HYPAA-John1604-en-2025-gguf

59
2
1 language
Q4
β€”
by
John1604
Other
OTHER
New
59 downloads
Early-stage
Edge AI:
Mobile
Laptop
Server
Unknown
Mobile
Laptop
Server
Quick Summary

AI model with specialized capabilities.

Training Data Analysis

πŸ”΅ Good (6.0/10)

Researched training datasets used by HYPAA-John1604-en-2025-gguf with quality assessment

Specialized For

general
multilingual

Training Datasets (1)

c4
πŸ”΅ 6/10
general
multilingual
Key Strengths
  • β€’Scale and Accessibility: 750GB of publicly available, filtered text
  • β€’Systematic Filtering: Documented heuristics enable reproducibility
  • β€’Language Diversity: Despite English-only, captures diverse writing styles
Considerations
  • β€’English-Only: Limits multilingual applications
  • β€’Filtering Limitations: Offensive content and low-quality text remain despite filtering

Explore our comprehensive training dataset analysis

View All Datasets

Code Examples

Use the model in ollamatext
ollama run hf.co/John1604/HYPAA-John1604-en-2025-gguf:q6_k
Use the model in ollamatext
ollama run hf.co/John1604/HYPAA-John1604-en-2025-gguf:q6_k
text
C:\Users\developer>ollama run hf.co/John1604/HYPAA-John1604-en-2025-gguf:q6_k
pulling manifest
pulling e07ef068aca8: 100% β–•β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– 6.7 GB
pulling eb4402837c78: 100% β–•β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– 1.5 KB
pulling 4a6ce91d86a8: 100% β–•β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–   99 B
pulling ec87bbc985e3: 100% β–•β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–  552 B
verifying sha256 digest
writing manifest
success
>>> what is HIPAA
<think>

</think>

HIPAA, or the Health Insurance Portability and Accountability Act, is a United States law enacted in August 1996. It was
designed to improve the efficiency and effectiveness of the health care system by establishing standards for electronic
health care transactions, protecting the privacy and security of individuals’ medical records and other protected health
information (PHI), and ensuring the portability of health insurance coverage. The law is administered by the Department of
Health and Human Services (HHS) and includes several key components, including the Privacy Rule, which governs the use and
disclosure of PHI; the Security Rule, which sets standards for protecting electronic PHI; and the Enforcement Rule, which
outlines penalties for non-compliance. HIPAA applies to covered entities such as health care providers, health plans, and
health care clearinghouses, as well as their business associates who handle PHI. The law also includes provisions related to
the electronic transmission of health information, billing, and administrative simplification.

>>> what is the difference of PII and PHI
<think>

</think>

Protected Health Information (PHI) refers to individually identifiable health information that is held or
maintained by a covered entity or its business associate. It includes any information that relates to the past,
present, or future physical or mental health condition of an individual, the provision of health care to the
individual, or the past, present, or future payment for the provision of health care, and that identifies the
individual or can be used to identify the individual.

Personally Identifiable Information (PII) is information that can be used to identify an individual, regardless of
whether it is health-related. PII includes data such as names, social security numbers, addresses, dates (e.g.,
birth, admission, discharge), phone numbers, email addresses, and other unique identifiers that can be used to
trace information back to a specific person.

The key difference is that PHI is a subset of PII specifically related to health information and subject to the
Privacy Rule under HIPAA. While all PHI qualifies as PII because it can identify an individual, not all PII
qualifies as PHIβ€”only PII that pertains to health information and meets the specific criteria outlined in the
HIPAA Privacy Rule is considered PHI. Therefore, PHI is a specialized form of PII that is governed by strict
privacy and security standards, whereas PII is a broader category of personal data that may or may not be
health-related.

>>> Send a message (/? for help)
text
C:\Users\developer>ollama run hf.co/John1604/HYPAA-John1604-en-2025-gguf:q6_k
pulling manifest
pulling e07ef068aca8: 100% β–•β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– 6.7 GB
pulling eb4402837c78: 100% β–•β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– 1.5 KB
pulling 4a6ce91d86a8: 100% β–•β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–   99 B
pulling ec87bbc985e3: 100% β–•β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–  552 B
verifying sha256 digest
writing manifest
success
>>> what is HIPAA
<think>

</think>

HIPAA, or the Health Insurance Portability and Accountability Act, is a United States law enacted in August 1996. It was
designed to improve the efficiency and effectiveness of the health care system by establishing standards for electronic
health care transactions, protecting the privacy and security of individuals’ medical records and other protected health
information (PHI), and ensuring the portability of health insurance coverage. The law is administered by the Department of
Health and Human Services (HHS) and includes several key components, including the Privacy Rule, which governs the use and
disclosure of PHI; the Security Rule, which sets standards for protecting electronic PHI; and the Enforcement Rule, which
outlines penalties for non-compliance. HIPAA applies to covered entities such as health care providers, health plans, and
health care clearinghouses, as well as their business associates who handle PHI. The law also includes provisions related to
the electronic transmission of health information, billing, and administrative simplification.

>>> what is the difference of PII and PHI
<think>

</think>

Protected Health Information (PHI) refers to individually identifiable health information that is held or
maintained by a covered entity or its business associate. It includes any information that relates to the past,
present, or future physical or mental health condition of an individual, the provision of health care to the
individual, or the past, present, or future payment for the provision of health care, and that identifies the
individual or can be used to identify the individual.

Personally Identifiable Information (PII) is information that can be used to identify an individual, regardless of
whether it is health-related. PII includes data such as names, social security numbers, addresses, dates (e.g.,
birth, admission, discharge), phone numbers, email addresses, and other unique identifiers that can be used to
trace information back to a specific person.

The key difference is that PHI is a subset of PII specifically related to health information and subject to the
Privacy Rule under HIPAA. While all PHI qualifies as PII because it can identify an individual, not all PII
qualifies as PHIβ€”only PII that pertains to health information and meets the specific criteria outlined in the
HIPAA Privacy Rule is considered PHI. Therefore, PHI is a specialized form of PII that is governed by strict
privacy and security standards, whereas PII is a broader category of personal data that may or may not be
health-related.

>>> Send a message (/? for help)

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