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remembering patterns with and 1

Data mining discovering and visualizing patterns with python

Data mining discovering and visualizing patterns with python

Kỹ thuật lập trình

... pca.fit_transform(data) [[ -0 .10 936925 0.8 717 5 416 0. 817 95363] [-0 .10 936925 -0.420 516 1 -0.35654409] [ 0.8 717 5 416 -0.420 516 1 0.96275 71 ] [ 0. 817 95363 -0.35654409 0.96275 71 ]] And we can plot the result ... ‘virginica’]) precision recall f1-score support setosa versicolor virginica 1. 00 1. 00 0. 81 avg / total 1. 00 0.85 1. 00 0.95 1. 00 0.92 0.89 0.93 0.93 0.7 514 8540 219 88338 The completeness score approaches ... that were correctly identified F1-Score: the harmonic mean of precision and recall figure() subplot( 211 ) # top figure with the real classes plot(data[t= =1, 0],data[t= =1, 2],’bo’) plot(data[t==2,0],data[t==2,2],’ro’)...
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Báo cáo y học:

Báo cáo y học: "Different effect of exercise on left ventricular diastolic time and interventricular dyssynchrony in heart failure patients with and without left bundle branch block"

Y khoa - Dược

... 66 ± ± 10 † 11 † 73 12 7 ± ± 14 23 73 11 4 ± ± 11 17 * 80 12 2 ± ± 17 67 11 7 ± ± 17 * 12 0 16 8 ± ± 15 20 12 3 15 5 ± ± 16 24 12 2 15 9 ± ± 20 26 12 9 17 3 ± ± 24 26 83 87 ± ± 13 81 85 ± ± 84 89 ± ± 12 10 88 ... n = 17 n = 11 49 20 ± : : 12 52 24 ± : : 15 54 14 ± : : 12 41 ± : : 16 * - ± - 7.0 ± 0.8 7 .1 ± 1. 0 5.3 ± 1. 1† 19 ± 12 ± 4* 11 ± 5* 16 ± 6*,† 60 71 ± ± 10 23 24 ± ± 7* 8* 20 18 ± ± 7* 10 * 61 66 ... 33 - - 14 17 903 ± ± 311 212 14 55 9 51 ± ± 2 81 195 13 67 717 ± ± 310 223† - - 21. 9 42.5 ± ± 11 18 .8 38 .1 ± ± 11 12 .8 33.5 ± ± 2† † IDCM-na = patients with idiopathic dilated cardiomyopathy and normal...
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CD4 lymphocyte dynamics in Tanzanian pulmonary tuberculosis patients with and without HIV co-infection ppt

CD4 lymphocyte dynamics in Tanzanian pulmonary tuberculosis patients with and without HIV co-infection ppt

Sức khỏe giới tính

... high-income Andersen et al BMC Infectious Diseases 2 012 , 12 :66 http://www.biomedcentral.com /14 71- 2334 /12 /66 10 11 12 13 14 15 16 17 18 19 20 21 22 countries: a collaborative analysis of 14 cohort ... (n = 427) -247 (-292; -203) < 0.0 01 -10 3 ( -14 7; -58) < 0.0 01 PTB positive (n = 822) -19 9 (-238; -16 0) < 0.0 01 -10 9 ( -14 6; - 71) < 0.0 01 < 0.0 01 -246 (-279; - 215 ) HIV status Uninfected (n = 937) ... 6 31 (595; 667) 215 (17 8; 253) < 0.0 01 In HIV uninfected 550 (523; 577) 655 ( 617 ; 693) 10 5 (59; 15 1) < 0.0 01 In HIV infected 285 (269; 3 01) 413 (330; 495) 12 8 (57; 19 8) < 0.0 01 Pulmonary TB status...
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Patterns, Programming and Everything docx

