Also, @Tony Kofalt gave you his answer.

Notice how his answer included a STRATEGY for addressing the problem.

That is probably what you're looking for...

What strategy are you currently using to get the odds ranges you're looking for?

What I am certain of is that my of top 4 contenders 1 is winning 78% of the time . What I think is going wrong is that I am unable to narrow them to one or two contenders some are won by class or early pace combining low and high neal so I need some help narrowing down the contenders to the winners — Ira Yorn

Examine the two questions again.

Being certain of an END RESULT is a good start. But the answer must be framed in the manner of "I am certain that doing THIS, AND THIS will get me 78% winners WITHIN MY TARGET RANGE OF HORSES."

I'll explain why...
Let's say that you are using the AI Line's top 88% to pick contenders.
(That will likely score you about 91% wins.)

However, it logically will often include 6 or 7 horses. So, in those cases it tells you nothing.

78% is a very good number... if it is usually no more than 3/4 horses. Beyond that, it isn't doing anything for you. That is, if it isn't scoring you the horses you are searching for.
______________________
I would think that the problem needs to be BETTER DEFINED.

Think of it like going through a grocery store. Imagine there are aisles containing handicapping approaches.


**High Hit Rate
They usually don't label "but Low Prices" because the high hit rate/low prices are dating on a regular basis.

**High Prices
"Low Hit Rate" can be assumed, right?
__________________
Reconsider the question "What I think is going wrong is..."
What do you think the CAUSE of this is?

Maybe start by describing what you're currently doing.

Start with this question:
"What am I certain of right now?

Then this question:
"What I think is going wrong is..."

Yes, bad downloads do happen.
When you get that error, just notice which file it choked on.

1. You don't have to abort. Just let it run.
Just take a screenshot of the file with the problem so you know what needs fixing.

Like this one that I had on June 17. See where it stopped?

2. When the entire process completes...
A. Download the bad file.
B. Run HSD
C. Import Charts for just that single day.
The PPs are already imported and they're fine, so you can jump straight to charts.
D. Post KEY DATA for that same day.

Maybe 2 or 3 times per year the problem will be a bad file as opposed to a bad downloaded.
If you get the same error again, escalate it to me and I'll get the file recreated from HDW.

Wait... depends on when it was.

If it was during the import, it can be a PP file.
If it was in opening the day then the entire day file is lost.

Best to download all the files for that day and process them all again.

Error 3 means cannot unzip.
Redownload and reimport.

See how it says that the zip file does not exist?
Well, it doesn't exist because it was never imported.


I know... Everyone says, "I know I did."
100% of the time when I meet, the file simply does not exist.

Anybody who wishes to join the panel should send me a private message for the zoom link.

Well, we make a panel of 2. LOL

I'd love to play live with you guys but just don't play enough races at one track.

Would you guys have any interest in an open mic panel?

What a great idea.

Beth leaves next Sunday for a trip to grandkids-land for a week.

Give me a call on my cell and we'll make a plan.

Also, and this is kind of a strange idea...

Do you know the paper, Attention is all you need? Well the way they keep words from inflating themselves to the detriment of the whole, is they require each matrix row to sum to 1. Words are still typically more attuned to themselves than the rest of the words in the array/sentence, but they are attentive enough to the words around them that there is meaning. Have you tried a mathematical approach in that manner with your genetic style algorithms that are limiting their guesses to "game" the rules? I wonder if there is a linear algebraic solution to your issue. — Daniel Boals

I'm sorry, but I do not understand what you mean.

Perhaps we should put one of those lunches at the Atlantis real soon.

BTW, we ate at the Chinese restaurant next to the buffet on Friday night. While the menu is very limited, the food was phenomenal.

I take it you are using your own neural network in DET? I know you have experience with neural networks going back years, and when you started this project, there really weren't any open LLMs like we have today. I am no expert, but it seems like the neural nets in DeepSeek and Alibaba's Qwen are both pretty good and they have resources to train that you probably can't get without a billion dollar investment. Have you thought about using one of their models to check your DET? The new Qwen 3.6 29b is supposed to be really good. It is a dense model and it seems like what your are doing is more of a MoE, but then they do have Qwen 3.6 35b which is a MoE style logic under the hood. — Daniel Boals

First, I stopped using Neural Nets about 1994. They're not very good at "predictive AI." That is, they're not very good at accepting they can't get everything right.

(I write extremely advanced Genetic Algorithms.)

Second, when you upload racing data to an LLM, it absolutely DOES NOT use a Neural Network on it. Instead, it uses statistical methods.

Think of an LLM as a TRAINED tool. The LLM itself is not a NN. It is the OUTPUT of a NN.

Have you thought about using one of their models to check your DET?
Not for a second. LOL

...but it seems like the neural nets in DeepSeek and Alibaba's Qwen are both pretty good and they have resources to train that you probably can't get without a billion dollar investment.

The billion dollar investment could certainly have been used in other directions - but the goal was LANGUAGE, which is far different than making any kind of "investment prediction."

Yes, races #10 and #11 from last year. GPX only had 9 races today. They usually then card a few races from I believe Argentina. Looks like maybe they thought there were 11 races today, but the last two (2) were from Argentina, not GPX. — Jim Pommier

Just heard from Ryan at HDW.
He says that they repaired today's GP file to remove the wrong races.

FYI. Also, downloaded data files for GPX R10 and R11 from last year. I advised HDW. — Jim Pommier

Are you saying that they added 2 races from last year?

As always, Dave reached out immediately and we isolated the issue. Don't know if the guy ever sleeps, but his attention to his users is unmatched. Much appreciated! — Jeff Capper

LOL
Thank you.

It was like 8:30 when I saw the post.

Listen, guys... when you have a TRAFFIC STOPPER, do what Jeff did - make a quick post.
Many of you have my cell# - text me at any hour of the day or night - you will NEVER disturb me because I use DO NOT DISTURB when I'm off the air.

But at least I will see it instantly when I am back on air.

This morning I was actually up at 5:50am or so. I don't suddenly check forum messages, but I ABSOLUTELY DO check phone messages and email (I get email notifications of private messages.)

As an example, someone blow up their upgrade install yesterday. They sent me a long string of inbox messages. I saw them at 5am and told him to message me so we could zoom.

He's not yet read the message.

From Ryan at HDW
____________________

Ryan Smith
9:00 AM (4 minutes ago)
to me

Hey Dave,

We have just resolved that issue within the last 15 minutes. There was also an incorrect CD card from 5/3/2025 posted for a few hours yesterday evening that we resolved.

Ryan

Here's a look at Jeff Capper's screen.
Clearly it was an HDW error - which is now fixed - because that file shows as downloaded TODAY.

Perhaps they've corrected the download because this is what I find for today: