SOCR Data AD BiomedBigMetadata

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Contents

SOCR Data - Modeling and Analysis of Clinical, Genetic and Imaging Data of Alzheimer’s Disease

Summary

These data include massive heterogeneous clinical, genetic and imaging data of Alzheimer’s disease.

Background

There are megabytes of health-related metadata some of which is incomplete, irrelevant or difficult to establish homologies between different variables or subjects. In this dataset, missing values are denoted by (“.”).

The goal is to interrogate the data using exploratory and quantitative data analysis methods and look for patterns, trends or relations that may provide cues to the diagnosis, cognitive state or prognosis of these subjects (patients and control). Specifically, one may investigate the following:

  • Identify clusters of data that agrees with specific phenotypes (e.g., Diagnosis/Dx) or traits (e.g., NPI scores).
  • Reduce the dimensionality of the data and identify linear sub-spaces that contain large between subject variations or expose common traits.
  • Plan the integration of imaging biomarkers with these clinical and demographic data. The new Pipeline mechanism for Study-Designs enables the integrated analysis of imaging and meta-data (more information on the pipeline is available here).

Although SOCR Tools may be useful for some of this analysis, most of the interesting analyses may require the use of graphical Pipeline workflows, R, Matlab, C/C++/Java and other computational libraries/tools can be compiled as stand-alone execs and wrapped in XML as Pipeline modules). This allows openly sharing of the complete protocols (pipeline.xml.pipe files) for the entire community to replicate, revise, validate, and cite.

Classroom use of this data set

Education Level (Y), Age (X) and Weight (Blob-size) of all Subjects

This data set can be used to illustrate (multivariate, logistic) regression analyses, non-parametric tests, classification/clustering approaches, and diverse array of exploratory data analyses.