Patterns, Programming and Everything docx

Kỹ thuật lập trình

... Canada ISBN 978 -1- 44 71- 2349 -1 ISBN 978 -1- 44 71- 2350-7 (eBook) DOI 10 .10 07/978 -1- 44 71- 2350-7 Springer London Heidelberg New York Dordrecht Library of Congress Control Number: 2 012 938227 © Springer-Verlag ... Canada T2N 1N4 e-mail: aycock@ucalgary.ca K.K Breitman, R.N Horspool (eds.), Patterns, Programming and Everything, DOI 10 .10 07/978 -1- 44 71- 2350-7_2, © Springer-Verlag London 2 012 13 14 J Aycock ... (eds.), Patterns, Programming and Everything, DOI 10 .10 07/978 -1- 44 71- 2350-7 _1, © Springer-Verlag London 2 012 M Autili et al dexes, responsiveness, etc.) of the components constituting the system and...
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Discovering Frequent Event Patterns with Multiple Granularities in Time Sequences docx

Discovering Frequent Event Patterns with Multiple Granularities in Time Sequences docx

Tổ chức sự kiện

... 23, no 1, pp 10 15 , Mar 19 94 [11 ] P Laird, “Identifying and Using Patterns in Sequential Data,” Proc Fourth Int’l Workshop Algorithmic Learning Theory, pp 1 18 , Springer-Verlag, 19 93 [12 ] B Leban, ... as follows: For positive integers t1 and t , (t , t ) ¶ [m, n] m is true (or t and t satisfy [m, n] m) iff 1) t1 ‹ t2, 2) t1 and 3) m ‹ ( t2 µ − t1 µ µ ) ‹ n and t2 µ are both defined, BETTINI ... types E1, E2, and E3 with the constraints that 1) E1 occurred after E0 but within the same or the next two business days, 2) E2 occurred the next business day of E1 or the business day after, and...
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Network-Centric Operations Case Study - Air-to-Air Combat With and Without Link 16 pdf

Network-Centric Operations Case Study - Air-to-Air Combat With and Without Link 16 pdf

Khoa học xã hội

... Study: Air-to-Air Combat With and Without Link 16 4.4 5 .1 6 .1 6.2 6.3 7 .1 7.2 7.3 8 .1 8.2 9 .1 9.2 9.3 10 .1 10.2 10 .3 10 .4 10 .5 10 .6 11 .1 A .1 A.2 A.3 A.4 A.5 A.6 A.7 A.8 A.9 A .10 Overall MCP Scores ... Combat With and Without Link 16 Table 1. 2 Results of the JTIDS Operational Special Project Kill Ratio Voice Only (MCP 1) Day Night Voice Plus Link 16 (MCP 2) 3 .10 :1 3.62 :1 8 .11 :1 9.40 :1 employed ... Project Kill Ratio Voice Only (MCP 1) Day Night Voice Plus Link 16 (MCP 2) 3 .10 :1 3.62 :1 8 .11 :1 9.40 :1 xxx NCO Case Study: Air-to-Air Combat With and Without Link 16 Conclusions Figure S.8 presents...
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admati and pfleiderer-a theory of intraday patterns - volume and price variability

admati and pfleiderer-a theory of intraday patterns - volume and price variability

Quản trị kinh doanh

... 9:00 A.M and 2:00 P.M In another equilibrium, traders A and B trade at the same time between 11 :00 A.M and 2:00 P.M (e.g., 11 :30 A.M.), and trader C trades sometime between 4:00 P.M and 10 :00 A.M ... liquidity demand at 9:00 A.M and must satisfy it by 2:00 P.M that day Trader B realizes his demand at 11 :00 A.M and must satisfy it by 4:00 P.M., and trader C realizes his demand at 2:30 P.M and must ... is simpler than Kyle (19 85) and Glosten and Milgrom (19 85) in that private information is only useful for one period Like Kyle (19 84, 19 85) and unlike Glosten and Milgrom (19 85), orders are not...
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báo cáo hóa học:

báo cáo hóa học:" Stem cells from umbilical cord blood do have myogenic potential, with and without differentiation induction in vitro" pdf

