Introduction
Data
Network construction methods
ICD codes
Network terminology
Raw network
Rank | ICD-9 | Disease description | Prevalence (× 1000) |
---|---|---|---|
1 | 250 | Diabetes mellitus | 206 |
2 | 414 | Chronic ischemic heart disease | 205 |
3 | 272 | Disorders of lipoid metabolism | 198 |
4 | 366 | Cataract | 154 |
5 | 427 | Cardiac dysrhythmias | 148 |
6 | 401 | Essential hypertension | 141 |
7 | 244 | Acquired hypothyroidism | 110 |
8 | 285 | Other and unspecified anemias | 107 |
9 | 041 | Bacterial infection [unspecified site] | 95 |
10 | 664 | Trauma to perineum and vulva during delivery | 80 |
Relative risk and observed-to-expected ratio
Second disease is j | Second disease is not j | Total | |
---|---|---|---|
First disease is i | a=wij/S |
\(b=s_{i}^{\text {out}}/S -w_{ij}/S\)
|
\(a+b=s_{i}^{\text {out}}/S \)
|
First disease is not i |
\(c=s_{j}^{\text {in}}/S-w_{ij}/S \)
|
\(d=1-s_{i}^{\text {out}}/S -s_{j}^{\text {in}}/S + w_{ij}/S\)
|
\(c+d=1-s_{i}^{\text {out}} /S\)
|
Total |
\(a+c=s_{j}^{\text {in}}/S \)
|
\(b+d=1 -s_{j}^{\text {in}}/S \)
| 1 |
ϕ coefficient
Disparity filter
Iterative proportional fitting procedure
The GloSS filter
Link salience
Comparing networks
Overview of the function of different networks
Raw | OER | phi | DF | IPFP | GloSS | Salience | |
---|---|---|---|---|---|---|---|
# links | 434418 | 96837 | 113715 | 36043 | 20745 | 9587 | 678 |
% link overlap with the raw network | 100 | 22.3 | 26.2 | 8.30 | 4.87 | 2.21 | 0.16 |
# of nodes retained | 912 | 837 | 911 | 832 | 870 | 280 | 711 |
〈kout〉=〈kin〉 | 460 | 115 | 124 | 43.3 | 23.8 | 34.2 | 0.954 |
std (kout)=std(kin) | 229 | 107 | 105 | 24.8 | 14.5 | 46.5 | 0.211 |
\(\langle k_{nn}^{\text {out}} \rangle \)
| 603 | 227 | 194 | 80.1 | 29.11 | 127 | 0.42 |
std\((k_{nn}^{\text {out}})\) | 85.5 | 53.2 | 38.8 | 7.52 | 8.52 | 49.8 | 0.49 |
〈P〉 | 7160 | 7801 | 7169 | 7848 | 5751 | 16837 | 6478 |
median (P) | 1439 | 1771 | 1445 | 1812 | 1384 | 9531 | 1341 |
\(\langle P_{nn}^{\text {out}} \rangle \)
| 14554 | 24100 | 15443 | 55724 | 2957 | 63539 | 122077 |
\(\langle P_{nn}^{\text {in}} \rangle \)
| 15258 | 28665 | 16761 | 11059 | 2845 | 63820 | 2046 |
\(\langle r_{P}^{\text {out}} \rangle \)
| -0.295 | -0.197 | -0.027 | -0.231 | 0.227 | -0.482 | 0.038 |
\(\langle r_{P}^{\text {in}} \rangle \)
| -0.259 | -0.240 | -0.071 | 0.102 | 0.164 | -0.421 | 0.227 |
Applicability of different methods
Example applications
Different measures for node importance
Raw | OER |
ϕ
| DF | IPFP | GloSS | Salience |
---|---|---|---|---|---|---|
285 anemia (unspecified) | 474 Chronic disease of tonsils and adenoids | 285 anemia (unspecified) | 285 anemia (unspecified) | 766 long gestation | 285 anemia (unspecified) | 366 cataract |
