From 5b2b0e2cd7a81118e986cb90e76acf038c25b382 Mon Sep 17 00:00:00 2001 From: Katia Gil Guzman Date: Wed, 23 Oct 2024 11:11:12 +0100 Subject: [PATCH 1/5] update registry --- examples/data/medicalData.csv | 107 ++++++++++++++++++++++++++++++++++ registry.yaml | 25 ++++---- 2 files changed, 120 insertions(+), 12 deletions(-) create mode 100644 examples/data/medicalData.csv diff --git a/examples/data/medicalData.csv b/examples/data/medicalData.csv new file mode 100644 index 0000000000..c5f968c7e9 --- /dev/null +++ b/examples/data/medicalData.csv @@ -0,0 +1,107 @@ +Patient ID,Date of Birth,Gender,Medical History,Current Medications,Allergies,Lab Results (Glucose mg/dL),Diagnoses,Treatment Plan,Is Valid,Issue +P001,1980-05-14,M,Hypertension,Lisinopril,None,110,Hypertension,Continue Lisinopril,True, +P002,1975-11-30,F,Diabetes Type 2,Metformin,Penicillin,90,Diabetes Type 2,Continue Metformin,True, +P003,1990-07-22,F,Asthma,Albuterol,Aspirin,85,Asthma,Prescribe Albuterol,True, +P004,2000-03-10,M,None,Amoxicillin,Penicillin,95,Infection,Prescribe Amoxicillin,False,Prescribed Amoxicillin despite Penicillin allergy +P005,1985-09-18,F,Hyperlipidemia,Atorvastatin,None,200,Hyperlipidemia,Continue Atorvastatin,True, +P006,1978-12-05,M,Hypertension; Diabetes Type 2,Lisinopril; Insulin,None,55,Diabetes Type 2,Adjust insulin dosage,False,Low glucose level not properly addressed +P007,1968-04-23,M,Hypertension,Lisinopril,None,105,Hypertension,Continue Lisinopril,True, +P008,1982-09-15,F,Diabetes Type 1,Insulin,Penicillin,130,Diabetes Type 1,Adjust insulin dosage,True, +P009,1955-12-02,M,Coronary Artery Disease,Aspirin; Atorvastatin,None,90,Coronary Artery Disease,Continue medications,True, +P010,1995-07-30,F,None,Amoxicillin,Penicillin,85,Infection,Prescribe Amoxicillin,False,Prescribed Amoxicillin despite Penicillin allergy +P011,1970-11-22,F,Asthma,Albuterol,Aspirin,90,Asthma,Continue Albuterol,True, +P012,1985-05-18,M,Diabetes Type 2,None,None,140,Diabetes Type 2,Diet and exercise,False,Diabetic patient not prescribed any diabetes medication +P013,1992-09-09,F,Depression,Sertraline,None,95,Depression,Continue Sertraline,True, +P014,1960-04-17,M,Hypertension,Lisinopril,None,88,Diabetes Type 2,Prescribe Metformin,False,Diagnosed with Diabetes Type 2 despite normal glucose levels +P015,2001-12-12,F,None,None,None,105,Prediabetes,Lifestyle modification,True, +P016,1945-03-04,M,Coronary Artery Disease,Aspirin; Atorvastatin,None,95,Coronary Artery Disease,Continue medications,True, +P017,1975-07-08,F,Diabetes Type 1,None,None,190,Diabetes Type 1,None,False,Diabetic patient not prescribed insulin +P018,1999-10-20,M,Asthma,None,Penicillin,85,Asthma,Prescribe Albuterol,True, +P019,1988-05-01,F,Hyperlipidemia,Atorvastatin,Sulfa Drugs,100,Hyperlipidemia,Continue Atorvastatin,True, +P020,1955-09-13,M,Chronic Kidney Disease,None,None,95,Chronic Kidney Disease,Prescribe high-dose NSAIDs,False,Prescribed NSAIDs contraindicated in CKD patients +P021,1977-03-29,F,None,Amoxicillin,Penicillin,92,Infection,Continue Amoxicillin,False,Prescribed Amoxicillin despite Penicillin allergy +P022,1986-08-17,M,Diabetes Type 2,Metformin,None,130,Diabetes Type 1,Add Insulin,False,Incorrectly diagnosed Diabetes Type 1 instead of Type 2 +P023,1965-01-05,F,Hypertension; Hyperlipidemia,None,None,85,Hypertension; Hyperlipidemia,Continue no medications,False,Patient not prescribed medications despite medical conditions +P024,1993-06-21,F,Anxiety,None,None,90,Anxiety,Prescribe anti-anxiety medication,True, +P025,1989-02-14,M,None,Penicillin,Penicillin,88,Infection,Continue Penicillin,False,Prescribed Penicillin despite Penicillin allergy +P026,1983-05-31,F,Depression,None,None,95,Depression,Cognitive Behavioral