Data Description

  • Subject Identifier:
    • SID: Subject ID
  • Clinical measures
    • MMSCORE: TOTAL Minimental State Exam Score N 2 0..30
    • FAQTOTAL: Total Score N 2 0..30
    • GDTOTAL: Total Score N 2 0..15
    • adascog: ADAS-Cognitive Behavior
    • sobcdr: sum of boxes Clinical Dementia Rating (CDR)
    • DXCURREN: Diagnosis 1=NL;2=MCI;3=AD
    • DX_Conversion: DXCONV PDXCONV Diagnostic Summary 2. Has there been a conversion or reversion to NL/MCI? N 1 1=Yes - Conversion;2=Yes - Reversion; 0=No
    • DX_Confidence: Diagnostic Summary Physician Confidence in Diagnosis: N 1 1=Uncertain; 2=Mildly Confident; 3=Moderately Confident; 4=Highly Confident
  • Demographics
    • Gender: 1=Male;2=Female
    • Married: 1=Married; 2=Widowed; 3=Divorced; 4=Never married; 5=Unknown
    • Education: Participant Education (in years, 0:20)
    • Age: in years
    • Weight_Kg: weight (kg)
  • Vital signs
    • VSBPSYS: Systolic - mmHg N 3 76..250
    • VSBPDIA: Diastolic - mmHg N 3 36..130
    • VSPULSE: 4. Seated Pulse Rate (per minute) N 3 40..130
    • VSRESP: 5. Respirations (per minute) N 2 6..40
    • VSTEMP: 6a. Temperature N 4,1 0
  • Symptoms:
    • SymptomSeverety: 1=Mild; 2=Moderate; 3=Severe
    • SymptomChronicity: 1= Single Occurrence; 2= Intermittent; 3= Persistent
  • Baseline check:
    • BCNAUSEA: 1. Nausea N 1 1=Absent; 2=Present
    • BCVOMIT: 2. Vomiting N 1 1=Absent; 2=Present
    • BCDIARRH: 3. Diarrhea N 1 1=Absent; 2=Present
    • BCCONSTP: 4. Constipation N 1 1=Absent; 2=Present
    • BCABDOMN: 5. Abdominal discomfort N 1 1=Absent; 2=Present
    • BCSWEATN: 6. Sweating N 1 1=Absent; 2=Present
    • BCDIZZY: 7. Dizziness N 1 1=Absent; 2=Present
    • BCENERGY: 8. Low energy N 1 1=Absent; 2=Present
    • BCDROWSY: 9. Drowsiness N 1 1=Absent; 2=Present
    • BCVISION: 10. Blurred vision N 1 1=Absent; 2=Present
    • BCHDACHE: 11. Headache N 1 1=Absent; 2=Present
    • BCDRYMTH: 12. Dry mouth N 1 1=Absent; 2=Present
    • BCBREATH: 13. Shortness of breath N 1 1=Absent; 2=Present
    • BCCOUGH: 14. Coughing N 1 1=Absent; 2=Present
    • BCPALPIT: 15. Palpitations N 1 1=Absent; 2=Present
    • BCCHEST: 16. Chest pain N 1 1=Absent; 2=Present
    • BCURNDIS: 17. Urinary discomfort (e.g., burning) N 1 1=Absent; 2=Present
    • BCURNFRQ: 18. Urinary frequency N 1 1=Absent; 2=Present
    • BCANKLE: 19. Ankle swelling N 1 1=Absent; 2=Present
    • BCMUSCLE: 20. Musculoskeletal pain N 1 1=Absent; 2=Present
    • BCRASH: 21. Rash N 1 1=Absent; 2=Present
    • BCINSOMN: 22. Insomnia N 1 1=Absent; 2=Present
    • BCDPMOOD: 23. Depressed mood N 1 1=Absent; 2=Present
    • BCCRYING: 24. Crying N 1 1=Absent; 2=Present
    • BCELMOOD: 25. Elevated mood N 1 1=Absent; 2=Present
    • BCWANDER: 26. Wandering N 1 1=Absent; 2=Present
    • BCFALL: 27. Fall N 1 1=Absent; 2=Present
    • BCOTHER: 28. Other N 1 1=Absent; 2=Present
    • CTWHITE: White Blood Cell Count N 4 0..100
    • CTRED: Red Blood Cell Count N 4 0
    • PROTEIN: Protein Results N 3 0
    • GLUCOSE: Glucose Results N 3 0
  • Genetics
    • ApoEGeneAllele1: ApoE Genotyping: Allele 1- Results (2:4)
    • ApoEGeneAllele2: ApoE Genotyping: Allele 2 - Results (2:4)
  • Clinical Dementia measures:
    • CDMEMORY: Clinical Dementia Rating Score N 2,1 0.0=0.0;0.5=0.5;1.0=1.0;2.0=2.0;3.0=3.0
    • CDORIENT: Score N 2,1 0.0=0.0;0.5=0.5;1.0=1.0;2.0=2.0;3.0=3.0
    • CDJUDGE: Score N 2,1 0.0=0.0;0.5=0.5;1.0=1.0;2.0=2.0;3.0=3.0
    • CDCOMMUN: Score N 2,1 0.0=0.0;0.5=0.5;1.0=1.0;2.0=2.0;3.0=3.0
    • CDHOME: Score N 2,1 0.0=0.0;0.5=0.5;1.0=1.0;2.0=2.0;3.0=3.0
    • CDCARE: Score N 2,1 0.0=0.0;1.0=1.0;2.0=2.0;3.0=3.0
    • CDGLOBAL: Global CDR N 2,1 0.0=0.0;0.5=0.5;1.0=1.0;2.0=2.0;3.0=3.0
    • COT1SCOR: Total N 2 0..10
    • COT2SCOR: Total N 2 0..10
    • COT3SCOR: Total N 2 0..10
    • COT4TOTL: ADAS-Cognitive Behavior Total N 2 0..10
    • CONMCXLA: 14a. Number of targets hit (range = 0-49) N 2 0..49
    • NPISCORE: Total Score N 2 0..36

