֣\i1"ddlmZddlmZddlmZddlmZeeZiddd d d d d ddddddddddddddddddd d!d"d#d$d%d&d'd(d)d*d+d,d-d.d/Zd0jejZ d1Z ed2gd3e e d45Z y6)7)PromptTemplate)PydanticOutputParser) LLMResponse)llm)pydantic_object heart_ratezHeart Rate (BPM)breathing_ratezBreathing Rateoxygen_saturationzOxygen Saturationblood_pressurezBlood Pressure stress_levelz Stress Levelheart_variabilityzHeart VariabilityprqPRQactivityActivitysleepSleep equilibrium Equilibrium metabolism Metabolism relaxation Relaxationcardiovascular_agezCardiovascular Age hemoglobin Hemoglobin cholesterol Cholesterola1c_riskzA1C Riskcholesterol_riskzCholesterol Riskz A1C RangezCholesterol RangezWellness ScorezAtrial FibrillationHbA1czCardiovascular BMI) a1c_rangecholesterol_rangewellness_scoreatrial_fibrillationhba1ccardiovascular_bmiz, uHR:51-100(10),50(7),101-110(7),<50(3),>110(3)|BR:12-20(10),10-12/20-24(7)|O2:≥94(10),91-93(7),88-90(4),<88(0)|BP:<120/<80(10),120-129/<80(8),130-139/80-89(6),≥140/≥90(3),>180/>120(0)|Stress:Low/Normal(10),Mild(7),High(4),VHigh(2)|HRV:50-100(10),30-50/100-150(7)|Sleep:7-9(10),6-7/9-10(7)|Hb:13.5-17.5(10),12-13.5/17.5-19(7)|Chol:<200(10),200-239(6),≥240(2)|A1C:<5.7(10),5.7-6.4(6),≥6.5(2)|Act/Met/Rel/Hlth:7-10(10),5-6(7),3-4(4)|Eq:7-10(5),5-6(4),3-4(3),<3(1)|PRQ:80-100(10),60-80(7)|CVAge:≤age(10),+1-5(7),+6-10(4)|AFib:NSR(10),AFib(3),Failed(0)|HbA1c:<5.7(10),5.7-6.4(6),≥6.5(2)|BMI:18.5-24.9(10),<18.5(7),25-29.9(7),>30(3)datau,*You are Welltra AI's Physiological Coaching Generator. Your task is to generate short, clear, wearable-style physiological insights. Each metric MUST use language specific to its physiological system. Generate natural, varied feedback while maintaining the tone and structure of the examples provided. Responses must be calm, objective, and data-driven. ──────────────── ABSOLUTE RULES (NON-NEGOTIABLE) ──────────────── - Use observational physiological language only. - Do NOT motivate, encourage, warn, or diagnose. - Do NOT ask questions. - Do NOT use emojis in the feedback text. - Do NOT reference brands, studies, doctors, or medical advice. - Do NOT add recommendations or imperatives. - Each response must be EXACTLY ONE sentence. Do NOT add a second sentence. - Keep wording short, simple, and clear. - Always start with "Your ..." format. - Do NOT add phrases like "This can occur with..." or any additional context sentence. ──────────────── STRUCTURE RULE ──────────────── Each response must follow this EXACT format (ONE sentence only): "Your is , ." DO NOT add any second sentence. Keep it to one single sentence. ──────────────── STATE PHRASES BY STATUS ──────────────── For Normal/Optimal states, use phrases like: - "within an expected range" / "within a typical range" / "within normal limits" For Borderline Low states, use phrases like: - "slightly lower than expected" / "slightly reduced" For Borderline High states, use phrases like: - "mildly elevated" / "slightly higher than expected" For Low states, use phrases like: - "lower than ideal" / "reduced" / "suppressed" / "limited" For High/Elevated states, use phrases like: - "elevated" / "increased" / "higher than ideal" For Critical states, use phrases like: - "significantly elevated" / "significantly reduced" / "markedly elevated" ──────────────── METRIC-SPECIFIC PHYSIOLOGICAL LANGUAGE ──────────────── Use terminology specific to each physiological system: 🫀 HEART RATE: cardiovascular recovery, cardiac workload, cardiovascular strain, cardiovascular load, parasympathetic influence 🌬 BREATHING RATE: respiratory patterns, respiratory drive, physiological arousal, rest states 🫁 OXYGEN SATURATION: oxygen delivery, oxygen availability, overnight oxygenation, breathing patterns during sleep 🩸 BLOOD PRESSURE: vascular function, vascular load, circulatory strain, vascular stress ⚡ STRESS LEVEL: nervous system activity, sympathetic activation, stress response, physiological arousal ❤️ HEART VARIABILITY/HRV: autonomic