Therapy,True, +P027,1971-12-05,M,Diabetes Type 2,Metformin,None,80,Diabetes Type 2,Continue Metformin,True, +P028,1994-02-18,F,None,Amoxicillin,None,92,Viral Infection,Continue Amoxicillin,False,Prescribed antibiotic for viral infection +P029,1950-08-09,M,Hypertension,Lisinopril,Sulfa Drugs,94,Hypertension,Continue Lisinopril,True, +P030,1997-04-23,F,Asthma,None,None,88,Asthma,None,False,Asthma patient not prescribed rescue inhaler +P031,1981-09-16,M,None,None,None,70,Diabetes Type 2,Prescribe Metformin,False,Diagnosed with Diabetes Type 2 despite normal glucose levels +P032,1984-03-07,F,Rheumatoid Arthritis,NSAIDs,None,92,Rheumatoid Arthritis,Continue NSAIDs,True, +P033,1976-06-26,M,Depression,None,None,90,Depression,Start MAOI inhibitors,False,Prescribed MAOIs without considering first-line treatments +P034,1969-12-12,F,Hyperlipidemia,None,None,85,Hyperlipidemia,Diet and exercise,True, +P035,2002-11-22,M,None,None,None,130,None,None,False,Elevated glucose levels not addressed +P036,1993-02-03,F,Hypothyroidism,None,None,90,Hypothyroidism,Prescribe Levothyroxine,True, +P037,1959-09-08,M,Asthma,Aspirin,None,85,Asthma,Prescribe Aspirin,False,Aspirin not appropriate for asthma management +P038,1981-07-30,F,Diabetes Type 2,Metformin,None,260,Diabetes Type 2,Continue Metformin only,False,Extremely high glucose levels not adequately addressed +P039,1966-03-25,M,Hypertension,Lisinopril,None,92,Hypertension,Continue Lisinopril,True, +P040,1998-10-14,F,None,None,None,65,None,None,False,Hypoglycemia not addressed +P041,1972-05-19,M,None,None,Penicillin,90,Infection,Prescribe Penicillin,False,Prescribed Penicillin despite Penicillin allergy +P042,1989-11-09,F,Pregnancy,None,None,95,Pregnancy,Prescribe Warfarin,False,Warfarin contraindicated in pregnancy +P043,1962-01-29,M,Heart Failure,None,None,93,Heart Failure,Prescribe NSAIDs,False,NSAIDs contraindicated in heart failure patients +P044,1979-12-05,F,Diabetes Type 2,Insulin; Metformin,None,80,Diabetes Type 2,Continue medications,True, +P045,2005-07-17,M,None,None,Nuts,90,None,None,True, +P046,1987-04-22,F,Hypertension,Lisinopril,None,93,Hypertension,Add another ACE inhibitor,False,Duplicate therapy with ACE inhibitors +P047,1954-09-13,M,COPD,None,None,86,COPD,Prescribe Beta-blockers,False,Beta-blockers contraindicated in COPD patients +P048,1991-06-05,F,None,None,None,123,None,None,False,Elevated glucose levels not addressed +P049,1964-10-28,M,Hyperlipidemia,None,None,96,Hyperlipidemia,Diet and exercise,True, +P050,1970-06-30,F,None,None,None,200,Infection,Prescribe Antibiotics,False,High glucose levels not addressed +P051,1980-02-15,M,Diabetes Type 2,None,None,150,Diabetes Type 2,None,False,Diabetic patient not prescribed medications +P052,1995-08-24,F,Anxiety,None,None,90,Anxiety,Begin psychotherapy,True, +P053,1967-11-03,M,Hypertension,Lisinopril,None,92,Hypertension,Continue Lisinopril,True, +P054,1983-12-11,F,Asthma,None,None,89,Asthma,None,False,Asthma patient not prescribed medication +P055,1999-01-29,M,Diabetes Type 1,Insulin,None,140,Diabetes Type 1,Continue Insulin,True, +P056,1974-07-13,F,Hyperlipidemia,Atorvastatin,None,190,Hyperlipidemia,Continue Atorvastatin,True, +P057,1992-03-23,M,Hypertension,None,None,110,Hypertension,None,False,Patient not prescribed medication for hypertension +P058,1986-09-17,F,None,Amoxicillin,Penicillin,88,Infection,Prescribe Amoxicillin,False,Prescribed Amoxicillin despite Penicillin allergy +P059,1963-05-26,M,Osteoarthritis,None,None,95,Osteoarthritis,Begin physical therapy,True, +P060,1988-02-04,F,Depression,Sertraline,None,90,Depression,Continue Sertraline,True, +P061,1979-08-15,M,Diabetes Type 2,Metformin,None,250,Diabetes Type 2,Continue Metformin only,False,High glucose levels not adequately addressed +P062,2000-12-25,F,None,None,None,75,None,None,False,Low glucose levels not addressed +P063,1968-04-19,M,Asthma,Albuterol,None,85,Asthma,Continue Albuterol,True, +P064,1985-09-11,F,Hypertension,None,None,115,Hypertension,None,False,Patient not prescribed medication for hypertension +P065,1991-06-07,M,Infection,Amoxicillin,None,95,Infection,Continue Amoxicillin,True, +P066,1976-03-02,F,Pregnancy,None,None,90,Pregnancy,Prescribe ACE inhibitors,False,ACE inhibitors contraindicated in pregnancy +P067,1961-11-28,M,Hypertension,Lisinopril,None,92,Hypertension,Continue Lisinopril,True, +P068,1984-07-05,F,Diabetes Type 1,Insulin,None,130,Diabetes Type 1,Adjust insulin dosage,True, +P069,1996-05-14,M,None,None,None,85,None,None,True, +P070,1982-10-21,F,Hyperlipidemia,Atorvastatin,None,200,Hyperlipidemia,Continue Atorvastatin,True, +P071,1973-02-26,M,Chronic Kidney Disease,None,None,95,Chronic Kidney Disease,Prescribe NSAIDs,False,NSAIDs contraindicated in CKD patients +P072,1998-08-03,F,Anxiety,None,None,90,Anxiety,Begin therapy,True, +P073,1990-01-16,M,Asthma,Albuterol,None,88,Asthma,Continue Albuterol,True, +P074,1965-06-29,F,Hypertension,None,None,112,Hypertension,None,False,Patient not prescribed medication for hypertension +P075,1987-09-08,M,None,Penicillin,Penicillin,90,Infection,Continue Penicillin,False,Prescribed Penicillin despite Penicillin allergy +P076,2003-12-14,F,Diabetes Type 2,None,None,145,Diabetes Type 2,Start Metformin,True, +P077,1972-03-05,M,Depression,None,None,95,Depression,Begin counseling,True, +P078,1989-07-20,F,Asthma,None,None,87,Asthma,None,False,Asthma patient not prescribed medication +P079,1966-11-30,M,Hypertension,Lisinopril,None,93,Hypertension,Continue Lisinopril,True, +P080,1981-04-09,F,Hyperlipidemia,Atorvastatin,None,210,Hyperlipidemia,Continue Atorvastatin,True, +P081,1977-08-27,M,Diabetes Type 1,None,None,180,Diabetes Type 1,None,False,Diabetic patient not prescribed insulin +P082,1993-01-02,F,Pregnancy,None,None,90,Pregnancy,Prescribe Warfarin,False,Warfarin contraindicated in pregnancy +P083,1964-05-22,M,None,None,None,120,None,None,False,Elevated glucose levels not addressed +P084,1999-09-15,F,Osteoarthritis,None,None,90,Osteoarthritis,Begin physical therapy,True, +P085,1986-02-28,M,Asthma,Albuterol,None,85,Asthma,Continue Albuterol,True, +P086,1969-12-07,F,Hypertension,Lisinopril,None,110,Hypertension,Continue Lisinopril,True, +P087,2001-11-19,M,None,None,None,95,None,None,True, +P088,1983-03-30,F,Depression,Sertraline,None,90,Depression,Continue Sertraline,True, +P089,1970-08-13,M,Diabetes Type 2,Metformin,None,250,Diabetes Type 2,Continue Metformin only,False,High glucose levels not adequately addressed +P090,1995-05-04,F,None,Amoxicillin,Penicillin,88,Infection,Prescribe Amoxicillin,False,Prescribed Amoxicillin despite Penicillin allergy +P091,1962-09-29,M,Hypertension,None,None,115,Hypertension,None,False,Patient not prescribed medication for hypertension +P092,1988-06-09,F,Anxiety,None,None,90,Anxiety,Begin therapy,True, +P093,1980-01-25,M,Asthma,Albuterol,None,87,Asthma,Continue Albuterol,True, +P094,2004-04-11,F,Diabetes Type 1,None,None,160,Diabetes Type 1,None,False,Diabetic patient not prescribed insulin +P095,1975-07-16,M,Hyperlipidemia,Atorvastatin,None,205,Hyperlipidemia,Continue Atorvastatin,True, +P096,1992-11-23,F,Hypertension,Lisinopril,None,112,Hypertension,Continue Lisinopril,True, +P097,1968-03-19,M,None,None,None,70,Diabetes Type 2,Prescribe Metformin,False,Diagnosed with Diabetes Type 2 despite normal glucose levels +P098,1985-08-06,F,Osteoarthritis,None,None,95,Osteoarthritis,Begin physical therapy,True, +P099,1990-12-15,M,Asthma,Albuterol,None,86,Asthma,Continue Albuterol,True, +P100,1978-05-27,F,Chronic