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Symptoms when microbiome was taken

Based on self-reporting of symptoms and conditions.
Only items with 16 or more reports in the current filter are shown. 16 is the minimal level to detect significance.

What are we doing? Imagine taking all of the salaries in a company and grouping them into the 4 EQUAL-SIZED groups - creating brackets (0-$18000, $18000-$63000, $63000- $75000, over $75000).
We now do a count of women in each of these brackets. We now look for counts in each bracket that are above or below expectation. If we see 75% in $18000-$63000 (instead of the expected 25%), we would conclude that there may be inequality in wages for women. In some cases, the average women wage may be the same as men (because a few of the highest paid are women, bringing up the average)

In this case, it may be that women are not hired for maintenance, grounds (lowest bracket) or managers -- just as clerical. This is how we detect abnormalities with bacteria. Are there A LOT more or less than expected in one or more of the brackets?

Restricted to

Symptom	Count
0-10	19
20-30	33
30-40	67
40-50	51
50-60	48
60-70	22

Symptom	Count
Live in house with person with probable microbiome dysfunction	38
Minor Health Issues (a few symptoms only)	42
No Health Issues	95

Symptom	Count
nausea	43
cardiac arrhythmias	24
Cortisol disorders or irregularity	40
irritable bowel syndrome	117
light-headedness	60
Orthostatic intolerance	45
palpitations	37
Postural orthostatic tachycardia syndrome (POTS)	50
urinary frequency dysfunction	50

Symptom	Count
Blurred or tunnel vision after standing	28
Dizziness or fainting	44
Graying or blacking out after standing	17
Heart rate increase after standing	35
Inability to tolerate an upright position	17
Irregular heartbeats	28
Nausea	40
Ocassional Tachycardia (Rapid heart beat)	23
Shortness of breath	38

Symptom	Count
Bruxism - Jaw cleanching / Teeth grinding	63
Dry Mouth	56
Gingivits / Gum Disease	26
Mouth Sores	18
TMJ / Dysfunction of the temporomandibular joint syndrome	38

Symptom	Count
Inflammatory bowel disease	21
Fibromyalgia	38
Histamine or Mast Cell issues	43
Hypothyroidism	41
Methylation issues (MTHFR)	27
Mold Sensitivity / Exposure	45
Multiple Chemical Sensitivity	51
Restless Leg	31
Small intestinal bacterial overgrowth (SIBO)	48

Symptom	Count
Female	116
Male	123

Symptom	Count
Depression	73
Fatigue	176
Headaches	91
Myalgia (pain)	87

Symptom	Count
Alcohol Intolerant	61
general malaise	92
medication sensitivities.	47
new food sensitivities	74
Abdominal Pain	75
Bloating	129
Constipation	87
Diarrhea	84
Genitorinary / Nocturia - Urinary issues	24
Hair loss	61
High Altitude Intolerance	19
hives	16
Inflammation (General)	53
Inflammation of skin, eyes or joints	57
Mucus in the stool	31
recurrent flu-like symptoms	52
tender lymph nodes	52
Thick blood / Hypercoagulation	21

Symptom	Count
Chronic Sinusitis	17
Flu-like symptoms	44
Recurrent Sore throat	51
Sensitivity to smell/food/medication/chemicals	68
Tender / sore lymph nodes	36
Viral infections with prolonged recovery periods	30

Symptom	Count
Epstein-Barr virus	57
Human Herpesvirus 6 (HHV6)	24
Lyme	22
Mycoplasma	17
Parasite - Other	16

Symptom	Count
Stiffness and swelling	47
Sudden and severe episodes of pain	24
Tenderness	36

Symptom	Count
Absent-mindedness or forgetfulness	102
Brain Fog	110
Can only focus on one thing at a time	80
Difficulty expressing thoughts	71
Difficulty paying attention for a long period of time	94
Difficulty understanding things	59
Feeling disoriented	47
Problems remembering things	91
Slowness of thought	103
Unable to focus vision and/or attention	52

Symptom	Count
abnormal appetite	43
cold extremities	90
intolerance of extremes of heat and cold	91
marked weight change	40
subnormal body temperature	57
sweating episodes	52
Air Hunger	25
Dry Eye (Sicca or Sjogren Syndrome)	62
Excessive adrenaline	33
loss of adaptability	28
Muscle weakness	82
Neuralgia	22
Paraesthesia (tingling burning of skin)	28
Rapid muscular fatiguability	53
recurrent feelings of feverishness	31
worsening of symptoms with stress.	127

Symptom	Count
Alcohol intolerance	33
Chills or shivers	23
Cold limbs (e.g. arms, legs hands)	61
Feeling hot or cold for no reason	50
Feeling like you have a high temperature	37
Feeling like you have a low temperature	31
Lack of appetite	24
Lost or gained weight without trying	56
Sweating hands	22
Temperature fluctuations throughout the day	32

