Symptoms versus Alpha Diversity Indices

I recently exposed the Diversity Indices to all users on Microbiome Prescription. It is on the [Research Features] tab.

I then computed the average and also the average percentile for each symptom. I prefer to use percentile because the distribution is not a bell curve. Converting to percentiles transform it to a uniform distribution which is easier to work with for statistical tests. Percentiles are also easier for people to understand.

See this write up by CosmosId to explain these indices. I also attach the data as a CSV file for those who want to play with sorting the data in different manners. For all of the Rank, 50 is what would be expected from a general healthy population.

These Measures are Age And Lab Sensitive

Symptom NameShannonSimpsonChaoShannon
Rank
Simpson
Rank
Chao
Rank
Obs
Age: 0-101.5760.118878833.165.244.821
Age: 20-301.5990.0651159232.249.752.657
Age: 30-401.5790.061111931.943.552.9153
Age: 40-501.620.0671043334.847.150.5106
Age: 50-601.6050.0451172832.834.155.347
Age: 60-701.4880.03313580282660.722
Biomesight
SymptomNameShannonSimpsonchaoShannon RankSimpson RankChao Rankobservations
Age: 20-302.180.0623606549.615.238
Age: 30-402.1160.06205861.650.313.969
Age: 40-501.8480.071172447.853.911.753
Age: 50-601.7470.039201942.832.513.947
Age: 60-701.9260.058169152.143.711.475
ubiome
Symptom NameShannonSimpsonchaoShannon RankSimpson RankChao Rankobservations
Age: 0-102.2930.1341979764.167.769.852
Age: 20-302.6160.1032154974.863.269.131
Age: 30-402.8160.0831639481.763.467.296
Age: 40-502.890.092027584.862.274.153
Age: 50-603.0250.0762195686.65475.938
Age: 60-702.5960.0772774072.45172.672
Ombre/Thryve Data

For anyone wishing to dig further, all of the raw data is on our citizen science site for download. For example, you can compute lab specific percentiles for each symptom.

Symptom NameShannonSimpsonChaoShannon RankSimpson RankChao RankObs
Asymptomatic: Minor Health Issues (a few symptoms only)1.9310.0484856.98350.740.52658
Official Diagnosis: Ulcerative colitis1.7050.085547.47835.254.727.523
Neurological: Spatial instability and disorientation2.0490.0725981.80455.251.829.556
Asymptomatic: No Health Issues2.0120.0668924.89953.745.429.6188
Joint: Sudden and severe episodes of pain2.1850.0586160.83358.548.530.648
Neuroendocrine: Feeling like you have a high temperature1.9670.0756704.37350.953.832.675
Autonomic: Blurred or tunnel vision after standing1.9070.0546777.78449.942.133.251
Neuroendocrine Manifestations: abnormal appetite2.0120.067345.45553.244.834.177
Neurological: fasciculations1.8630.0558333.947.943.334.270
Onset: over 31 years since onset1.6570.0897253.21938.747.234.632
Neurological: Confusion1.9180.0677627.78549.448.43593
Immune Manifestations: Diarrhea1.9360.07512798.5748.952.435178
Neuroendocrine: Feeling like you have a low temperature1.9630.0697193.58351.54835.360
Neurological-Vision: Blurred Vision1.8670.0597616.11946.44435.4151
Autonomic: Graying or blacking out after standing2.0370.0587603.08655.945.335.535
Neuroendocrine: Chills or shivers1.8130.0837818.41145.252.635.656
Neuroendocrine Manifestations: recurrent feelings of feverishness1.9750.0598146.89251.24836.265
Neurological: Difficulty processing information (Understanding)1.90.0718249.88348.348.136.3197
Neuroendocrine Manifestations: Neuralgia1.910.06710588.1447.249.636.444
Neurological-Sleep: Chaotic diurnal sleep rhythms (Erratic Sleep)2.0090.05911433.4551.643.436.5231
Neuroendocrine: Temperature fluctuations throughout the day1.9570.0657482.10349.850.336.568