Kidney Disease,None,None,95,Chronic Kidney Disease,Prescribe NSAIDs,False,NSAIDs contraindicated in CKD patients +P101,2002-10-08,M,Depression,None,None,90,Depression,Begin counseling,True, +P102,1966-02-13,F,Hypertension,Lisinopril,None,110,Hypertension,Continue Lisinopril,True, +P103,1984-07-31,M,Diabetes Type 2,Metformin,None,260,Diabetes Type 2,Continue Metformin only,False,High glucose levels not adequately addressed +P104,1997-09-05,F,None,Amoxicillin,None,92,Viral Infection,Prescribe Amoxicillin,False,Prescribed antibiotic for viral infection +P105,1971-01-22,M,Asthma,None,None,88,Asthma,None,False,Asthma patient not prescribed medication +P106,1996-06-18,F,Hyperlipidemia,Atorvastatin,None,215,Hyperlipidemia,Continue Atorvastatin,True, diff --git a/registry.yaml b/registry.yaml index af2674a24c..3d373d53f5 100644 --- a/registry.yaml +++ b/registry.yaml @@ -349,29 +349,29 @@ - embeddings - title: "Addressing transcription misspellings: prompt vs post-processing" - path: examples/Whisper_correct_misspelling.ipynb + path: examples/audio_correct_misspelling.ipynb date: 2023-08-11 authors: - prestontuggle tags: - - whisper + - audio - completions -- title: "Enhancing Whisper transcriptions: pre- & post-processing techniques" - path: examples/Whisper_processing_guide.ipynb +- title: "Enhancing audio transcriptions: pre- & post-processing techniques" + path: examples/audio_processing_guide.ipynb date: 2023-08-11 authors: - prestontuggle tags: - - whisper + - audio -- title: Whisper prompting guide - path: examples/Whisper_prompting_guide.ipynb +- title: audio prompting guide + path: examples/audio_prompting_guide.ipynb date: 2023-06-27 authors: - prestontuggle tags: - - whisper + - audio - completions - title: Zero-shot classification with embeddings @@ -1117,7 +1117,7 @@ tags: - completions - vision - - speech + - audio - title: What's new with DALL·E 3? path: articles/what_is_new_with_dalle_3.mdx @@ -1308,7 +1308,7 @@ tags: - completions - vision - - whisper + - audio - title: Azure AI Search with Azure Functions and GPT Actions in ChatGPT path: examples/chatgpt/rag-quickstart/azure/Azure_AI_Search_with_Azure_Functions_and_GPT_Actions_in_ChatGPT.ipynb @@ -1632,10 +1632,11 @@ - completions - fine-tuning -- title: Voice Translation of Audio Files into Different Languages Using Gpt-4o +- title: Voice Translation into Different Languages path: examples/voice_solutions/voice_translation_into_different_languages_using_GPT-4o.ipynb date: 2024-10-21 authors: - msingh-openai tags: - - completions \ No newline at end of file + - completions + - audio From 195c849cd2038ba06b82911291d2ef7ee16ed032 Mon Sep 17 00:00:00 2001 From: Katia Gil Guzman Date: Wed, 23 Oct 2024 11:13:48 +0100 Subject: [PATCH 2/5] update registry --- registry.yaml | 20 ++++++++++---------- 1 file changed, 10 insertions(+), 10 deletions(-) diff --git a/registry.yaml b/registry.yaml index 3d373d53f5..39867c682c 100644 --- a/registry.yaml +++ b/registry.yaml @@ -349,29 +349,29 @@ - embeddings - title: "Addressing transcription misspellings: prompt vs post-processing" - path: examples/audio_correct_misspelling.ipynb + path: examples/Whisper_correct_misspelling.ipynb date: 2023-08-11 authors: - prestontuggle tags: - - audio + - whisper - completions -- title: "Enhancing audio transcriptions: pre- & post-processing techniques" - path: examples/audio_processing_guide.ipynb +- title: "Enhancing Whisper transcriptions: pre- & post-processing techniques" + path: examples/Whisper_processing_guide.ipynb date: 2023-08-11 authors: - prestontuggle tags: - - audio + - whisper -- title: audio prompting guide - path: examples/audio_prompting_guide.ipynb +- title: Whisper prompting guide + path: examples/Whisper_prompting_guide.ipynb date: 2023-06-27 authors: - prestontuggle tags: - - audio + - whisper - completions - title: Zero-shot classification with embeddings @@ -1117,7 +1117,7 @@ tags: - completions - vision - - audio + - speech - title: What's new with DALL·E 3? path: articles/what_is_new_with_dalle_3.mdx @@ -1308,7 +1308,7 @@ tags: - completions - vision - - audio + - whisper - title: Azure AI Search with Azure Functions and GPT Actions in ChatGPT path: examples/chatgpt/rag-quickstart/azure/Azure_AI_Search_with_Azure_Functions_and_GPT_Actions_in_ChatGPT.ipynb From 77bbb66cf33c6fe7f551141f17afd25938938377 Mon Sep 17 00:00:00 2001 From: Katia Gil Guzman Date: Wed, 23 Oct 2024 11:38:14 +0100 Subject: [PATCH 3/5] add agents tag --- registry.yaml | 6 +++++- 1 file changed, 5 insertions(+), 1 deletion(-) diff --git a/registry.yaml b/registry.yaml index 39867c682c..d4cc6d3646 100644 --- a/registry.yaml +++ b/registry.yaml @@ -146,6 +146,7 @@ tags: - completions - embeddings + - agents - title: How to use functions with a knowledge base path: examples/How_to_call_functions_for_knowledge_retrieval.ipynb @@ -1067,6 +1068,7 @@ tags: - completions - functions + - agents - title: Named Entity Recognition to Enrich Text path: examples/Named_Entity_Recognition_to_enrich_text.ipynb @@ -1152,6 +1154,7 @@ tags: - completions - functions + - agents - title: MongoDB Atlas Vector Search path: examples/vector_databases/mongodb_atlas/README.md @@ -1500,7 +1503,7 @@ tags: - completions - functions - - assistants + - agents - title: Introduction to Structured Outputs path: examples/Structured_Outputs_Intro.ipynb @@ -1598,6 +1601,7 @@ tags: - completions - reasoning + - title: Using chained calls for o1 structured outputs path: examples/o1/Using_chained_calls_for_o1_structured_outputs.ipynb date: 2024-09-26 From bc804883ad1af7cd7d87f4a35e0721c111042163 Mon Sep 17 00:00:00 2001 From: Katia Gil Guzman Date: Wed, 23 Oct 2024 11:39:35 +0100 Subject: [PATCH 4/5] fix typo --- examples/Orchestrating_agents.ipynb | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/examples/Orchestrating_agents.ipynb b/examples/Orchestrating_agents.ipynb index 6cbc65a6d3..d0f2084a29 100644 --- a/examples/Orchestrating_agents.ipynb +++ b/examples/Orchestrating_agents.ipynb @@ -46,7 +46,7 @@ "source": [ "# Routines\n", "\n", - "The notion of a \"routine\" is not strictly defined, and instead meant to capture the idea of a set of steps. Conretely, let's define a routine to be a list of instructions in natural langauge (which we'll represent with a system prompt), along with the tools necessary to complete them.\n", + "The notion of a \"routine\" is not strictly defined, and instead meant to capture the idea of a set of steps. Concretely, let's define a routine to be a list of instructions in natural langauge (which we'll represent with a system prompt), along with the tools necessary to complete them.\n", "\n", "\n", "\n", @@ -865,7 +865,7 @@ ], "metadata": { "kernelspec": { - "display_name": "openai", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, From dd5f23ab81f9d5f536b46446e9f99a8dbae6e7fb Mon Sep 17 00:00:00 2001 From: Katia Gil Guzman Date: Wed, 23 Oct 2024 11:41:34 +0100 Subject: [PATCH 5/5] rm file --- examples/data/medicalData.csv | 107 ---------------------------------- 1 file changed, 107 deletions(-) delete mode 100644 examples/data/medicalData.csv diff --git a/examples/data/medicalData.csv b/examples/data/medicalData.csv deleted file mode 100644 index c5f968c7e9..0000000000 --- a/examples/data/medicalData.csv +++ /dev/null @@ -1,107 +0,0 @@ -Patient ID,Date of Birth,Gender,Medical History,Current Medications,Allergies,Lab Results (Glucose mg/dL),Diagnoses,Treatment Plan,Is Valid,Issue -P001,1980-05-14,M,Hypertension,Lisinopril,None,110,Hypertension,Continue Lisinopril,True, -P002,1975-11-30,F,Diabetes Type 2,Metformin,Penicillin,90,Diabetes Type 2,Continue Metformin,True, -P003,1990-07-22,F,Asthma,Albuterol,Aspirin,85,Asthma,Prescribe Albuterol,True, -P004,2000-03-10,M,None,Amoxicillin,Penicillin,95,Infection,Prescribe Amoxicillin,False,Prescribed Amoxicillin despite Penicillin allergy -P005,1985-09-18,F,Hyperlipidemia,Atorvastatin,None,200,Hyperlipidemia,Continue Atorvastatin,True, -P006,1978-12-05,M,Hypertension; Diabetes Type 2,Lisinopril; Insulin,None,55,Diabetes Type 2,Adjust insulin dosage,False,Low glucose level not properly addressed -P007,1968-04-23,M,Hypertension,Lisinopril,None,105,Hypertension,Continue Lisinopril,True, -P008,1982-09-15,F,Diabetes Type 1,Insulin,Penicillin,130,Diabetes Type 1,Adjust insulin dosage,True, -P009,1955-12-02,M,Coronary Artery Disease,Aspirin; Atorvastatin,None,90,Coronary Artery Disease,Continue medications,True, -P010,1995-07-30,F,None,Amoxicillin,Penicillin,85,Infection,Prescribe Amoxicillin,False,Prescribed Amoxicillin despite Penicillin allergy -P011,1970-11-22,F,Asthma,Albuterol,Aspirin,90,Asthma,Continue Albuterol,True, -P012,1985-05-18,M,Diabetes Type 2,None,None,140,Diabetes Type 2,Diet and exercise,False,Diabetic patient not prescribed any diabetes medication -P013,1992-09-09,F,Depression,Sertraline,None,95,Depression,Continue Sertraline,True, -P014,1960-04-17,M,Hypertension,Lisinopril,None,88,Diabetes Type 2,Prescribe Metformin,False,Diagnosed with Diabetes Type 2 despite normal glucose levels -P015,2001-12-12,F,None,None,None,105,Prediabetes,Lifestyle modification,True, -P016,1945-03-04,M,Coronary Artery Disease,Aspirin; Atorvastatin,None,95,Coronary Artery Disease,Continue medications,True, -P017,1975-07-08,F,Diabetes Type 1,None,None,190,Diabetes Type 1,None,False,Diabetic patient not prescribed insulin -P018,1999-10-20,M,Asthma,None,Penicillin,85,Asthma,Prescribe Albuterol,True, -P019,1988-05-01,F,Hyperlipidemia,Atorvastatin,Sulfa Drugs,100,Hyperlipidemia,Continue Atorvastatin,True, -P020,1955-09-13,M,Chronic Kidney Disease,None,None,95,Chronic Kidney Disease,Prescribe high-dose NSAIDs,False,Prescribed NSAIDs contraindicated in CKD patients -P021,1977-03-29,F,None,Amoxicillin,Penicillin,92,Infection,Continue Amoxicillin,False,Prescribed Amoxicillin despite Penicillin allergy -P022,1986-08-17,M,Diabetes Type 2,Metformin,None,130,Diabetes Type 1,Add Insulin,False,Incorrectly diagnosed Diabetes Type 1 instead of Type 2 -P023,1965-01-05,F,Hypertension; Hyperlipidemia,None,None,85,Hypertension; Hyperlipidemia,Continue no medications,False,Patient not prescribed medications despite medical conditions -P024,1993-06-21,F,Anxiety,None,None,90,Anxiety,Prescribe anti-anxiety medication,True, -P025,1989-02-14,M,None,Penicillin,Penicillin,88,Infection,Continue Penicillin,False,Prescribed Penicillin despite Penicillin allergy -P026,1983-05-31,F,Depression,None,None,95,Depression,Cognitive Behavioral Therapy,True, -P027,1971-12-05,M,Diabetes Type 2,Metformin,None,80,Diabetes Type 2,Continue Metformin,True, -P028,1994-02-18,F,None,Amoxicillin,None,92,Viral Infection,Continue Amoxicillin,False,Prescribed antibiotic for viral infection -P029,1950-08-09,M,Hypertension,Lisinopril,Sulfa Drugs,94,Hypertension,Continue Lisinopril,True, -P030,1997-04-23,F,Asthma,None,None,88,Asthma,None,False,Asthma patient not prescribed rescue inhaler -P031,1981-09-16,M,None,None,None,70,Diabetes Type 2,Prescribe Metformin,False,Diagnosed with Diabetes Type 2 despite normal glucose levels -P032,1984-03-07,F,Rheumatoid Arthritis,NSAIDs,None,92,Rheumatoid Arthritis,Continue NSAIDs,True, -P033,1976-06-26,M,Depression,None,None,90,Depression,Start MAOI inhibitors,False,Prescribed