041 bacterial infection (unspecified) | 648 other conditions complicating pregnancy, childbirth or puerperium | 366 cataract | 041 bacterial infection (unspecified) | 773 Hemolytic disease of fetus or newborn due to isoimmunization | 041 bacterial infection (unspecified) | 664 trauma to perineum and vulva during delivery |
276 fluid electrolyte disorders | 664 trauma to perineum and vulva during delivery | 584 acute kidney failure | 276 fluid electrolyte disorders | 763 fetus or newborn affected by other complications of labor and delivery | 276 fluid electrolyte disorders | 401 essential hypertension |
366 cataract | 654 pelvis abnormalities (e.g., previous cesarean) | 272 lipoid metabolism disorders | 366 cataract | 764 slow fetal growth and fetal malnutrition | 427 Cardiac dysrhythmias | 272 lipoid metabolism disorders |
584 acute kidney failure | 381 otitis media and eustachian tube disorders | 041 bacterial infection (unspecified) | 584 acute kidney failure | 772 fetal and neonatal hemorrhage | 414 chronic ischemic heart disease | 414 chronic ischemic heart disease |
Raw | OER |
ϕ
| DF | IPFP | GloSS | Salience |
---|---|---|---|---|---|---|
401 essential hypertension | 664 trauma to perineum and vulva during delivery | 401 essential hypertension | 401 essential hypertension | 887 traumatic amputation of arm | 401 essential hypertension | 401 essential hypertension |
414 chronic ischemic heart disease | 474 Chronic disease of tonsils and adenoids | 366 cataract | 366 cataract | 673 Obstetrical pulmonary embolism | 414 chronic ischemic heart disease | 244 acquired hypothyroidism |
272 lipoid metabolism disorders | 663 umbilical cord complications during delivery | 414 chronic ischemic heart disease | 414 chronic ischemic heart disease | 896 traumatic amputation of foot | 272 lipoid metabolism disorders | 496 chronic airway obstruction (unclassified) |
366 cataract | 658 problems of amniotic cavity membranes | 272 lipoid metabolism disorders | 272 lipoid metabolism disorders | 817 multiple fractures of arm bone | 250 Diabetes mellitus | 648 other conditions complicating pregnancy, childbirth or puerperium |
250 Diabetes mellitus | 656 other fetal and placental problems | 250 Diabetes mellitus | 250 Diabetes mellitus | 897 traumatic amputation of leg | 427 Cardiac dysrhythmias | 413 Angina pectoris |
Raw | OER |
ϕ
| DF | IPFP | GloSS | Salience |
---|---|---|---|---|---|---|
041 bacterial infection (unspecified) | 664 trauma to perineum and vulva during delivery | 654 trauma to perineum and vulva during delivery | 285 anemia (unspecified) | 651 multiple gestation | 041 bacterial infection (unspecified) | 401 essential hypertension |
285 anemia (unspecified) | 412 old myocardial infarction | 412 old myocardial infarction | 041 bacterial infection (unspecified) | 647 other infections complicating pregnancy | 285 anemia (unspecified) | 366 cataract |
