I Know Where You Were Last Summer: London's public bike data is telling everyone where you've been

This article is about a publicly available dataset of bicycle journey data that contains enough information to track the movements of individual cyclists across London, for a six month period just over a year ago.

I'll also explore how this dataset could be linked with other datasets to identify the actual people who made each of these journeys, and the privacy concerns this kind of linking raises.

--

It probably won't surprise you to learn that there is a publicly available Transport For London dataset that contains records of bike journeys for London's bicycle hire scheme. What may surprise you is that this record includes unique customer identifiers, as well as the location and date/time for the start and end of each journey. The public dataset currently covers a period of six months between 2012 and 2013.

What are the consequences of this? It means that someone who has access to the data can extract and analyse the journeys made by individual cyclists within London during that time, and with a little effort, it's possible to find the actual people who have made the journeys. 

To show what's possible with this data, I built an interactive map to vizualize a handful of selected profiles.

Please note: the purpose of this article is to expose the risks that can come with open datasets. However I've held off from actually trying to find the people behind this data, mostly because of the privacy concerns but also because (thankfully) it requires a fair bit of effort to actually identify individuals from the data...

Below, you'll find a map of all journeys made by one specific cyclist (commuter X), selected because they're one of the top users of a familiar bicycle hire station near where I work:

Bike journeys map - commuter X [interactive version]


Each line represents a particular journey, the size of the line showing the number of times that journey was made. The size of the circle represents the number of different destinations that the cyclist has travelled to and from that bike station. Purple lines indicate there were journeys in both directions, while orange lines (with arrows) indicate journeys that were one-way only.

Bigger, therefore, implies the route or station has greater significance for the person.

NOTE: if you think you might be this person, and you're unhappy having your personal journey data here, please contact me and I will remove the offending map. Then contact TFL (as I have) and tell them to remove customer record numbers from the data.

So what can we tell about this person?

First impressions suggests that they probably live near Limehouse, work in Kings Cross, and have friends or family in the Bethnal Green / Mile End areas of London. This story is strengthened if we filter down to journeys made between 4.00am and 10.00am:

Commuter X - morning journeys [interactive version]


We can see that this person only travels to Kings Cross in the morning, when departing from the Limehouse area or from Bethnal Green. So a morning commute from home, and/or a partner's abode? Applying a similar filter for the afternoon and evening shows return journeys, so the commuting hypothesis becomes stronger still.

Like me, you're probably starting to feel a bit uncomfortable at this point - after all I'm putting a story to this person's data, and it's starting to sound quite personal.

What's more interesting (and worrying) is that:

  1. I'm not really trying very hard, and a deeper inspection of dates, times, locations etc. can reveal far more detail
  2. There's enough here to start thinking about putting a name to the data.

All that's needed to work out who this profile belongs to is one bit of connecting information.

A Foursquare check-in could be connected to a bike journey, though it would be difficult to connect it to the cycle scheme. More likely would be a time-stamped Facebook comment or tweet, saying that the Kings Cross boris bike station is full. Or a geo-coded Flickr photograph, showing someone riding one of the bikes...

Any seemingly innocuous personal signal would be enough to get a detailed record for someone's life in London ... travelling to work, meeting up with friends, secret trysts, drug deals - details of any of these supposedly private aspects of our lives can be exposed.

Here's another profile, chosen because of the volume of journeys made:


Complex bike journey map [interactive version]


Hopefully you can see the richness of the information that is available in the TFL dataset. Every connection on the map represents something of significance to the cyclist, each bike station has some meaning. As well as being a digital fingerprint that can be linked to personally identifiable information, the journey data is a window on this person's life.

--

On a final note, I'd like to point out that there are positives to releasing such data, which can be seen (for example) in the following map:

Commuter destinations around Victoria [interactive version]


The above map shows commuter journeys from a bike station near embankment to various stations around Victoria. These are journeys made between approximately 4.00pm and 5.30pm - so return commutes from work, presumably followed by a train journey from Victoria southwards. Here, there is one point of departure but three destinations, probably because Victoria Rail Station is a major transport hub, so the bike stations nearby will be popular and may often fill up.

The point is that there are benign insights that can be made by looking at individual profiles - but the question remains whether these kind of insights justify the risks to privacy that come with releasing journey data that can be associated with individual profiles.

Credits

Leaflet.js - web mapping library
Cloudmade - map tiles
Transport For London - datasets of Boris Bike data



Comments

  1. Um, what? The dataset contains a Bike ID, not a customer ID. You are tracking bikes not individual customers.

    ReplyDelete
    Replies
    1. I think Siddle's point is that given enough overlapping data, it might be possible to identify certain bike users. He mentions, for instance, time-stamped and geo-coded photos.

