. TWITTER STREAMGRAPHS Twitter StreamGraphs By: Jeff Clark Date: Tue, 15 Jul 2008. I just posted a new application in my projects section called Twitter StreamGraphs.It is an interactive tool to let you create StreamGraphs from the latest tweets containing a given word or from a particularuser.
NEOFORMIX - BLOG
By: Jeff Clark Date: Tue, 19 Feb 2013. In 2006, I started this blog as an outlet for my creative personal work as well as to gather in one place references to interesting work by other people. Since then, Neoformix has grown into a full-time business for me specializingWORD HEARTS
Word Hearts. This is a simple tool that automatically fills a heart shape with any words you like. Enter some words separated by commas in the text box and press the 'Enter' key. You can also choose one of three fonts or change the colors. There is no built-in method to saveyour image.
NEOFORMIX - DISCOVERING AND ILLUSTRATING PATTERNS IN DATA Search Created by: @JeffClark Tweet (c) Copyright 2011 Neoformix. AllRights Reserved.
NEOFORMIX - BLOG
By: Jeff Clark Date: Sun, 12 Jul 2009. The word cloud below was created from the text of the four gospels of the New Testament of the Christian Bible. I used the King James Version from the wonderful Project Gutenberg. The primary words of emphasis are not surprising - 'jesus' , 'son', 'father', 'lord', and 'god'. TWITTER STREAMGRAPHS Twitter StreamGraphs. A StreamGraph is shown for the latest 1000 tweets which contain the search word. The default search query is 'data visualization' but a new one can be typed into the text box at the top of the application. You can also enter a Twitter ID precededby the '@'
WORD CLUSTER DIAGRAM Word Cluster Diagram By: Jeff Clark Date: Mon, 18 Apr 2011. A few years back I introduced the idea of Clustered Word Clouds which use word size to indicate frequency but also use positioning and word colour to group words together that were highly correlated in the text. It works reasonably well I think. See the example below: FISH TANK - NEOFORMIX Fish Tank By: Jeff Clark Date: Thu, 21 May 2009. Sorry - I couldn't resist. The fish images are Reef Fish of the Commonwealth of the Northern Mariana Islands and SHAPED WORD CLOUD: CANADA Shaped Word Cloud: Canada By: Jeff Clark Date: Wed, 01 Jul 2009. Happy Canada Day ! This is a Shaped Word Cloud created from the text of approximately 168,000 tweets containing the word 'canada'. The tweets were gathered over an 11 month period from July 31, 2008 to June 30,2009.
NEOFORMIX - DISCOVERING AND ILLUSTRATING PATTERNS IN DATA Created Date: 7/17/2009 11:45:41 AM NEOFORMIX - DISCOVERING AND ILLUSTRATING PATTERNS IN DATA Created Date: 6/29/2009 9:18:47 AM NEOFORMIX - DISCOVERING AND ILLUSTRATING PATTERNS IN DATANEOFORMIXBLOGABOUTWORD HEARTSDISCOVERING AND ILLUSTRATING PATTERNSIN DATA
Neoformix is a company that provides services in the creation of custom data visualizations and generative design.. We are currently available for new projects so contact us through Email or Twitter if you are interested. Neoformix is based in Toronto but our clients are world-wide. Selected projects are shown on this page or have a look at the Blog to see the latest updates. WORD HEARTS AND OTHER SHAPES Word Hearts and ☺ther Shapes. To run this application you need a good Browser, like: Chrome , Firefox or Safari, or Opera . SHAPED WORD SEARCH: ANIMALS Shaped Word Search: Animals By: Jeff Clark Date: Fri, 17 Jul 2009. I have created another set of Shaped Word Search puzzles. This set of 26 puzzles are in black and white and will print nicely on a WORD SEARCH: CANADA MAP Word Search: Canada Map By: Jeff Clark Date: Tue, 30 Jun 2009. Here is another Shaped Word Search in honour of Canada Day tomorrow, July 1st. This one is in the shape of a map of Canada and uses Provinces, Territories, and cities in the word list.WORD HEARTS UPDATED
Word Hearts Updated By: Jeff Clark Date: Tue, 05 Feb 2013. About five years ago I posted a simple little application called Word Hearts which lets you fill a heart shape with words. Last year it was the most visited page on my site despite the fact that it was still a java applet based application which many modern browsers won't render.TRANSCRIPT ANALYZER
By: Jeff Clark Date: Fri, 02 Nov 2007. Transcripts or scripts can be very rich data sets if you are comfortable with writing code to analyze text. I have created an interactive Transcript Analyzer for exploring the transcript of the recent Democratic debate in the US. One thing I focussed on was to illustrate 'who said how much andwhen'.