Neurological: Impairment of concentration1.9810.05910024.1251.643.836.8345
Immune Manifestations: tender lymph nodes1.9810.0578632.26451.643.236.9110
Sleep: Sleeping all day and staying awake all night2.070.0747632.56356.354.337.132
Autonomic: Nausea1.9110.078689.97648.851.737.185
Neurological: Short-term memory issues2.0010.0628048.83252.545.637.2220
Neurological: Neuropathy1.9260.05111019.7648.241.437.571
Official Diagnosis: Metabolic Syndrome1.7480.0678212.52443.344.137.621
DePaul University Fatigue Questionnaire : Fever & Chills1.7280.1029503.59140.556.237.622
Neuroendocrine: Lack of appetite1.9460.0649142.98450.544.537.661
Neurological: Executive Decision Making (Difficulty making)2.0060.06111185.7652.444.437.7289
Immune: Sensitivity to smell/food/medication/chemicals1.9790.0679401.0775047.437.8194
Immune Manifestations: Genitorinary / Nocturia – Urinary issues2.0850.077840.6085651.737.851
Neurological: emotional overload2.0650.0668548.66854.849.537.8196
Neuroendocrine Manifestations: Muscle weakness1.950.0628751.74149.646.237.9216
General: Myalgia (pain)2.0090.05913779.452.446.337.9216
Onset: 2000-20101.9490.0648244.57449.847.338122
Neuroendocrine: Lost or gained weight without trying1.9930.078316.81451.650.738.2118
Immune Manifestations: new food sensitivities1.9830.0679932.41450.647.738.2157
Onset: Gradual2.0430.06213699.925547.638.2172
Neurological: High degree of Empathy before onset1.9750.078434.4655151.138.386
Comorbid-Mouth: Dry Mouth1.8560.0558600.48445.741.338.4124
Neuroendocrine Manifestations: subnormal body temperature1.9990.05712240.3452.140.838.4235
Neurological-Vision: Acquired or exertional dyslexia1.9110.0768275.38149.754.138.521
Neuroendocrine Manifestations: Dry Eye (Sicca or Sjogren Syndrome)1.8730.05610422.6645.742.438.5136
Neurocognitive: Slowness of thought1.9580.06112656.6150.644.938.6361
Neuroendocrine: Sweating hands1.910.0918249.43848.256.638.748
Pain: Chest pain2.1240.06910019.4158.352.338.754
Blood Type: B Positive1.7530.0858271.44440.455.838.736
Neurological-Vision: inability to focus eye/vision1.9460.06112655.2249.642.138.8224
Neurological: Difficulty reading1.9660.06611904.1350.545.139283
Neurological-Vision: Impaired Depth Perceptions1.9170.0939048.09146.349.73933
Asymptomatic: Live in house with person with probable microbiome dysfunction1.9540.0579649.83150.143.23971
Neurocognitive: Absent-mindedness or forgetfulness1.9890.06412091.8151.545.639389
Pain: Pain or aching in muscles1.9580.06812992.849.751.139182
Comorbid: Raynaud’s syndrome (Skin discoloration)1.9170.05215270.644844.73933
Autonomic Manifestations: cardiac arrhythmias1.9550.0549592.80351.440.83961
Pain: Myofascial pain2.0090.06419489.555347.839.189
Neuroendocrine Manifestations: Excessive adrenaline2.0270.0648756.42353.650.539.178
Official Diagnosis: Inflammatory Bowel Disease (IBD)1.9060.0938392.80647.658.539.231
Pain: Joint pain2.0030.06610602.5151.950.639.3178
Joint: Stiffness and swelling2.0410.05912655.6153.14339.3246
Neurological-Sleep: Vivid Dreams/Nightmares2.060.0589058.6754.645.439.3100
Infection: Mycoplasma2.0540.07511920.39545439.4111
Neurological: Disorientation2.1020.0778725.1556.95539.580
Comorbid-Mouth: Gingivits / Gum Disease2.040.068021.0655.747.739.867
Autonomic Manifestations: Cortisol disorders or irregularity2.0150.0648834.63951.847.639.897
General: Headaches1.9910.0612468.851.244.839.9309
Official Diagnosis: Mast Cell Dysfunction2.0120.0613066.2851.843.139.9208
Autonomic: Dizziness or fainting1.9320.0628867.45549.645.539.9112
Immune Manifestations: general malaise1.9620.06113005.8850.544.940339