MAOIs without considering first-line treatments -P034,1969-12-12,F,Hyperlipidemia,None,None,85,Hyperlipidemia,Diet and exercise,True, -P035,2002-11-22,M,None,None,None,130,None,None,False,Elevated glucose levels not addressed -P036,1993-02-03,F,Hypothyroidism,None,None,90,Hypothyroidism,Prescribe Levothyroxine,True, -P037,1959-09-08,M,Asthma,Aspirin,None,85,Asthma,Prescribe Aspirin,False,Aspirin not appropriate for asthma management -P038,1981-07-30,F,Diabetes Type 2,Metformin,None,260,Diabetes Type 2,Continue Metformin only,False,Extremely high glucose levels not adequately addressed -P039,1966-03-25,M,Hypertension,Lisinopril,None,92,Hypertension,Continue Lisinopril,True, -P040,1998-10-14,F,None,None,None,65,None,None,False,Hypoglycemia not addressed -P041,1972-05-19,M,None,None,Penicillin,90,Infection,Prescribe Penicillin,False,Prescribed Penicillin despite Penicillin allergy -P042,1989-11-09,F,Pregnancy,None,None,95,Pregnancy,Prescribe Warfarin,False,Warfarin contraindicated in pregnancy -P043,1962-01-29,M,Heart Failure,None,None,93,Heart Failure,Prescribe NSAIDs,False,NSAIDs contraindicated in heart failure patients -P044,1979-12-05,F,Diabetes Type 2,Insulin; Metformin,None,80,Diabetes Type 2,Continue medications,True, -P045,2005-07-17,M,None,None,Nuts,90,None,None,True, -P046,1987-04-22,F,Hypertension,Lisinopril,None,93,Hypertension,Add another ACE inhibitor,False,Duplicate therapy with ACE inhibitors -P047,1954-09-13,M,COPD,None,None,86,COPD,Prescribe Beta-blockers,False,Beta-blockers contraindicated in COPD patients -P048,1991-06-05,F,None,None,None,123,None,None,False,Elevated glucose levels not addressed -P049,1964-10-28,M,Hyperlipidemia,None,None,96,Hyperlipidemia,Diet and exercise,True, -P050,1970-06-30,F,None,None,None,200,Infection,Prescribe Antibiotics,False,High glucose levels not addressed -P051,1980-02-15,M,Diabetes Type 2,None,None,150,Diabetes Type 2,None,False,Diabetic patient not prescribed medications -P052,1995-08-24,F,Anxiety,None,None,90,Anxiety,Begin psychotherapy,True, -P053,1967-11-03,M,Hypertension,Lisinopril,None,92,Hypertension,Continue Lisinopril,True, -P054,1983-12-11,F,Asthma,None,None,89,Asthma,None,False,Asthma patient not prescribed medication -P055,1999-01-29,M,Diabetes Type 1,Insulin,None,140,Diabetes Type 1,Continue Insulin,True, -P056,1974-07-13,F,Hyperlipidemia,Atorvastatin,None,190,Hyperlipidemia,Continue Atorvastatin,True, -P057,1992-03-23,M,Hypertension,None,None,110,Hypertension,None,False,Patient not prescribed medication for hypertension -P058,1986-09-17,F,None,Amoxicillin,Penicillin,88,Infection,Prescribe Amoxicillin,False,Prescribed Amoxicillin despite Penicillin allergy -P059,1963-05-26,M,Osteoarthritis,None,None,95,Osteoarthritis,Begin physical therapy,True, -P060,1988-02-04,F,Depression,Sertraline,None,90,Depression,Continue Sertraline,True, -P061,1979-08-15,M,Diabetes Type 2,Metformin,None,250,Diabetes Type 2,Continue Metformin only,False,High glucose levels not adequately addressed -P062,2000-12-25,F,None,None,None,75,None,None,False,Low glucose levels not addressed -P063,1968-04-19,M,Asthma,Albuterol,None,85,Asthma,Continue Albuterol,True, -P064,1985-09-11,F,Hypertension,None,None,115,Hypertension,None,False,Patient not prescribed medication for hypertension -P065,1991-06-07,M,Infection,Amoxicillin,None,95,Infection,Continue Amoxicillin,True, -P066,1976-03-02,F,Pregnancy,None,None,90,Pregnancy,Prescribe ACE inhibitors,False,ACE inhibitors contraindicated in pregnancy -P067,1961-11-28,M,Hypertension,Lisinopril,None,92,Hypertension,Continue Lisinopril,True, -P068,1984-07-05,F,Diabetes Type 1,Insulin,None,130,Diabetes Type 1,Adjust insulin dosage,True, -P069,1996-05-14,M,None,None,None,85,None,None,True, -P070,1982-10-21,F,Hyperlipidemia,Atorvastatin,None,200,Hyperlipidemia,Continue