      Delete
    2. The actual bike data that you download from the TFL website contains customer record numbers - the maps really are showing profiles for people.

      It may of course be a mistake, and I've tried telling this to TFL. In the meantime, it's possible for someone to download and analyse your movements - if they can identify your profile.

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  2. Really good work James. Now if you can overlay ''twitter'' locations facebook updates you can open a dot.com and be bought out in 5 years for a Billion dollars. GCHQ and the NSA are hiring as well.

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  3. Indeed, though a billion dollars seems a bit low IMO.

    ReplyDelete
  4. This is a really interesting analysis JS. The Open Data and Privacy project (of OKF+ORG) is raising similar questions of whether privacy risks are being sufficiently managed if individuals can make the sorts of inferences from open datasets such as you have done here. We propose to outline some basic guideline which data publishers must follow in order to ensure such privacy lapses are minimized. Follow us on Twitter to stay updated @OpenDataPrivacy

    ReplyDelete
  5. I just downloaded the dataset. Bunch of xlsx spreadsheets, and I see the "Unique ID/Customer Record Number" field in there. It's not shown on the list of fields on this doc site. I'm reliably informed (by Ollie Obrien, creator of this awesome bikeshare map), that this field wasn't in earlier versions of the dataset. Maybe they've added it by mistake.

    I wouldn't say it's a disastrous breach of privacy. As I tried to imagine the more nefarious use case, I thought about a stalker. He spots his target docking her boris bike and makes a note of the time. Bingo! he can correlate that to find her customer ID and see where she's been ...except the data's only published for a 6 month period in the past right? And ultimately it only reveals where somebody's been boris-biking. It's not like you have their home address, as you would if you just followed them home for example.

    Even so it's pretty interesting how big databases involving people's location can be more personal than one might at first imagine, and only by adding one seemingly anonymous numeric column.

    ReplyDelete
  6. Assuming you are speaking about the data here: http://www.tfl.gov.uk/info-for/open-data-users/our-feeds
    Under the Network statistics -> Barclays Cycle Hire statistics
    The documentation states:

    Details of all Barclays Cycle Hire journeys.
    The journey information includes:
    Journey ID, Bike ID, Start date, Start time, End date, End time, Start docking station, Start docking station ID, End docking station, End docking station ID

    Yet in the excel file we see the headings:
    Rental Id Billable Duration Duration Unique ID/Customer Record Number Subscription Id Bike Id End Date EndStation Id EndStation Logical Terminal EndStation Name endStationPriority_id Start Date StartStation Id StartStation Logical Terminal StartStation Name startStationPriority_id EndHourCategory Id StartHourCategory Id BikeUserType Id

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  7. Interesting
    Can you lend me use it?

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  10. Excellent article about bike hire in London and the technology which can be used to track us.

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  12. The fact that third parties might identify these customers is a secondary danger. The primary danger is that the operator of the system already knows who they are, and so does Big Brother.

    The system must be redesigned not to collect this information at all. See http://gnu.org/philosophy/surveillance-vs-democracy.html.

    Dr Richard Stallman
    President, Free Software Foundation (gnu.org, fsf.org)
    Internet Hall-of-Famer (internethalloffame.org)
    MacArthur Fellow

    ReplyDelete
    Replies
    1. Thanks for the comment. It's a good point - misuse of this data by government agencies (etc) is a risk.

      Also I guess it says something about the state of the world that I'm scared to click that link you provided, in case I raise a red flag somewhere :/

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  13. What tool did you use to visualise the data?

    ReplyDelete
    Replies
    1. I used Leaflet.js, a javascript library for creating interactive maps.

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  15. Hi James - I note that the most recent cycle hire data from tfl offers data under the following headings:

    Rental Id
    Duration
    Bike Id
    End Date
    EndStation Id
    EndStation Name
    Start Date
    StartStation Id
    StartStation Name

    Is the issue resolved now? Did TfL ever get back to you about this post?

    I'm interested because I'm writing a report on open data and TfL at the moment, would love to hear from you - becky.hogge@gmail.com