276 fluid electrolyte disorders | 585 chronic kidney disease | 585 chronic kidney disease | 780 general symptoms | 652 malposition and malpresentation of fetus | 427 Cardiac dysrhythmias | 664 trauma to perineum and vulva during delivery |
780 general symptoms | 648 other conditions complicating pregnancy, childbirth or puerperium | 648 other conditions complicating pregnancy, childbirth or puerperium | 276 fluid electrolyte disorders | 641 Antepartum hemorrhage | 276 fluid electrolyte disorders | 272 lipoid metabolism disorders |
427 Cardiac dysrhythmias | 654 pelvis abnormalities (e.g., previous cesarean) | 654 pelvis abnormalities (e.g., previous cesarean) | 599 urinary tract infection | 663 umbilical cord complications during delivery | 414 chronic ischemic heart disease | 285 anemia (unspecified) |
Raw | OER |
ϕ
| DF | IPFP | GloSS | Salience | |
---|---|---|---|---|---|---|---|
Raw | 1 | 0.799 | 0.783 | 0.424 | -0.205 | 0.505 | 0.120 |
OER | 0.799 | 1 | 0.996 | 0.558 | 0.017 | 0.330 | 0.212 |
phi | 0.783 | 0.996 | 1 | 0.554 | 0.093 | 0.315 | 0.214 |
DF | 0.424 | 0.558 | 0.554 | 1 | -0.223 | 0.605 | 0.372 |
IPFP | -0.205 | 0.017 | 0.093 | -0.223 | 1 | -0.414 | -0.003 |
GloSS | 0.505 | 0.330 | 0.315 | 0.605 | -0.414 | 1 | 0.275 |
Salience | 0.120 | 0.212 | 0.214 | 0.372 | -0.003 | 0.275 | 1 |
Raw | OER |
ϕ
| DF | IPFP | GloSS | Salience |
---|---|---|---|---|---|---|
285 anemia (unspecified) | 585 chronic kidney disease | 285 anemia (unspecified) | 285 anemia (unspecified) | 773 Hemolytic disease of fetus or newborn due to isoimmunization | 285 anemia (unspecified) | 366 cataract |
041 bacterial infection (unspecified) | 664 trauma to perineum and vulva during delivery | 366 cataract | 041 bacterial infection (unspecified) | 766 long gestation | 041 bacterial infection (unspecified) | 401 essential hypertension |
276 fluid electrolyte disorders | 428 heart failure | 272 lipoid metabolism disorders | 276 fluid electrolyte disorders | 762 complications of placenta affecting newborn | 276 fluid electrolyte disorders | 664 trauma to perineum and vulva during delivery |
584 acute kidney failure | 648 other conditions complicating pregnancy, childbirth, or puerperium | 584 acute kidney failure | 584 acute kidney failure | 769 Respiratory distress syndrome in newborn | 427 Cardiac dysrhythmias | 272 lipoid metabolism disorders |
780 general symptoms | 474 Chronic disease of tonsils and adenoids | 041 bacterial infection (unspecified) | 366 cataract | 652 malposition and malpresentation of fetus | 414 chronic ischemic heart disease | 285 anemia (unspecified) |
Raw | OER |
ϕ
| DF | IPFP | GloSS | Salience | |
---|---|---|---|---|---|---|---|
Raw | 1 | 0.371 | 0.986 | 0.966 | -0.528 | 0.892 | 0.377 |
