Station Feed JSON collection

Ishwarya Rajendrababu

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Apr 16, 2015, 3:16:12 PM4/16/15

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Hi All,

I'm a student at New York University. I'm working on a data analytics project to analyze the station feed data.

But since it is live station feed, I would like to know if anyone has collected this data in the past at regular intervals of say 5 minutes or 10 minutes.

If yes, I kindly request you to share the data with me.

It will be really helpful.

Thanks,

Ishwarya Rajendrababu

Gunnar Aasen

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Apr 16, 2015, 4:40:02 PM4/16/15

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I am also looking for a historical station feed data.

I've used the graphite instance at citibik.es before for recent historical data, but the site seems to be down right now.

Best,

Gunnar

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TheOpenBus

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Apr 29, 2015, 7:15:24 PM4/29/15

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Hey,

I have started collecting/posting historical Citi Bike station data in the hopes it would be useful to someone.

I'm posting it on a website I have started: theopenbus.com

Historical Citi Bike data is here: theopenbus.com/raw-data

There's a methodology/codebook doc here: theopenbus.com/methodology

So far I only have data for March (2015) but I am planning on posting an April file within the next couple of weeks.

Please let me know if you find it useful! And let me know if you have any suggestions about how the site / data could be made more useful.

Chris Heydt

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Oct 1, 2015, 11:25:29 PM10/1/15

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Hi All,

I'm late to the party here, but I have been collecting snapshots of Citibike availability data in a Postgres database at 10-minute intervals since 7/10/2013, if anyone is still interested. My data includes all of the datapoints from the public Citibike station/list endpoint (http://appservices.citibikenyc.com/v1/station/list).

Let me know if you are interested in accessing my data. I'd like to create a public API for these snapshots, or at least a simple web app to generate dumps.

-Chris

Alexander Tedeschi

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Nov 29, 2015, 6:40:41 PM11/29/15

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Dear Chris,

I am very interested in your 10-minute interval JSON data - this would be a great improvement to the dataset that I am currently using for my Master's thesis, namely, the one provided on theopenbus.com, which is full of gaps. Please let me know if your dataset is still available. My email address is: alexander...@post.harvard.edu.

Thanks in advance for your help!

Best,

Alexander

Cédric Warny

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Sep 1, 2016, 11:29:11 AM9/1/16

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Hey Chris,

I'd be very interested in accessing the data you collected.

Thanks,

Cedric

DneprY

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Oct 25, 2016, 6:18:13 AM10/25/16

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Hi Chris, Alexander and Gunnar,

could you please share the historical data feed from CitiBikes (about stations availability) if you had this data?

Cheers
Julia

Chris Heydt

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Oct 25, 2016, 9:44:58 AM10/25/16

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Sure. I will share what I have.

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DneprY

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Oct 31, 2016, 6:32:52 AM10/31/16

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here is my e-mail: yuliya...@gmail.com
Please, contact me.

On Tuesday, 25 October 2016 15:44:58 UTC+2, Chris Heydt wrote:

Sure. I will share what I have.

On Tue, Oct 25, 2016 at 6:18 AM, DneprY <yuliya...@gmail.com> wrote:

Hi Chris, Alexander and Gunnar,

could you please share the historical data feed from CitiBikes (about stations availability) if you had this data?

Cheers
Julia

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Chris Heydt

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Nov 3, 2016, 10:14:31 PM11/3/16

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Here is a dump that I ran on 10/31.

https://drive.google.com/open?id=0B7xl4GzOFv9ic3BHX1lpb2lBZUk

Let me know if you have any questions.

Regards,

Chris

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Message has been deleted

Alexander Tedeschi

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Mar 2, 2017, 12:20:15 PM3/2/17

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Hi Chris,

I was wondering if you could provide an updated station_id key so that we know which stations your station_id is referring to in the JSON feed collection.

thanks!