Data Table

SIDMMSCOREFAQTOTALGDTOTALadascogsobcdrDXCURRENDX_ConversionDXCONTYPDX_ConfidenceGenderMarriedEducationAgeWeight_KgVSBPSYSVSBPDIAVSPULSEVSRESPVSTEMPSymptomeSeveretySymptomeChronicityBC.USEABCVOMITBCDIARRHBCCONSTPBCABDOMNBCSWEATNBCDIZZYBCENERGYBCDROWSYBCVISIONBCHDACHEBCDRYMTHBCBREATHBCCOUGHBCPALPITBCCHESTBCURNDISBCURNFRQBCANKLEBCMUSCLEBCRASHBCINSOMNBCDPMOODBCCRYINGBCELMOODBCWANDERBCFALLBCOTHERCTWHITECTREDPROTEINGLUCOSEApoEGeneAllele1ApoEGeneAllele2CDMEMORYCDORIENTCDJUDGECDCOMMUNCDHOMECDCARECDGLOBAL
2280110.67010-441216798911080602096.3121111111111111211121221111111....330000000
320101224.530-431118817414870601897.922111111111111112111121211111102645834011110.50
529008.67010-441116748815080521896.7331112111112111111122211111111214359330000000
6250018.670.520-4321138069.3997212376552097121111111111111111111111111111....3300.500000
828005010-432218846012474802096231112111111111111121111111111344157230000000
102411212.33530-4321127468140807220962311111112111111121111112111110663552340111110
1529007010-4411188187.0898415571582097131111111111111111121121111111....340000000
1929033010-4421187364.8184313269651897211111111111111111111111111122003354230000000
292110121.33430-4411186469.7625914385641696.6-4-4111111111111111111111111111100316034010.510.510
30296110121-4421198061.2350419792641696.3211112212211111111111111111111....3300.500.5000
3130001.67010-4421187771.6676814881861697.712111211121121121121111111111111603763330000000
33296217.67220-4411208383.5120594816362311121111112111111112121111222146632300.500.50.50.50
3530006010-4411187794.61948140857824971111112111211112111111111111113496792330000000
38251411.33120-4411127698.3389414687601697.3121121111111112111111111111111-1-1-1-13300.500.5000
4029008.33010-4411187378.0179812668602096.9231111111111111111111111111111003072330000000
41254218.331.520-4421147153.3425310464601696.9-4-411111111111111111111111111112039574400.50.5000.50
42302170.520-4411177392.6236713984611696.913111111111111111111121111112220551003300.500000
4329007010-4411167661.2350412270601898.6-4-411111111111111111111111111110623455230000000
44264417220-4321168654.4311514084681297.9121111222211111111111111211111....3300.50.50.500.50
45291115.33120-4411188647.26438122756816971211111112111111111111111111111040603400.50.50000
4730008010-4411208488.9042111261811896.5-4-41111111111111111111111111111004163230000000
5026130183.520-4412167779.59664561897.6121121111121111111111111111111....3300.5110.50.50
5127219.67120-4411186677.5643911870601696.93211111111111111111211111111111247624400.500.5000
532312518.33430-431112807514052681896112112112222121121111111111111....33010.5110.50
542712220.332.520-4321208169.8533114090601697.4231111111221112121111211111111....3300.50.50.50.50.50
5529115.33010-4411207593.8937312470701897.6221111112111111111111111111111337008674330000000
57277215.671.520-4411207772.57487128786618981311111111111211111211111111111034633400.500.500.50
5830004.67010-4412167072.1212715773821896.7121111111111211111111221111122....340000000
60272114120-4411207080.7395413480601697.5211111111111111111111111111111....3400.500.5000
6630003.33010-4411187462.14223115706816981311112111111112111211111111114325257230000000
6727005.67010-4411177466.6781613078582535131111111111111111111111111111....230000000
6830012010-4321127468.5832514284601897.5-4-41111111111111111111111111111....330000000
6928008.33010-4111167273.1191814274622096.4-4-41111111111111111111111111111....330000000
7027019.67010-4312147499.6543613084642096.3-4-41111111111111111111111111111175759330000000
7228005.33010-44111670106.140714191721897.91111111211111111111112111111110000330000000
7430007010-4411207881.9188813969651436.3-4-41111111111111111111111111111....330000000
76257214.67430-4411127860.282511671622096.4-4-41111111111111111111111111111105059340110.510.50