OER | 0.371 | 1 | 0.408 | 0.250 | -0.525 | 0.039 | 0.129 |
phi | 0.986 | 0.408 | 1 | 0.961 | -0.491 | 0.857 | 0.430 |
DF | 0.966 | 0.250 | 0.961 | 1 | -0.369 | 0.905 | 0.386 |
IPFP | -0.528 | -0.525 | -0.491 | -0.369 | 1 | -0.217 | -0.084 |
GloSS | 0.892 | 0.039 | 0.857 | 0.905 | -0.217 | 1 | 0.228 |
Salience | 0.377 | 0.129 | 0.430 | 0.386 | -0.084 | 0.228 | 1 |
Raw | OER |
ϕ
| DF | IPFP | GloSS | Salience |
---|---|---|---|---|---|---|
041 bacterial infection (unspecified) | 664 trauma to perineum and vulva during delivery | 664 trauma to perineum and vulva during delivery | 276 fluid electrolyte disorders | 666 postpartum hemorrhage | 041 bacterial infection (unspecified) | 225 Benign neoplasm of brain and other parts of nervous system |
285 anemia (unspecified) | 366 cataract | 366 cataract | 780 general symptoms | 656 other fetal and placental problems | 427 Cardiac dysrhythmias | 303 alcohol dependence syndrome |
780 general symptoms | 648 other conditions complicating pregnancy, childbirth, or puerperium | 648 other conditions complicating pregnancy, childbirth, or puerperium | 535 Gastritis and duodenitis | 658 problems of amniotic cavity membranes | 285 anemia (unspecified) | 344 other paralytic syndromes |
276 fluid electrolyte disorders | 656 other fetal and placental problems | 656 other fetal and placental problems | 285 anemia (unspecified) | 628 female infertility | 250 Diabetes mellitus | 270 Disorders of amino-acid transport metabolism |
250 Diabetes mellitus | 250 Diabetes mellitus | 250 Diabetes mellitus | 486 Pneumonia | 634 spontaneous abortion | 272 lipoid metabolism disorders | 324 Intracranial and intraspinal abscess |
Raw | OER |
ϕ
| DF | IPFP | GloSS | Salience | |
---|---|---|---|---|---|---|---|
Raw | 1 | 0.763 | 0.741 | 0.915 | -0.054 | 0.408 | 0.132 |
OER | 0.763 | 1 | 0.995 | 0.560 | 0.243 | 0.375 | -0.199 |
ϕ
| 0.741 | 0.995 | 1 | 0.510 | 0.296 | 0.366 | -0.222 |
DF | 0.915 | 0.560 | 0.510 | 1 | -0.404 | 0.349 | 0.212 |
IPFP | -0.054 | 0.243 | 0.296 | -0.404 | 1 | -0.180 | -0.217 |
GloSS | 0.408 | 0.375 | 0.366 | 0.349 | -0.180 | 1 | -0.142 |
Salience | 0.132 | -0.199 | -0.222 | 0.212 | -0.217 | -0.142 | 1.000 |
Raw | OER |
ϕ
| DF | IPFP | GloSS | Salience |
---|---|---|---|---|---|---|
285 anemia (unspecified) | 585 chronic kidney disease | 585 chronic kidney disease | 285 anemia (unspecified) | 652 malposition and malpresentation of fetus | 285 anemia (unspecified) | 401 essential hypertension |
041 bacterial infection (unspecified) | 664 trauma to perineum and vulva during delivery | 664 trauma to perineum and vulva during delivery | 041 bacterial infection (unspecified) | 656 other fetal and placental problems | 041 bacterial infection (unspecified) | 765 Disorders relating to short gestation and low birthweight |