Hóa học - Dầu khí

... skeletal muscle Nature 19 88, 333:466-469 Page of (page number not for citation purposes) Journal of Translational Medicine 2009, 7:6 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 Arahata ... cells and co-cultures were trypsinized by standard procedures, washed with PBS 1 and centrifuged for minutes at 1, 400 rpm CD34+ cells were washed and centrifuged with PBS 1 for minutes at 1, 400 ... organization of the dystrophin-glycoprotein complex Cell 19 91, 66 :11 21- 113 1 Vainzof M, Passos-Bueno MR, Canovas M, Moreira ES, Pavanello RC, Marie SK, Anderson LV, Bonnemann CG, McNally EM, Nigro V, Kunkel...
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báo cáo hóa học:

báo cáo hóa học: " Comparison of the discriminative ability of a generic and a condition-specific OHRQoL measure in adolescents with and without normative need for orthodontic treatment" potx

Hóa học - Dầu khí

... America, Scholarship N° E06D1000352PE Page of (page number not for citation purposes) Health and Quality of Life Outcomes 2008, 6:64 References 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 Cunningham ... Need by DAI 21 21 13.3 14 .3 12 .0 24.0 1. 00 1. 12 1. 00 1. 64 No need by IOTN Need by IOTN No need by DAI Need by DAI 29 14 33 10 18 .4 33.3 18 .9 40.0 1. 00 1. 89 1. 00 1. 84 CS-OIDP 95% CI for PR p value ... 0.080 0 .13 (-0. 21; 0.47) 0.029 0.28 (-0 .14 ; 0.70) No need by IOTN Need by IOTN No need by DAI Need by DAI 15 8 42 17 5 25 1. 13 2.48 1. 15 3.28 3.63 5.25 3.67 5.84 0.029 0.33 (-0. 01; 0.68) 0. 011 0.53...
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báo cáo hóa học:

báo cáo hóa học: " Utility values for symptomatic non-severe hypoglycaemia elicited from persons with and without diabetes in Canada and the United Kingdom" potx

Hóa học - Dầu khí

... patients with IDDM Diabetes Care 19 97, 20 :15 43 -15 46 Page of (page number not for citation purposes) Health and Quality of Life Outcomes 2008, 6:73 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 ... Standard Error Coefficient Respondents without diabetes (from Canada and UK) 0.0002 -0.0235† -0.0032† > -0.0000 0.0004 -0.0004 0. 011 9 0.2826† 0.0343† 0. 011 0 0. 011 9 0.0807 0. 011 8 0.9835† 0 .11 56† ... -0.006† -0.0008† 0.0 811 2.956 † 0.9857† FLogit regression Standard Error 0.00 21 0.00 31 0.0988 0.0964 0.0902 0 .17 14 0.0034 0.0069 0 .16 14 0.2098 5 .16 40 0. 216 9 0.0 016 0.5462 † P < 0. 01 ‡ P < 0.05 OLS...
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báo cáo hóa học:

báo cáo hóa học: " Health predicting factors in a general population over an eight-year period in subjects with and without chronic musculoskeletal pain" potx

Hóa học - Dầu khí

... Epidemiol 19 98, 51( 11) :10 95 -11 03 Sullivan M, Karlsson J: The Swedish SF-36 Health Survey III Evaluation of criterion-based validity: results from normative population J Clin Epidemiol 19 98, 51( 11) :11 05 -11 13 ... SF-36 scores for subjects with and without chronic musculoskeletal pain in 19 95 and 2003 The SF-36 scores for subjects with and without chronic musculoskeletal pain in 19 95 and 2003 Comparison of ... OR 2.95, 95% CI 1. 40–6.23; men: OR 0.52, 95% CI 0.20– 1. 31) The same was noted for RE (women: OR 2 .14 , 95% CI 1. 10–4 .15 ; men: OR 0.52, 95% CI 0 .17 1. 53) Analyses on subjects with chronic musculoskeletal...
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báo cáo hóa học:

báo cáo hóa học: " Comparing the SF-12 and SF-36 health status questionnaires in patients with and without obesity" pot