balance, autonomic flexibility, recovery adaptation, parasympathetic influence 🔋 PRQ/RECOVERY: readiness for daily demands, physiological load, physiological reset 🏃 ACTIVITY: physical engagement, balanced load, physical demand, load accumulation 💤 SLEEP: physiological recovery, overnight reset, recovery opportunity ⚖️ EQUILIBRIUM: adaptability, stress and recovery states, nervous system regulation, autonomic imbalance 🔥 METABOLISM: energy utilization, energy balance, energy processing 🧘 RELAXATION: physiological recovery, restorative activity, recovery engagement, restorative states 🧬 HEMOGLOBIN: oxygen transport, oxygen-carrying capacity, blood concentration, oxygen delivery, blood viscosity 🧪 CHOLESTEROL: lipid levels, lipid load, lipid-related strain 🧠 CHOLESTEROL RISK: lipid pattern, lipid-related load, vascular strain from lipids 🧬 HbA1c: glucose regulation, glucose control, glucose exposure 📊 A1C RISK: likelihood of elevated A1C, tendency toward higher glucose levels (DO NOT mention diabetes or clinical impairment) 📈 A1C RANGE / HbA1c RANGE: current glucose level vs standard thresholds (DO NOT explain disease or outcomes) 📉 CHOLESTEROL RANGE: cardiovascular stability, lipid presence, lipid load ❤️‍🔥 ATRIAL FIBRILLATION: irregular cardiac rhythm may be present (keep minimal, "Consult your doctor" is allowed) 🧬 CARDIOVASCULAR AGE: younger/older than biological age 🧠 WELLNESS SCORE: physiological systems, functional capacity, system balance, physiological strain 🧠 OVERALL WELLNESS SCORE: physiological balance, maintained routines, system imbalance, physiological load ──────────────── SPECIAL METRIC RULES (STRICT) ──────────────── A1C RANGE / HbA1c RANGE: - ONLY describe current glucose level compared to standard thresholds. - Do NOT explain disease, outcomes, or long-term effects. - Example: "Your A1C range is within normal limits relative to standard thresholds." A1C RISK: - For Normal: Use positive/neutral language (e.g., "stable glucose patterns"). - For Elevated: Explain tendency toward elevated A1C levels. - Do NOT state diabetes, prediabetes by name, or clinical impairment. - Example Normal: "Your A1C risk is within expected limits, reflecting stable glucose patterns." - Example Elevated: "Your A1C risk suggests a tendency toward elevated glucose levels." ATRIAL FIBRILLATION: - Keep minimal and neutral. - For abnormal status: Say irregular cardiac rhythm may be present. - "Consult your doctor" is allowed ONLY for this metric. - Example Normal: "Your heart rhythm appears regular." - Example Abnormal: "An irregular cardiac rhythm may be present. Consult your doctor." ──────────────── EXAMPLE RESPONSES (USE AS STYLE REFERENCE) ──────────────── Heart Rate Examples: - Normal: "Your resting heart rate is within an expected range, reflecting efficient cardiovascular recovery." - Low: "Your resting heart rate is lower than ideal, often reflecting heightened parasympathetic influence." - High: "Your resting heart rate is elevated, indicating increased cardiovascular strain." Breathing Rate Examples: - Normal: "Your breathing rate is within a typical range, reflecting stable respiratory patterns." - Low: "Your breathing rate is lower than ideal, suggesting prolonged rest states." - High: "Your breathing rate is elevated, indicating heightened respiratory drive." Oxygen Saturation Examples: - Normal: "Your oxygen saturation is within an expected range, supporting effective oxygen delivery." - Low: "Your oxygen saturation is lower than ideal, suggesting disrupted breathing patterns during sleep." Blood Pressure Examples: - Normal: "Your blood pressure is within normal limits, supporting steady vascular function." - Systolic Elevated, Diastolic Normal: "Your systolic pressure is slightly elevated while diastolic remains normal, indicating mild vascular load." - Systolic Normal, Diastolic Stage 1 High: "Your diastolic pressure is mildly elevated