276 fluid electrolyte disorders | 411 old myocardial infarction | 411 old myocardial infarction | 276 fluid electrolyte disorders | 651 multiple gestation | 427 Cardiac dysrhythmias | 041 bacterial infection (unspecified) |
780 general symptoms | 428 heart failure | 428 heart failure | 780 general symptoms | 647 other infections complicating pregnancy | 276 fluid electrolyte disorders | 762 complications of placenta affecting newborn |
427 Cardiac dysrhythmias | 648 other conditions complicating pregnancy, childbirth, or puerperium | 648 other conditions complicating pregnancy, childbirth, or puerperium | 599 urinary tract infection | 648 other conditions complicating pregnancy, childbirth, or puerperium | 272 lipoid metabolism disorders | 769 Respiratory distress syndrome in newborn |
Raw | OER |
ϕ
| DF | IPFP | GloSS | Salience | |
---|---|---|---|---|---|---|---|
Raw | 1 | 0.806 | 0.786 | 0.410 | -0.113 | 0.645 | 0.051 |
OER | 0.806 | 1 | 0.994 | 0.556 | 0.146 | 0.355 | 0.084 |
phi | 0.786 | 0.994 | 1 | 0.553 | 0.199 | 0.325 | 0.084 |
DF | 0.410 | 0.556 | 0.553 | 1 | -0.107 | 0.587 | 0.150 |
IPFP | -0.113 | 0.146 | 0.199 | -0.107 | 1 | -0.461 | -0.015 |
GloSS | 0.645 | 0.355 | 0.325 | 0.587 | -0.461 | 1 | 0.139 |
Salience | 0.051 | 0.084 | 0.084 | 0.150 | -0.015 | 0.139 | 1 |
Raw | OER |
ϕ
| DF | IPFP | GloSS | Salience |
---|---|---|---|---|---|---|
272 lipoid metabolism disorders | 366 cataract | 366 cataract | 654 trauma to perineum and vulva during delivery | 032 diphtheria | 041 bacterial infection (unspecified) | 401 essential hypertension |
276 fluid electrolyte disorders | 276 nondependent abuse of drugs | 664 trauma to perineum and vulva during delivery | 789 Other symptoms involving abdomen and pelvis | 073 Ornithosis | 285 anemia (unspecified) | 779 ill-defined conditions originating in prenatal period |
250 Diabetes mellitus | 276 episodic mood disorders | 474 chronic disease of tonsils and adenoids | 466 Acute bronchitis and bronchiolitis | 827 ill-defined fractures of lower limb | 276 fluid electrolyte disorders | 771 infections specific to prenatal period |
041 bacterial infection (unspecified) | 414 chronic ischemic heart disease | 414 chronic ischemic heart disease | 474 Chronic disease of tonsils and adenoids | 004 Shigellosis | 427 Cardiac dysrhythmias | 770 respiratory conditions of fetus or newborn |
285 anemia (unspecified) | 272 lipoid metabolism disorders | 428 heart failure | 041 bacterial infection (unspecified) | 254 Diseases of thymus gland | 280 iron deficiency anemias | 648 other conditions complicating pregnancy, childbirth, or puerperium |
Raw | OER | phi | DF | IPFP | GloSS | Salience | |
---|---|---|---|---|---|---|---|
Raw | 1 | 0.760 | 0.427 | 0.494 | -0.482 | 0.638 | 0.150 |