78249117.333313421187671.3955215572612095131121122211212211111211111122....34010.50.50.50.50
802715141.520-4411188565.3173811860601898121111111111111111111112111111....3400.500.500.50
8130004010-4411187077.1107915881791697.4121111111111111111111112111111....340000000
832291182.530-4412177366.4967213575632497.112112111121111111111111111111100286144010.50.500.50
842410014230-4421147568.4925314378631896.313111111121111111111111122111112224493400.50.50.500.50
8630011.67010-4421188168.0389414878682096.8111111111111111111111111121111073656330000000
87293118.671.520-4411147583.9146916080741897.1211111111111111111111111111111....3300.500.50.500
882129124.67330-431186598.9739714070681898121111111111111111111121221111....4400.50.50.50.510
8930002.67010-4411206693.511556561636.2121111111111111111112211111111-1-1-1-1330000000
9029005.33010-4311206984.3682815090681697.5221111111111111111111111111111....440000000
912512011.33330-4411206273.0284612281561895.812211112222121111111121111111141248593300.50.50.50.510
932320222.67830-4421167761.0536113161611897.41222111122121111111111122211220343655340211121
942128326.67530-4421147073.9356415179561898.8112112212121111111111211211111103757340111110
9526007010-4411127189.1310112880642098.112111111111111121111112111111101834761230000000
9630003010-4412197984.3682813080681697.8121112111111211111121112111111054950330000000
9730011.67010-4421147254.4311513580801498121111111111111111111112111111044254230000000
98264510.67220-4421168555.3836920193752498.5331112111211121111111112211111....3400.500.50.50.50
101270070.520-4311187385.7744212084721696.5-4-4111111111111111111111111111121249544400.500000
10225.216.671.520-4221207068.0389413070722098-4-411111111111111111111111111111334573400.500.50.500
103242018.671.520-4411188772.1212712060751895-4-411111111111111111111111111110439603400.500.500.50
10630028010-44211574137.438712382561697.2121112221122212112112222221122402676330000000
107280220.520-4221196176.3396913077721698.61211212111111111111111111111110036583300.500000
1082711213220-4411187972.5748712872521897.2131121211221112211221212111111....3400.500.50.50.50
109257111.67330-4421167060.8721712079601697.8121122111111111211121212211111....34010.510.500
110235219430-4421108367.5853414377702098-4-41111111111111111111111111111....3301110.50.50
1112411112.672.520-4321167649.8952211874561697.92211111111111111111111111111112039553400.50.510.500
112300161.520-4411187177.4736712276591635.5-4-411111111111111111111111111115149662400.50.50.5000
11328044010-4411207676.2036111864841696.31211222121221111121212111111110000230000000
116301211.330.520-4411187981.5560114070521036.6-4-41111111111111111111111111111....3300.500000
11829126.33010-44112081112.581814485852237.7121111112111121111111211111111204969330000000
12030029.33010-4411207280.9209810871781036.2-4-411111111111111111111111111110213763340000000
12330024010-4411207464.4101911270561297.4-4-41111111111111111111111111111006260330000000
12529005010-44112074112.037416885572897.8131111111111111111111111111111....330000000
12625029.67120-4421147876.1128913165672097.313111111111111111111121111111101438523400.50.50000
12729115.67010-43111771134.807812280722098.1222122112221112212122222211111205577330000000
128290110.670.520-4221206570.6697814084681896.5121111111111111111111212111111....4400.500000
129229120.674.530-4321168160.7814510660761898.6121111111211111111111211111111004355330110.5110
13030016010-4411167475.7500211880802297.5-4-411111121111111111112111111112104265330000000
13529157.67120-4321188387.0898414073681236.61211112112211121111222111111111054623300.50.50000
13827025120-4411168789.811413675631498111111211212111211112211111111....3300.50.50000
1392510114.333.530-4421136660.7814514571622098.2121111111221211111112211111111133234744010.510.50.50