Hóa học - Dầu khí

... (28) 12 4 (35) 232 (65) 245 (69) 71 (20) 15 (4) 11 (3) 12 (3) 45.2 (8.0) 47.9 (6.6) 45.4 (7.5) 41. 3 (8.8) 49.7 (10 .0) 54 .1 (7.7) 49.3 (9.2) 44.0 (10 .8) 52.4 (10 .1) 53 .1 (9.4) 52.7 (11 .5) 51. 0 (12 .0) ... made between SF -12 and SF-36 in our study are likely still valid http://www.hqlo.com/content/6 /1/ 11 10 11 12 13 Conclusion Our study suggests that the SF -12 correlates highly with the SF-36 in ... Obese PCS -12 Overall Normal weight Overweight Obese MCS-36 Overall Normal weight Overweight Obese MCS -12 Overall Normal weight Overweight Obese 44 (12 ) 15 8 (43) 10 1 (28) 62 (17 ) 13 9 (39) 11 7 (33)...
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báo cáo hóa học:

báo cáo hóa học: " Kinematics and muscle activity of individuals with incomplete spinal cord injury during treadmill stepping with and without manual assistance" docx

Hóa học - Dầu khí

... 52 15 6.2 C 38 D 24 E 55 F 50 58 .1 kg F 17 5.3 cm 11 5.3 kg M 18 5.4 cm 10 1.5 kg M 17 1.5 cm 83.0 kg M D 93 0 .18 –0.89 0 .18 –0.89 0. 61 30% 0 .18 –0.36 11 1 Cane (R) Ankle-foot orthosis (L) - 0.95 C 14 4 ... Wheelchai r Soft ankle brace (L, R) - 19 3.0 cm 95.3 kg 0.37 0 .18 –0.72 50% 0 .18 1. 07 0 .18 1. 07 30% 0 .18 1. 07 0 .18 1. 07 60% 0 .18 –0.54 0 .18 –0.89 50% 0 .18 –0.72 0 .18 1. 07 * ASIA = American Spinal Injury ... 86(4):672-680 Page 13 of 14 (page number not for citation purposes) Journal of NeuroEngineering and Rehabilitation 2007, 4:32 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37...
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báo cáo hóa học:

báo cáo hóa học:" Effects of low intensity pulsed ultrasound with and without increased cortical porosity on structural bone allograft incorporation" doc

Hóa học - Dầu khí

... 55.40 ± 18 . 61 41. 80 ± 11 .65 53.40 ± 11 . 51 111 .20 ± 19 .46 p = 0.229 p = 0.493 p = 0.245 p = 0.002 24. 61 ± 7 .18 57.00 ± 13 .95 51. 47 ± 13 .06 65.03 ± 19 .75 12 8.67 ± 5.32 p = 0 .16 3 p = 0 .19 2 p ... 0 .10 2 0.248 ± 0.084 1. 306 ± 0 .19 7a 1. 055 ± 0. 214 a 0.897 ± 0 .16 2a 0.965 ± 0 .18 a 0.640 ± 0 .14 2b 0.557 ± 0 .14 6b 0.739 ± 0 .15 a 0.926 ± 0 .17 6a 0.003 ± 0.004 0.043 ± 0.025 0.364 ± 0 .14 2a 0.520 ± 0 .15 3a ... Orthopaedic Bioengineering Research Laboratory (OBRL) are also greatly appreciated 21 References 22 10 11 12 13 14 15 16 17 18 19 20 Heckman JD, Ryaby JP, McCabe J, Frey JJ, Kilcoyne RF: Acceleration of...
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báo cáo hóa học:

báo cáo hóa học:" Correlation and comparison of Risser sign versus bone age determination (TW3) between children with and without scoliosis in Korean population" doc