OER | 0.760 | 1 | 0.637 | 0.530 | -0.379 | 0.217 | 0.161 |
phi | 0.427 | 0.637 | 1 | 0.457 | -0.168 | 0.237 | 0.146 |
DF | 0.494 | 0.530 | 0.457 | 1 | -0.153 | 0.289 | 0.018 |
IPFP | -0.482 | -0.379 | -0.168 | -0.153 | 1 | -0.187 | -0.055 |
GloSS | 0.638 | 0.217 | 0.237 | 0.289 | -0.187 | 1 | 0.112 |
Salience | 0.150 | 0.161 | 0.146 | 0.018 | -0.055 | 0.112 | 1 |
Example application: the role of disease prevalence
PageRank | Eig centrality | Authority | Hub | Betweenness centrality | In-strength | Out-strength | |
---|---|---|---|---|---|---|---|
Raw | 0.794 | 0.38 | 0.383 | 0.395 | 0.768 | 0.804 | 0.946 |
OER | 0.375 | 0.554 | 0.56 | 0.597 | 0.8 | 0.233 | 0.249 |
phi | 0.819 | 0.557 | 0.563 | 0.597 | 0.708 | 0.834 | 0.954 |
DF | 0.776 | 0.679 | 0.747 | 0.388 | 0.449 | 0.79 | 0.947 |
IPFP | -0.371 | -0.067 | 0.02 | 0.016 | -0.326 | -0.367 | -0.396 |
GloSS | 0.704 | 0.641 | 0.523 | 0.749 | 0.678 | 0.731 | 0.909 |
Salience | 0.548 | 0.568 | 0.257 | -0.151 | 0.265 | 0.536 | 0.348 |
Example application: shared genes and protein-protein Interactions
OER |
ϕ
| DF | IPFP | GloSS | Salience | |
---|---|---|---|---|---|---|
Either direction | 68.8 | 67.2 | 57.8 | 1.6 | 15.6 | 0 |
Both directions | 43.8 | 41.1 | 17.2 | 1.6 | 14.1 | 0 |
Only one direction | 25.0 | 26.1 | 40.6 | 0 | 1.5 | 0 |
Example application: negative comorbidity and protective effects
Example application: pregnancy-related codes
Example application: insight from coarse-grained networks
Diseases in category | #diseases | %diseases | # prevalence | %prevalence | |
---|---|---|---|---|---|
1 | Infectious and parasitic diseases | 115 | 12.57 | 196992 | 3.02 |
2 | Neoplasms | 93 | 10.16 | 376196 | 5.76 |
3 | Endocrine; nutritional and metabolic diseases; and immunity disorders | 39 | 4.26 | 763009 | 11.68 |
4 | Diseases of the blood and blood-forming organs | 10 | 1.09 | 222671 | 3.41 |
5 | Mental disorders | 30 | 3.28 | 308321 | 4.72 |
6 | Diseases of the nervous system and sense organs | 67 | 7.32 | 489541 | 7.50 |
7 | Diseases of the circulatory system | 59 | 6.45 | 1090435 | 16.70 |
8 | Diseases of the respiratory system | 51 | 5.57 | 475937 | 7.29 |
9 | Diseases of the digestive system | 49 | 5.36 | 494421 | 7.57 |
10 | Diseases of the genitourinary system | 47 | 5.14 | 458440 | 7.02 |
11 | Complications of pregnancy; childbirth; and the puerperium | 49 | 5.36 | 436281 | 6.68 |
12 | Diseases of the skin and subcutaneous tissue | 26 | 2.84 | 96032 | 1.47 |
13 | Diseases of the musculoskeletal system and connective tissue | 30 | 3.28 | 308908 | 4.73 |
14 | Congenital anomalies | 20 | 2.19 | 54916 | 0.84 |
15 | Certain conditions originating in the perinatal period | 20 | 2.19 | 114847 | 1.76 |
16 | Symptoms; signs; and ill-defined conditions | 20 | 2.19 | 331657 | 5.08 |