Comorbid: Hypothyroidism1.9820.06112229.7250.943.540258
Autonomic Manifestations: nausea1.8620.0679328.00946.547.940.1108
Age: 60-701.9970.05714128.2651.240.140.2195
Neuroendocrine Manifestations: Rapid muscular fatiguability2.0240.0639405.63653.446.740.2165
Pain: Aching of the eyes or behind the eyes1.9540.05811520.9349.644.740.398
Immune Manifestations: Alcohol Intolerant1.9670.05912012.2849.941.840.5303
Neurocognitive: Difficulty understanding things1.9420.0719540.41349.849.640.5189
Neurological-Vision: photophobia (Light Sensitivity)2.0040.06312593.7451.244.740.5276
Onset: less than 16 years since onset1.9540.0578948.20549.746.340.783
Autonomic Manifestations: irritable bowel syndrome1.9630.06313226.950.844.240.8378
Neurocognitive: Feeling disoriented1.9760.0659168.40550.849.340.8126
Comorbid-Mouth: TMJ / Dysfunction of the temporomandibular joint syndrome1.9860.05713336.8250.940.240.8223
Autonomic Manifestations: palpitations1.8760.0649256.6544745.940.9133
Infection: Human Herpesvirus 6 (HHV6)2.0560.06814020.1554.249.540.9149
Neuroendocrine Manifestations: worsening of symptoms with stress.1.9890.06110591.7251.144.940.9414
Autonomic Manifestations: Postural orthostatic tachycardia syndrome (POTS)1.9270.0679603.28948.845.240.9128
Onset: less than 04 years since onset2.0340.0738956.18354.153.240.971
Immune Manifestations: Abdominal Pain1.9470.06814265.7649.446.541.1326
Neurological: Word-finding problems2.0570.06410858.3953.546.941.2289
Neurological-Audio: hypersensitivity to noise1.9580.06411562.5349.745.741.2347
Immune Manifestations: recurrent flu-like symptoms2.0010.06615145.9651.848.441.2124
Neuroendocrine: Alcohol intolerance1.9510.0613204.9449.641.841.3278
Post-exertional malaise: Rapid muscular fatigability,2.0240.069815.64552.844.141.4169
Neurocognitive: Problems remembering things1.990.06511390.8151.346.941.4415
Comorbid: Constipation and Explosions (not diarrohea)2.0140.06214823.4752.241.941.5170
Neuroendocrine Manifestations: intolerance of extremes of heat and cold1.9870.0649946.11250.947.341.5249
Pain: Eye pain1.9780.04614356.535137.841.557
Neurological-Audio: Tinnitus (ringing in ear)1.960.06113969.8549.544.841.5392
Blood Type: A Negative1.870.06884547.942.941.524
Neurocognitive: Unable to focus vision and/or attention2.010.06512425.265245.741.6302
Other: Sensitivity to mold2.0430.0679442.87253.550.541.7141
Neurocognitive: Can only focus on one thing at a time1.9810.0611138.7150.74541.7394
Neurological: Cognitive/Sensory Overload1.9880.06710058.0150.749.441.7219
Immune Manifestations: medication sensitivities.2.0920.06113364.0655.544.541.7142
Neurocognitive: Difficulty paying attention for a long period of time2.0020.06411330.785246.841.8429
Immune Manifestations: hives1.9730.05610904.2850.238.641.946
Onset: Sudden1.7040.0688797.21439.947.741.970
Autonomic Manifestations: exertional dyspnea1.7710.0619788.97845.339.94246
Comorbid: Mold Sensitivity / Exposure2.0720.0669522.61354.249.742.1137
Sleep: Need to nap daily1.9550.0619768.21749.746.342.1129
Neuroendocrine Manifestations: sweating episodes2.0740.07113323.8354.647.942.1183
Post-exertional malaise: Inappropriate loss of physical and mental stamina,2.0340.0639683.47852.746.742.1255
Autonomic Manifestations: urinary frequency dysfunction2.0230.078986.06253.649.542.2113
Neurocognitive: Difficulty expressing thoughts1.9960.07410247.5751.849.442.2232
General: Fatigue1.9710.05812031.4650.644.542.3554
Immune: Flu-like symptoms2.0320.06717995.0153.247.342.3116
Neuroendocrine Manifestations: marked weight change2.1150.06913678.2355.350.242.3119