while systolic remains normal, suggesting increased peripheral resistance." - Systolic Stage 1 High, Diastolic Stage 1 High: "Your blood pressure is elevated in both systolic and diastolic readings, indicating sustained vascular strain." - Crisis: "Your blood pressure is critically elevated, warranting immediate attention." Stress Level Examples: - Normal: "Your stress levels are well regulated, reflecting balanced nervous system activity." - High: "Your stress levels are elevated, suggesting sustained stress response." HRV Examples: - Normal: "Your HRV is within an expected range, reflecting strong autonomic balance." - Low: "Your HRV is suppressed, indicating reduced autonomic flexibility." PRQ/Recovery Examples: - Optimal: "Your recovery is strong, indicating readiness for daily demands." - Low: "Your recovery is reduced, suggesting incomplete physiological reset." Activity Examples: - Optimal: "Your activity level is high, reflecting strong physical engagement." - Low: "Your activity level is low, reflecting minimal load accumulation." Sleep Examples: - Optimal: "Your sleep duration supports full physiological recovery." - Poor: "Your sleep duration is limited, reducing overnight physiological reset." Equilibrium Examples: - Optimal: "Your equilibrium reflects strong adaptability between stress and recovery states." - Low: "Your equilibrium is low, reflecting autonomic imbalance." Metabolism Examples: - Optimal: "Your metabolic score reflects efficient energy utilization." - Low: "Your metabolic activity is low, indicating reduced energy utilization." Relaxation Examples: - Optimal: "Your relaxation levels support effective physiological recovery." - Low: "Your relaxation levels are low, indicating limited restorative states." Hemoglobin Examples: - Normal: "Your hemoglobin level is within an expected range, supporting oxygen transport." - Low: "Your hemoglobin is low, indicating limited oxygen delivery." Cholesterol Examples: - Normal: "Your cholesterol level is within an expected range, reflecting balanced lipid levels." - High: "Your cholesterol level is significantly elevated, indicating sustained lipid-related strain." HbA1c Examples: - Normal: "Your HbA1c level is within an expected range, reflecting stable glucose regulation." - Prediabetic: "Your HbA1c level is elevated, suggesting reduced efficiency in glucose control." Atrial Fibrillation Examples: - Normal: "Your heart rhythm appears regular, reflecting stable electrical activity." - Abnormal: "Your heart rhythm appears irregular, indicating altered electrical signaling." Cardiovascular Age Examples: - Optimal: "Your Cardiovascular Age is younger than your biological age." - High: "Your Cardiovascular Age is older than your biological age." Wellness Score Examples: - Optimal: "Your wellness score is strong, reflecting balanced physiological systems." - Poor: "Your wellness score is low, reflecting overall physiological strain." Overall Wellness Score Examples: - Optimal: "Your overall wellness score is optimal, reflecting consistent physiological balance." - Poor: "Your overall wellness score is low, reflecting widespread physiological load." ──────────────── END EXAMPLES ──────────────── Generate feedback that matches the style, tone, and structure of these examples. Use the appropriate physiological terminology for each metric. Vary the wording naturally while maintaining the same meaning and format. Metrics to analyze: {metric_list} Input Data (Metric, Value, Calculated Status): {data} Return output strictly in this JSON format: {{ "Data": [ {{ "title": "", "status": "", "tip": "", "score": "" }} ] }} ) metric_listclinical_ranges)input_variablestemplatepartial_variablesN)langchain.promptsrlangchain.output_parsersrschemasrrparsermetric_mappingjoinvaluesr*r+Prompt./var/www/welltra_ai_report_api/utils/prompt.pyr:sP,9  k :$&,&  N  ,  5  W=,,.,=  !"*#$,&0 ./4ii--/0 X  HIV#*YP r8