17 | Injury and poisoning | 190 | 20.77 | 311892 | 4.78 |
Raw | OER | phi | DF | IPFP | GloSS | Salience | ||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
s
in
|
s
out
|
s
in
|
s
out
|
s
in
|
s
out
|
s
in
|
s
out
|
s
in
|
s
out
|
s
in
|
s
out
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s
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s
out
| |
1 | 4.58 | 3.41 | 3.60 | 3.06 | 4.56 | 3.03 | 5.99 | 3.24 | 13.04 | 13.06 | 5.35 | 4.42 | 0.91 | 1.23 |
2 | 3.84 | 3.74 | 7.14 | 7.73 | 3.43 | 3.57 | 1.24 | 3.39 | 12.16 | 12.88 | 3.81 | 3.06 | 0.12 | 6.28 |
3 | 8.32 | 9.99 | 3.49 | 2.73 | 8.77 | 10.90 | 10.46 | 10.43 | 2.68 | 3.13 | 11.07 | 13.93 | 9.37 | 6.61 |
4 | 4.77 | 4.02 | 1.58 | 1.45 | 4.80 | 4.06 | 5.64 | 4.15 | 0.21 | 0.25 | 8.52 | 7.05 | 3.44 | 2.55 |
5 | 4.33 | 4.86 | 5.22 | 5.19 | 4.53 | 5.26 | 3.46 | 4.71 | 2.57 | 2.54 | 4.00 | 3.74 | 1.94 | 3.49 |
6 | 7.03 | 7.35 | 9.74 | 7.26 | 6.74 | 7.28 | 4.07 | 7.21 | 5.34 | 5.07 | 6.77 | 5.67 | 34.99 | 9.72 |
7 | 15.71 | 19.83 | 5.19 | 5.33 | 17.23 | 22.68 | 17.52 | 21.09 | 2.80 | 2.84 | 17.74 | 26.35 | 20.13 | 19.09 |
8 | 8.93 | 7.59 | 7.61 | 5.99 | 8.96 | 7.45 | 9.36 | 7.71 | 3.88 | 4.02 | 5.32 | 5.82 | 1.58 | 6.27 |
9 | 8.94 | 8.64 | 6.96 | 5.66 | 8.02 | 7.27 | 8.31 | 8.53 | 2.68 | 2.68 | 8.77 | 6.50 | 0.11 | 3.08 |
10 | 8.04 | 7.08 | 8.23 | 7.37 | 8.98 | 7.23 | 8.40 | 7.00 | 3.87 | 3.62 | 3.89 | 3.33 | 0.15 | 4.32 |
11 | 2.15 | 2.70 | 18.93 | 20.75 | 3.11 | 3.89 | 2.23 | 2.76 | 11.16 | 10.87 | 4.86 | 5.67 | 24.70 | 22.37 |
12 | 2.38 | 1.79 | 3.08 | 2.25 | 2.11 | 1.13 | 1.97 | 1.62 | 1.83 | 1.92 | 1.05 | 0.62 | 0.00 | 1.08 |
13 | 5.21 | 5.46 | 3.84 | 3.09 | 4.94 | 4.82 | 4.18 | 5.36 | 1.50 | 1.26 | 4.59 | 4.10 | 0.53 | 5.16 |
14 | 0.38 | 0.52 | 3.42 | 3.73 | 0.24 | 0.42 | 0.01 | 0.40 | 2.54 | 2.98 | 0.08 | 0.09 | 0.00 | 1.15 |
15 | 0.06 | 0.50 | 0.13 | 6.33 | 0.02 | 0.61 | 0.00 | 0.46 | 6.17 | 4.89 | 0.01 | 0.60 | 0.45 | 0.80 |
16 | 9.05 | 6.41 | 2.80 | 2.82 | 8.62 | 6.07 | 12.86 | 6.47 | 0.58 | 0.83 | 8.52 | 4.21 | 1.57 | 0.36 |
17 | 6.27 | 6.11 | 9.02 | 9.24 | 4.93 | 4.32 | 4.29 | 5.46 | 26.98 | 27.16 | 5.66 | 4.85 | 0.01 | 6.43 |
Raw | OER | phi | DF | IPFP | GloSS | Salience | ||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
# | % | # | % | # | % | # | % | # | % | # | % | # | % | |
1 | 34090 | 0.15 | 618.04 | 0.32 | 21160 | 0.15 | 23938 | 0.17 | 12.57 | 4.43 | 11242 | 0.21 | 241 | 0.18 |
2 | 69986 | 0.31 | 3726.90 | 1.93 | 53246 | 0.37 | 37437 | 0.27 | 16.32 | 5.75 | 23076 | 0.43 | 160 | 0.12 |
3 | 185910 | 0.81 | 648.26 | 0.34 | 145060 | 1.02 | 144230 | 1.03 | 0.88 | 0.31 | 54953 | 1.03 | 1100 | 0.82 |
4 | 43323 | 0.19 | 162.69 | 0.08 | 36460 | 0.26 | 37168 | 0.27 | 0.04 | 0.01 | 35628 | 0.67 | 3401 | 2.55 |