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  37. i already gave up on ever getting cured of HSV2 because i have try many treatment none of them work out for me i have go to different hospital they always tell me same thing there is no cure for herpes when i came across a post about Dr ohunyom, in the net from a lady called Angela i contacted him and he reassured me with him herbal medicine which i took according to the way he instructed, that how i was cured. I doubted at first because i have been to a whole lot of reputable doctors, tried a lot of medicines but none was able to cure me. so i decided to listen to him and he commenced treatment, and under two weeks i was totally fee from #Herpes. i want to say a very big thank you to DR ohunyom for what he has done in my life. feel free to leave him a message on email drohunyom@gmail.com and also WhatsApp him +2349060579973..
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  38. Today is the most joyful day of my life. Dr.Amiso the Great-Love-Spell Caster Lunched a Love spell on my behalf to recover my ex-husband with his spell of magic and love-enchantment spell, it work for me like magic and i am grateful and thankful.
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  40. Today is the most joyful day of my life. Dr.Amiso the Great-Love-Spell Caster Lunched a Love spell on my behalf to recover my ex-husband with his spell of magic and love-enchantment spell, it work for me like magic and i am grateful and thankful.
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  43. have to park off my apartment and start sleeping on the street of Vegas. i tried all i could do to secure a job but all went in vain because i was from the black side of America. so i decided to browse through on my phone for jobs online where i got an advert on Hackers advertising a Blank ATM card which can be used to hack any ATM Machine all over the world, i never thought this could be real because most advert on the internet are based on fraud, so i decided to give this a try and look where it will lead me to if it can change my life for good. i contacted this hackers and they told me they are from Europe and also they have branch all over the world in which they use in developing there ATM CARDS, this is real and not a scam it have help me out. to cut the story short this men who were geeks and also experts at ATM repairs, programming and execution who taught me various tips and tricks about breaking into an ATM Machine with a Blank ATM card.i applied for the Blank ATM card and it was delivered to me within 3 days and i did as i was told to and today my life have change from a street walker to my house, there is no ATM MACHINES this BLANK ATM CARD CANNOT penetrate into it because it have been programmed with various tools and software before it will be send to you. my life have really change and i want to share this to the world, i know this is illegal but also a smart way of living Big because the government cannot help us so we have to help our self, If you also want this BLANK ATM CARD i want you to contact the electrónico de los Hackers ...  blankatmhackmechine@gmail. com  okay  

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  44. have to park off my apartment and start sleeping on the street of Vegas. i tried all i could do to secure a job but all went in vain because i was from the black side of America. so i decided to browse through on my phone for jobs online where i got an advert on Hackers advertising a Blank ATM card which can be used to hack any ATM Machine all over the world, i never thought this could be real because most advert on the internet are based on fraud, so i decided to give this a try and look where it will lead me to if it can change my life for good. i contacted this hackers and they told me they are from Europe and also they have branch all over the world in which they use in developing there ATM CARDS, this is real and not a scam it have help me out. to cut the story short this men who were geeks and also experts at ATM repairs, programming and execution who taught me various tips and tricks about breaking into an ATM Machine with a Blank ATM card.i applied for the Blank ATM card and it was delivered to me within 3 days and i did as i was told to and today my life have change from a street walker to my house, there is no ATM MACHINES this BLANK ATM CARD CANNOT penetrate into it because it have been programmed with various tools and software before it will be send to you. my life have really change and i want to share this to the world, i know this is illegal but also a smart way of living Big because the government cannot help us so we have to help our self, If you also want this BLANK ATM CARD i want you to contact the electrónico de los Hackers ...  blankatmhackmechine@gmail. com  okay  

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  45. I never believed i would be healed someday.This disease started circulate all over my body and i have been taking treatment from my doctor, few weeks ago i came on search on the internet if i could get any information concerning the prevention of this disease, on my search i saw a testimony of someone who has been healed from (Hepatitis B and Cancer) by this Man dr.Okougbe and she also gave the email address of this man and advise we should contact him for any sickness that he would be of help, so i wrote to drokougbe@gmail.com telling him about my (HERPES Virus) he told me not to worry that i was going to be cured!! hmm i never believed it,, well after all the procedures and remedy given to me by this man few weeks later i started experiencing changes all over me as the Doctor Okougbe assured me that i have cured,after some time i went to my Dr to confirmed if i have be finally healed behold it was TRUE, So friends my advise is if you have such sickness or any other at all you can email drokougbe@gmail.com or : call whatsapp +2348119278442    

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  48. have to park off my apartment and start sleeping on the street of Vegas. i tried all i could do to secure a job but all went in vain because i was from the black side of America. so i decided to browse through on my phone for jobs online where i got an advert on Hackers advertising a Blank ATM card which can be used to hack any ATM Machine all over the world, i never thought this could be real because most advert on the internet are based on fraud, so i decided to give this a try and look where it will lead me to if it can change my life for good. i contacted this hackers and they told me they are from Europe and also they have branch all over the world in which they use in developing there ATM CARDS, this is real and not a scam it have help me out. to cut the story short this men who were geeks and also experts at ATM repairs, programming and execution who taught me various tips and tricks about breaking into an ATM Machine with a Blank ATM card.i applied for the Blank ATM card and it was delivered to me within 3 days and i did as i was told to and today my life have change from a street walker to my house, there is no ATM MACHINES this BLANK ATM CARD CANNOT penetrate into it because it have been programmed with various tools and software before it will be send to you. my life have really change and i want to share this to the world, i know this is illegal but also a smart way of living Big because the government cannot help us so we have to help our self, If you also want this BLANK ATM CARD i want you to contact the electrónico de los Hackers ...  blankatmhackmechine@gmail. com  okay  

