KEY
KeyCorp
stock NYSE

BEEN WORKING ON A RULE-BASED TRADING MODEL RECENTLY — CALLING IT THE FIND MY TRADE (FMT) SYSTEM.
THIS IS NOT BASED ON ANY “NEW” CONCEPT. IT’S BUILT BY COMBINING MARKET STRUCTURE, LIQUIDITY BEHAVIOR, AND RETRACEMENT LOGIC — BUT TURNED INTO A CLEAR, EXECUTABLE SYSTEM.
FORWARD TESTING (APRIL – EURUSD)
WIN RATE: \~72%
ACCOUNT: $10,000
RISK: 1% PER TRADE
GROWTH: \~65%
(STILL TESTING — NOT CLAIMING LONG-TERM CONSISTENCY YET)
SYSTEM FEATURES
FMT ZONE (DEFINED ENTRY AREA)
FMT TRADE (CONFIRMED SETUP)
SHIFT CONFIRMATION
HIGHER TF DIRECTIONAL RATING
VOLATILITY ALERTS (SESSION-BASED)
AUTO POSITION SIZING (BASED ON RISK %)
PROP FIRM–FRIENDLY RISK STRUCTURE
KEY FOCUS
IDENTIFY WHERE A TRADE SHOULD FORM
REMOVE GUESSWORK
EXECUTE WITH FIXED RISK
PRIORITIZE TIMING + STRUCTURE

