I've been using pandas since 2011.

It's the most important tool for analysts working in Python today.

If you're using Python, you need pandas.

Here's the 7 tutorials I wish I had when I started:

The 7 must-have books everyone using Python for algorithmic trading needs to know:

Algorithmic Trading with Python: Quantitative Methods and Strategy Development

Algorithmic Trading with Python discusses modern quant trading methods in Python with a heavy focus on pandas, numpy, and

Algorithmic Trading with Interactive Brokers (Python and C++)

This book walks through the process of developing applications based on IB's Trader Workstation. Learn how to implement full-scale trading

Learn Algorithmic Trading: Build and deploy algorithmic trading systems and strategies using Python

Understand the fundamentals of algorithmic trading to apply algorithms to real market data and analyze the results of real-world trading

Python for Algorithmic Trading: From Idea to Cloud Deployment

You'll learn several ways to apply Python to different aspects of algorithmic trading, such as backtesting trading strategies and interacting with online trading

8 trading and backtesting libraries in Python that will help you find your edge:

QuantSoftware Toolkit

Python-based open source software framework designed to support portfolio construction and

quantitative

Quantitative finance, and backtesting

analyzer

Python framework for real-time financial and backtesting trading

pybacktest

Vectorized backtesting framework in Python / pandas, designed to make your backtesting

In 2012, my first options trade lost $9,000.

12 months later I was making $1,100 per week trading in my free time.

What changed?

I read 20 books on options and finished a master’s degree.

But what took my game to the next level was Python.

Here’s the code I still use today:

A quick primer on options in case you're not familiar:

• Over $450 billion in notional trades DAILY
• 39 million options contracts trade DAILY
• 25% of total options trading is from retail

So how do we make money?

Trade options with a simple, 3-part framework:

1. Design your risk
2. Value the position
3. Measure and monitor

Now pair this framework with Python and you get a potent combination for making money trading options.

Let's dig in:

To design our risk profile, we need the option payoff.

Let's start by defining the variables we need:

• Stock price
• Strike price
• Time to expiration
• Interest rate
• Volatility

We also define market prices for demonstrating trades.

Remember our payoff functions for calls and puts?

• call = max(S - K, 0)
• put = max(K - S, 0)

We can define them in Python in one line of code each.

And here's where it gets really interesting.

A Bloomberg Terminal costs $24,000 per year.

It's the portal to all the world's financial data.

Unaffordable for 99% of us.

Reserved for the Wall Street elite to outfox the normal investor.

Until now:

In case you're unfamiliar:

• Over 325,000 people use Bloomberg daily
• Used for market data, trading and research
• Launched in 1981 by billionaire Michael Bloomberg

It's a modern icon of financial markets.

So, how can you compete?

With OpenBB.

The OpenBB Terminal is a Python-based environment for investment research.

There are over 500 functions covering:

• ETFs
• Forex
• Stocks
• Crypto
• Options
• Portfolio
• Economy
• Mutual funds
• Econometrics

Strap on your seat belt.

Let's dive in:

Let's start by analyzing Tesla.

First, type *stocks* at the command prompt to show the menu.

These are all the sub menus you can explore to analyze stocks.

The menu items in grey are not available until you load stock data.

Let's load TSLA now.

Type *load TSLA*.

This will load TSLA price data (for free) and print out a performance summary.

Now we can start to analyze TSLA.

A Thread on the Boss himself @Mitesh_Engr

Mitesh Sir's Positional Option Selling 101:

• How to find direction
• Which options to sell
• How to deploy capital
• Exit criteria
• What ROI he targets weekly
• What % risk he takes

Done with the help of @niki_poojary

How @Mitesh_Engr Sir finds the direction?

• Daily charts S/R
• 75 min charts S/R
• Intraday trend
• Always play directional
• Never trades in strategies

Which options to sell in weekly expiry according to @Mitesh_Engr?

• Weekly candle High/Low
• Sell 1% away options from those
• Exit when levels breached

Position Sizing by @Mitesh_Engr Sir.

How to deploy your capital?