Comorbid-Mouth: Bruxism – Jaw cleanching / Teeth grinding2.0050.06213571.2951.643.242.3318
Neuroendocrine: Feeling hot or cold for no reason1.9850.06710345.5650.548.542.4158
Autonomic: Ocassional Tachycardia (Rapid heart beat)1.9080.0679478.57948.149.242.4121
Gender: Female20.0559736.42751.343.342.4372
Immune: Recurrent Sore throat1.9610.06311439.6749.545.942.5134
Neurological-Sleep: Sleep Apnea2.1480.06619898.158.252.342.6103
Comorbid: Snoring (NOT Sleep Apnea2.0310.05914436.9152.741.642.6185
Sleep: Waking up early in the morning (e.g. 3 AM)2.0570.06212919.9553.34542.7349
Neuroendocrine Manifestations: marked diurnal fluctuation2.1150.0610086.795845.642.724
Immune Manifestations: Mucus in the stool2.0450.07814352.7452.951.642.7176
Neuroendocrine Manifestations: cold extremities1.9610.06114395.249.645.342.8267
Neuroendocrine Manifestations: loss of adaptability1.9630.06522154.925147.442.962
Neurological-Sleep: Night Sweats2.0710.06513304.8853.346.342.9141
Pain: Sensitivity to pain2.0490.07212457.7453.151.142.9181
Immune Manifestations: Bloating1.9770.06313344.0950.34542.9504
Post-exertional malaise: Difficulty reading after mild physical or mental activity1.9910.06510766.6351.24742.9192
Onset: less than 08 years since onset2.0540.0599535.96654.943.34358
Neurological-Sleep: Insomnia2.030.06114473.1752.344.643339
Neuroendocrine: Cold limbs (e.g. arms, legs hands)1.9690.06712977.4950.646.443191
Sleep: Unrefreshed sleep1.9890.05912300.4551.344.143479
Immune Manifestations: Constipation2.0040.05914280.1352.143.243395
General: Depression2.110.06712559.0255.749.143278
Official Diagnosis: Irritable Bowel Syndrome1.9990.06514433.0751.34543.1349
Comorbid: Multiple Chemical Sensitivity2.0530.05612104.9953.941.343.1131
Neuroendocrine Manifestations: Air Hunger1.9310.0589873.46948.844.543.181
Sleep: Daytime drowsiness2.0180.06514393.7352.246.643.1349
Autonomic: Shortness of breath1.9760.0679794.89550.547.843.1124
Immune Manifestations: Thick blood / Hypercoagulation1.990.0619581.98551.246.843.266
Sleep: Problems falling asleep2.0310.06510621.4452.447.843.2221
Infection: Lyme2.0290.05711234.8952.646.843.271
Neurological-Sleep: Inability for deep (delta) sleep2.0970.07114421.5855.948.943.2151
Onset: less than 02 years since onset1.8960.0639318.65746.146.343.367
Onset: 2010-20201.990.06412458.2450.444.743.4325
Age: 10-202.0140.0719357.47553.249.843.440
Autonomic Manifestations: light-headedness1.9880.0710053.8250.449.343.6145
Sleep: Problems staying asleep2.0510.05913891.4952.944.143.7380
Autonomic: Irregular heartbeats2.0470.06814841.5152.84843.8141
Comorbid: Histamine or Mast Cell issues1.9690.05913247.9449.743.543.8355
Other: Sensitivity to vibrations1.9290.04412403.7347.937.343.952
Post-exertional malaise: Mentally tired after the slightest effort2.0180.06310731.3451.547.243.9161
Official Diagnosis: Allergic Rhinitis (Hay Fever)1.9650.05713655.9849.741.643.9232
Infection: Epstein-Barr virus2.1170.0613402.1355.845.444240
Infection: Coxsackie2.10.0619782.61557.347.644.239
Post-exertional malaise: Rapid cognitive fatigability,2.0550.06110488.1953.646.844.2212
Neurocognitive: Brain Fog1.9820.06412153.5850.446.344.3597
Comorbid: Small intestinal bacterial overgrowth (SIBO)2.020.07113923.3151.252.744.4191
Immune: Tender / sore lymph nodes2.0960.06814842.8553.646.744.4111
Post-exertional malaise: Worsening of symptoms after mild mental activity2.0160.07110902.0251.951.444.4165
General: Sinus issues with headaches2.0240.06513296.415246.444.5124
Age: 20-301.9740.0716286.0751.150.944.5136
