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Find preceding parts here
- Order Imbalance DD - Something is Happening : r/Superstonk (reddit.com)
- Order Imbalance DD - Part 2 Spreadsheet Boogaloo : r/Superstonk (reddit.com)
Finally got around to running that correlation analysis on GME's NYSE Auctions Data
AND THERE IS A CORRELATION
You can find all of my python scripts, CSVs, and line graphs in this google drive folder
https://drive.google.com/drive/folders/1_P82M9ODMXp4KUv0zK69B30kUesqAjZQ?usp=drive_link
First some quick definitions:
- "Quantity" (total shares involved in auction I believe)
- "14 Day Shifted price" (price of stock shifted 14 days in the future)
- "Max Avg Imbalance Qty" (max value seen across the 5min auction for the Average Imbalance)
- "Change Avg Imbalance Qty" (change from start of auction to end of auction in Average Imbalance)
Second, graph explanation. Values for the various lines have been scaled to fit between -1 and 1. This makes it pretty to look at when you have Quantity values in the millions and Price values <100 for now ;)
To summarize, "Max Avg Imbalance Qty" and "Change Avg Imbalance Qty" showed strong correlations of >.7 and <.8 to the stock price 14 and 15 days in the future. For the graph I shifted the price 14 days in the future.
CONCLUSION
FRIDAY SEPTEMBER 13 WILL BE MOASS OR BANANA IN MY ASS
...jk, this is the part where I tell you why I think this correlation is meaningless in and of itself
- The sample size only goes back to 6/3, therefore its very small and susceptible to all the problems that come with a small sample size (not gonna do the sample size math on this)
- As you can see on the graph, there were 2 recent price runs that appear to have no correlation to auction data from 14 days previous
- There are so many other market factors in play that I don't think one metric would ever be a reliable indicator of price movement, but it can certainly be incorporated within a large whole to get an idea of sentiment.
- Other stocks mentioned in parts 1 and 2 do not show any strong correlations
TL;DR
In our data set going back to 6/3, Average Imbalance data does show a strong correlation to price movement T 14 calendar days, but this data set is too small to bear much weight IMO. We'll just have to see what happens with the rest of September.
I plan on updating this data as we move in the future and hopefully grow this sample size.
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