141279112.67320-4311128283.007514686652036.7121111112111111111121111111111....34010.50.50.50.50
14229007.330.520-4411148072.5748716070701897.6-4-41111111111111111111111111111....3400.500000
1472520434.334.530-4421186069.8533112476601297.512111111121111121111111121111111742463330110.5110
1492011120.334.530-4311168875.1149917180641696111111211111111111111111111111103359330110.5110
150274111.330.520-4411127484.3682812464561297.91112211112211112111112211111112946553300.500000
155282311.331.520-4411168165.3173812060601897.8121121111111111111221211211111....24010.50000
15630006.67010-441117758914683761697.8211111111112111111121211111111....330000000
15829136.331.520-4421138169.8533112764802099.21111111111111111111111111111111031572300.50.50.5000
15930024.33010-4421167887.9970213569731635.9-4-41111111111111111111111111111616413356330000000
160270115120-4311167674.4799614482701696.8231111111111111111111211111111....3400.50.50000
1622401121.530-4311187279.8323512691681698.2131111111111111111121111111122....3400.500.500.50
166300016.33010-4421187350.3488114698821497.8-4-411111111111111111111111111110000340000000
167262412.674.530-4311167792.9865517979481896.8121111112221111111112111111111....3401010.511
1682612100.520-411213906114471842096.5221111211111111211121111111111....3300.500000
169290213.670.520-4221167262.1422311076701897.433111111111111111111111221111100003400.500000
17130008.33010-4321177960.3278615678491696131112112111111111111111211111....330000000
17229007.67010-4321187163.049411719173169713111111111111111111121111111111654357330000000
173300013.67010-4311187471.6676813285821298-4-41111111111111111111111111111116052330000000
176285211.33120-4411197575.4778613672481897.31211111121111221111221112111110160823400.50.50000
17729045.67010-4421147545.9943213578781896.6121121211221122122122211211111102857330000000
17829204.331.520-4311206584.3682814795761836.6221111111111111111121111111111....3300.500.500.50
179245011.330.520-4411168184.5497213676611637.5221111111111111111111212111111....3400.500000
182295112220-4421126460.7814512474681297.1121111121111111111111211111111....3400.50100.50
1832113212.674.530-442114736712870601897.9121111112211121111111111211111....34011110.50
18429004.67010-4421147987.9970216084841899.2121111111111111111111111111111....340000000
18627026.670.510-4421168187.9970214090781698.71311111211111111111111111111110463454330000.5000
187283113120-4311167894.3473313060601697.2121121111111112211122212211111....4400.500.5000
18827904220-4411168771.4408813273551698.21311111111111211111111111111112247913400.500.50.50.50
1902710114.672313311187986.908412761701896.813111111111111111111111111111118845743400.50.50.500.50
194248223330-4421128147.1736612482641897.5231111111111111111111111111111-1-1-1-13300.50.510.50.50
1952522162.520-4411188053.9775611060541496.7-4-41111111111111111111111111111....3400.5010.50.50
19629115.67010-4421187882.5539112888601698.2121111111111111111111111111111302964330000000
204253210.331.520-4422167262.113163651435.51111111111112211111111111211111128593300.50.50.5000
20530003.330.522-4321186757.606312271682097121111111121121211111111111111....3300.500000
21029005.67010-4421137372.5748713080761898.7121111111111211211122221111111152243230000000
213245212.33430-4411186366.6781613070601498.2-4-4111111111111111111111111111110455523010.510.510
214275114.33120-4311206583.007514082602097.21211211112111111111112111121111237724400.500.5000
216258211.33330-4311168583.461115271681898.8111112111211111111121211111111....3300.50.50.500.51
21727009.33120-4421188451.6188714669852097.2121111111111111211121111111111....3300.50.50000
2212022024730-44111868110.223112870641697.1231121121221111111111211112111024558440111121
2222510010320-4311188678.4715713884761698.41211111122221121111212111111111135725733010.50.50.50.50
22330006.33010-4421187861.2350413278681698.1121111111111111111112112111111114655340000000