TWEET TOPIC EXPLORER Tweet Topic Explorer. To run this application you need a good Browser, like: Chrome , Firefox , Safari, or Opera . online web counter. TWITTER STREAMGRAPHS Twitter StreamGraphs By: Jeff Clark Date: Tue, 15 Jul 2008. I just posted a new application in my projects section called Twitter StreamGraphs.It is an interactive tool to let you create StreamGraphs from the latest tweets containing a given word or from a particularuser.
BIG SMALL APPLICATION Big Small Application By: Jeff Clark Date: Mon, 26 Nov 2007. I have posted the interactive application called Big Small in my projects section. Now you can enter your own text to generate images like: NEOFORMIX - DISCOVERING AND ILLUSTRATING PATTERNS IN DATA Created Date: 6/29/2009 9:18:47 AM NEOFORMIX - DISCOVERING AND ILLUSTRATING PATTERNS IN DATANEOFORMIXBLOGABOUTWORD HEARTSDISCOVERING AND ILLUSTRATING PATTERNSIN DATA
Neoformix is a company that provides services in the creation of custom data visualizations and generative design.. We are currently available for new projects so contact us through Email or Twitter if you are interested. Neoformix is based in Toronto but our clients are world-wide. Selected projects are shown on this page or have a look at the Blog to see the latest updates. WORD HEARTS AND OTHER SHAPES Word Hearts and ☺ther Shapes. To run this application you need a good Browser, like: Chrome , Firefox or Safari, or Opera . SHAPED WORD SEARCH: ANIMALS Shaped Word Search: Animals By: Jeff Clark Date: Fri, 17 Jul 2009. I have created another set of Shaped Word Search puzzles. This set of 26 puzzles are in black and white and will print nicely on a WORD SEARCH: CANADA MAP Word Search: Canada Map By: Jeff Clark Date: Tue, 30 Jun 2009. Here is another Shaped Word Search in honour of Canada Day tomorrow, July 1st. This one is in the shape of a map of Canada and uses Provinces, Territories, and cities in the word list.WORD HEARTS UPDATED
Word Hearts Updated By: Jeff Clark Date: Tue, 05 Feb 2013. About five years ago I posted a simple little application called Word Hearts which lets you fill a heart shape with words. Last year it was the most visited page on my site despite the fact that it was still a java applet based application which many modern browsers won't render.TRANSCRIPT ANALYZER
By: Jeff Clark Date: Fri, 02 Nov 2007. Transcripts or scripts can be very rich data sets if you are comfortable with writing code to analyze text. I have created an interactive Transcript Analyzer for exploring the transcript of the recent Democratic debate in the US. One thing I focussed on was to illustrate 'who said how much andwhen'.
TWEET TOPIC EXPLORER Tweet Topic Explorer. To run this application you need a good Browser, like: Chrome , Firefox , Safari, or Opera . online web counter. TWITTER STREAMGRAPHS Twitter StreamGraphs By: Jeff Clark Date: Tue, 15 Jul 2008. I just posted a new application in my projects section called Twitter StreamGraphs.It is an interactive tool to let you create StreamGraphs from the latest tweets containing a given word or from a particularuser.
