This code seems to operate on a pandas DataFrame `crifDf_local`...
This code seems to operate on a pandas DataFrame crifDf_local
and performs a series of calculations and assignments to create several new columns in the DataFrame, based on certain conditions. Here's a detailed step-by-step explanation of what the code does:
1. Creating the TermRatio
column:
The first section of the code computes a new column called TermRatio
in the DataFrame crifDf_local
using the np.where
function. Here's the logic:
- If
crifDf_local.Label1
is empty (''
) ANDcrifDf_local.RiskType
is equal to"Risk_Inflation"
, then:- The value of
TermRatio
will be calculated ascrifDf_local.RemainingMaturity / crifDf_local.DaysToMaturity
.
- The value of
- Otherwise:
- The value of
TermRatio
will be calculated ascrifDf_local.RemainingTenorDays / crifDf_local.TenorDaysHigh
.
- The value of
After this, TermRatio
is updated to replace any NaN
values with 1.0
. This is done using the replace
method of pandas.
2. Creating the AllocationLow
column:
The second part of the code creates another column called AllocationLow
with the following logic:
- If
crifDf_local.Type
is equal to"single"
ORcrifDf_local.Label1
is empty (''
), then:- The value of
AllocationLow
is set to1
.
- The value of
- Otherwise:
- The value of
AllocationLow
is computed as: [ \frac{\text{crifDf_local.TenorDaysHigh_y - crifDf_local.RemainingTenorDays}}{\text{crifDf_local.TenorDaysHigh_y - crifDf_local.TenorDaysLow}} ]
- The value of
3. Creating the AllocationHigh
column:
The value of the AllocationHigh
column is calculated as:
[
\text{AllocationHigh} = 1 - \text{AllocationLow}
]
In other words, AllocationHigh
is the complementary value of AllocationLow
.
Summary of What This Code Does:
The code generates three new columns in the pandas DataFrame crifDf_local
:
TermRatio
: It calculates a ratio based on conditions involving theLabel1
andRiskType
columns. Any missing values (NaN
) in this column are replaced with1.0
.AllocationLow
: It computes a value based on whetherType
is"single"
orLabel1
is empty. If neither condition is met, it calculates a fraction based on tenor values.AllocationHigh
: It complements theAllocationLow
column (totaling to 1 when summed withAllocationLow
).
This code is likely used in a financial or risk-management context, where ratios are being calculated for allocations or maturity-related terms.