Post-exertional malaise: Next-day soreness after everyday activities2.1040.06412530.6854.447.244.5198
Immune Manifestations: Inflammation of skin, eyes or joints2.0970.06816251.5554.851.144.6228
Post-exertional malaise: General2.0530.06313379.2153.448.944.6243
Neurological: Slowed speech2.1790.0814630.1157.949.444.7108
Post-exertional malaise: Post-exertional malaise2.0720.0610683.7253.846.344.7269
Neurological: Joint hypermobility2.0630.07215030.9953.348.844.8167
Neurological: Seasonal Affective Disorder (SAD)2.1710.07312976.1858.749.844.9127
Neuroendocrine Manifestations: Laboured breathing2.0030.07711266.0752.151.844.930
Autonomic Manifestations: delayed postural hypotension2.0910.0810730.3256.351.344.928
Infection: Parasite – Other2.0890.07913683.4455.452.244.981
Autonomic: Heart rate increase after standing1.9460.05810621.9350.444.644.9145
Comorbid: Inflammatory bowel disease2.0960.07815575.5554.151.645162
Immune: Chronic Sinusitis1.9690.0569423.87549.444.94580
Neuroendocrine Manifestations: Paraesthesia (tingling burning of skin)2.1770.07515722.6757.352.545.1129
Immune Manifestations: Hair loss2.1110.07517633.8955.253.545.1218
Onset: 1990-20002.1320.05630905.8356.246.345.142
Post-exertional malaise: Physically drained or sick after mild activity2.0920.06311092.955.347.145.1207
Neurological-Sleep: Prolonged Sleep1.9220.0599645.78448.141.645.237
Official Diagnosis: Autism20.08111715.0350.252.345.2207
Age: 50-602.0130.04916092.0250.43745.4142
Official Diagnosis: Chronic Fatigue Syndrome (CFS/ME)2.0460.05213112.6352.840.945.6528
Post-exertional malaise: Muscle fatigue after mild physical activity2.0870.06912312.775450.145.6265
Autonomic Manifestations: Orthostatic intolerance2.0870.06914092.7454.949.745.7164
Comorbid: Fibromyalgia2.0990.07418779.2255.953.246107
Neurological: Myoclonic jerks or seizures1.9820.05311801.649.936.94650
Official Diagnosis: Depression2.1370.06913752.195750.94699
Autonomic Manifestations: bladder dysfunction1.9470.06410480.6350.343.646.156
Official Diagnosis: Fibromyalgia2.0420.07120205.9953.150.846.173
Age: 40-501.9890.07310590.2650.352.146.2216
Joint: Tenderness2.1410.07419366.0656.451.846.2173
Gender: Male2.0660.06714723.2353.54946.2507
Post-exertional malaise: Physically tired after minimum exercise2.0530.06413813.9652.747.546.2268
Post-exertional malaise: Worsening of symptoms after mild physical activity2.10.06212504.3554.646.646.4282
Immune Manifestations: High Altitude Intolerance1.9970.06727233.951.54846.549
Official Diagnosis: High Blood Pressure (Hypertension)2.1490.07924512.0456.762.846.627
Comorbid: High Anxiety2.0850.0661647254.347.446.6302
Blood Type: O Positive2.1070.06114366.5654.843.446.7262
Autonomic: Inability to tolerate an upright position2.1190.07416184.9456.350.247136
Official Diagnosis: Autoimmune Disease2.2170.06918238.2359.449.847.3184
Comorbid: Methylation issues (MTHFR)2.1580.06611514.3557.85247.3113
Comorbid: Restless Leg2.0710.06510681.7354.548.847.493
Official Diagnosis: Mood Disorders2.2940.07410430.1762.857.747.654
Immune Manifestations: Inflammation (General)2.0870.07116527.1754.151.947.6277
Onset: less than 32 years since onset2.0530.06312146.1451.752.747.670
Neurological: Dysautonomia2.0250.06714155.1151.846.947.8156
Age: 30-402.0580.06611989.1553.149.948330
DePaul University Fatigue Questionnaire : Feeling like you have a temperature1.9380.07410889.8847.355.348.243
DePaul University Fatigue Questionnaire : New trouble with math2.190.07211232.0354.957.648.435
DePaul University Fatigue Questionnaire : Chilled or shivery1.9310.07126909.2646.450.948.647