**Security** Don’t share your passwords!
Yam’s Spring Sale!!! Deals n Steals Abound!! 100+oz of under melt silver! Amazing gold finds! Rare proof coinage! CC Morgans!Whale 🐳 Deals Everywhere!
Reddit won’t let me edit a post so I will post a comment and update that with what has sold!!
[All proof](https://imgur.com/a/aPFyDsD)
Kitco ask 7:00 PM on 5/3:
- GOLD: $4615/ozt
- SILVER: $75.92/ozt
**\———— UNDER MELT SILVER!!———/**
**US SILVER UNDER MELT!!**
- [Lot of 15x Morgan Dollars - $825](https://imgur.com/a/oXxyfm8)
- [$11FV 40% Kennedy Halves - $215](https://imgur.com/a/67V03S6) $30 Under Melt!
- [$35FV 90% Kennedy Halves - $1680](https://imgur.com/a/k4xeuDo) $10FV Minimum @ $49x, all at $48x
- [$10.50FV Walking Liberty Halves - $505](https://imgur.com/a/leNbjBj)
- [$13FV Franklin Halves - $635](https://imgur.com/a/KPbTX19)
- [$56.50FV Washington Quarters - $2712](https://imgur.com/a/Jrw1r2x) $10FV Minimum @ $49x, all at $48x
- [$8.60FV Mercury Dimes - $420](https://imgur.com/a/52o5qXe)
- [$11.50FV Rosie Dimes - $559](https://imgur.com/a/aJBsoG5)
- 🐳 BIN ALL FOR FREE REGISTERED SHIPPING!
**CANADIAN SILVER UNDER MELT!**
- [Lot of 8x Silver Canadian Dollars (4.8ozt ASW) - $325](https://imgur.com/a/cuidBpA) $363 Melt!
- [Lot of 5x Slabbed Canadian Silver Dollars (3oz ASW) - $205](https://imgur.com/a/5QwhGx8) Absolute STEAL!
- 🐳 BIN ALL FOR FREE PRIORITY SHIP!! 🐳
**\——THERE’S GOLD (&PLAT!) IN THEM THAR HILLS!!——/**
**PLATINUM!**
- [2.5g Platinum Valcambi Bar in Assay - $165](https://imgur.com/a/b2pp2vo)
**WORLD GOLD**
- [1991 Large Date G50Y 1/2oz Gold Chinese Panda in OMP - $2850](https://imgur.com/a/dTXeReW) Key Date Steal!
- [2009 Proof Gold 1/10oz Krugerrand - $495](https://imgur.com/a/SMlSPvC)
**US GOLD**
- [2023 G$5 1/10oz American Gold Eagle - $495](https://imgur.com/a/6YblDVN)
- [1987 G$10 1/4oz American Gold Eagle ICG MS69 - $1195](https://imgur.com/a/WmxxGVy)
- [2001 G$10 1/4oz American Gold Eagle NGC MS69 - $1695](https://imgur.com/a/hFKBZLk)
- 🐳 BIN ALL FOR $3359 SHIPPED PRIORITY!
**PRE-1933 GOLD EXTRAVAGANZA!!**
- [1901-S $5 Gold Liberty Half Eagle CACG MS65+ - $3839](https://imgur.com/a/8yA66fc) WOW!! MS65+ CAC GOLD!!
- [1912 $5 Gold Indian Half Eagle PCGS MS64 - $2685](https://imgur.com/a/TTRH1VU) MS64 Indian!
- [1912 $5 Gold Indian Half Eagle NGC MS63 - $1685](https://imgur.com/a/RydByGd)
- [1889 $3 Gold Indian Princess PCGS AU Det. - $2979](https://imgur.com/a/uPh7bDT) Tough Date!!
- [1910 $2.50 Gold Indian Quarter Eagle PCGS MS61 - $705](https://imgur.com/a/LKajv9d)
**\——— STUNNERS ONLY!!———/**
**SUPER STUNNERS**
- [1864 Proof Seated Liberty 25C NGC PF65 - $3169](https://imgur.com/a/VUnzfDz) Civil War Proof Quarter!! Mintage of 470!!
- [1928 Oregon Trail 50C CACG MS67+ - $2225](https://imgur.com/a/FTf3cZr)
- [1880/79-CC GSA Morgan Rev of ‘78 CACG MS64 - $1925](https://imgur.com/a/uNNjjyR)
- [1942 Proof Walking Liberty 50C CACG PR68 - $4850](https://imgur.com/a/Tv51Hlj)
- [1921 High Relief Peace Dollar PCGS MS63 - $979](https://imgur.com/a/fKIU3MM)
- [1939 Proof Walker 50C CACG PR66 - $1085](https://imgur.com/a/OWfqNaI)
**TRADE DOLLARS!!**
- [1878-S Trade Dollar ANACS AU58 - $785](https://imgur.com/a/lAZULYZ)
- [1877-S Trade Dollar Chopmarked CACG Unc Details - $695](https://imgur.com/a/LN1pfOB)
- 🐳 BIN BOTH FOR $1469 SHIPPED!
**SEATED LIBERTY DIMES/HALF DIMES!!**
- [1883 Seated Liberty 10C CACG MS64 - $505](https://imgur.com/a/c4H6qWw)
- [1873 Seated Liberty H10C NGC MS62 - $195](https://imgur.com/a/GR9Nf2o)
- [1889 Seated Liberty Dime PCGS MS64 Toner - $425](https://imgur.com/a/XNDPIjS)
- 🐳 BIN ALL FOR $1109 SHIPPED!
**HAWAII DIME!**
- [1883 Hawaii 10C CACG XF45 - $245](https://imgur.com/a/hvbaD5P)
**CHOPMARKED WORLD SILVER!**
- [1884ZS JS Mexico 8 Reales NGC Chopmarked - $159](https://imgur.com/a/m4IHiL1)
- [M8(1875) Japan T$1 Silver Dragon Dollar NGC Chopmarked - $1525](https://imgur.com/a/Hdvi8eU) RARE!
**\—— DEALS N STEALS!!———/**
**US SLABBED SILVER DOLLAR LOT!**
- [Lot of 10x Slabbed Morgan/Peace/ASE - $1075](https://imgur.com/a/v36rwRw) Under GS Bid!
**CHEAP SLABBED MORGANS**
- [1896 Morgan Dollar ICG MS65 - $125](https://imgur.com/a/ULugywZ)
- [1921-S Morgan Dollar NGC MS62 - $90](https://imgur.com/a/AHzy1f7)
- [1888 $1 Morgan CACG MS64 - $125](https://imgur.com/a/CslGs1v)
- [1884-O Morgan NGC MS63 - $80](https://imgur.com/a/YqpEsV2)
- [1879-S Morgan CACG MS62 - $85](https://imgur.com/a/9aXEoTm)
- 🐳 BIN ALL FOR $495 SHIPPED PRIORITY!🐳
**TONERS ON A BUDGET!**
- [1896 Morgan Dollar PCGS MS64 Toner - $109](https://imgur.com/a/RlaslkJ)
- [1878-S Morgan CACG MS63 Bullseye Toner - $195](https://imgur.com/a/QC1YQzv)
- [1884 Morgan CACG MS64 Monster Toner - $169](https://imgur.com/a/cVezzBR)
- [1880-S Morgan CACG MS65 Toner - $269](https://imgur.com/a/T58JHnq)
- [1944-S 50C CACG MS65 Toner - $275](https://imgur.com/a/rqaXMTM)
- [1881-S $1 Morgan CACG MS65 Toner - $269](https://imgur.com/a/8Lt5gZv)
- [1891-S $1 Morgan CACG MS63 - $415](https://imgur.com/a/hDL54ar) GORGEOUS TONER just above GS Bid!!
- [1938 Walking Liberty Half Toner CACG MS65 - $375](https://imgur.com/a/mJtVcYO) Smokin’ Hot!
**\———SEXY SILVER DOLLARS!———/**
**CARSON CITY MORGANS!!**
- [1885-CC $1 GSA Morgan CACG MS64 - $1069](https://imgur.com/a/6vSc9KB)
- [1884-CC $1 Morgan CACG MS62 - $369](https://imgur.com/a/Vh8XtIK)
- [1883-CC $1 Morgan CACG MS65 - $685](https://imgur.com/a/SzsiJuw)
- [1882-CC Morgan PCGS MS64 Toner - $395](https://imgur.com/a/iIQ7wXJ)
- 🐳 BIN ALL FOR $2475 SHIPPED PRIORITY!
**BETTER MORGANS!**
- [1883-S Morgan Dollar PCGS AU55 - $425](https://imgur.com/a/FTieTLm)
- [1881-S Morgan Dollar CACG MS65 - $239](https://imgur.com/a/JOGKauY)
- 🐳 BIN BOTH FOR $659 SHIPPED!
**STUNNER MS66 CAC MORGAN**
- [1881-S Morgan Dollar PCGS MS66 CAC - $395](https://imgur.com/a/9AdIm6Z) MS66 CAC Morgan Just Above GS Bid!
**SEXY PEACE DOLLARS!**
- [1926-D Peace Dollar PCGS MS64 - $475](https://imgur.com/a/rQp1sVn) Way under recent comps!!
- [1926 Peace Dollar CACG MS64 - $369](https://imgur.com/a/N1A8pSA)
- 🐳 BIN ALL FOR $839 SHIPPED!
**SLABBED SILVER EAGLES**
- [2025 ASE CACG MS69 - $99](https://imgur.com/a/qjVRdib)
- [(10x) 1991 American Silver Eagle PCGS MS69 - $85ea](https://imgur.com/a/Hv2u7kT)
- 🐳 BIN ALL FOR $935 SHIPPED PRIORITY!🐳
**\——— SLABBED WORLD SILVER!!———/**
**SLABBED SOUTH AFRICAN SILVER!!**
- [2024 Proof 2oz Krugerrand NGC PF70 Ultra Cameo FDOI - $235](https://imgur.com/a/SDOU61D)
**SLABBED CANADIAN SILVER!!**
- [Key Date 1997 Canadian 1oz Maple NGC MS69 - $215](https://imgur.com/a/lIDvnmD) **KEY DATE MAPLE!!**
**SLABBED MEXICAN SILVER!**
- [(2x) 2025M Spain S10E First American Dollar NGC PF70 Ultra Cameo - $159ea](https://imgur.com/a/iJpF1gJ)
- 🐳 BIN BOTH FOR $309 SHIPPED!🐳
**SLABBED RUSSIAN SILVER!**
- [1897 Russian Rouble PCGS VG08 Bit-41 - $95](https://imgur.com/a/sthfLha)
- [1897 Russian 50 Kopeks Toner ICG F12 Y#58.1 w/Star - $59](https://imgur.com/a/ILBmjXF)
- [1980 Soviet Russia Proof 5 Rouble Gymnastics PCGS PR64DCAM - $69](https://imgur.com/a/WidNyNg)
- 🐳 BIN ALL FOR $205 SHIPPED!🐳
**\——— BETTER TYPE COINS!!———/***
**AWESOME COMMEMS!!**
- [1936-S Boone 50C NGC MS67 - $769](https://imgur.com/a/HcUN5L2)
- [1936 Wisconsin 50C NGC MS67 - $535](https://imgur.com/a/sRpFOCT)
- [1936 Texas 50C CACG MS66 - $369](https://imgur.com/a/vyUMelX)
- [1936 Wisconsin 50C CACG MS65 - $249](https://imgur.com/a/ELyczCe)
- [1936-D Rhode Island 50C CACG MS66 - $269](https://imgur.com/a/vhieCJg)
- [1936 Elgin 50C CACG MS66 - $295](https://imgur.com/a/biZKWle)
- [1936 Bridgeport 50C CACG MS66 - $405](https://imgur.com/a/hLRf6ck)
- 🐳 BIN ALL FOR $2825 SHIPPED PRIORITY!
**STUNNER HALVES**
- [1936 Walking Liberty Half Dollar PCGS MS65 OGH - $239](https://imgur.com/a/1CzTFTK)
- [1951-S Franklin Half NGC MS65 Old Holder - $59](https://imgur.com/a/KNDbIvt)
**AWESOME DIMES!!**
- [1934 Mercury Dime CACG MS66FB - $295](https://imgur.com/a/bAeJDJT)
**AWESOME RAW TYPE COINS**
- [1810 Capped Bust Half Dollar VF - $229](https://imgur.com/a/Nz0m5pE)
- [1877-S Trade Dollar - $229](https://imgur.com/a/dA71uvP)
- 🐳 BIN BOTH FOR $449 SHIPPED!🐳
The Fine Print:
**Shipping** $6 GA/$10 PRIORITY (> 5oz). Ins/Sig at cost. Check my reviews, I take pride in my packaging! Ship w/in 3 biz days & liability ends when I hand the package to the postal clerk.
**Payment** Zelle **STRONGLY** Preferred then Postal MO, then PPFF, then CashApp. Venmo up to me, it doesn’t like me very much. 
**Disclaimer** I do my best to describe and photograph the items listed accurately, but mistakes do happen - please ask for additional photos if you like and do your own research! Any Raw grades are best estimates. I reserve the right to correct the listing if an error was made on my part.

