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@@ -53,6 +53,8 @@ Please copy and paste the URL; do not click the link directly. The SOA has block
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  - **Repository:** SOA Actuarial Practice Modules[https://www.soa.org/sections/long-term-care/long-term-care-resources/]
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  - **Paper Link:** Long‐Term Care Intercompany Experience
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  Study[https://www.soa.org/4a31a6/globalassets/assets/files/resources/experience-studies/2020/2000-2016-ltc-aggregate-database-report.pdf]
 
 
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  ## Uses
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- ## Dataset Structure
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  ### Incidence Dataset Structure Description
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  1. LTC Claim Incidence
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  - **Count_HHC**: Numeric variable indicating the count of home health care claims.
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  - **Count_Unk**: Numeric variable indicating the count of claims with unknown categorization.
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  2. LTC Claim Termination
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  - **Benefit_Expiry**: Numeric variable indicating the number of terminations due to benefits reaching their expiration date.
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  - **Others_Terminations**: Numeric variable indicating the number of terminations due to other unspecified reasons.
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  ## Dataset Creation
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  ### Curation Rationale
 
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  - **Repository:** SOA Actuarial Practice Modules[https://www.soa.org/sections/long-term-care/long-term-care-resources/]
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  - **Paper Link:** Long‐Term Care Intercompany Experience
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  Study[https://www.soa.org/4a31a6/globalassets/assets/files/resources/experience-studies/2020/2000-2016-ltc-aggregate-database-report.pdf]
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+ - **Data Process:** Data_Cleaning_Process.ipynb[https://github.com/justinkao44/STA663_Project_1]
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+
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  ## Uses
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+ ## Dataset Structure and Instances
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  ### Incidence Dataset Structure Description
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  1. LTC Claim Incidence
 
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  - **Count_HHC**: Numeric variable indicating the count of home health care claims.
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  - **Count_Unk**: Numeric variable indicating the count of claims with unknown categorization.
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+ filtered_incidence instances
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+
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+ {'Group_Indicator': 'Individual',
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+ 'Gender': 'Female',
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+ 'Issue_Age_Bucket': '50-54',
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+ 'Incurred_Age_Bucket': '60-64',
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+ 'Issue_Year_Bucket': '2003-2005',
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+ 'Policy_Year': ' 7-9 years',
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+ 'Marital_Status': 'Single',
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+ 'Premium_Class': 'Preferred',
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+ 'Underwriting_Type': 'Other',
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+ 'Coverage_Type_Bucket': 'Comprehensive',
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+ 'Tax_Qualification_Status': 'Tax-qualified',
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+ 'Inflation_Rider': 'Inflation protection',
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+ 'Rate_Increase_Flag': 'Yes',
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+ 'Restoration_of_Benefits': 'No',
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+ 'NH_Orig_Daily_Ben_Bucket': ' < 100',
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+ 'ALF_Orig_Daily_Ben_Bucket': ' < 100',
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+ 'HHC_Orig_Daily_Ben_Bucket': ' < 100',
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+ 'NH_Ben_Period_Bucket': 'Unknown',
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+ 'ALF_Ben_Period_Bucket': 'Unknown',
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+ 'HHC_Ben_Period_Bucket': 'Unknown',
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+ 'NH_EP_Bucket': ' 90',
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+ 'ALF_EP_Bucket': ' 90',
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+ 'HHC_EP_Bucket': ' 0',
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+ 'Region': '04: West',
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+ 'Active_Exposure': 19.583332,
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+ 'Total_Exposure': 19.583332,
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+ 'Claim_Count': 0,
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+ 'Count_NH': 0,
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+ 'Count_ALF': 0,
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+ 'Count_HHC': 0,
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+ 'Count_Unk': 0}
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  2. LTC Claim Termination
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  - **Benefit_Expiry**: Numeric variable indicating the number of terminations due to benefits reaching their expiration date.
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  - **Others_Terminations**: Numeric variable indicating the number of terminations due to other unspecified reasons.
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+ filtered_termination instances
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+
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+ {'Gender': 'Male',
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+ 'Incurred_Age_Bucket': '75-79',
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+ 'Incurred_Year_Bucket': '2001-2002',
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+ 'Claim_Type': 'HCC',
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+ 'Region': '03: South',
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+ 'Diagnosis_Category': '08: Other',
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+ 'Claim_Duration': '56',
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+ 'Exposure': '3',
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+ 'Deaths': '0',
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+ 'Recovery': '0',
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+ 'Terminations': '0',
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+ 'Benefit_Expiry': '0',
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+ 'Others_Terminations': '0'}
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+
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+
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+
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  ## Dataset Creation
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  ### Curation Rationale