DePaul University Fatigue Questionnaire : Sweating hands1.8590.09110413.7442.255.848.927
Official Diagnosis: COVID19 (Long Hauler)1.6170.08310288.0133.554.348.9203
Comorbid-Mouth: Mouth Sores2.1460.06617904.745545.648.970
Comorbid-Mouth: Ulcers (mouth)1.9640.06211296.4149.645.94927
Official Diagnosis: Osteoporosis1.8880.05410854.1447.140.84921
Immune: Viral infections with prolonged recovery periods2.0660.06611620.8553.648.84999
Comorbid: Salicylate sensitive1.5290.04810532.9230.137.549.136
Comorbid: Mood Swings1.990.0711071.2348.651.549.497
DePaul University Fatigue Questionnaire : Tingling feeling1.7050.07214165.0937.149.149.466
Blood Type: O Negative1.9450.07711344.3347.745.449.530
Comorbid: Electromagnetic Sensitivity (EMF)2.2240.06512963.0860.247.649.539
Neurological-Sleep: Sleep Reversal2.2250.06510837.6760.153.249.633
Neuroendocrine Manifestations: Painful menstrual periods2.1450.05911232.2157.645.449.657
DePaul University Fatigue Questionnaire : Impaired Memory & concentration2.0370.06917173.9851.449.349.7298
Comorbid: Carbohydrate intolerance1.9610.06112491.8951.145.349.946
DePaul University Fatigue Questionnaire : Frequently get words or numbers in the wrong order2.0950.07712878.055354.649.956
DePaul University Fatigue Questionnaire : Chest pain1.9660.07813689.9347.955.450.327
Onset: 1980-19902.0430.04737107.5653.836.750.432
DePaul University Fatigue Questionnaire : Poor Appetite1.9490.05414012.9248.543.750.537
Official Diagnosis: Attention deficit hyperactivity disorder (ADHD)2.0810.07811843.4955.154.850.580
Comorbid-Mouth: Periradicular periodontitis inflammatory / chronic lesion around roots of teeth2.0310.04811195.2454.438.950.625
DePaul University Fatigue Questionnaire : Nausea1.8560.0741235344.351.850.763
Physical: Eastern European1.710.05711299.2136.845.950.834
DePaul University Fatigue Questionnaire : Difficulty reasoning things out1.9550.07811585.794852.950.979
Joint: Redness2.2740.07222181.7261.8505146
DePaul University Fatigue Questionnaire : Blurred Vision1.7660.06211329.2439.445.95162
DePaul University Fatigue Questionnaire : Difficulty falling asleep2.0240.0812073.250.153.851133
DePaul University Fatigue Questionnaire : Unrefreshing Sleep, that is waking up feeling tired2.0620.06816938.435248.951.4334
DePaul University Fatigue Questionnaire : Racing heart1.9530.07522527.5546.751.551.467
DePaul University Fatigue Questionnaire : Feel unsteady on feet2.0260.05713562.4650.137.951.941
DePaul University Fatigue Questionnaire : Fatigue2.0930.06716345.9753.248.852.1380
DePaul University Fatigue Questionnaire : Muscle Pain (i.e., sensations of pain or aching in your muscles. This does not include weakness or pain in other areas such as joints)1.9680.07220265.447.353.152.2117
General: Heavy feeling in arms and legs2.0660.06612763.2253.348.952.3104
DePaul University Fatigue Questionnaire : Upset stomach1.8390.0721705.8242.847.552.379
DePaul University Fatigue Questionnaire : Weight change2.0060.06711665.4550.450.452.560
DePaul University Fatigue Questionnaire : Pain in Multiple Joints without Swelling or Redness1.9460.0615796.9546.649.352.574
Autism: More Inappropriate Social Interaction2.0860.08611929.5454.154.152.624
Comorbid: Constipation and Diarrohea (not explosions)1.9570.06312512.6748.74852.798
Comorbid: Sleep Apnea Diagnosis2.0540.05941891.1952.747.852.747
DePaul University Fatigue Questionnaire : Difficulty retaining information2.0280.06618395.9350.848.653134
DePaul University Fatigue Questionnaire : Mood swings2.140.07312088.4453.352.253.281
DePaul University Fatigue Questionnaire : Shortness of breath2.0310.07212631.2749.147.853.271
