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Problem : How to fetch symbol master list for brokers like Zerodha, Fyers, etc.

Solution : These master symbol lists are generally CSV files, and the Pandas library can be used to read/write CSV files easily. To learn more, watch below video:

📀 Python For Algorithmic trading -> Pandas  -> Read- Write CSV file

💡Summary : In this section we learn important method and operation on pandas dataframe which require for Algo trading.

🔗 Video URL : https://learn.datafortraders.in/learn/home/Algorithm-trading-Courses/Python-For-Algorithmic-trading/section/451687/lesson/3001938
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Problem : How to fetch JSON file format symbol master list for brokers like AngelOne, Upstox, etc.

Solution : To read json format master symbol lists Pandas library can be used .Possible pandas method are read_json, json_normalize etc. To learn more, watch below video:

📀 Python For Algorithmic trading -> Pandas  -> Read- Write Excel/Json file

💡Summary : In this section we learn important method and operation on pandas dataframe which require for Algo trading.

🔗 Video URL : https://learn.datafortraders.in/learn/home/Algorithm-trading-Courses/Python-For-Algorithmic-trading/section/451687/lesson/3007464
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Problem : How to select rows and columns in pandas DataFrame ?

Solution : loc and iloc are two important method used for columns/rows selection. To learn more, watch below video:

📀 Python For Algorithmic trading -> Pandas  -> DataFrame indexing and Slicing

💡Summary : In this section we learn important method and operation on pandas dataframe which require for Algo trading.

🔗 Video URL :https://learn.datafortraders.in/learn/home/Algorithm-trading-Courses/Python-For-Algorithmic-trading/section/451687/lesson/3014945
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Problem : In XTS, how to place an order, get the traded price, place an SL order, and get the option strike for a particular expiry?

Solution : To learn all these API calls in a better way, it's advisable to build some real use cases. Hence, I cover all these topics in one video where you can learn how to place Straddle/Strangle and place an SL order using XTS. To learn more, watch below video:

📀Members Exclusive Videos -> XTS Symphony API  -> Build Option Straddle/Strangle strategy in XTS API - Part 2

🔗 Video URL : https://learn.datafortraders.in/learn/home/Algorithm-trading-Courses/DFT-Paid-Courses/section/480735/lesson/3019115


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Problem: In the broker master list, how do we filter option contracts for a particular symbol ? How do we filter Nifty 500/Nifty 50/F&O stocks ? How do we filter index symbols ?

Solution: The solution to all the above problems is filtering. In a dataframe, you can easily filter entries based on multiple conditions. To learn more, watch below video:

📀 Python For Algorithmic trading -> Pandas  -> Data filtering in Pandas DataFrame



🔗 Video URL :https://learn.datafortraders.in/learn/home/Algorithm-trading-Courses/Python-For-Algorithmic-trading/section/451687/lesson/3029888
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🤔 How to sort a dataframe by column values? How to rename column names? How to change column datatypes?

🙋🏻‍♂️ In the video below, we address these queries and learn how to apply these functions in the trading world. To learn more, watch below video:

📀 Python For Algorithmic trading -> Pandas  -> Essential Functions (sort, rename ,astype, fillna , etc)



🔗 Video URL : https://learn.datafortraders.in/learn/home/Algorithm-trading-Courses/Python-For-Algorithmic-trading/section/451687/lesson/3039790
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Content Summary :  https://docs.google.com/spreadsheets/d/1D0cDdU1IZQD0d3AFR5vazVvIUO-M3tkcatexde9TIN4/edit?usp=sharing

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🤔 Problem : You have stock OHLC data in dataframe , now you want to add any missing day OHLC data in existing dataframe ?

🙋🏻‍♂️ Solution : Basically you have to add extra row /columns in DataFrame , To know more about this watch below video:

📀 Python For Algorithmic trading -> Pandas  -> Append row and columns in DataFrame



🔗 Video URL : https://learn.datafortraders.in/learn/home/Algorithm-trading-Courses/Python-For-Algorithmic-trading/section/451689/lesson/2977595
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Content Summary :  https://docs.google.com/spreadsheets/d/1D0cDdU1IZQD0d3AFR5vazVvIUO-M3tkcatexde9TIN4/edit?usp=sharing

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🤔 Problem : How to convert timestamp into human readable format ? How to filter candle data based on time interval e.g. candle between 12.30 to 13:00 ?

🙋🏻‍♂️ Solution : Solution of all these question is to_datetime method , To know more about this watch below video:

📀 Python For Algorithmic trading -> Pandas  -> Manage datetime in Pandas DataFrame



🔗 Video URL : https://learn.datafortraders.in/learn/home/Algorithm-trading-Courses/Python-For-Algorithmic-trading/section/451687/lesson/3056299
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Content Summary :  https://docs.google.com/spreadsheets/d/1D0cDdU1IZQD0d3AFR5vazVvIUO-M3tkcatexde9TIN4/edit?usp=sharing

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🤔 Problem : How to create NSE option chain like structure in dataframe ? How to append multiple dataframe into single dataframe ?

🙋🏻‍♂️ Solution : Solution of these question is merge and concat function , To know more about this watch below video:

📀 Python For Algorithmic trading -> Pandas  -> Merge and Concat



🔗 Video URL : https://learn.datafortraders.in/learn/home/Algorithm-trading-Courses/Python-For-Algorithmic-trading/section/451687/lesson/3069095
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🤔 Problem : You have historical data of multiple stocks in a dataframe. Now, for backtesting any intraday strategy, you want to divide the stocks by date as well as by symbol.


🙋🏻‍♂️ Solution : Solution of these question is Group by operation in pandas. To know more about this watch below video:

📀 Python For Algorithmic trading -> Pandas  -> Group by



🔗 Video URL : https://learn.datafortraders.in/learn/home/Algorithm-trading-Courses/Python-For-Algorithmic-trading/section/451687/lesson/3075828
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Content Summary :  https://docs.google.com/spreadsheets/d/1D0cDdU1IZQD0d3AFR5vazVvIUO-M3tkcatexde9TIN4/edit?usp=sharing