\[WTS\] Account is 2FA secured. Can ship first to high flair verified members. The asking price is at the beginning of each item. Always open to offers. Can meet in person at my work in West St. Louis County. I can send more verification details. Can work with a middleman. Anything agreed to today will be sent out Monday, 5/4, before 10am CST.
Proof - [https://imgur.com/a/GLnPlb2](https://imgur.com/a/GLnPlb2)
Can send more photos.
Silver lot - 103 coins
**^(- $125 - 5 walker halves -)** [**^(https://imgur.com/a/OWG2Au5)**](https://imgur.com/a/OWG2Au5)
**^(- $265 - 10 Franklin halves -)** [**^(https://imgur.com/a/68F2zQr)**](https://imgur.com/a/68F2zQr)
**^(- $325 - 62 Roosevelt dimes -)** [**^(https://imgur.com/a/VpWpNZd)**](https://imgur.com/a/VpWpNZd)
**^(- $8 - 2 War nickels -)** [**^(https://imgur.com/a/NT8o8I6)**](https://imgur.com/a/NT8o8I6)
**^(- $125 - 10 Washington quarters -)** [**^(https://imgur.com/a/a6Dy1gC)**](https://imgur.com/a/a6Dy1gC)
**^(- $60 - 6 Kennedy Half dollars 40% silver -)** [**^(https://imgur.com/a/IZNJ9D2)**](https://imgur.com/a/IZNJ9D2)
**^(- $165 - 3 Peace dollars -)** [**^(https://imgur.com/a/t6jX1wW)**](https://imgur.com/a/t6jX1wW)
**^(- $275 - 5 Morgan silvers -)** [**^(https://imgur.com/a/QFCP7no)**](https://imgur.com/a/QFCP7no)
**^(= 103 Total Coins)**
[https://coinvalues.com/silver](https://coinvalues.com/silver)
\---------------------------------------------
**-** ***$2100 shipped*** **- 2019-S Enhanced Reverse Proof Silver Eagle PR-70 PCGS with COA #01989 OGP - KEY DATE** **- PCGS is $2450 - PCGS photos** [**https://imgur.com/a/R3YqPtz**](https://imgur.com/a/R3YqPtz)
**- $445 shipped ConUS - 5 ounce Silver 2018 America The Beautiful Apostle Islands** [**https://imgur.com/a/aBXKZ9x**](https://imgur.com/a/aBXKZ9x)
**- $35 - George Washington half-dollar silver coin 250th anniversary - .4019 troy oz silver - Denver Mint -**[**https://imgur.com/a/mHft303**](https://imgur.com/a/mHft303)
**- $110 - 2025 Peace Dollar Philadelphia** [**https://imgur.com/a/h4yTFdd**](https://imgur.com/a/h4yTFdd)
**- $90 - 2024 Peace Dollar Philadelphia**
**- $45 - 1963 Franklin Half dollar Proof - PF67 NGC slab -**[**https://imgur.com/a/0D4uTQW**](https://imgur.com/a/0D4uTQW)
**- $60 - 1963 Franklin Half dollar - PCGS Gold Shield MS63 toning -** [**https://imgur.com/a/VsTkY9S**](https://imgur.com/a/VsTkY9S)
**- $50 - 1991 S Mount Rushmore - NGC PF69 Ultra Cameo -** [**https://imgur.com/a/Cn5Lytz**](https://imgur.com/a/Cn5Lytz)
**- $75 - 17 Eisenhower dollars - 8 - 1971 D var 2. 1 - 1972 D. 2 - 1974 P. 1 1976 D bicen Var 1. 1 - 1976 P Var 2. 1 - 1977 P. 1 - 1978 D. 2 - Brown box 1971 S proofs. = $75 for all shipped. -** [**https://imgur.com/a/XPmHa08**](https://imgur.com/a/XPmHa08)
**-** ***$85*** **- 1879 P Morgan Silver Dollar PCGS Gold Shield XF Detail cleaned Philadelphia - PCGS photos** [**https://imgur.com/a/Lhrht4Q**](https://imgur.com/a/Lhrht4Q)
**- $80 - 1898 Morgan Silver Dollar P Philadelphia NGC AU 53 -** [**https://imgur.com/a/2ojTgVw**](https://imgur.com/a/2ojTgVw)
**- $155 - 1944 Walking Liberty Half Dollar Denver PCGS MS65 50c 90% Silver -** [**https://imgur.com/a/Ekliejz**](https://imgur.com/a/Ekliejz)
**- $135 - 1 ounce Silver - 2012 China Medal Panda NGC PF69 Ultra Cameo World Fair Of Money -** [**https://imgur.com/a/gI9z7F6**](https://imgur.com/a/gI9z7F6)
**- $75 - 1921 S Morgan Silver Dollar San Francisco AU details NGC slab -** [**https://imgur.com/a/mBNszvQ**](https://imgur.com/a/mBNszvQ)
**- $75 - 1882 Morgan Silver O New Orleans NGC XF45 -** [**https://imgur.com/a/ZqsBsLQ**](https://imgur.com/a/ZqsBsLQ)
**- $90 - 1889 O Morgan Silver New Orleans PCGS VF detail altered surface -** [**https://imgur.com/a/i6hjleh**](https://imgur.com/a/i6hjleh)
I can accept Venmo and PayPal FF with no comments/notes.
Comment chat, then send me a message. 
Shipping will be through USPS to ConUS. Ground Advantage adds $7. In a padded envelope (besides the 2019 Eagle. Sent in a box).
Once I hand the package over to USPS, I am no longer responsible for it, but I will help in any way I can if there is an issue.

LOL, if you’re looking at what Buffett does instead of having to think for yourself, idk what to tell you, just put it in an index fund and be done with it. 
For those who want to outperform though, I’ve literally been pounding the table on regional banks during the crisis despite the screeching of Reddit dumbs. Ive got so many stocks that doubled or more up since then. KEY, ZION, C, WAL, ISTR, FISI, CNOB, INBK, SCHW. Easiest macro trade ever only underperforming select semis due to AI coming from nowhere.
Buffett is a has-been. The fact that insiders were literally buying up most of the regional banks except the 3 that failed, tells you something. In fact this is a good reason why retail investors fail, they don’t know anything about anything so all they can do is follow some has-beens. 
That everyone fleeing from regional banks? That “CRE” crisis? Nowhere to be found, as I have always predicted. CRE was and still is literally a non-issue except for some random offices. I love the finance media though, without the fear-mongering there wouldn’t have been a discount.

PF: https://imgur.com/a/lb2D7kW
----
**I provide insurance and/or signature confirmation at your request and cost. I am responsible for getting your package scanned by USPS; once it has been scanned you are liable for the package.** You will need to confirm this in chat full T/C at bottom.
----
**Libertad** https://imgur.com/a/TSXkjfB
Open to offers
2016 Kilo Libertad in Capsule - Looks Flawless - $3495
**World Silver** https://imgur.com/a/TTt04Dl
1927 Memento Dollar - PCGS AU55 - $195
1786 Brunswick Wolfen Buttel - semi nude giant - 2MG NGC AU50 - $115
1911 Yunnan Dragon 50c PCGS XF45 - $105
1911 Yunnan Dragon 50c PCGS AU53 - $120
1901 Lucern Silver Swiss Shooting Medal - 38grams - $250
**US 90%** https://imgur.com/a/NqSROHJ
3 x Kennedy DDOs (minor) - $105
5 x barber quarters -under spot - $40
BU Toned Morgan - $69
**US GOLD** https://imgur.com/a/80mZhuZ
~~1914 $2.50 Indian PCGS AU50 - $635~~
1852 $2.50 Liberty VF details ex jewelry $585
1910 S $10 NGC MS62 - KEY DATE - $3325
**Platinum** https://imgur.com/a/x44WW2u
~~1 Grain Platinum - $6~~
~~100 Gram silver Gieger - $365~~
1/20 Platinum PROOF 2001 Australia Koala - $160
~~1/10 Platinum Eagle PCGS 69 1998 - $279~~
────────
END OF POST
Payment
New users generally must use Zelle and may not be permitted to purchase expensive items.
I accept Zelle, CashApp, Venmo FF, and PPFF. Venmo GS is NOT accepted. For certain items I reserve the right to only accept zelle and a minimum # of transactions.
I no longer accept crypto under any circumstance.
SHIPPING
I will not ship outside the US
Please read the following carefully it contains important information about shipping and insuring your purchase. Shipping starts at $12 for a small flat rate box. If you would like an item shipped via ground advantage in a padded mailer, you must ask for this option and shipping ranges from $6-8 for packages up to 1 pound. Mailers are less secure than boxes. Insurance is available for all purchases. I am generally unable to have packages scanned by clerks. I scan all my packages at the kiosk and then drop them in the bin; both of my insurers cover packages that are shipped this way, and I have shipped thousands of packages this way without issue. The kiosk provides a receipt, and the package is usually scanned by the PO later the same day. For insured shipments and expensive shipments my insurance requires that I label with my own address on the inner package and so unless you select for it to be uninsured, I cannot put a 2nd shipping label on the inner package. Unless explicitly agreed otherwise I am not liable for a package lost by USPS that you agree to have 1) sent in a padded mailer and/or 2) scanned via kiosk, and/or 3) decline full insurance coverage. Please acknowledge that you agree to these terms.
Signature is $4, but it is included if insurance is purchased.
Insurance
I provide insurance and/or signature confirmation at your request and cost. I am responsible for getting your package scanned by USPS; once it has been scanned you are liable for the package. This allows me to offer the lowest prices possible. Insurance costs: $10 for first $500 of coverage or any portion thereof. .50 cents per additional hundred. If it is lost in route I will do everything I can to help you recover it and file insurance claims if applicable, but I will not provide a replacement or a refund if insurance has not been purchased. Insurance purchased relies on the insurer paying out. Most Insurance coverage is through Hugh Wood and shipandinsure. Any purchase made is subject to these terms.
Insurance does not generally cover porch pirates, if you do not have a secure delivery location please ask for signature confirmation.
Note: NO NOTES WITH PPFF - if a note is sent I will issue a refund