BIG SMALL APPLICATION Big Small Application By: Jeff Clark Date: Mon, 26 Nov 2007. I have posted the interactive application called Big Small in my projects section. Now you can enter your own text to generate images like: NEOFORMIX - DISCOVERING AND ILLUSTRATING PATTERNS IN DATA Created Date: 6/29/2009 9:18:47 AMABOUT NEOFORMIX
About Neoformix. Hi! I'm Jeff Clark and Neoformix started as my blog back in 2006 where I posted personal projects. My work attracted enough attention that it has grown into a full-time business specializing in custom data visualization. I was born and raised in Windsor, Canada but live now in Unionville , just north of Toronto. WORD HEARTS AND OTHER SHAPES Word Hearts and ☺ther Shapes. To run this application you need a good Browser, like: Chrome , Firefox or Safari, or Opera .NEOFORMIX - BLOG
By: Jeff Clark Date: Tue, 19 Feb 2013. In 2006, I started this blog as an outlet for my creative personal work as well as to gather in one place references to interesting work by other people. Since then, Neoformix has grown into a full-time business for me specializingOUR WORLD IN DATA
Our World in Data By: Jeff Clark Date: Sun, 08 Dec 2019. One of my favourite sites on the web is Our World in Data.Their stated goal is to use research and data to make progress against the world’s largest problems. It's obviously an important goal and they have done an excellent job of showing the state of the world and how it haschanged over time.
TWITTER STREAMGRAPHS Twitter StreamGraphs By: Jeff Clark Date: Tue, 15 Jul 2008. I just posted a new application in my projects section called Twitter StreamGraphs.It is an interactive tool to let you create StreamGraphs from the latest tweets containing a given word or from a particularuser.
CLUSTERED WORD CLOUDS Clustered Word Clouds By: Jeff Clark Date: Fri, 10 Oct 2008. Tag clouds have become a commonplace method of illustrating the popular words used in a text and do a good job of communicating the gist of what the text is about. FISH TANK - NEOFORMIX Fish Tank By: Jeff Clark Date: Thu, 21 May 2009. Sorry - I couldn't resist. The fish images are Reef Fish of the Commonwealth of the Northern Mariana Islands and TORONTO VISIBLE MINORITIES Toronto Visible Minorities By: Jeff Clark Date: Fri, 27 Sep 2013. Toronto is the most multicultural city in the world. According to the 2011 National Household Survey, 46% of the population were foreign-born immigrants and 47% are members of a visible minority.ref NEOFORMIX - DISCOVERING AND ILLUSTRATING PATTERNS IN DATA Created Date: 7/17/2009 11:45:41 AM NEOFORMIX - DISCOVERING AND ILLUSTRATING PATTERNS IN DATA Created Date: 7/17/2009 12:20:54 PM NEOFORMIX - DISCOVERING AND ILLUSTRATING PATTERNS IN DATANEOFORMIXBLOGABOUTWORD HEARTSDISCOVERING AND ILLUSTRATING PATTERNSIN DATA
Neoformix is a company that provides services in the creation of custom data visualizations and generative design.. We are currently available for new projects so contact us through Email or Twitter if you are interested. Neoformix is based in Toronto but our clients are world-wide. Selected projects are shown on this page or have a look at the Blog to see the latest updates. WORD HEARTS AND OTHER SHAPES Word Hearts and ☺ther Shapes. To run this application you need a good Browser, like: Chrome , Firefox or Safari, or Opera . SHAPED WORD SEARCH: ANIMALS Shaped Word Search: Animals By: Jeff Clark Date: Fri, 17 Jul 2009. I have created another set of Shaped Word Search puzzles. This set of 26 puzzles are in black and white and will print nicely on a WORD SEARCH: CANADA MAP Word Search: Canada Map By: Jeff Clark Date: Tue, 30 Jun 2009. Here is another Shaped Word Search in honour of Canada Day tomorrow, July 1st. This one is in the shape of a map of Canada and uses Provinces, Territories, and cities in the word list.WORD HEARTS UPDATED
Word Hearts Updated By: Jeff Clark Date: Tue, 05 Feb 2013. About five years ago I posted a simple little application called Word Hearts which lets you fill a heart shape with words. Last year it was the most visited page on my site despite the fact that it was still a java applet based application which many modern browsers won't render.TRANSCRIPT ANALYZER
By: Jeff Clark Date: Fri, 02 Nov 2007. Transcripts or scripts can be very rich data sets if you are comfortable with writing code to analyze text. I have created an interactive Transcript Analyzer for exploring the transcript of the recent Democratic debate in the US. One thing I focussed on was to illustrate 'who said how much andwhen'.