Hóa học - Dầu khí

... 12 .97 13 .77 15 .07 16 .55 1. 01 1.22 0.94 1. 15 0.98 0.86 0.893* 9.63 10 .53 12 .45 13 .11 14 .44 15 1. 17 1. 1 0.5 0.77 0. 71 0. 913 * Male 63 15 10 16 19 17 11 .55 13 .23 14 .43 15 .25 16 .1 16.72 1. 36 0. 91 1. 21 ... value Female 17 44 44 85 93 40 10 .76 11 .72 12 .72 13 . 31 14.47 16 .15 1. 03 1. 35 0.97 1. 05 1. 03 0.86 0.7 91* 10 .86 11 . 81 13.26 13 .45 14 .16 14 .93 1. 43 1. 51 0.96 0.93 0.85 0. 21 0. 718 * 19 . 41 20.22 24.72 ... 24.43 34.95 8 .12 8.73 11 .69 9.62 11 .47 12 .8 0.363* Male 10 19 33 16 11 .2 11 .37 13 .33 15 15 .69 16 .62 1. 98 2.26 2.39 0.94 0.98 1. 02 0.787* 11 .26 11 .46 13 .33 15 .1 15.88 16 .05 1. 98 2.36 1. 54 0.97 0.86...
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báo cáo hóa học:

báo cáo hóa học:" Osseointegration of porous titanium implants with and without electrochemically deposited DCPD coating in an ovine model" potx

Hóa học - Dầu khí

... Biomaterials 2006, 27 (13 ):26 51- 2670 Chen et al Journal of Orthopaedic Surgery and Research 2 011 , 6:56 http://www.josr-online.com/content/6 /1/ 56 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 ... funding Received: 23 March 2 011 Accepted: November 2 011 Published: November 2 011 References Morscher EW: European experience with cementless total hip replacements Hip 19 83, 19 0-203 Yamada H, Yoshihara ... and TiPS implant groups as a function of postoperative timepoint Time (weeks) Shear Strength (MPa) DCPD TiPS P value 2.38 (1. 81) 0 .11 (0.02) 0.999 2 .15 (2.64) 2.29 (2.02) 0.999 10 . 61 (4.35) 16 .99...
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báo cáo hóa học:

báo cáo hóa học:" Health predicting factors in a general population over an eight-year period in subjects with and without chronic musculoskeletal pain" pot

Hóa học - Dầu khí

... Epidemiol 19 98, 51( 11) :10 95 -11 03 Sullivan M, Karlsson J: The Swedish SF-36 Health Survey III Evaluation of criterion-based validity: results from normative population J Clin Epidemiol 19 98, 51( 11) :11 05 -11 13 ... SF-36 scores for subjects with and without chronic musculoskeletal pain in 19 95 and 2003 The SF-36 scores for subjects with and without chronic musculoskeletal pain in 19 95 and 2003 Comparison of ... OR 2.95, 95% CI 1. 40–6.23; men: OR 0.52, 95% CI 0.20– 1. 31) The same was noted for RE (women: OR 2 .14 , 95% CI 1. 10–4 .15 ; men: OR 0.52, 95% CI 0 .17 1. 53) Analyses on subjects with chronic musculoskeletal...
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Báo cáo hóa học:

Báo cáo hóa học: "Synthesis of carbon nanotubes with and without catalyst particles" doc

Hóa học - Dầu khí

... J Lett 2 010 , 710 : L98 doi :10 .11 86 /15 56-276X-6-303 Cite this article as: Rümmeli et al.: Synthesis of carbon nanotubes with and without catalyst particles Nanoscale Research Letters 2 011 6:303 ... (ECEMP) and the Freistaat Sachsen, AB and FS the Alexander von Humboldt Foundation and the BMBF, FB the DFG (RU 15 40/ 8 -1) , II the DAAD (A/07/808 41) and CC the EU (CARBIO, Contract MRTN-CT2006-035 616 ) ... interests Received: 14 October 2 010 Accepted: April 2 011 Published: April 2 011 Rümmeli et al Nanoscale Research Letters 2 011 , 6:303 http://www.nanoscalereslett.com/content/6 /1/ 303 References Iijima...
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