Best regards,

Alex

Qiao Li

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Sep 3, 2017, 8:32:22 PM9/3/17

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Hi Chris,

I find part of the tar.gz file is broken and part of your data (before 20115-12-12) is not available after unzip. Is there something wrong with the tar.gz file or I opened it in a wrong way? I am using 7-zip in Windows which should support this compressed file.

Yexin Li

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Sep 6, 2017, 6:27:17 AM9/6/17

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Dear Chris, could you please send the station status data in Apr.-Sep. 2014 to me ? Seems your file does not contain the data before Oct. 2015.

Message has been deleted

Heyuan Lee

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Feb 1, 2018, 3:45:44 AM2/1/18

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THANK YOU VERY MUCH!

but I also need historical station data before 2015

在 2015年4月30日星期四 UTC+8上午7:15:24，TheOpenBus写道：

Brendan Travers

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Mar 7, 2018, 12:02:17 PM3/7/18

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Hi Chris,

Similar to some of the other posters, I am trying to use Citibike station data for a class project at NYU Stern. I saw that you posted a CSV containing station information in 2016. Are you still collecting this data and, if so, is there a way I can access it? I appreciate the work you've been doing collecting this!

Thank you!

Brendan

Chris Heydt

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Mar 8, 2018, 11:06:26 PM3/8/18

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Hi Brendan,

My script has been quietly loading running and loading the database (and running up my AWS bill), but I haven't kept an eye on it. I'll run an export for you.

-Chris

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Brendan Travers

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Mar 8, 2018, 11:13:40 PM3/8/18

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Thank you Chris!

Brendan Travers

MBA Candidate, Class of 2019
NYU Leonard N. Stern School of Business
914.309.3821 | brendan...@stern.nyu.edu

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Susan Xu

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Sep 14, 2018, 3:23:04 PM9/14/18

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Hi Chris,

May I have your help on the station feed JSON collection? Similar to Brenden's request, what I am looking for is the station status data at intervals of 10 minutes (one day is fine to me, let's say July 18, 2018). I will very appreciate your help.

Thanks,

Susan

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Chris Heydt

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Sep 21, 2018, 12:32:18 AM9/21/18

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Hi Susan and Brendan,

I have good news and bad news. The good news is that you can have access to my entire dataset. The bad news is that my database has been offline for a year, so I haven't collected any data during that time. Sorry, but here is all of the data that I have.

https://drive.google.com/file/d/1iQ1hmIwFHnawbiejHhwC1rTSdp1du-AK/view?usp=sharing

-Chris

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Susan Xu

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Sep 21, 2018, 10:44:35 AM9/21/18

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Thank you Chris!

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Richard Robbins

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Oct 23, 2018, 4:22:57 PM10/23/18

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Greetings -

I'm hoping to get historic data for Citibike stations on the UWS and I'm not overly data / tech savvy. Is there a public site that has historic data in a user-friendly format?

Even the past month would be great -- I want to have a sense of utilization of each of the stations, how often they're empty, and if they're ever full.

Thanks,

Rich

On Thursday, April 16, 2015 at 3:16:12 PM UTC-4, Ishwarya Rajendrababu wrote:

Susan Xu

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Oct 23, 2018, 4:28:40 PM10/23/18

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You may would like to check theopenbus: https://www.theopenbus.com/raw-data.html

Hope it helps.

Best,

Susan

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Alex Schindler

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Feb 17, 2021, 3:17:29 AM2/17/21

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Hi all

Did anyone figure out how the station_id in Chris's file (from Sept 21, 2018) can be mapped to the current station_ids? The data is great, but does not really help if we do not know which stations the numbers belong to ...

Many thanks!

Alex

Clif Kranish

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Feb 19, 2021, 3:15:01 PM2/19/21

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I thought it might be possible to back into that data from a citibike-tripdata file. The start of each trip decreases the number bikes at a station by one, and the end of a trip increases the number of bikes at a station by one.