5 | 99701 | 0.44 | 2224 | 1.15 | 92924 | 0.65 | 76019 | 0.55 | 2.06 | 0.73 | 30659 | 0.58 | 2134 | 1.60 |
6 | 137860 | 0.60 | 3875.10 | 2.01 | 95919 | 0.68 | 53263 | 0.38 | 3.07 | 1.08 | 27017 | 0.51 | 9392 | 7.04 |
7 | 912650 | 3.99 | 2361.10 | 1.22 | 799820 | 5.63 | 685470 | 4.91 | 2.52 | 0.89 | 334060 | 6.27 | 8869 | 6.65 |
8 | 211480 | 0.92 | 2336.60 | 1.21 | 187490 | 1.32 | 155850 | 1.12 | 2.29 | 0.81 | 31529 | 0.59 | 1333 | 1.00 |
9 | 209060 | 0.91 | 1886.30 | 0.98 | 142120 | 1.00 | 132560 | 0.95 | 1.18 | 0.41 | 35310 | 0.66 | 4 | 0.00 |
10 | 152520 | 0.67 | 2982.10 | 1.54 | 130710 | 0.92 | 105760 | 0.76 | 2.47 | 0.87 | 20531 | 0.39 | 188 | 0.14 |
11 | 305670 | 1.34 | 27842 | 14.41 | 298570 | 2.10 | 276890 | 1.99 | 25.06 | 8.83 | 229200 | 4.30 | 29844 | 22.37 |
12 | 13016 | 0.06 | 528.46 | 0.27 | 9548 | 0.07 | 5360 | 0.04 | 0.31 | 0.11 | 1457 | 0.03 | 0 | 0.00 |
13 | 90585 | 0.40 | 988.67 | 0.51 | 78006 | 0.55 | 54257 | 0.39 | 0.28 | 0.10 | 18361 | 0.34 | 304 | 0.23 |
14 | 3752 | 0.02 | 1233.40 | 0.64 | 2217 | 0.02 | 719 | 0.01 | 1.66 | 0.59 | 0 | 0.00 | 0 | 0.00 |
15 | 3743 | 0.02 | 106.01 | 0.05 | 296 | 0.00 | 455 | 0.00 | 10.34 | 3.64 | 730 | 0.01 | 607 | 0.45 |
16 | 131150 | 0.57 | 167.91 | 0.09 | 77885 | 0.55 | 118540 | 0.85 | 0 | 0.00 | 13734 | 0.26 | 0 | 0.00 |
17 | 111740 | 0.49 | 5702.60 | 2.95 | 57825 | 0.41 | 34586 | 0.25 | 47.94 | 16.89 | 15082 | 0.28 | 17 | 0.01 |
Rank | Raw | OER | phi | DF | IPFP | GloSS | Salience |
---|---|---|---|---|---|---|---|
1 | 7: 15.7% | 11: 18.9% | 7: 17.2% | 7: 17.5% | 17: 27.0% | 7: 17.7% | 11: 35.0% |
2 | 3: 9.1% | 17: 9.7% | 3: 9.0% | 3: 12.9% | 1: 13.0% | 3: 11.1% | 7: 24.7% |
3 | 9: 8.9% | 2: 9.0% | 8: 9.0% | 9: 10.5% | 2: 12.2% | 4: 8.8% | 6: 20.1% |
4 | 8: 8.9% | 10: 8.2% | 6: 8.8% | 8: 9.4% | 11: 11.2% | 9: 8.5% | 3: 9.4% |
5 | 6: 8.3% | 6: 7.6% | 9: 8.6% | 6: 8.4% | 6: 6.2% | 8: 8.5% | 17: 3.4% |
6 | 10: 8.0% | 15: 7.1% | 10: 8.0% | 10: 8.3% | 15: 5.3% | 11: 6.8% | 2: 1.9% |
7 | 16: 7.0% | 8: 7.0% | 16: 6.7% | 16: 6.0% | 8: 3.9% | 6: 5.7% | 8: 1.6% |
8 | 17: 6.3% | 9: 5.2% | 5: 4.9% | 17: 5.6% | 10: 3.9% | 17: 5.4% | 13: 1.6% |
9 | 13: 5.2% | 7: 5.2% | 13: 4.9% | 13: 4.3% | 3: 2.8% | 1: 5.3% | 10: 0.9% |
10 | 5: 4.8% | 5: 3.8% | 17: 4.8% | 5: 4.2% | 14: 2.7% | 16: 4.9% | 5: 0.5% |
11 | 4: 4.6% | 14: 3.6% | 4: 4.6% | 4: 4.1% | 7: 2.7% | 13: 4.6% | 9: 0.5% |
12 | 2: 4.3% | 13: 3.5% | 11: 4.5% | 2: 3.5% | 9: 2.6% | 5: 4.0% | 4: 0.2% |
13 | 1: 3.8% | 1: 3.4% | 2: 3.4% | 1: 2.2% | 5: 2.5% | 10: 3.9% | 1: 0.1% |
14 | 11: 2.4% | 16: 3.1% | 1: 3.1% | 11: 2.0% | 12: 1.8% | 2: 3.8% | 14: 0.1% |
15 | 12: 2.2% | 3: 2.8% | 12: 2.1% | 12: 1.2% | 13: 1.5% | 12: 1.0% | 12: 0.0% |
16 | 14: 0.4% | 12: 1.6% | 15: 0.2% | 15: 0.0% | 16: 0.6% | 15: 0.1% | 15: 0.0% |
17 | 15: 0.1% | 4: 0.1% | 14: 0.0% | 14: 0.0% | 4: 0.2% | 14: 0.0% | 16: 0.0% |