Symptom	Count
Blurred Vision	56
inability to focus eye/vision	42

Symptom	Count
hypersensitivity to noise	86
Tinnitus (ringing in ear)	73

Symptom	Count
Chaotic diurnal sleep rhythms (Irratic Sleep)	50
Inability for deep (delta) sleep	58
Insomnia	72
Night Sweats	55
Prolonged Sleep	17
Sleep Apnea	28
Vivid Dreams/Nightmares	39

Symptom	Count
photophobia (Light Sensitibity)	53

Symptom	Count
Impairment of concentration	119
Spatial instability and disorientation	29
Cognitive Overload	73
Confusion	41
Difficulty processing information (Understanding)	82
Difficulty reading	52
Disorientation	27
Dysautonomia	26
emotional overload	79
Executive Decision Making (Difficulty making)	74
fasciculations	23
High degree of Empathy before onset	38
Joint hypermobility	32
Myoclonic jerks or seizures	21
Neuropathy	26
Seasonal Affective Disorder (SAD)	27
Short-term memory issues	79
Slowed speech	30
Word-finding problems	101

Symptom	Count
Attention deficit hyperactivity disorder (ADHD)	17
Autism	17
Autoimmune Disease	40
Chronic Fatigue Syndrome	64
Depression	24
Fibromyalgia	27
Irritable Bowel Syndrome	65

Symptom	Count
2000-2010	45
2010-2020	65
Gradual	71
less than 02 years since onset	23
less than 04 years since onset	23
less than 08 years since onset	26
less than 16 years since onset	27
Sudden	18

Symptom	Count
Sensitivity to mold	47
Sensitivity to vibrations	24

Symptom	Count
Aching of the eyes or behind the eyes	39
Chest pain	26
Eye pain	26
Joint pain	65
Myofascial pain	40
Pain or aching in muscles	67
Sensitivity to pain	32

Symptom	Count
Difficulty reading after mild physical or mental activity	39
General	64
Inappropriate loss of physical and mental stamina,	100
Mentally tired after the slightest effort	45
Muscle fatigue after mild physical activity	67
Next-day soreness after everyday activities	57
Physically drained or sick after mild activity	58
Physically tired after minimum exercise	54
Post-exertional malaise	71
Rapid cognitive fatigability,	59
Rapid muscular fatigability,	60
Worsening of symptoms after mild mental activity	35
Worsening of symptoms after mild physical activity	53

Symptom	Count
Daytime drowsiness	65
Need to nap daily	42
Problems falling asleep	67
Problems staying asleep	73
Sleeping all day and staying awake all night	16
Unrefreshed sleep	130
Waking up early in the morning (e.g. 3 AM)	59

Bacteria

The Box-Plot method is used to compute significant, using the counts in each of the 4 quartiles from the full population of samples. See this page on the associated blog for more information.

Only statistically significant patterns are shown below. The number in each Quartile are expected to be the same. Observed for these conditions is shown.

Bacteria	People	Expected in each group	Bottom 25%	Low 25%	High 25%	Top 25%	P Value	Eureka!
	369	92.25	122	81	86	80	0.00460157352665158	False
	19	4.75	10	3	4	2	0.0428587555030249	False
	89	22.25	30	26	26	7	0.00239057006498184	False
	18	4.5	9	4	5	0	0.0278495047309984	False
	19	4.75	11	2	5	1	0.00511472262529881	False
	165	41.25	44	55	35	31	0.040921890024889	False
	16	4	10	3	2	1	0.00585266259332673	False
	24	6	7	5	11	1	0.0340672731656177	False
	25	6.25	10	9	5	1	0.043595688355743	False
	72	18	25	21	21	5	0.00440237985268829	False
	54	13.5	23	11	11	9	0.0278495047309984	False
	103	25.75	28	35	25	15	0.0454135743244216	False
	204	51	36	44	64	60	0.0163712014835687	False
	22	5.5	11	6	3	2	0.0305243119251665	False
	19	4.75	10	3	5	1	0.0241862304876877	False
	17	4.25	3	7	7	0	0.0425019636721808	False
	17	4.25	9	5	3	0	0.0180726752308853	False
	19	4.75	6	10	3	0	0.00919516147593828	False
	16	4	10	3	2	1	0.00585266259332673	False
	19	4.75	10	4	3	2	0.0428587555030249	False
	96	24	34	27	20	15	0.0353756628966716	False
	43	10.75	17	10	14	2	0.0081356387979986	False
	44	11	19	9	10	6	0.0359864991841323	False
	32	8	6	14	9	3	0.0411178713916221	False
	61	15.25	18	25	11	7	0.00619708514514012	False
	148	37	32	51	37	28	0.0427765323306313	False

Warning: By random chance, 5% (PValue 0.05) are likely to be reported. So if 1000 bacteria are checked, 50 will likely be reported as "0.05 significant" (5% of 1000). The Eureka column shows those that are likely to be meaningful.

The Eureka PValues is about 0.000580383052814858 because we have 861 bacteria examined.

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