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Really enjoyed digging into recent innovations in the football analytics industry.

>10 hours of interviews for this w/ a dozen or so of top firms in the game. Really grateful to everyone who gave up time & insights, even those that didnt make final cut 🙇‍♂️ https://t.co/9YOSrl8TdN


For avoidance of doubt, leading tracking analytics firms are now well beyond voronoi diagrams, using more granular measures to assess control and value of space.

This @JaviOnData & @LukeBornn paper from 2018 referenced in the piece demonstrates one method
https://t.co/Hx8XTUMpJ5


Bit of this that I nerded out on the most is "ghosting" — technique used by @counterattack9 & co @stats_insights, among others.

Deep learning models predict how specific players — operating w/in specific setups — will move & execute actions. A paper here: https://t.co/9qrKvJ70EN


So many use-cases:
1/ Quickly & automatically spot situations where opponent's defence is abnormally vulnerable. Drill those to death in training.
2/ Swap target player B in for current player A, and simulate. How does target player strengthen/weaken team? In specific situations?
Curated tweets of @sourabhsiso19

Found awesome content: ⏬
1. Moneycontrol
2. Bank nifty Strangles/Straddles
3. Learnings
4. Expiry Trading
5. Directional trading
6. Long Term Investing
7. Pivot system
8. DHS pattern
9. Multiple trade management threads/ways.

Moneycontrol article on @sourabhsiso19


What Sourabh does and how to trade like him?


Why trade multiple systems? ⏬
1. Keeps drawdown at minimum.
2. Strong money management can be applied.
3. Better psychology.


Thread on how options allow you to change your positions in a dynamic manner.
Today's @bopinion post is about how poor countries started catching up to rich ones.

It looks like decolonization just took a few decades to start

Basic econ theory says poor countries should grow faster than rich ones.

But for much of the Industrial Revolution, the opposite happened.
https://t.co/JjjVtWzz5c

Why? Probably because the first countries to discover industrial technologies used them to conquer the others!

But then colonial empires went away. And yet still, for the next 30 years or so, poor countries fell further behind rich ones.
https://t.co/hilDvv0IQV

Why??

Possible reasons:
1. Bad institutions (dictators, communism, autarkic trade regimes)
2. Civil wars
3. Lack of education

But then, starting in the 80s (for China) and the 90s (for India and Indonesia), some of the biggest poor countries got their acts together and started to catch up!


Global inequality began to fall.
कौरव और पांडवों के बीच जब राज्य बंटवारे को लेकर कलह चली, तो मामा शकुनि की अनुशंसा पर धृतराष्ट्र ने खांडवप्रस्थ नामक एक जंगल को देकर पांडवों को कुछ समय तक के लिए शांत कर दिया था। इस जंगल में एक महल था जो खंडहर हो चुका था। पांडवों के समक्ष अब उस जंगल को एक नगर बनाने की चुनौती थी।


खंडहर महल के चारों तरफ भयानक जंगल था। यमुना नदी के किनारे एक बीहड़ वन था जिसका नाम खांडव वन था। पहले इस जंगल में एक नगर हुआ करता था,फिर वह नगर नष्ट हो गया और उसके खंडहर ही बचे थे।खंडहरों के आसपास वहां जंगल निर्मित हो गया था।यहां इंद्रप्रस्थ नगर बसाने के लिए इस जंगल में...


...अर्जुन और श्रीकृष्ण ने आग लगा दी थी।
खांडववन में अग्नि धधकने लगी और उसकी ऊंची ऊंची लपटे आकाश तक पहुंच गई।खांडववन को अग्नि 15 दिन तक जलाती रही।इस अग्निकाण्ड में केवल छह प्राणी ही बच पाते हैं।अश्‍वसेन सर्प, मयदानव(मयासुर)और चार शार्ड्ग पक्षी। आओ जानते हैं कि अश्वसेन सर्प कौन था।


अश्वसेन तक्षक नाग का पुत्र था। खांडववन जल रहा था तब उसकी माता ने उसे अपने मुंह में निगल लिया और वहां से भाग गई।परंतु असहनीय गर्मी के कारण वह बच न सकी। लेकिन अपनी जान दे कर भी वह नागिन अपने मुंह में छुपाए अपने बच्चे को जीवन-दान दे गयी।


अश्वसेन की माता तो मार गयी परंतु अश्वसेन बच गया। उसे अपनी माँ की इस प्रकार मृत्यु का बड़ा दुख हुआ और वो प्रतिशोध की अग्नि में जलने लगा।तत्पश्चात उसका एक ही लक्ष्य था की जिस अर्जुन ने खांडव वन में आग लगाकर उसकी माता के प्राण लिए, वह किस प्रकार उसके प्राण ले।
Master list of how to SCRAPE any category of leads.

Ecommerce, local biz, B2B, LinkedIn searches, info product sellers, enterprise, ANYTHING.

Likes / Retweets appreciated.

THREAD


1/ Ecommerce Stores

Use
https://t.co/McZHDIlDFn

Further filter based on apps installed.

Selling email marketing?

Shopify + Klaviyo

Instantly unlock direct email addresses of decision makers WITH LinkedIn profiles.

Emails are already verified, no need to do it yourself.


2/ Local Biz

Use https://t.co/B53qu5yEIy

"Find B2C local businesses"

Specify country, state, city, sort by ratings.

Instantly unlocks generic email addresses.


But wait

You need direct owner emails.

Take the list of domains, and plug them into Klean Leads "Find B2B contacts"

CEO
CMO
Founder
Owner
etc.

It will process and spit out *direct* email addresses of the titles you specify.


3/ LinkedIn Searches

Let's scrape marketing agencies.

Go to LinkedIn and type in "marketing agency" (just an example)

Click "all filters"

Connections: 2nd, 3rd

Location: US

Industry: Marketing & Advertising

Titles: owner OR founder OR CEO OR CMO

Ready?

Let's scrape it