Back

Shivam Bansal

. • 22h

I Built a “Gap Opening Score” Model in Python — And It’s Changing How I Read the Market 🔍 Why 7:00 AM – 8:00 AM Matters Before India wakes up, the market is already moving: Global markets settle GIFT Nifty begins reflecting institutional flows Risk sentiment forms Overnight liquidity gets tested Market makers adjust positioning This early window quietly reveals the actual overnight bias — long before 9:15 AM. My model reads that bias and converts it into a Gap Opening Score. ⚙️ What the Score Tells Me Without exposing the internal calculations, here’s what the model outputs: 🔸 Gap-Up Probability 🔸 Gap-Down Probability 🔸 Directional Bias Strength 🔸 Liquidity Pressure Zones 🔸 Volatility Shock Signals 🔸 Trap Probability (Fake vs Real Gap) 🔸 Early Morning Momentum Score Instead of guessing the open, I quantify it. It’s not about predicting the future; it’s about reading overnight behaviour with precision.

1 Reply
1
5
Replies (1)

More like this

Recommendations from Medial

Image Description

Shan Trades

I am full time trade... • 7m

📈 1️⃣ Liquidity Concepts: 🔵 Buy-Side Liquidity (BSL): The market took out buy stops before reversing sharply. 🔴 Sell-Side Liquidity (SSL): Marked as the target where price is expected to reach. 📍 Market Structure Shift (MSS): • A key bearish re

See More
3 Replies
2
5

Jithin

Senior Odoo Develope... • 1y

Decentralised LLM model, each commit to the model will have to be verified by all the nodes. Of the network for a rewarding token, Each patch to be sewed has to be tested for bias in a sandbox with predefined prompts please reflect on the viability

See More
Reply
5
Image Description

Mridul Das

Introvert! • 6m

Jeff Bezos' 7 Business Lessons for Entrepreneurs from his personal experience 1🔸 Use the regret minimization framework Think about decisions from the perspective of being 80 years old. Ask yourself: “Will I regret not doing this?” 2🔸 Find the

See More
2 Replies
6
36

GOLLAVILLI SANJAYKUMAR

Building in noise is... • 7m

The biggest threat of AI isn’t job loss — it’s the takeover of trade. Because AI is unbiased, and ironically, all human trade is driven by bias — personal preferences, emotions, trust, and perception

Reply
3

Sunderam Dutta

Best your best. • 9m

How Kumbh Mela Drives a ₹4 Lakh Crore Economy! 🇮🇳✨ Kumbh Mela isn’t just the world’s largest spiritual gathering—it’s also a massive economic force! Here’s how this grand event fuels a multi-lakh crore economy: 🔸 Total Budget – ₹7,500 Cr (₹5,400

See More
Reply
2
Image Description

Satyam Kumar

"Turning visions int... • 4m

🕶️ Meta Drops Its First Smart Performance Glasses: Oakley Meta HSTN! 💥 Meta just unveiled the Oakley Meta HSTN, their first-ever smart eyewear for performance users ... and it’s packed with powerful tech. ✨ What’s Inside: 🔸 3K camera 🔸 Open-ear

See More
1 Reply
3
Image Description

Mridul Das

Introvert! • 6m

How to RESTART yourself — Step-by-step guide for founders, creatives, & anyone chasing excellence. Feeling stuck? Burnt out? Here's how to reset in Career, Relationships, Health, and Self-Esteem. This could save your startup—and your sanity. 🔸 Ca

See More
Reply
3
13
1
Image Description

Vagle

Hakuna matata • 9m

bro is abusing that poor little model, it’s doing all it can 😭 like that’s not the model to do math, buddy

1 Reply
15
Image Description
Image Description

Dr Bappa Dittya Saha

We're gonna extinct ... • 8m

The Hidden Bias in Medical AI: Are We Training Fair Systems? AI in healthcare is only as good as the data it learns from. And if that data is flawed, the AI inherits those flaws - amplifying healthcare disparities rather than solving them. ⚠️ The P

See More
4 Replies
12
Image Description

Karan Sahu

Founder • 1y

I think there is a growing gap between the purchasing power of people in Tier 2 cities (especially among young people) and the activities available in these cities. Startups need to penetrate this gap effectively. You can see a lot of new franchises

See More
4 Replies
5

Download the medial app to read full posts, comements and news.