TWEET TOPIC EXPLORER Tweet Topic Explorer. To run this application you need a good Browser, like: Chrome , Firefox , Safari, or Opera . online web counter. TWITTER STREAMGRAPHS Twitter StreamGraphs By: Jeff Clark Date: Tue, 15 Jul 2008. I just posted a new application in my projects section called Twitter StreamGraphs.It is an interactive tool to let you create StreamGraphs from the latest tweets containing a given word or from a particularuser.
BIG SMALL APPLICATION Big Small Application By: Jeff Clark Date: Mon, 26 Nov 2007. I have posted the interactive application called Big Small in my projects section. Now you can enter your own text to generate images like: NEOFORMIX - DISCOVERING AND ILLUSTRATING PATTERNS IN DATA Created Date: 6/29/2009 9:18:47 AM NEOFORMIX - DISCOVERING AND ILLUSTRATING PATTERNS IN DATANEOFORMIXBLOGABOUTWORD HEARTSDISCOVERING AND ILLUSTRATING PATTERNSIN DATA
Neoformix is a company that provides services in the creation of custom data visualizations and generative design.. We are currently available for new projects so contact us through Email or Twitter if you are interested. Neoformix is based in Toronto but our clients are world-wide. Selected projects are shown on this page or have a look at the Blog to see the latest updates. WORD HEARTS AND OTHER SHAPES Word Hearts and ☺ther Shapes. To run this application you need a good Browser, like: Chrome , Firefox or Safari, or Opera . SHAPED WORD SEARCH: ANIMALS Shaped Word Search: Animals By: Jeff Clark Date: Fri, 17 Jul 2009. I have created another set of Shaped Word Search puzzles. This set of 26 puzzles are in black and white and will print nicely on a WORD SEARCH: CANADA MAP Word Search: Canada Map By: Jeff Clark Date: Tue, 30 Jun 2009. Here is another Shaped Word Search in honour of Canada Day tomorrow, July 1st. This one is in the shape of a map of Canada and uses Provinces, Territories, and cities in the word list.WORD HEARTS UPDATED
Word Hearts Updated By: Jeff Clark Date: Tue, 05 Feb 2013. About five years ago I posted a simple little application called Word Hearts which lets you fill a heart shape with words. Last year it was the most visited page on my site despite the fact that it was still a java applet based application which many modern browsers won't render.TRANSCRIPT ANALYZER
By: Jeff Clark Date: Fri, 02 Nov 2007. Transcripts or scripts can be very rich data sets if you are comfortable with writing code to analyze text. I have created an interactive Transcript Analyzer for exploring the transcript of the recent Democratic debate in the US. One thing I focussed on was to illustrate 'who said how much andwhen'.
TWEET TOPIC EXPLORER Tweet Topic Explorer. To run this application you need a good Browser, like: Chrome , Firefox , Safari, or Opera . online web counter. TWITTER STREAMGRAPHS Twitter StreamGraphs By: Jeff Clark Date: Tue, 15 Jul 2008. I just posted a new application in my projects section called Twitter StreamGraphs.It is an interactive tool to let you create StreamGraphs from the latest tweets containing a given word or from a particularuser.
BIG SMALL APPLICATION Big Small Application By: Jeff Clark Date: Mon, 26 Nov 2007. I have posted the interactive application called Big Small in my projects section. Now you can enter your own text to generate images like: NEOFORMIX - DISCOVERING AND ILLUSTRATING PATTERNS IN DATA Created Date: 6/29/2009 9:18:47 AMABOUT NEOFORMIX
About Neoformix. Hi! I'm Jeff Clark and Neoformix started as my blog back in 2006 where I posted personal projects. My work attracted enough attention that it has grown into a full-time business specializing in custom data visualization. I was born and raised in Windsor, Canada but live now in Unionville , just north of Toronto. WORD HEARTS AND OTHER SHAPES Word Hearts and ☺ther Shapes. To run this application you need a good Browser, like: Chrome , Firefox or Safari, or Opera .NEOFORMIX - BLOG
By: Jeff Clark Date: Tue, 19 Feb 2013. In 2006, I started this blog as an outlet for my creative personal work as well as to gather in one place references to interesting work by other people. Since then, Neoformix has grown into a full-time business for me specializingOUR WORLD IN DATA
Our World in Data By: Jeff Clark Date: Sun, 08 Dec 2019. One of my favourite sites on the web is Our World in Data.Their stated goal is to use research and data to make progress against the world’s largest problems. It's obviously an important goal and they have done an excellent job of showing the state of the world and how it haschanged over time.
TWITTER STREAMGRAPHS Twitter StreamGraphs By: Jeff Clark Date: Tue, 15 Jul 2008. I just posted a new application in my projects section called Twitter StreamGraphs.It is an interactive tool to let you create StreamGraphs from the latest tweets containing a given word or from a particularuser.
CLUSTERED WORD CLOUDS Clustered Word Clouds By: Jeff Clark Date: Fri, 10 Oct 2008. Tag clouds have become a commonplace method of illustrating the popular words used in a text and do a good job of communicating the gist of what the text is about. FISH TANK - NEOFORMIX Fish Tank By: Jeff Clark Date: Thu, 21 May 2009. Sorry - I couldn't resist. The fish images are Reef Fish of the Commonwealth of the Northern Mariana Islands and TORONTO VISIBLE MINORITIES Toronto Visible Minorities By: Jeff Clark Date: Fri, 27 Sep 2013. Toronto is the most multicultural city in the world. According to the 2011 National Household Survey, 46% of the population were foreign-born immigrants and 47% are members of a visible minority.ref NEOFORMIX - DISCOVERING AND ILLUSTRATING PATTERNS IN DATA Created Date: 7/17/2009 11:45:41 AM NEOFORMIX - DISCOVERING AND ILLUSTRATING PATTERNS IN DATA Created Date: 7/17/2009 12:20:54 PM_Neoformix_
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NEOFORMIX is a company that provides services in the creation of custom data visualizations and generative design. We are currently available for new projects so contact us through Email or Twitter if you are interested. Neoformix is based in Toronto but our clients are world-wide. Selected projects are shown on this page or have a look at the Blog to see the latest updates.NOVEL VIEWS
Novel Views is a project that consists of a series of visualizations of the novel Les Misérables by Victor Hugo. Details...SPOT
Spot is an interactive real-time Twitter visualization that uses a particle metaphor to represent tweets. The tweet particles are called spots and get organized in various configurations to illustrate information about the topic of interest. Details...MULTISCALE MOSAICS
Multiscale Mosaics are a variation on the photomosaic technique which can produce images that carry meaning at multiple visual scales. Details... THE DATA VISUALIZATION FIELD ON TWITTER A detailed analysis of 1000 Twitter users active in the field of data visualization was completed and several visualizations were produced that illustrate the subgroups within the field. Details... SIX WAYS TO FIND VALUE IN TWITTER'S NOISE Appearing in the June 2010 Issue of the Harvard Business Review this is a Streamgraph visualization showing tweets about the iPad during the launch weekend. Details...WORD PORTRAITS
Word Portraits are images that are reconstructed using words in various sizes and colors. Details... TEMPORAL CORRELATION FOR WORDS IN TWEETS Patterns in the time-of-day usage for the words from a large collection of tweets are illustrated. It includes both positive and negative correlation relationships between words. Details... TWEET TOPIC EXPLORER This is an online interactive tool for showing the topics a person tweets about most often. It uses word cluster diagrams to show word frequency and groups of related words. Details... EXPLORING TWEETS OVER TIME AND SPACE This project is an online interactive tool for exploring a collection of tweets both geographically and at specific points in time. Details... LES MISÉRABLES WORD GRAPH This is a word graph for the text of the novel Les Misérables by Victor Hugo. Size reflects frequency and words are positioned near each other if they are often used together in the text. Details... -------------------------Neoformix 2019
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