Hi r/algotrading!
I've been building NSE trading automation systems and wanted to share some technical insights that might be useful for anyone looking to automate their strategies.
🚀 WHAT'S POSSIBLE WITH NSE TRADING AUTOMATION:
If you have a trading strategy, here are the technical approaches to automate it:
Strategy Backtesting
• Using NSE Bhavcopy data (historical daily prices)
• Backtesting frameworks (Backtrader, VectorBT, custom engines)
• Walk-forward analysis for robustness
• Performance metrics: Sharpe, Drawdown, Win Rate
TradingView Integration
• How to use webhooks for real-time alerts
• Converting Pine Script signals to executable trades
• Connecting to broker APIs
• Latency considerations for live trading
NSE Trading Bots
• Direct API integration (Zerodha, Shoonya, 5Paisa)
• Order placement & execution
• Real-time position management
• Risk management automation
Data Pipeline
• Bhavcopy data processing
• Daily/intraday data management
• Third-party ticker APIs
• Building reliable data infrastructure
Dashboard & Monitoring
• Real-time P&L tracking
• Position monitoring systems
• Trade analytics & reporting
📊 TECHNICAL STACK:
Python (Pandas, NumPy, Backtrader), REST APIs, Databases, Real-time systems
🎓 KEY INSIGHTS:
1. Strategy backtesting is essential before live trading
2. Paper trading validation is critical
3. Risk management > Returns
4. Latency matters in automated trading
5. Data quality determines backtest reliability
🔧 INTEGRATIONS THAT WORK:
• NSE data sources
• TradingView webhooks
• Major Indian brokers (Zerodha, Shoonya, 5Paisa)
• Third-party data APIs
If anyone has built similar systems or wants to discuss technical approaches to strategy automation, happy to chat!
What approaches are you using for strategy automation?

KEY LEVELS TO WATCH FOR POPULAR STOCKS

BEEN WORKING ON A RULE-BASED TRADING MODEL RECENTLY — CALLING IT THE FIND MY TRADE (FMT) SYSTEM.
THIS IS NOT BASED ON ANY “NEW” CONCEPT. IT’S BUILT BY COMBINING MARKET STRUCTURE, LIQUIDITY BEHAVIOR, AND RETRACEMENT LOGIC — BUT TURNED INTO A CLEAR, EXECUTABLE SYSTEM.
FORWARD TESTING (APRIL – EURUSD)
WIN RATE: \~72%
ACCOUNT: $10,000
RISK: 1% PER TRADE
GROWTH: \~65%
(STILL TESTING — NOT CLAIMING LONG-TERM CONSISTENCY YET)
SYSTEM FEATURES
FMT ZONE (DEFINED ENTRY AREA)
FMT TRADE (CONFIRMED SETUP)
SHIFT CONFIRMATION
HIGHER TF DIRECTIONAL RATING
VOLATILITY ALERTS (SESSION-BASED)
AUTO POSITION SIZING (BASED ON RISK %)
PROP FIRM–FRIENDLY RISK STRUCTURE
KEY FOCUS
IDENTIFY WHERE A TRADE SHOULD FORM
REMOVE GUESSWORK
EXECUTE WITH FIXED RISK
PRIORITIZE TIMING + STRUCTURE

