guilford_financial's People
guilford_financial's Issues
Mainting Data Dictionary and documentation.
Analyze Transaction Data
Analyze Revenue Data
Find the patterns
Analyze Expense Data
Spending & Probability Distribution Per Entity
Questions for Jason
Budget Data -
What does expSort field mean? What do values & null value represent?
Where does the value of the perCapita field come from?
Ask about null amount values in some entries?
Some budgets have missing years, why? Does that mean they keep using an older budget?
Why are some revenues + and some -? Why are some expenses + and some -?
Example AU All, Year: (250115-58900, 2016)
Transaction Data -
What do null descriptions mean?
Transaction Regression Modelling
Probability Distribution
data cleaning
- Remove observations where Fund # is greater than or equal to 400
- Remove observations where Type == Revenue
- Remove column Expsort
- Fill missing values in Amount with 0
Save it in a new file Expence_budget
How the spending trends change with time.
Transaction Anomaly Detection
Work on related work
Statistics for Revenue Data
Data Preprocessing
Budget data - eliminate unnecessary fields (Fund#-Name, AU All, budgetType)
Remove entries with null amounts
Finding the anomalies in the budget data.
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