22528019.67220-4221178370.7604914973831636.1121111111111111111111121111111....3300.50.50.500.50
227240113.332.520-4421128064.4101914976631697.6-4-4111111111111111111111111111124527534400.50.50.5001
2282024028830-4321108157.606312273751498.9-4-41111111111111111111111111111....330121121
22930020010-4421167580.7395419064661698121111121111112111112221111111....340000000
23029008010-4411208094.8009214259651498.4121111111111121111121111111111....330000000
23129648.331.520-4311186181.4199314171531837.3121111111111111111111211211111144471573300.50.50.5000
23229616.67010-43112078100.697614484811697.6-4-41111111111111111111111111111308887330000000
240283112.331.520-4311168960.3278617776582497.21211112112221221111211111111110356553300.500001
2432820112.67220-4421156862.0968715380581697-4-411111111111111111111111111110623593400.50.50.500.50
245270390.510-4421107483.007515065761897131111112211122212112112211111....330000.5000
24929627.671.520-4321167259.3299512084561697.1131111111111121111111211111111....3400.500.50.500
2562762150.520-44112070110.676712483751837.1-4-411111111111111111211111111112759654400.500000
25729025.67010-442167968.4925314371561697.1131111211111121111121211111111003562340000000
258290210.330.520-4321147262.5958215084571497.61211111112111212111112111111111152413400.500000
25930018.33010-4411207186.6362515486761636.2121111111111111111121111111111534662330000000
26030002.33010-4421137973.1191812362611836.1121111111111111111121121111111524651230000000
26229047.33010-4411148678.4715714074701696.8231111111112112211111111211111....330000000
2662614416.67630-4211208673.0284615065751898.812111211221111111111111111111110545434010.50.5112
2692818110.672.520-4311166774.2985211657561697-4-411111111111111111111111111112132563400.50.50.50.50.50
27230003.67010-4421197173.9356414250621496.7221121111111121111111112111111114753330000000
273300312120-43111263101.604813075752036.523111111111111211111111111111122120802300.500.5000
27630806.67120-4212187184.5950814089531836.2121111111111121111111211111111....2300.500.5000
28328006010-4411127969.30917688731498.1-4-41111111111111111111111111111....330000000
284270510.670.520-4421107754.1136315086652096.8121111112211111221121111211111....3400.500000
285284271.520-4311106678.4715712872581896-4-41111111111111111111111111111019753593400.5000.50.50
286268322430-44111666102.058412062621896.6-4-411111111111111111111111111111489515233010.50.5110
28829639.33320-4311207569.8986712467501695.3121111111111111111121111111111-1-1-1-12400.500.50.50.51
289272210.67120-4311166884.8218712474602096.5121111111111111211121211111111....3300.500.5000
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29130255.330.520-4411168077.5643914090882096.813112111122211111111211121111132963663400.500000
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116930045.33010-4421187278.0179814690721698121111211111122111111211111111124960330000000
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1171244012.33330-4411127173.0284616080542097.933112221121111121111111211111110395434010.50.50.50.50
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118229005120-4421187682.5539114078641797.6131111111111111111111112111111....3300.500.5000
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11852022426.67630-4412166272.5748711676551698.32311111112211111111112112111111105253340111111
118628137.331.520-4311128478.0179814076841998121111111121211111111122211111....3300.500.500.50
1187280011.670.520-4411127761.2350415060641695.72211121111111111111112111111111056593400.500000
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119030012.33010-4421137659.4206711768642095.81211111111111111111112111111112204656330000000
119128009.67010-4311167973.4820515088602097.6121111111111111211111211111122....330000000