**Security** Don’t share your passwords!
Yam’s Spring Sale!!! Deals n Steals Abound!! 100+oz of under melt silver! Amazing gold finds! Rare proof coinage! CC Morgans!Whale 🐳 Deals Everywhere!
Reddit won’t let me edit a post so I will post a comment and update that with what has sold!!
[All proof](https://imgur.com/a/aPFyDsD)
Kitco ask 7:00 PM on 5/3:
- GOLD: $4615/ozt
- SILVER: $75.92/ozt
**\———— UNDER MELT SILVER!!———/**
**US SILVER UNDER MELT!!**
- [Lot of 15x Morgan Dollars - $825](https://imgur.com/a/oXxyfm8)
- [$11FV 40% Kennedy Halves - $215](https://imgur.com/a/67V03S6) $30 Under Melt!
- [$35FV 90% Kennedy Halves - $1680](https://imgur.com/a/k4xeuDo) $10FV Minimum @ $49x, all at $48x
- [$10.50FV Walking Liberty Halves - $505](https://imgur.com/a/leNbjBj)
- [$13FV Franklin Halves - $635](https://imgur.com/a/KPbTX19)
- [$56.50FV Washington Quarters - $2712](https://imgur.com/a/Jrw1r2x) $10FV Minimum @ $49x, all at $48x
- [$8.60FV Mercury Dimes - $420](https://imgur.com/a/52o5qXe)
- [$11.50FV Rosie Dimes - $559](https://imgur.com/a/aJBsoG5)
- 🐳 BIN ALL FOR FREE REGISTERED SHIPPING!
**CANADIAN SILVER UNDER MELT!**
- [Lot of 8x Silver Canadian Dollars (4.8ozt ASW) - $325](https://imgur.com/a/cuidBpA) $363 Melt!
- [Lot of 5x Slabbed Canadian Silver Dollars (3oz ASW) - $205](https://imgur.com/a/5QwhGx8) Absolute STEAL!
- 🐳 BIN ALL FOR FREE PRIORITY SHIP!! 🐳
**\——THERE’S GOLD (&PLAT!) IN THEM THAR HILLS!!——/**
**PLATINUM!**
- [2.5g Platinum Valcambi Bar in Assay - $165](https://imgur.com/a/b2pp2vo)
**WORLD GOLD**
- [1991 Large Date G50Y 1/2oz Gold Chinese Panda in OMP - $2850](https://imgur.com/a/dTXeReW) Key Date Steal!
- [2009 Proof Gold 1/10oz Krugerrand - $495](https://imgur.com/a/SMlSPvC)
**US GOLD**
- [2023 G$5 1/10oz American Gold Eagle - $495](https://imgur.com/a/6YblDVN)
- [1987 G$10 1/4oz American Gold Eagle ICG MS69 - $1195](https://imgur.com/a/WmxxGVy)
- [2001 G$10 1/4oz American Gold Eagle NGC MS69 - $1695](https://imgur.com/a/hFKBZLk)
- 🐳 BIN ALL FOR $3359 SHIPPED PRIORITY!
**PRE-1933 GOLD EXTRAVAGANZA!!**
- [1901-S $5 Gold Liberty Half Eagle CACG MS65+ - $3839](https://imgur.com/a/8yA66fc) WOW!! MS65+ CAC GOLD!!
- [1912 $5 Gold Indian Half Eagle PCGS MS64 - $2685](https://imgur.com/a/TTRH1VU) MS64 Indian!
- [1912 $5 Gold Indian Half Eagle NGC MS63 - $1685](https://imgur.com/a/RydByGd)
- [1889 $3 Gold Indian Princess PCGS AU Det. - $2979](https://imgur.com/a/uPh7bDT) Tough Date!!
- [1910 $2.50 Gold Indian Quarter Eagle PCGS MS61 - $705](https://imgur.com/a/LKajv9d)
**\——— STUNNERS ONLY!!———/**
**SUPER STUNNERS**
- [1864 Proof Seated Liberty 25C NGC PF65 - $3169](https://imgur.com/a/VUnzfDz) Civil War Proof Quarter!! Mintage of 470!!
- [1928 Oregon Trail 50C CACG MS67+ - $2225](https://imgur.com/a/FTf3cZr)
- [1880/79-CC GSA Morgan Rev of ‘78 CACG MS64 - $1925](https://imgur.com/a/uNNjjyR)
- [1942 Proof Walking Liberty 50C CACG PR68 - $4850](https://imgur.com/a/Tv51Hlj)
- [1921 High Relief Peace Dollar PCGS MS63 - $979](https://imgur.com/a/fKIU3MM)
- [1939 Proof Walker 50C CACG PR66 - $1085](https://imgur.com/a/OWfqNaI)
**TRADE DOLLARS!!**
- [1878-S Trade Dollar ANACS AU58 - $785](https://imgur.com/a/lAZULYZ)
- [1877-S Trade Dollar Chopmarked CACG Unc Details - $695](https://imgur.com/a/LN1pfOB)
- 🐳 BIN BOTH FOR $1469 SHIPPED!
**SEATED LIBERTY DIMES/HALF DIMES!!**
- [1883 Seated Liberty 10C CACG MS64 - $505](https://imgur.com/a/c4H6qWw)
- [1873 Seated Liberty H10C NGC MS62 - $195](https://imgur.com/a/GR9Nf2o)
- [1889 Seated Liberty Dime PCGS MS64 Toner - $425](https://imgur.com/a/XNDPIjS)
- 🐳 BIN ALL FOR $1109 SHIPPED!
**HAWAII DIME!**
- [1883 Hawaii 10C CACG XF45 - $245](https://imgur.com/a/hvbaD5P)
**CHOPMARKED WORLD SILVER!**
- [1884ZS JS Mexico 8 Reales NGC Chopmarked - $159](https://imgur.com/a/m4IHiL1)
- [M8(1875) Japan T$1 Silver Dragon Dollar NGC Chopmarked - $1525](https://imgur.com/a/Hdvi8eU) RARE!
**\—— DEALS N STEALS!!———/**
**US SLABBED SILVER DOLLAR LOT!**
- [Lot of 10x Slabbed Morgan/Peace/ASE - $1075](https://imgur.com/a/v36rwRw) Under GS Bid!
**CHEAP SLABBED MORGANS**
- [1896 Morgan Dollar ICG MS65 - $125](https://imgur.com/a/ULugywZ)
- [1921-S Morgan Dollar NGC MS62 - $90](https://imgur.com/a/AHzy1f7)
- [1888 $1 Morgan CACG MS64 - $125](https://imgur.com/a/CslGs1v)
- [1884-O Morgan NGC MS63 - $80](https://imgur.com/a/YqpEsV2)
- [1879-S Morgan CACG MS62 - $85](https://imgur.com/a/9aXEoTm)
- 🐳 BIN ALL FOR $495 SHIPPED PRIORITY!🐳
**TONERS ON A BUDGET!**
- [1896 Morgan Dollar PCGS MS64 Toner - $109](https://imgur.com/a/RlaslkJ)
- [1878-S Morgan CACG MS63 Bullseye Toner - $195](https://imgur.com/a/QC1YQzv)
- [1884 Morgan CACG MS64 Monster Toner - $169](https://imgur.com/a/cVezzBR)
- [1880-S Morgan CACG MS65 Toner - $269](https://imgur.com/a/T58JHnq)
- [1944-S 50C CACG MS65 Toner - $275](https://imgur.com/a/rqaXMTM)
- [1881-S $1 Morgan CACG MS65 Toner - $269](https://imgur.com/a/8Lt5gZv)
- [1891-S $1 Morgan CACG MS63 - $415](https://imgur.com/a/hDL54ar) GORGEOUS TONER just above GS Bid!!
- [1938 Walking Liberty Half Toner CACG MS65 - $375](https://imgur.com/a/mJtVcYO) Smokin’ Hot!
**\———SEXY SILVER DOLLARS!———/**
**CARSON CITY MORGANS!!**
- [1885-CC $1 GSA Morgan CACG MS64 - $1069](https://imgur.com/a/6vSc9KB)
- [1884-CC $1 Morgan CACG MS62 - $369](https://imgur.com/a/Vh8XtIK)
- [1883-CC $1 Morgan CACG MS65 - $685](https://imgur.com/a/SzsiJuw)
- [1882-CC Morgan PCGS MS64 Toner - $395](https://imgur.com/a/iIQ7wXJ)
- 🐳 BIN ALL FOR $2475 SHIPPED PRIORITY!
**BETTER MORGANS!**
- [1883-S Morgan Dollar PCGS AU55 - $425](https://imgur.com/a/FTieTLm)
- [1881-S Morgan Dollar CACG MS65 - $239](https://imgur.com/a/JOGKauY)
- 🐳 BIN BOTH FOR $659 SHIPPED!
**STUNNER MS66 CAC MORGAN**
- [1881-S Morgan Dollar PCGS MS66 CAC - $395](https://imgur.com/a/9AdIm6Z) MS66 CAC Morgan Just Above GS Bid!
**SEXY PEACE DOLLARS!**
- [1926-D Peace Dollar PCGS MS64 - $475](https://imgur.com/a/rQp1sVn) Way under recent comps!!
- [1926 Peace Dollar CACG MS64 - $369](https://imgur.com/a/N1A8pSA)
- 🐳 BIN ALL FOR $839 SHIPPED!
**SLABBED SILVER EAGLES**
- [2025 ASE CACG MS69 - $99](https://imgur.com/a/qjVRdib)
- [(10x) 1991 American Silver Eagle PCGS MS69 - $85ea](https://imgur.com/a/Hv2u7kT)
- 🐳 BIN ALL FOR $935 SHIPPED PRIORITY!🐳
**\——— SLABBED WORLD SILVER!!———/**
**SLABBED SOUTH AFRICAN SILVER!!**
- [2024 Proof 2oz Krugerrand NGC PF70 Ultra Cameo FDOI - $235](https://imgur.com/a/SDOU61D)
**SLABBED CANADIAN SILVER!!**
- [Key Date 1997 Canadian 1oz Maple NGC MS69 - $215](https://imgur.com/a/lIDvnmD) **KEY DATE MAPLE!!**
**SLABBED MEXICAN SILVER!**
- [(2x) 2025M Spain S10E First American Dollar NGC PF70 Ultra Cameo - $159ea](https://imgur.com/a/iJpF1gJ)
- 🐳 BIN BOTH FOR $309 SHIPPED!🐳
**SLABBED RUSSIAN SILVER!**
- [1897 Russian Rouble PCGS VG08 Bit-41 - $95](https://imgur.com/a/sthfLha)
- [1897 Russian 50 Kopeks Toner ICG F12 Y#58.1 w/Star - $59](https://imgur.com/a/ILBmjXF)
- [1980 Soviet Russia Proof 5 Rouble Gymnastics PCGS PR64DCAM - $69](https://imgur.com/a/WidNyNg)
- 🐳 BIN ALL FOR $205 SHIPPED!🐳
**\——— BETTER TYPE COINS!!———/***
**AWESOME COMMEMS!!**
- [1936-S Boone 50C NGC MS67 - $769](https://imgur.com/a/HcUN5L2)
- [1936 Wisconsin 50C NGC MS67 - $535](https://imgur.com/a/sRpFOCT)
- [1936 Texas 50C CACG MS66 - $369](https://imgur.com/a/vyUMelX)
- [1936 Wisconsin 50C CACG MS65 - $249](https://imgur.com/a/ELyczCe)
- [1936-D Rhode Island 50C CACG MS66 - $269](https://imgur.com/a/vhieCJg)
- [1936 Elgin 50C CACG MS66 - $295](https://imgur.com/a/biZKWle)
- [1936 Bridgeport 50C CACG MS66 - $405](https://imgur.com/a/hLRf6ck)
- 🐳 BIN ALL FOR $2825 SHIPPED PRIORITY!
**STUNNER HALVES**
- [1936 Walking Liberty Half Dollar PCGS MS65 OGH - $239](https://imgur.com/a/1CzTFTK)
- [1951-S Franklin Half NGC MS65 Old Holder - $59](https://imgur.com/a/KNDbIvt)
**AWESOME DIMES!!**
- [1934 Mercury Dime CACG MS66FB - $295](https://imgur.com/a/bAeJDJT)
**AWESOME RAW TYPE COINS**
- [1810 Capped Bust Half Dollar VF - $229](https://imgur.com/a/Nz0m5pE)
- [1877-S Trade Dollar - $229](https://imgur.com/a/dA71uvP)
- 🐳 BIN BOTH FOR $449 SHIPPED!🐳
The Fine Print:
**Shipping** $6 GA/$10 PRIORITY (> 5oz). Ins/Sig at cost. Check my reviews, I take pride in my packaging! Ship w/in 3 biz days & liability ends when I hand the package to the postal clerk.
**Payment** Zelle **STRONGLY** Preferred then Postal MO, then PPFF, then CashApp. Venmo up to me, it doesn’t like me very much. 
**Disclaimer** I do my best to describe and photograph the items listed accurately, but mistakes do happen - please ask for additional photos if you like and do your own research! Any Raw grades are best estimates. I reserve the right to correct the listing if an error was made on my part.