DePaul University Fatigue Questionnaire : Difficulty recalling information1.980.06717335.974949.553.2152
DePaul University Fatigue Questionnaire : Eye pain1.8810.05116658.3343.142.953.360
DePaul University Fatigue Questionnaire : Headaches1.9380.07721075.746.751.753.397
Physical: Long term antibiotics(over 6 months)1.9530.08213398.7847.462.553.332
Comorbid: Migraine2.070.07218043.7151.250.553.490
DePaul University Fatigue Questionnaire : Sore Throat1.9640.06814178.0448.445.353.557
Physical: Long term (chronic) stress1.8490.0619406.0543.246.153.5102
DePaul University Fatigue Questionnaire : Forgetting what you are trying to say2.0390.06918515.8150.351.453.6122
DePaul University Fatigue Questionnaire : Night sweats2.0380.06812137.1749.147.153.846
DePaul University Fatigue Questionnaire : Frequently loose train of thought2.1050.07912781.1553.757.353.8107
DePaul University Fatigue Questionnaire : Difficulty following things1.9950.0813048.194953.95489
DePaul University Fatigue Questionnaire : Depression2.0690.06519883.2752.749.75499
DePaul University Fatigue Questionnaire : Allergies1.9210.05912296.6547.245.554141
DePaul University Fatigue Questionnaire : Difficulty comprehending Information1.9720.08312479.6747.754.454.1121
DePaul University Fatigue Questionnaire : Abdomen pain1.9580.07422318.1248.25354.278
DePaul University Fatigue Questionnaire : Hot or Cold spells1.9350.06523234.8847.445.454.268
Blood Type: A Positive2.1670.07816858.155.65354.2112
DePaul University Fatigue Questionnaire : Muscle weakness1.9580.06612329.447.849.454.2123
DePaul University Fatigue Questionnaire : Sensitivity to Alcohol2.0560.06516243.851.646.254.398
DePaul University Fatigue Questionnaire : Difficulty finding the right word2.0310.06917169.1450.849.854.4181
DePaul University Fatigue Questionnaire : Does physical activity make you feel worse2.040.05917569.7851.447.254.5160
Physical: Steps Per Day 2000-40001.8980.05712403.945.541.954.769
Physical: Northern European1.8470.06213131.3143.244.954.7116
DePaul University Fatigue Questionnaire : Temperature lower than normal2.050.0613048.2450.344.854.863
Comorbid: Sugars cause sleep or cognitive issues1.9880.07114434.5651.954.854.832
DePaul University Fatigue Questionnaire : Difficulty staying asleep2.1350.06518877.495448.854.9141
Age: 0-102.0830.11614335.8955.462.654.987
Official Diagnosis: Celiac Disease2.0360.0820864.1551.154.95534
Condition: Acne1.9260.05518545.0447.345.155.180
DePaul University Fatigue Questionnaire : Walking up early in the morning (e.g. 3AM)2.1360.0621152.254.347.755.1102
Autism: More deficits in Language Comprehension2.1180.09312237.6955.860.255.135
DePaul University Fatigue Questionnaire : Confusion/disorientation1.9050.07512532.1745.753.755.160
DePaul University Fatigue Questionnaire : Need to nap during each day1.8690.06525116.6244.847.655.385
DePaul University Fatigue Questionnaire : Trouble expressing thoughts2.0480.07912709.9150.55655.391
Autism: More Decrease in Speaking1.9560.08911878.7849.852.455.441
DePaul University Fatigue Questionnaire : Tense muscles1.8840.06521790.0345.646.955.581
DePaul University Fatigue Questionnaire : Post-exertional malaise, feeling worse after doing activities that require either physical or mental exertion2.0440.06413295.6550.949.355.5191
Condition: Non-alcoholic Fatty Liver Disease1.9270.07112291.7648.44955.729
DePaul University Fatigue Questionnaire : Rash2.1410.0712809.34564955.941
Condition: Post-Traumatic Stress Disorder2.0730.0661317252.151.456.161