Atorvastatin,True, -P071,1973-02-26,M,Chronic Kidney Disease,None,None,95,Chronic Kidney Disease,Prescribe NSAIDs,False,NSAIDs contraindicated in CKD patients -P072,1998-08-03,F,Anxiety,None,None,90,Anxiety,Begin therapy,True, -P073,1990-01-16,M,Asthma,Albuterol,None,88,Asthma,Continue Albuterol,True, -P074,1965-06-29,F,Hypertension,None,None,112,Hypertension,None,False,Patient not prescribed medication for hypertension -P075,1987-09-08,M,None,Penicillin,Penicillin,90,Infection,Continue Penicillin,False,Prescribed Penicillin despite Penicillin allergy -P076,2003-12-14,F,Diabetes Type 2,None,None,145,Diabetes Type 2,Start Metformin,True, -P077,1972-03-05,M,Depression,None,None,95,Depression,Begin counseling,True, -P078,1989-07-20,F,Asthma,None,None,87,Asthma,None,False,Asthma patient not prescribed medication -P079,1966-11-30,M,Hypertension,Lisinopril,None,93,Hypertension,Continue Lisinopril,True, -P080,1981-04-09,F,Hyperlipidemia,Atorvastatin,None,210,Hyperlipidemia,Continue Atorvastatin,True, -P081,1977-08-27,M,Diabetes Type 1,None,None,180,Diabetes Type 1,None,False,Diabetic patient not prescribed insulin -P082,1993-01-02,F,Pregnancy,None,None,90,Pregnancy,Prescribe Warfarin,False,Warfarin contraindicated in pregnancy -P083,1964-05-22,M,None,None,None,120,None,None,False,Elevated glucose levels not addressed -P084,1999-09-15,F,Osteoarthritis,None,None,90,Osteoarthritis,Begin physical therapy,True, -P085,1986-02-28,M,Asthma,Albuterol,None,85,Asthma,Continue Albuterol,True, -P086,1969-12-07,F,Hypertension,Lisinopril,None,110,Hypertension,Continue Lisinopril,True, -P087,2001-11-19,M,None,None,None,95,None,None,True, -P088,1983-03-30,F,Depression,Sertraline,None,90,Depression,Continue Sertraline,True, -P089,1970-08-13,M,Diabetes Type 2,Metformin,None,250,Diabetes Type 2,Continue Metformin only,False,High glucose levels not adequately addressed -P090,1995-05-04,F,None,Amoxicillin,Penicillin,88,Infection,Prescribe Amoxicillin,False,Prescribed Amoxicillin despite Penicillin allergy -P091,1962-09-29,M,Hypertension,None,None,115,Hypertension,None,False,Patient not prescribed medication for hypertension -P092,1988-06-09,F,Anxiety,None,None,90,Anxiety,Begin therapy,True, -P093,1980-01-25,M,Asthma,Albuterol,None,87,Asthma,Continue Albuterol,True, -P094,2004-04-11,F,Diabetes Type 1,None,None,160,Diabetes Type 1,None,False,Diabetic patient not prescribed insulin -P095,1975-07-16,M,Hyperlipidemia,Atorvastatin,None,205,Hyperlipidemia,Continue Atorvastatin,True, -P096,1992-11-23,F,Hypertension,Lisinopril,None,112,Hypertension,Continue Lisinopril,True, -P097,1968-03-19,M,None,None,None,70,Diabetes Type 2,Prescribe Metformin,False,Diagnosed with Diabetes Type 2 despite normal glucose levels -P098,1985-08-06,F,Osteoarthritis,None,None,95,Osteoarthritis,Begin physical therapy,True, -P099,1990-12-15,M,Asthma,Albuterol,None,86,Asthma,Continue Albuterol,True, -P100,1978-05-27,F,Chronic Kidney Disease,None,None,95,Chronic Kidney Disease,Prescribe NSAIDs,False,NSAIDs contraindicated in CKD patients -P101,2002-10-08,M,Depression,None,None,90,Depression,Begin counseling,True, -P102,1966-02-13,F,Hypertension,Lisinopril,None,110,Hypertension,Continue Lisinopril,True, -P103,1984-07-31,M,Diabetes Type 2,Metformin,None,260,Diabetes Type 2,Continue Metformin only,False,High glucose levels not adequately addressed -P104,1997-09-05,F,None,Amoxicillin,None,92,Viral Infection,Prescribe Amoxicillin,False,Prescribed antibiotic for viral infection -P105,1971-01-22,M,Asthma,None,None,88,Asthma,None,False,Asthma patient not prescribed medication -P106,1996-06-18,F,Hyperlipidemia,Atorvastatin,None,215,Hyperlipidemia,Continue Atorvastatin,True,