\[WTS\] Account is 2FA secured. Can ship first to high flair verified members. The asking price is at the beginning of each item. Always open to offers. Can meet in person at my work in West St. Louis County. I can send more verification details. Can work with a middleman. Anything agreed to today will be sent out Monday, 5/4, before 10am CST.
Proof - [https://imgur.com/a/GLnPlb2](https://imgur.com/a/GLnPlb2)
Can send more photos.
Silver lot - 103 coins
**^(- $125 - 5 walker halves -)** [**^(https://imgur.com/a/OWG2Au5)**](https://imgur.com/a/OWG2Au5)
**^(- $265 - 10 Franklin halves -)** [**^(https://imgur.com/a/68F2zQr)**](https://imgur.com/a/68F2zQr)
**^(- $325 - 62 Roosevelt dimes -)** [**^(https://imgur.com/a/VpWpNZd)**](https://imgur.com/a/VpWpNZd)
**^(- $8 - 2 War nickels -)** [**^(https://imgur.com/a/NT8o8I6)**](https://imgur.com/a/NT8o8I6)
**^(- $125 - 10 Washington quarters -)** [**^(https://imgur.com/a/a6Dy1gC)**](https://imgur.com/a/a6Dy1gC)
**^(- $60 - 6 Kennedy Half dollars 40% silver -)** [**^(https://imgur.com/a/IZNJ9D2)**](https://imgur.com/a/IZNJ9D2)
**^(- $165 - 3 Peace dollars -)** [**^(https://imgur.com/a/t6jX1wW)**](https://imgur.com/a/t6jX1wW)
**^(- $275 - 5 Morgan silvers -)** [**^(https://imgur.com/a/QFCP7no)**](https://imgur.com/a/QFCP7no)
**^(= 103 Total Coins)**
[https://coinvalues.com/silver](https://coinvalues.com/silver)
\---------------------------------------------
**-** ***$2100 shipped*** **- 2019-S Enhanced Reverse Proof Silver Eagle PR-70 PCGS with COA #01989 OGP - KEY DATE** **- PCGS is $2450 - PCGS photos** [**https://imgur.com/a/R3YqPtz**](https://imgur.com/a/R3YqPtz)
**- $445 shipped ConUS - 5 ounce Silver 2018 America The Beautiful Apostle Islands** [**https://imgur.com/a/aBXKZ9x**](https://imgur.com/a/aBXKZ9x)
**- $35 - George Washington half-dollar silver coin 250th anniversary - .4019 troy oz silver - Denver Mint -**[**https://imgur.com/a/mHft303**](https://imgur.com/a/mHft303)
**- $110 - 2025 Peace Dollar Philadelphia** [**https://imgur.com/a/h4yTFdd**](https://imgur.com/a/h4yTFdd)
**- $90 - 2024 Peace Dollar Philadelphia**
**- $45 - 1963 Franklin Half dollar Proof - PF67 NGC slab -**[**https://imgur.com/a/0D4uTQW**](https://imgur.com/a/0D4uTQW)
**- $60 - 1963 Franklin Half dollar - PCGS Gold Shield MS63 toning -** [**https://imgur.com/a/VsTkY9S**](https://imgur.com/a/VsTkY9S)
**- $50 - 1991 S Mount Rushmore - NGC PF69 Ultra Cameo -** [**https://imgur.com/a/Cn5Lytz**](https://imgur.com/a/Cn5Lytz)
**- $75 - 17 Eisenhower dollars - 8 - 1971 D var 2. 1 - 1972 D. 2 - 1974 P. 1 1976 D bicen Var 1. 1 - 1976 P Var 2. 1 - 1977 P. 1 - 1978 D. 2 - Brown box 1971 S proofs. = $75 for all shipped. -** [**https://imgur.com/a/XPmHa08**](https://imgur.com/a/XPmHa08)
**-** ***$85*** **- 1879 P Morgan Silver Dollar PCGS Gold Shield XF Detail cleaned Philadelphia - PCGS photos** [**https://imgur.com/a/Lhrht4Q**](https://imgur.com/a/Lhrht4Q)
**- $80 - 1898 Morgan Silver Dollar P Philadelphia NGC AU 53 -** [**https://imgur.com/a/2ojTgVw**](https://imgur.com/a/2ojTgVw)
**- $155 - 1944 Walking Liberty Half Dollar Denver PCGS MS65 50c 90% Silver -** [**https://imgur.com/a/Ekliejz**](https://imgur.com/a/Ekliejz)
**- $135 - 1 ounce Silver - 2012 China Medal Panda NGC PF69 Ultra Cameo World Fair Of Money -** [**https://imgur.com/a/gI9z7F6**](https://imgur.com/a/gI9z7F6)
**- $75 - 1921 S Morgan Silver Dollar San Francisco AU details NGC slab -** [**https://imgur.com/a/mBNszvQ**](https://imgur.com/a/mBNszvQ)
**- $75 - 1882 Morgan Silver O New Orleans NGC XF45 -** [**https://imgur.com/a/ZqsBsLQ**](https://imgur.com/a/ZqsBsLQ)
**- $90 - 1889 O Morgan Silver New Orleans PCGS VF detail altered surface -** [**https://imgur.com/a/i6hjleh**](https://imgur.com/a/i6hjleh)
I can accept Venmo and PayPal FF with no comments/notes.
Comment chat, then send me a message. 
Shipping will be through USPS to ConUS. Ground Advantage adds $7. In a padded envelope (besides the 2019 Eagle. Sent in a box).
Once I hand the package over to USPS, I am no longer responsible for it, but I will help in any way I can if there is an issue.