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  53. i already gave up on ever getting cured of HSV2 because i have try many treatment none of them work out for me i have go to different hospital they always tell me same thing there is no cure for herpes when i came across a post about Dr ohunyom, in the net from a lady called Angela i contacted him and he reassured me with him herbal medicine which i took according to the way he instructed, that how i was cured. I doubted at first because i have been to a whole lot of reputable doctors, tried a lot of medicines but none was able to cure me. so i decided to listen to him and he commenced treatment, and under two weeks i was totally fee from #Herpes. i want to say a very big thank you to DR ohunyom for what he has done in my life. feel free to leave him a message on email drohunyom@gmail.com and also WhatsApp him +2349060579973..
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    ReplyDelete
  54. Genuine Effective Love Spell To get your husband/boyfriend or wife/girlfriend back as soon as possible, i advice you contact Dr. ogbidi. He's the best on love spell casting with lots of testimony about him on the internet. Contact ogbidi home of solution today via: ogbidihomeofsolution1@gmail.com or whatsapp/call his temple via his number: +2348052523829. I wish you all the best.

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  55. You need access to keep an eye on your spouse by gaining access to their emails?, want to know what your kids do on social networks? Whatever it is, Ranging from changing grades, whatsapp hack, email hack. We can get the job done. change of grades?We are team and have great feedback. We are 100% legit. You don’t have to pay anything before we begin your job His contacts; SUPERIOR.HACK@GMAIL.COM Cell or mobile number-(+1 669 225 2253)

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  56. Greetings....
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  58. you need help to reunite with your ex lover or you are finding it difficult to keep a serious relationship or you are battling with any kind of infection/diseases. your promblems will be over if you contact this great spiritual doctor. He cure diseases and reunite exs within a short period of time. contact him today via: ogbidihomeofsolution1@gmail.com or whatsapp/call him on: +2348052523829.

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  61. The only man who can help you to fix your Marriage and Relationship or after a Divorce or Breakup,I want to let the whole world know about Dr Oseiboh the Great spell caster that brought back the father of my 2 kids after we have been separated for 4 years.I only pay for the items required for the spell and he cast the spell for me within 48hours my ex called me and beg me to forgive him for everything and now we are back together.if you need a real and quick love spell,or pregnancy problem than Dr Oseiboh is the answer you can email him now on droseiboh12@gmail.com add him on whatsapp line or call +2347017565415.
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  63. So happy to be here and glad i meant with Dr Jatto who gave me back my life with his herbal cure medicine to restore my Life after sick of AID for 4 years.I am in good health ever since my cure results ands I'm leaving in good health now as he always told and i am glad his words came true. Do contact him via his info to have your cure in any illness or problem as he say welcome to the solution home where all problems are solved. I recommend you contact Dr Jatto in any illness or problem.
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  64. How To Get Urgent Blank Atm Card, amazon,free Google play gift and itunes card bit coins...... Etc I got a blank ATM card from a professional hacker, i thought this card wont work like the others, but i just gave it a try and it worked pretty cool like magic,and i am able to withdraw enough money with this blank ATM card without any blockage.
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    ReplyDelete
  65. Good Day everyone, just want to share my experience here so you all should be more careful when contacting any herbalist for solution cos majority of the testimonies are fake and were the ones that fooled me.they all uses the same local code number (+234) cos i have been screwed by some of them.My Husband was suffering from Hsv for years and i went everywhere to get useful information that will help cure or suppress the disease.then i came across testimonies of those that took my hard earn money without any useful information or cure but they keep telling stories.about two months ago, a new staff was employed in my place of work and when He heard about my Husband Disease He was so remorseful and told me about Dr Emmanuel.but i felt it was still one of those Internet guys so i didn't call or text Dr Emmanuel. later that week, He asked me if i`ve heard from Dr Emmanuel and he gave me proof and reasons to try.well, lots of thanks to Dr Emmanuel cos as im writing this message, my Husband is CURED through the herbs that Dr Emmanuel sent to us.so after my experience, i decided to save some people from falling to the hands of SCAMS.thx for your time and if you require the service of Dr Emmanuel, you have to reach him via email: nativehealthclinic@gmail.com  or WhatsApp/Call +2348140073965
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