Autism: More Avoidance of Eye Contact or Poor Eye Contact1.9540.08714132.0849.952.456.226
Condition: ME/CFS with IBS1.9410.06421176.4347.646.656.2146
DePaul University Fatigue Questionnaire : Absent-mindedness2.0060.0719498.3149.65256.2119
Autism: More Behavioral Disturbances2.3810.10513815.9166.763.956.323
Condition: ME/CFS without IBS1.9840.06212510.5849.145.956.489
Physical: Paleo Diet1.7680.03812820.7440.531.556.523
DePaul University Fatigue Questionnaire : Slowness of thought1.9410.0712898.6346.849.456.6104
DePaul University Fatigue Questionnaire : Abnormal sensitivity to light2.0140.0691415448.949.356.7102
Official Diagnosis: Gastroesophageal reflux disease (GERD)2.0150.05719077.851.744.856.765
Autism: More Sleep Disturbances2.1360.08413719.1456.255.956.836
Physical: Good Air Quality1.7150.05512224.2137.642.956.829
DePaul University Fatigue Questionnaire : Need to have to focus on one thing at a time1.9490.06113809.3948.245.656.8120
Physical: Steps Per Day 4000-80001.9130.06612897.5845.547.15760
Autism: More Repetitive Movements2.0380.10512658.4853.662.35729
DePaul University Fatigue Questionnaire : Ringing in the Ears1.9980.06220337.648.447.557.2126
DePaul University Fatigue Questionnaire : Dizziness1.9830.06614162.5746.548.557.365
DePaul University Fatigue Questionnaire : Chemical sensitivity2.2210.06614833.7257.148.557.379
DePaul University Fatigue Questionnaire : Anxiety/tension2.0370.06718111.3151.449.257.5159
Autism: More Intense Focus on One Topic2.3550.05915148.7763.747.757.522
Physical: Tonsils removed2.0770.06913512.9254.645.457.749
General: Anhedonia (inability to feel pleasure)1.9830.06916245.0747.554.157.827
DePaul University Fatigue Questionnaire : Poor hand to eye coodination2.3290.0714096.3857.252.15821
Condition: Psoriasis2.1740.0826532.5256.854.458.233
Neuroendocrine Manifestations: Poor gut motility1.8880.06719063.3144.148.458.3133
DePaul University Fatigue Questionnaire : Concern with driving2.0840.05313892.6553.343.158.340
DePaul University Fatigue Questionnaire : Easily irritated2.0770.0715797.3552.651.358.4142
Physical: Work-Sitting1.9240.06218699.6446.145.258.5139
Physical: Breastfed2.170.04916236.9354.141.158.873
Neurocognitive: Aphantasia ( inability to visualize mental images)1.9390.07814582.4647.757.458.826
Official Diagnosis: Hypercholesterolemia (High Cholesterol)2.0340.06313217.8850.94859.240
Condition: Non-Celiac Gluten Sensitivity2.0190.05713551.5450.244.859.478
DePaul University Fatigue Questionnaire : Slow to react2.1130.0714951.9352.751.259.475
Condition: Asthma2.2020.07114193.3156.955.259.532
Physical: Steps Per Day 8000-160002.180.06319185.9555.547.860.137
Immune Manifestations: Chronic Flatus / Flatulence / gas2.0580.0712241352.449.460.298
Physical: Amalgam fillings2.1080.05529287.5954.239.960.449
Condition: Generalized anxiety disorder2.1830.0773906157.554.760.545
Physical: Appendix removed2.1590.05219123.7155.64260.828
Physical: Pets2.1220.06824978.4653.645.760.890
DePaul University Fatigue Questionnaire : Does physical activity make you feel better1.9090.0720720.1647.451.961.338
Autism: High Functioning2.3830.06115824.1466.946.561.342
Physical: Steps Per Day < 20001.9980.05616104.5249.742.561.563
Comorbid: Panic Attacks2.1940.07332169.335750.362.348
Official Diagnosis: COVID19 (Fully Recovered)2.090.05815757.6752.447.162.427
Condition: Osteoarthritis1.8920.05714280.8748.64463.123
Physical: Organic Diet2.1310.07126542.3153.64663.565
Immune Manifestations: Hyperphagia (abnormally hunger or desire to eat)2.010.05114582.6749.943.563.721

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