LOL, if you’re looking at what Buffett does instead of having to think for yourself, idk what to tell you, just put it in an index fund and be done with it. 
For those who want to outperform though, I’ve literally been pounding the table on regional banks during the crisis despite the screeching of Reddit dumbs. Ive got so many stocks that doubled or more up since then. KEY, ZION, C, WAL, ISTR, FISI, CNOB, INBK, SCHW. Easiest macro trade ever only underperforming select semis due to AI coming from nowhere.
Buffett is a has-been. The fact that insiders were literally buying up most of the regional banks except the 3 that failed, tells you something. In fact this is a good reason why retail investors fail, they don’t know anything about anything so all they can do is follow some has-beens. 
That everyone fleeing from regional banks? That “CRE” crisis? Nowhere to be found, as I have always predicted. CRE was and still is literally a non-issue except for some random offices. I love the finance media though, without the fear-mongering there wouldn’t have been a discount.

PF: https://imgur.com/a/lb2D7kW
----
**I provide insurance and/or signature confirmation at your request and cost. I am responsible for getting your package scanned by USPS; once it has been scanned you are liable for the package.** You will need to confirm this in chat full T/C at bottom.
----
**Libertad** https://imgur.com/a/TSXkjfB
Open to offers
2016 Kilo Libertad in Capsule - Looks Flawless - $3495
**World Silver** https://imgur.com/a/TTt04Dl
1927 Memento Dollar - PCGS AU55 - $195
1786 Brunswick Wolfen Buttel - semi nude giant - 2MG NGC AU50 - $115
1911 Yunnan Dragon 50c PCGS XF45 - $105
1911 Yunnan Dragon 50c PCGS AU53 - $120
1901 Lucern Silver Swiss Shooting Medal - 38grams - $250
**US 90%** https://imgur.com/a/NqSROHJ
3 x Kennedy DDOs (minor) - $105
5 x barber quarters -under spot - $40
BU Toned Morgan - $69
**US GOLD** https://imgur.com/a/80mZhuZ
~~1914 $2.50 Indian PCGS AU50 - $635~~
1852 $2.50 Liberty VF details ex jewelry $585
1910 S $10 NGC MS62 - KEY DATE - $3325
**Platinum** https://imgur.com/a/x44WW2u
~~1 Grain Platinum - $6~~
~~100 Gram silver Gieger - $365~~
1/20 Platinum PROOF 2001 Australia Koala - $160
~~1/10 Platinum Eagle PCGS 69 1998 - $279~~
────────
END OF POST
Payment
New users generally must use Zelle and may not be permitted to purchase expensive items.
I accept Zelle, CashApp, Venmo FF, and PPFF. Venmo GS is NOT accepted. For certain items I reserve the right to only accept zelle and a minimum # of transactions.
I no longer accept crypto under any circumstance.
SHIPPING
I will not ship outside the US
Please read the following carefully it contains important information about shipping and insuring your purchase. Shipping starts at $12 for a small flat rate box. If you would like an item shipped via ground advantage in a padded mailer, you must ask for this option and shipping ranges from $6-8 for packages up to 1 pound. Mailers are less secure than boxes. Insurance is available for all purchases. I am generally unable to have packages scanned by clerks. I scan all my packages at the kiosk and then drop them in the bin; both of my insurers cover packages that are shipped this way, and I have shipped thousands of packages this way without issue. The kiosk provides a receipt, and the package is usually scanned by the PO later the same day. For insured shipments and expensive shipments my insurance requires that I label with my own address on the inner package and so unless you select for it to be uninsured, I cannot put a 2nd shipping label on the inner package. Unless explicitly agreed otherwise I am not liable for a package lost by USPS that you agree to have 1) sent in a padded mailer and/or 2) scanned via kiosk, and/or 3) decline full insurance coverage. Please acknowledge that you agree to these terms.
Signature is $4, but it is included if insurance is purchased.
Insurance
I provide insurance and/or signature confirmation at your request and cost. I am responsible for getting your package scanned by USPS; once it has been scanned you are liable for the package. This allows me to offer the lowest prices possible. Insurance costs: $10 for first $500 of coverage or any portion thereof. .50 cents per additional hundred. If it is lost in route I will do everything I can to help you recover it and file insurance claims if applicable, but I will not provide a replacement or a refund if insurance has not been purchased. Insurance purchased relies on the insurer paying out. Most Insurance coverage is through Hugh Wood and shipandinsure. Any purchase made is subject to these terms.
Insurance does not generally cover porch pirates, if you do not have a secure delivery location please ask for signature confirmation.
Note: NO NOTES WITH PPFF - if a note is sent I will issue a refund

Hi r/algotrading!
I've been building NSE trading automation systems and wanted to share some technical insights that might be useful for anyone looking to automate their strategies.
🚀 WHAT'S POSSIBLE WITH NSE TRADING AUTOMATION:
If you have a trading strategy, here are the technical approaches to automate it:
Strategy Backtesting
• Using NSE Bhavcopy data (historical daily prices)
• Backtesting frameworks (Backtrader, VectorBT, custom engines)
• Walk-forward analysis for robustness
• Performance metrics: Sharpe, Drawdown, Win Rate
TradingView Integration
• How to use webhooks for real-time alerts
• Converting Pine Script signals to executable trades
• Connecting to broker APIs
• Latency considerations for live trading
NSE Trading Bots
• Direct API integration (Zerodha, Shoonya, 5Paisa)
• Order placement & execution
• Real-time position management
• Risk management automation
Data Pipeline
• Bhavcopy data processing
• Daily/intraday data management
• Third-party ticker APIs
• Building reliable data infrastructure
Dashboard & Monitoring
• Real-time P&L tracking
• Position monitoring systems
• Trade analytics & reporting
📊 TECHNICAL STACK:
Python (Pandas, NumPy, Backtrader), REST APIs, Databases, Real-time systems
🎓 KEY INSIGHTS:
1. Strategy backtesting is essential before live trading
2. Paper trading validation is critical
3. Risk management > Returns
4. Latency matters in automated trading
5. Data quality determines backtest reliability
🔧 INTEGRATIONS THAT WORK:
• NSE data sources
• TradingView webhooks
• Major Indian brokers (Zerodha, Shoonya, 5Paisa)
• Third-party data APIs
If anyone has built similar systems or wants to discuss technical approaches to strategy automation, happy to chat!
What approaches are you using for strategy automation?