1194||30||0||5||3.67||0||1||0||-4||4||1||1||18||85||87.54343||112||58||58||20||36.7||1||2||1||1||2||1||1||1||1||2||2||1||1||2||2||1||2||1||1||2||1||2||2||1||2||1||1||1||1||1||.||.||.||.||3||3||0||0||0||0||0||0||0

119529033010-4411207778.4715713678802035.6131111111121121121121211111111....330000000
119730106.33010-4422208362.1422313070802035.8231111111111111111111111111111....230000000
120030048.67010-4411168473.0284611872702297.9-4-4111111111111111111111111111125445155330000000
120228307.67010-4411187884.3682811868561635.5131111111111111111111111111111....330000000
120330016.33010-4411158482.7807112874802036.2-4-41111111111111111111111111111123260330000000
1204280311.330.520-4311177790.3103514082661297.7-4-41111111111111111111111111111....4400.500000
12052316218.331.530-4311198368.0389413880691397.1121111111121111211111211221111....3300.50.500.500
120629013.67010-4412147396.0709813880621698.3131111111111111111121211111111119174330000000

1209||26||8||2||15.33||3.5||3||0||-4||4||2||1||18||72||63.04941||135||77||66||12||99||1||2||1||1||1||1||2||1||1||1||1||1||1||1||1||1||1||1||1||2||1||2||1||1||1||1||1||1||1||1||2||1||47||60||3||4||0||1||0.5||0.5||1||0.5||0

121030426.330.520-4311177577.5643913163461637.41211111211121211111211111111115147573300.500000
1211282310.67320-4412148786.1826512872621898.2121111111211111111121112111111....33010.50.50.50.50
1212272113.330.510-4421167674.8428313278801898111112211212122111112221111111....330000.5000
121327509.33220-4421167567.5853415583721636.2-4-4111111111111111111111111111131131603400.500.50.50.50
1215302151.520-4311167964.4101914080581497121112111121111111121211111111....3300.50.50.5000
121729424120-4421166856.914280621636.32311121111111112111112212111114438614400.50000.50
121827026.67220-4321168661.3257615081792096.8121112111111111111111111111111....2300.50.50.500.50
122121103233.530-441167286.6362515070762499.523111111111111111111121111111110437234010.50.510.50
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12252810152.520-4411207787.498071108473209812111111111111111112111221111117436563300.50.50.50.50.50

1226||28||4||3||7.33||1.5||3||1||3||3||1||1||16||83||85.9105||136||80||70||20||97.5||2||2||1||1||2||1||1||1||1||1||1||2||2||1||1||1||1||1||1||1||2||1||1||1||1||1||1||1||1||1||.||.||.||.||3||3||0||0.5||0.5||0.5||0||0||0