There a couple of problems with this:

I don't know how many bikes are at a station at the beginning of a day, but that shouldn't affect the shape of chart
If there is any re-balancing going on during the day, I don't know about that

So this was my approach

Create a table of starttime, start station id, -1
Create a table of endtime, end station id, +1
Concatenate the two tables as time, stationid, action
Sort the combined table by time
Extract rows for one station and one day
Calculate a running sum on the action column
Group by tenths of an hour (six minutes) and take the last value for the time period

I used data from September 1st, 2020 and I picked station 379 (7th Ave and W 31 St) because it was across the street from where I used to work above Penn station (it's gone now).

But the results don't match the reality as I remember it.

In the morning at around 9 am the station was usually empty as people get off the train at Penn and pick up a bike.
At lunch time there were a usually a couple of bikes at most
After work at 5 or 6 pm the station was completely full, indeed there was often someone waiting to dock a bike.

This chart doesn't reflect that at all. I know the numbers on the y-axis are wrong, but even if I knew the number of bikes docked at midnight and seeded that number, that would just change the labels. The x-axis is hour of the day.

Can anyone see what I'm missing here?

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Alex Schindler

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Feb 19, 2021, 3:49:53 PM2/19/21

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Hi Clif

Thanks for your thoughts. I followed your steps and got this (last two digits in x-axis are military time).

This seems to match the situation you described. Did you maybe swap 1 and -1?

I did it the same way as you except I did not group by tenths of an hour (why did you do this?).

All best

Alex

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Clif Kranish

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Feb 19, 2021, 5:23:29 PM2/19/21

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Cool!

I grouped by tenths of an hour because I was going to do a bar chart; then I realized the a line chart was a better way to show this data, which means there's no need for that.

Now that I look at it I realize that my chart was simply upside down, so I must have swapped the ones. Thanks for that.

Since the lowest number on the chart is -25 we can assume that means there were 25 bikes docked at midnight, so you can change the first cell to 25 to make the x-labels correct.

Does this give you what you need?

I may refine this a bit and write a blog post.

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Alex Schindler

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Feb 19, 2021, 5:56:07 PM2/19/21

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My problem is mostly that in Chris's 5GB file with snapshots ("station_snapshots_20180920.csv") the station_ids are numbers from 1 through 326 (at least in the first 100'000 rows), and I have no idea how they correspond to the city's station_ids. Did you think that your method could now help match the current supply that we get from the influx and outflux (not considering rebalancing) with the actual status info to see which station_id corresponds to which?

That would probably more or less work, but would definitely require some adjusting by hand - and it would have to be done more or less individually for each station.

Did I understand your idea right?

All best

alex

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Donkiss Zidane

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Mar 19, 2024, 11:27:20 PMMar 19

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Mar 26, 2024, 7:34:24 PMMar 26

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Email Address: psychedelicsmind(@)gmail.com

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Genius Mushrooms formula delivers three organic mushrooms that enhances mental clarity, immune function, natural energy and more.* Reishi Mushroom Extract delivers immune system support to another level to help stay healthy. Lions Mane provides brain boosting benefits for memory, cognitive function and improved mood.* Cordyceps Sinensis will help elevate your energy levels naturally via ATP production with increase oxygen utilization, aerobic capacity and athletic endurance

Perfect For Any Diet

Genius Mushrooms fits easily into any diet. It contains only natural organic ingredients with no carriers, fillers, natural flavors or artificial flavors.

When & How To Use

Genius Brand offers acute and cumulative benefits with the effects becoming more pronounced with daily dosing. As such, we recommend consuming 1 capsule with an 8oz glass of water three times daily before meals.

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genius mushrooms[/caption]Overview Of The Genius Brand

A brand that gained popularity through the Amazon model is attracting those in the health and wellness space through key innovation and unique ingredients that end up creating really cool all-natural products. The Genius Brand is one of those brands we need to really keep an eye on as we move into the future and their new innovation.

The Genius Brand stemmed from the CEO's passion for mushrooms as a youth. It combines three proven mushrooms at optimal dosages to provide an all around wellness product that also boosts mood and memory. If you're looking to incorporate more mushrooms into your daily life, the Genius Brand gives you what you need.

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