KEY LEVELS TO WATCH FOR POPULAR STOCKS

Hi all,
Have a relatively smaller lot, mainly to highlight some of the most sought after key date Morgans, some of which are in excellent condition and quality.
[Proof](https://imgur.com/BfnzeDg)
[Album - Main](https://imgur.com/a/wts-5-2-iYWV6sE)
**KEY DATE MORGANS/CC's - Please ask me any questions on these as necessary, ask for clarifications, more photos, etc. Thanks in advance!**
[High End Morgan Album #1](https://imgur.com/a/wts-5-2-high-end-morgans-KrWRyJZ)
1893-CC (Est: Mid-High AU) [Album](https://imgur.com/a/wts-5-2-1893-cc-au-gQ8biBU) \- $3900
1889-CC (The King of Carson City) [Album](https://imgur.com/a/wts-5-2-1889-cc-rAqheXJ) \- $2000
1895-O (One of the rarest New Orleans Morgan's) [Album](https://imgur.com/a/wts-5-2-1895-o-A6OVAUS) \- $1050
1891-CC (Key Date) [Album](https://imgur.com/a/wts-5-2-1891-cc-ZZ3g6wW) \- $525
1884-O DMPL (Awesome Mirroring!) - $475
1884-S (Key Date) [Album](https://imgur.com/a/wts-5-2-1884-s-4bJDVGl) \- $425
1899-S (Any 1899 S or Philly is hard to find) [Album](https://imgur.com/a/wts-5-2-1899-s-jrZ46t1) \- $295
**Other CC**
1890-CC [Front](https://imgur.com/uB6iW2x) [Back](https://imgur.com/1A9dfjy) \- $155
**Morgans/Peace (Buy all for $55 EACH)**
1881 Philly [Front](https://imgur.com/vh7wJUX) [Back](https://imgur.com/0nBsohR) \- $58
1921-D [Front](https://imgur.com/xMTBw5n) [Back](https://imgur.com/kptfTck) \- $58
1922 Peace Dollar [Front](https://imgur.com/nxCc69d) [Back](https://imgur.com/cN4F1YD) \- $58
1889 Philly [Front](https://imgur.com/CQqemHC) [Back](https://imgur.com/D7dAZrN) \- $58
**Other Silver**
Queen Elizabeth 1.25oz Guinea [Front](https://imgur.com/GGExJIC) [Back](https://imgur.com/ieI6hRA) \- $92 ($4 under melt)
Barbados 1oz Trident Proof [Front](https://imgur.com/6IOO5US) [Back](https://imgur.com/x3Llgem) \- $83 (Check Comps!)
Walker & Franklin Half Dollar [Front](https://imgur.com/RrQw5X9) [Back](https://imgur.com/XDULou9) \- $23/ea (Well under melt)
1971S UNC Blue Ike Dollar w/Unc coin from Mint [Picture](https://imgur.com/ryMXgWa) \- $23 (under melt)
**SHIPPING**
Shipping: $6 GA or $12 USPS priority. Once dropped off and confirmation of shipping is provided, the liability is on recipient/USPS. I will deliver confirmation via chat & attach tracking number for order. IF buyer wishes to cover additional insurance, happy to add to the transaction for us. Full Rolls of Copper $2 extra for USPS ground.
**PAYMENT**
Payment Methods: Zelle is best/easiest method, Venmo FF No Notes, or Apple Pay (for high flair). Whale deal takes priority, BIN takes priority! Ask about whale deals, they're always available!

This project appears to be a **sales funnel** for financialdatasets.ai. You need an API key for both financialdatasets.ai and an LLM model.
There seems to be a "free tier" API KEY for financialdatasets, but all the tickers I tried said that there was "no trading info". I think it only works for some example tickers like goog, msft, nvda, appl, beyond that, I think you have to pay $200/month.
That was a solid 20 minutes I'll never get back. But I guess if someone can hook-in an alternative finance data source, it might be interesting.

Proof/album: [https://coindex.app/a/pI5r6R](https://coindex.app/a/pI5r6R)
Everything in this post is Sigma verified! Got some cool shiny today! Make sure to comment then send me a chat. Be sure to look at each coin in the album for condition. Make an offer, worst I can say is no. Prices may change with spot.
# Silver:
(1) 2017 Australia Silver Swan Perth Mint 25k minted! 1 oz: $90 [Front ](https://coindex.app/photo/cbXbTv0)[Back](https://coindex.app/photo/vWCDODt)
2015 Australian Funnel-web spider 1 oz: $85 [Front](https://coindex.app/photo/8uKYVGb) [Back](https://coindex.app/photo/RIl6aDB)
2023 Republic of Chad First AI designed coin 1 oz: $100 [Front](https://coindex.app/photo/XET4nDP) [Back](https://coindex.app/photo/OsmCZlg)
(2) 2020 Tuvalu American Bald Eagle Flag Privy (Perth Mint) 1 oz : $95 each [Front](https://coindex.app/photo/GA4ALtQ) [Back](https://coindex.app/photo/nM5EGbe)
2022 Barbados From Queen to King Royal Succession Proof 1 oz (box+coa): $80 [Front](https://coindex.app/photo/8tCH9km) [Back](https://coindex.app/photo/ePOWJeT)
1989 Canadian Maple in OGP 1 oz: $80 [Front ](https://coindex.app/photo/cedve3E)[Back](https://coindex.app/photo/qzPeVs8)
2015 Canadian Maple Reverse Proof E=mc² Privy 1 oz: $100 [Front](https://coindex.app/photo/vpZOIQY) [Back](https://coindex.app/photo/faavZ98)
2018 Canadian Maple Reverse Proof Thomas Edison Privy 1 oz: $100 [Front](https://coindex.app/photo/oAdrPmX) [Back](https://coindex.app/photo/glRyui9)
UK 2001 Britannia BU in Littleton Showpak (KEY DATE 44,816 minted) 1 oz: $140 [Front ](https://coindex.app/photo/MEiFIvc)[Back](https://coindex.app/photo/fNSyzLa) [Design](https://coindex.app/photo/0c99UnF)
UK 2003 Britannia BU in Littleton Showpak (KEY DATE 73,271 minted) 1 oz: $110 [Front ](https://coindex.app/photo/niCFFiq)[Back](https://coindex.app/photo/5Nhgs6W) [Design](https://coindex.app/photo/FFSN5cX)
UK 2003 Britannia nice toner BU (KEY DATE 73,271 minted) 1 oz: $120 [Front](https://coindex.app/photo/PjwWU2m) [Back](https://coindex.app/photo/NpDxef2)
2000 Republic of Liberia Millennium Colorized in box 1 oz: $85 [Front ](https://coindex.app/photo/YNgAkbQ)[Back](https://coindex.app/photo/twcb6EC)
2017 British Virgin Islands Pegasus Reverse Proof 1 oz: $90 [Front](https://coindex.app/photo/5LBqhXl) [Back](https://coindex.app/photo/RKxs8Qu)
(4) 1987 50th Anniversary Disney Snow White 1 oz in original box and coa (The Prince, The Witch, The hunter & queen, Happy) 20,000 of each design made : $105 each [Front](https://coindex.app/photo/dIvbblb) [Back](https://coindex.app/photo/eeI7Ryk)
# Platinum
2023 Britannia 1/10 oz (Charles) MS69 NGC (Label error says £100) : $265 [Front](https://coindex.app/photo/oP4mAZj) [Back](https://coindex.app/photo/i2ROZY5) [NGC CERT](https://www.ngccoin.com/certlookup/8683369-007/69/)
# Gold (.999 purity)
Small gold 1/1000 oz Ares and US bill: $25 each [Front ](https://coindex.app/photo/cfQBenH)[Back](https://coindex.app/photo/uraIZA1)
Heimerle + Meule Secain Card 0.5 g gold : $90 [Front](https://coindex.app/photo/2A0CTdA) [Back](https://coindex.app/photo/aSMDHdn)
# Add ons:
ADD ON ONLY AVAILABLE IF YOU PURCHASE >2 oz SILVER OR 1 PLATINUM COIN!
King Kong 1 oz: $75 [Front ](https://coindex.app/photo/hXGO3cj)[Back](https://coindex.app/photo/MXsZ8j3)
# Sold items will be in the comments
Shipping: $7.5 GA (<8oz) or $13 priority (>8oz). Will be shipped out on Saturday (as long as it is purchased by Friday night). Will hand deliver to USPS clerk. If I'm not able to ship it on Saturday I will let you know. Label will be provided to double check address. Once it is scanned in my liability ends there, this will also be confirmed in chat. I use two bubble mailers and double label everything with no rattles 😃
Payment Methods: Zelle (highly preferred), Venmo FF NO NOTES if you're cool. Fish emoji if something is needed.
If you want to use a middleman buyer pays all the fees and shipping.