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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
20-30	38
30-40	79
40-50	58
50-60	53
60-70	25

Symptom	Count
Live in house with person with probable microbiome dysfunction	41
Minor Health Issues (a few symptoms only)	44
No Health Issues	105

Symptom	Count
cardiac arrhythmias	24
Cortisol disorders or irregularity	43
irritable bowel syndrome	126
light-headedness	65
nausea	46
Orthostatic intolerance	47
palpitations	38
Postural orthostatic tachycardia syndrome (POTS)	51
urinary frequency dysfunction	52

Symptom	Count
Blurred or tunnel vision after standing	30
Dizziness or fainting	50
Graying or blacking out after standing	19
Heart rate increase after standing	39
Inability to tolerate an upright position	20
Irregular heartbeats	30
Nausea	41
Ocassional Tachycardia (Rapid heart beat)	29
Shortness of breath	42

Symptom	Count
O Positive	23

Symptom	Count
Bruxism - Jaw cleanching / Teeth grinding	74
Dry Mouth	59
Gingivits / Gum Disease	30
Mouth Sores	19
TMJ / Dysfunction of the temporomandibular joint syndrome	42

Symptom	Count
Fibromyalgia	41
High Anxiety	17
Histamine or Mast Cell issues	48
Hypothyroidism	46
Inflammatory bowel disease	23
Methylation issues (MTHFR)	32
Mold Sensitivity / Exposure	49
Multiple Chemical Sensitivity	56
Restless Leg	31
Small intestinal bacterial overgrowth (SIBO)	55

Symptom	Count
Female	132
Male	136

Symptom	Count
Depression	84
Fatigue	193
Headaches	97
Heavy feeling in arms and legs	18
Myalgia (pain)	94

Symptom	Count
Abdominal Pain	83
Alcohol Intolerant	66
Bloating	143
Constipation	96
Diarrhea	93
general malaise	100
Genitorinary / Nocturia - Urinary issues	28
Hair loss	66
High Altitude Intolerance	21
hives	17
Inflammation (General)	62
Inflammation of skin, eyes or joints	64
medication sensitivities.	52
Mucus in the stool	36
new food sensitivities	80
recurrent flu-like symptoms	56
tender lymph nodes	55
Thick blood / Hypercoagulation	23

Symptom	Count
Chronic Sinusitis	19
Flu-like symptoms	47
Recurrent Sore throat	54
Sensitivity to smell/food/medication/chemicals	72
Tender / sore lymph nodes	38
Viral infections with prolonged recovery periods	37

Symptom	Count
Epstein-Barr virus	61
Human Herpesvirus 6 (HHV6)	24
Lyme	24
Mycoplasma	18
Parasite - Other	21

Symptom	Count
Redness	16
Stiffness and swelling	52
Sudden and severe episodes of pain	27
Tenderness	41

Symptom	Count
Absent-mindedness or forgetfulness	116
Brain Fog	130
Can only focus on one thing at a time	92
Difficulty expressing thoughts	83
Difficulty paying attention for a long period of time	111
Difficulty understanding things	69
Feeling disoriented	55
Problems remembering things	108
Slowness of thought	113
Unable to focus vision and/or attention	61

Symptom	Count
abnormal appetite	49
Air Hunger	27
cold extremities	96
Dry Eye (Sicca or Sjogren Syndrome)	66
Excessive adrenaline	35
intolerance of extremes of heat and cold	101
loss of adaptability	31
marked weight change	45
Muscle weakness	86
Neuralgia	24
Painful menstrual periods	16
Paraesthesia (tingling burning of skin)	31
Rapid muscular fatiguability	58
recurrent feelings of feverishness	32
subnormal body temperature	65
sweating episodes	57
worsening of symptoms with stress.	136

Symptom	Count
Alcohol intolerance	39
Chills or shivers	26
Cold limbs (e.g. arms, legs hands)	65
Feeling hot or cold for no reason	56
Feeling like you have a high temperature	42
Feeling like you have a low temperature	33
Lack of appetite	26
Lost or gained weight without trying	60
Sweating hands	26
Temperature fluctuations throughout the day	35

Symptom	Count
Blurred Vision	60
inability to focus eye/vision	44

Symptom	Count
hypersensitivity to noise	93
Tinnitus (ringing in ear)	82

Symptom	Count
Chaotic diurnal sleep rhythms (Irratic Sleep)	53
Inability for deep (delta) sleep	65
Insomnia	81
Night Sweats	56
Prolonged Sleep	18
Sleep Apnea	30
Vivid Dreams/Nightmares	41

Symptom	Count
photophobia (Light Sensitibity)	57

Symptom	Count
Cognitive Overload	81
Confusion	45
Difficulty processing information (Understanding)	90
Difficulty reading	57
Disorientation	31
Dysautonomia	30
emotional overload	88
Executive Decision Making (Difficulty making)	81
fasciculations	25
High degree of Empathy before onset	41
Impairment of concentration	127
Joint hypermobility	37
Myoclonic jerks or seizures	23
Neuropathy	28
Seasonal Affective Disorder (SAD)	30
Short-term memory issues	89
Slowed speech	35
Spatial instability and disorientation	32
Word-finding problems	116

Symptom	Count
Attention deficit hyperactivity disorder (ADHD)	17
Autoimmune Disease	43
Chronic Fatigue Syndrome	72
Depression	27
Fibromyalgia	30
Irritable Bowel Syndrome	71
Mast Cell Dysfunction	17

Symptom	Count
1990-2000	16
2000-2010	52
2010-2020	64
Gradual	74
less than 02 years since onset	23
less than 04 years since onset	29
less than 08 years since onset	29
less than 16 years since onset	29
Sudden	19

Symptom	Count
Sensitivity to mold	56
Sensitivity to vibrations	26

Symptom	Count
Aching of the eyes or behind the eyes	46
Chest pain	30
Eye pain	29
Joint pain	73
Myofascial pain	47
Pain or aching in muscles	76
Sensitivity to pain	33

Symptom	Count
Difficulty reading after mild physical or mental activity	43
General	69
Inappropriate loss of physical and mental stamina,	110
Mentally tired after the slightest effort	50
Muscle fatigue after mild physical activity	80
Next-day soreness after everyday activities	62
Physically drained or sick after mild activity	68
Physically tired after minimum exercise	65
Post-exertional malaise	80
Rapid cognitive fatigability,	65
Rapid muscular fatigability,	69
Worsening of symptoms after mild mental activity	41
Worsening of symptoms after mild physical activity	63

Symptom	Count
Daytime drowsiness	75
Need to nap daily	47
Problems falling asleep	74
Problems staying asleep	81
Sleeping all day and staying awake all night	18
Unrefreshed sleep	148
Waking up early in the morning (e.g. 3 AM)	67

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!
	403	100.75	125	98	91	89	0.0415683581062306	False
	28	7	13	5	7	3	0.0460117056892314	False
	371	92.75	97	72	112	90	0.0304599275368062	False
	92	23	29	22	29	12	0.0378308359209208	False
	74	18.5	24	19	23	8	0.0335162457183911	False
	235	58.75	44	53	68	70	0.0486321495311879	False
	370	92.5	96	72	112	90	0.0312955884109466	False
	19	4.75	4	9	6	0	0.0292908865348883	False
	25	6.25	6	9	10	0	0.0211025124141002	False
	41	10.25	15	9	14	3	0.0313011995561067	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 0.000533333333333333 because we have 937 bacteria examined.

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