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Update README.md
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README.md
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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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## 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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{'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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{'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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## Dataset Creation
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### Curation Rationale
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