• First sell 20%
• Pyramid the next day
• When to exit
• What to do when view goes wrong
• What to do with idle capital

Some important tweets of @Mitesh_Engr Sir

• What Data to look at
• ROI for safe players per month
• Max risk per day
• Gather knowledge and play directional
• Never play strategies

#Thread Two divine forms of Khatu Shyam ji...

On the day of Amavasya, devotees get the darshan of Shyam Baba in Shyam varan (black color). In ordinary days, the form of Baba is saffron. The reason for this is a custom. The real head of Shyam Baba which had appeared from Shyam Kund is of Shyam varan.

Every day Shyam Baba's grand Shringar is done by Pujaris. The main part of Shyam Baba's shringar is Tilak. This Shringar is done by the members of Nij Mandir sevaks. The sevaks of the Nij Mandir do sandalwood tilak to Baba everyday in the auspicious time.

This Divine Tilak is applied from the forehead to the nose. When Baba is given a bath by sevaks, this tilak comes off. Then in the auspicious time, the sevaks again apply tilak to Baba.

There is no auspicious time on the Amavasya. Because of this, tilak is not done on that day. That's why devotees have darshan of Shyam Baba on the Amavasya only in the actual real form (Shyam Swaroop). Baba's tilak is done on Amavasya only on the day of Deepawali.

Again sharing bank nifty intraday weekly straddle. How to play by selling straddle.
Mostly will work on Monday to Wednesday. Sometimes on Friday.
Why to pay your money to learn this if u can get it here.
U need only practice.
Let’s go.

Say bank nifty future is at 32000.
Sell both 32000 call and put.
Considering current volatile market lest say premium on Monday morning is 350 on both sides.
Sold with 700 points combine premium.
If bank nifty will trade in narrow range say +\- 100 hold it.
If moving 200 points

then exit previous sold straddle. Sell new one. Let’s say BN moved +200
Now sell 32200. If bank nifty will move here within range then u will get profit through theta decay. Follow same procedure for next 150-200 pts move.

This is only for single straddle sell position.

Now in second case sell three straddle. 31900/32000/32100
In case of 100 points move no need to change.
If 200 + then future is 32200.
Exit 31900 and sell 31200 straddle.
If moving another 100 then exit 32000 and sell 32300. Continue same with 100 points move.
If no move then

it will consolidate between 32000-32200 or 32100 to 32300 and u will get theta decay.

This is for normal move. Sudden big move may come anytime. So keep SL in system.
If u r selling at 350-350 then keep SL in system 475 for both legs.
Practice it. No need to attend webinar.

Cortisol will ruin you

If you let it get away from you, chronic stress will lead to chronic disease and chronic disease will lead to early death

What are the best ways to lower cortisol?

1) Don't follow extreme diets

Cutting out all carbohydrates or fasting for 36 hours is going to wreak havoc on your stress hormones.

Although you may experience short term weight loss, it's going to hurt you in the long-term.

A balanced macronutrient ratio is best to aim for.

2) Get out in nature

Idc if you live in Alaska or Guatemala, connecting with nature daily will do more for your health than any biohack ever will

Reconnect to your ancestral roots and make it a habit.

Grounding/earthing, forest bathing, hikes, ocean swims, etc

3) SLEEP

You CANNOT neglect your sleep. I don't care how tough or alpha you think you are. It will eventually catch up with you.

@holisticnicola just released a great guide on sleep. Go check that out now as I read it and agree with everything inside.

MAKE THIS A PRIORITY

4) Improve your testosterone

Anything that improves your testosterone levels will decrease cortisol.

Here's a start:
-lower body fat
-eliminate PUFAs
-resistance training
-no alcohol
-sleep 8+ hours
-nutrient dense diet
-do cool shit

@SaveToBookmarks Namaste! There you go! Original tweet by @buzz_chronicles: "@SaveToBookmarks Hi! You can find it here. Original tweet by @AchuthArora: "@Abh...". Cheers! 👌

Hi! Of course! Original tweet by @SaveToBookmarks: "@buzz_chronicles @AchuthArora @Abhirajputfit @rattibha Thanks bro!

Your tweet h...". Cheers! ✌