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Financial_​Data_​Analytics_​Term_​Project_​Group6

  • งานวิจัยนี้ควรใช้ Gold Futures Continuous (GC) จาก CME Group เป็น benchmark

  • เพราะเป็น ราคาทองมาตรฐานโลก (price discovery) มี liquidity สูง และมี true volume

  • เหมาะกับการคำนวณ weekly returns และใช้ในงาน econometrics มากกว่า XAUUSD spot

  • ไม่ควรใช้ XAUUSD เพราะเป็นตลาด OTC มี broker bias และไม่ใช่ benchmark จริง

👉 สรุป: ใช้ weekly log returns ของ GC continuous contract = ตัวแทน gold return ที่แม่นที่สุด

ใช้ % ไปโต้งๆเลยไม่ต้อง หา return สำหรับ CPI

Does the relationship between DXY and Bitcoin vary across different economic regimes defined by CPI, Fed rates, and CVI, or is price action primarily determined by the S&P 500 regardless of these factors?

String to Date& TIme

String to Number

Volume column still detect as Sting because It end up with the Alphabet so we have remove the Alphabet and use math Formula to multiply the number depend on each Alphabet

In the Percentage change column still detect as string " %" so we remove the % and devide the left number by 100

Transform Daily to Weekly

Find the Week of each year and use group by to find median of the price

Find Return of Price by the using log Return

Adapt the date from YYYY-MM-DD to be in YYYY-MM by using string manipulation

Create the empty table in YYYY/WW

Row filter Each year and use Moving Aggregator to count and it will represent as the week of each year

Moving the week and year to equal to others data that count end of week at friday

SP500 VS BTC

USD vs BTC

All Combine

Date&Time Part Extractor
Double to Integer
Rule Engine
Column Renamer
Date&Time Part Extractor
Moving Aggregator
Moving Aggregator
Column Renamer
Date&Time Part Extractor
String to Number
Date&Time Part Extractor
Lag Column
Rule Engine
Rule Engine
GroupBy
Column Filter
GroupBy
Row Filter
Date&Time Part Extractor
Rule Engine
Moving Aggregator
Row Filter
Column Filter
Joiner
Sorter
Math Formula
Log Return
Math Formula
Model 2 Not Excess
Column Filter
Lag Column
Column Filter
Column Filter
Column Filter
Row Filter
Column Filter
Moving Aggregator
Moving Aggregator
String to Number
Table Updater
Math Formula
Row Filter
Concatenate
Table Updater
Table Updater
Table Updater
String to Date&Time
Row Filter
Normalizer
Table Updater
Table Updater
Table Updater
Column Filter
Column Renamer
Missing Value
Rule Engine
Rule Engine
Date&Time Part Extractor
Regression Predictor
Linear Regression Learner
GroupBy
Column Filter
Numeric Scorer
Column Filter
Column Filter
Regression Predictor
Linear Regression Learner
Numeric Scorer
Column Filter
Normalizer
Column Filter
Outlier
Column Filter
Linear Regression Learner
Normalizer
Regression Predictor
Numeric Scorer
Math Formula
Outlier
Linear Correlation
Scatter Plot
String Manipulation
Scatter Plot
Outlier
Math Formula
Missing Value
%change
Math Formula
Lag Column
Log Return
Math Formula
Lag Column
Sorter
Row Filter
Scatter Plot
Sorter
Math Formula
Row Filter
String Manipulation
Excel Writer
Excel Writer
Excel Writer
Not use
Cycle
Math Formula
Math Formula
Math Formula
Rule Engine
String Replacer
Missing Value
Duplicate Row Filter
Rule Engine
Column Renamer
Column Renamer
Excel Writer
Column Renamer
Excel Writer
Excel Writer
Excel Writer
้้้
Excel Writer
Excel Writer
Math Formula
Excel Writer
Excel Writer
Column Filter
Excel Writer
Rule Engine
Excel Writer
Excel Writer
Rule Engine
Excel Writer
Rule Engine
Rule Engine
String to Number
Column Renamer
Rule Engine
Rule Engine
Double to Integer
Column Filter
BTC
CSV Reader
Joiner
USD_INDEX
CSV Reader
Column Resorter
GC
CSV Reader
String to Date&Time
String to Number
Volume _K
Row Filter
String to Number
Sorter
CVI
CSV Reader
Duplicate Row Filter
String to Date&Time
Math Formula
Math Formula
String Replacer
Date&Time Part Extractor
Sorter
Sorter
Math Formula
Math Formula
Missing Value
String to Number
Column Filter
String to Number
Lag Column
String Replacer
Row Filter
String Manipulation
Math Formula
String to Number
Volume_M
Row Filter
Sorter
Date&Time Part Extractor
Volume_B
Row Filter
Duplicate Row Filter
GroupBy
Column Resorter
Math Formula
Volume_K
Row Filter
Rule Engine
String Replacer
String Replacer
Volume_M
Row Filter
Duplicate Row Filter
Math Formula
Joiner
S&P500
CSV Reader
Row Filter
Sorter
String to Number
Column Filter
Concatenate
String Replacer
String to Number
Duplicate Row Filter
CPI
CSV Reader
Sorter
Date&Time Part Extractor
Table Transposer
GroupBy
Column Filter
Math Formula
Row Filter
Duplicate Row Filter
String to Date&Time
Lag Column
RowID
Sorter
String Manipulation
Missing Value
Row Filter
String to Date&Time
String Replacer
String Manipulation
Date&Time Part Extractor
String Manipulation
String to Number
Date&Time Range Creator
Rule Engine
String Manipulation
FED
CSV Reader
Date&Time to String
String to Date&Time
Math Formula
Date&Time to String
String Manipulation
String to Date&Time
String Manipulation
Date&Time to String
Date&Time Range Creator
Joiner
Table Updater
Column Filter
Table Updater
Table Updater
Joiner
Table Updater
Date&Time to String
Rule Engine
String Manipulation
Math Formula
String Manipulation
Rule Engine
String Manipulation
Column Filter
Rule Engine
String Manipulation
Moving Aggregator
String to Number
Row Filter
String Replacer
Column Filter
Row Filter
Row Filter
Math Formula
Outlier
Moving Aggregator
Row Filter
Outlier
String Replacer
Row Filter
Row Filter
Outlier
String to Number
Row Filter
Rule Engine
Outlier
String to Number
Moving Aggregator
Math Formula
Rule Engine
Math Formula
Moving Aggregator
String Replacer
Moving Aggregator
Rule Engine
Math Formula
String to Number

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