122729257.67120-4321126563.956611272801897.2-4-41111121111111111111111111111164941603300.500.5000
1231260412.33220-4422128464.4101912673561697.6111111112111111111111111111111....3400.500.5001
123228003.33010-4421127387.9970213070561697.6121111111111111111111111111111....330000000
12402620161.520-4321166759.115796671236.3221111111111111111111111111111....4400.50.50.5000
124130006010-42112073107.955113882522097.5-4-41111111111111111112111111111....330000000
1243270014.330.520-4411177878.4715713878681697.8121111111111111111111211111111....3400.500000
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1246290111.33220-4311147368.628611107056-198.312111121211111111111111111111101241663400.50.50.50.500
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1253249210.673.530-4421146362.2329512570591696.822111111111111121111111111111100245633010.50.50.510
12542124517.67830-4411118590.809313680681836.6112211111221111111111121111111....330111221
1255280010120-4422167751.7095913958641698.6-4-41111111111111111111111111111....3300.500.5000
125630029.33010-442117728813276871636.2131111211111111221111221111111....340000000
12572017330.33530-4411188578.4715714078601497.8121112111121111111121211111111....340111110
126028019.671.520-4311167278.4715711563792896.81311111111112112111111111111111157723300.50.5000.50
126130046010-4421167259.911056601236.5121111111111111111121111111111323751330000000
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12842913121.520-4411168682.9167811972582097.4-4-41111111111111111111111111111110049673400.500.500.50
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130130013010-4421187360.7814511050681298.2-4-41111111111111111111111111111....340000000
1304255116.674.530-442187549.4416315680702497.512111111111121111111111111111111464934011110.50
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1321283118120-4311208469.1729210462721697.81311111111111112111112111111114340603300.500.5000
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1330294221.33120-4311126283.007511065562096.41211211111111111111111111111113210077692400.500.5000
1331260010.671.520-442111776913080721836.1-4-41111111111111111111111111111....3300.510000
1334241538.673.530-4411156593.4401411857621698-4-41111111111111111111111111111004455340110.50.50.50
133725123145.530-4312167294.8009213284732097-4-411111111111111111111111111113125050593301110.511
13382714011.672.520-4412138590.514082682036.1..1111111111111111111111111111....330100.5100
13392513117.33530-4421138073.6634915890761697.7121111112211211111121211111111....330111110
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13412412321530-4421127262.5958213474721896.11211111212211112111112121111112133057340111110
1346298110.672.520-4311127377.1107913070721236.6121111111221111111111211211111....3400.50.50.50.50.50
13502619313.673.520-4421187277.1107912080741436122121111211111111111211111111....3400.5110.50.50
1351301014120-4321127256.2455211870762496211111111111111111111111111122129155114400.50.50000
1352301110.67120-4211168687.54343112606012371211111121111121111111111111113236513300.50000.50
135730118.67120-4311187168.211365591437131112111211111111121212211111....3400.500.5000
1363247214.33320-4421127092.5329512264802036.5121122212221122221122222221111....3400.50.510.50.50
13682013234.67430-4421187663.956615082722096.8131111111211211111111111111111....3301110.50.50
1371263120.67330-4411108564.213482541636.62211211212111121111212212211116414405934010.50.50.50.50
13732127136930-4411207665.713684661636.21211111122111112111112111111111164052340222111
13772314217.674.530-4411168375.617870491636221111111121111111122111111111....44011110.50
137924242223.530-441188872.813680581636.1131111111111111111121211111111417249330110.50.50.50
1380291311.33220-4411128596.161712868702097.81211111112212222111122111111110042343300.50.50.500.50
13822123335.335.530-44121665127.459615892781835.6122221111121122211112111211111....33010.51111
13842503152.520-43111672100.788316090801697.6-4-41111111111111111111111111111....44010.50.500.50
13872719320.33420-4411208674.5706716385681835.6131111111111111111112211111111....3400.50.50.510.51
1389290115.33120-4412187683.9146911264701097.6-4-41111111111111111111111111111....2400.500.5000
13912614216.67530-4411128561.6886412648693296.8131111111221111111111221211111....330111110
139327131122.520-4412188370.306918290621897.6121111111211111111111211211111005854330100.50.50.50
1394271021.33220-4411187777.1107915084521697.1-4-411111111111111111111111111111039583400.50.50.500.50
1397249223.334.530-4422185553.9775612580641697.9121111111111211111111111111111....33011110.50
1398241117.67220-4321167878.0179812072561696.2-4-41111111111111111111111111111024425834010.5000.50
1400256013.671.520-4411127878.4715714066521698.2121112111111111112111211111111....3300.50.50.5000
14022313015430-4411207059.8742613080601698.8-4-411111111111111111111111111110054523301110.50.50
1406272122.520-4321186162.5958211856761497.5121112122211211111121111111111....3300.50.50.50.50.50
1408262332.520-42111671118.614515084641697.91211112112111121211222211111111323713300.50.50.50.50.50
14092119333530-4211156676.657213276611698.1132121111211111111111112111111....340111110
141129118.67120-44111774105.687115295681698.8131111111111111211111121111111....3300.50.50000
14123010512.672.520-4411165975.2964211966451298.6-4-41111111111111111111111111111....3400.50.50.50.50.50
141427245.331.520-43111874106.594314760661698.11111111111111111111111211111111-129563400.50.50.5000
1417256111.670.520-4412126357.833111080481697.6121111111111111111111111211111....3300.500000
141829426.33120-4411128177.1107915276501698.4131111122122111111121111111111....3300.500.5000

1419||28||0||2||7.67||0.5||2||0||-4||4||1||1||17||78||102.0584||118||66||54||16||36.5||1||2||1||1||1||1||1||1||1||1||1||1||1||1||1||1||1||1||1||1||1||1||1||2||1||1||1||1||1||1||1||1||39||78||3||4||0||0.5||0||0||0||0||0

1420290190.520-4421168150.8024114473571698.7131111111112111111111111111111....3300.500000
1421290060.520-4322127463.729811884671298.5-4-411111111111111111111111111110323603400.500000
1423296513.671.520-4411196972.1212716682591698.61311111112111111111211111111111341843400.500.50.500
1425285510.67120-4421167556.2455215866581696.6-4-41112121221122211111211121111....3300.500.5000
14262631100.520-4311188358.5134911981751698-4-41111111111111111111111111111....3300.500000
1427273218220-44211269101.604812761581635.6122111222121221121122211111111....3300.50.50.50.500
14302112123830-4321128358.0598915278551297.8121111111221112111121212111111....340221120
1435215117.671.530-4411128272.5748713757571697.8..1111111111111111111111111111....34010.50000

See also

References




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