ANALISIS ACCION PORTAFOLIORENTABILIDAD RIESGO Y POSIBILIDAD DE PRDIDA ACCIONESACCIONCEMARGOSGRUPO SURAXITOPF DAVIVIENDAETBPRECG AVALCORFICOLBANCOLOMBIAECOPETROLRENTABILIDAD ESPERADA%0.06%0.06%-0.10%0.02%0.05%0.42%0.01%-0.02%-0.02%-0.12%VARIANZA %0.03%0.02%0.03%0.03%0.02%0.64%0.01%0.01%0.03%0.06%DESV ESTNDAR %1.81%1.47%1.70%1.64%1.51%8.01%1.12%1.20%1.74%2.44%Z-0.0334183931-0.04230420830.0593209023-0.0112035758-0.0344095231-0.0519186763-0.00862310140.01275951750.01071805970.049444841PROB PERDIDA48.67%48.31%52.37%49.55%48.63%47.93%49.66%50.51%50.43%51.97%ANLISIS:De este grupo de acciones se tom los datos de sus precios diarios, desde el 22 de enero del 2015 hasta el 22 de julio. De acuerdo a estos resultados, el 50% de las acciones tienden a obtener una rentabilidad. Las acciones que registran mayor rentabilidad diaria promedio es la de PREC con un 0,42%. En cuanto a su nivel de riesgo, medido por su desviacion estandar, la mayor es la accin PREC con un 8,01%. Es decir, que estas accin presentan unos niveles de rentabilidad promedio diaria muy dispersas o voltiles.En cambio, la de menor riesgo es la del Grupo Aval con un 1,12%, es decir la accin que tiene menor volatilidad o dispersin. La acciones que poseen mayor probabilidad de perdida son la del EXITO con un 52,37% y Ecopetrol con un 52%, prueba de esto es que poseen las mayores rentabilidades promedio negativas diarias en este perodo de estudio, un 0,1% y 0,12%, repectivamente. Desde el punto de vista rentabilidad- riesgo, la accion PREC poseen los mayores niveles de rentabilidad y mayor nivel de riesgo,pero menor probabilidad de prdida. Confirmando la teoria sobre a mayor rentabilidad mayor nivel de riesgo. De acuerdo a lo anterior, se recomienda invertir un mayor porcentaje en aquellas que registren mayor rentabilidd esperada y menor posibilidad de prdida, sin embargo como la mayoria de acciones tiene un comportamiento similar, el porcentaje de distribucion de los 400 millones es casi equitativo . El siguiente cuadro llamado W, estn las propuestas de ponderacion para cada una de las accionesW: Porcentajes de participacinCAMARGOSGRUPO SURAXITOPF DAVIVIENDAETBPRECG AVALCORFICOLBANCOLOMBIAECOPETROLTOTAL10%10%8%10%10%15%13%8%8%8%100%CUADRO DE RENDIMIENTOS DIARIOSCEMARGOSGRUPO SURAXITOPF DAVIVIENDAETBPRECG AVALCORFICOLBANCOLOMBIAECOPETROL0.04840.00290.02710.029800.0420.01630.01050.01590.0104-0.01680.01740.00680.0059-0.04590.01670.0120.00980.00450.03080.0117-0.00290.0120.00590.0066-0.03690.004-0.020.01850.01240.0095-0.01150.0133-0.01620.01520.0312-0.01570.0178-0.0015-0.0025-0.01150.0087-0.0307-0.0299-0.015-0.13340-0.0329-0.0051-0.02710.01370.0057-0.0083-0.00080.0109-0.1349-0.0040.00210.0044-0.0051-0.04170.0114-0.0494-0.0139-0.032300-0.0170-0.00510.01410.00510.02560.021900.26610.0040.0146-0.02840.06390.00320.06%0.0140.03130.03330.231900.0080.01050.10820.00640.00510.00620.0104-0.0538-0.094100.01-0.0059-0.04990.0085-0.0050.0015-0.01390.05450.19480.0160.00050.00370.01830.01470-0.00310.0037-0.0388-0.00110-0.01040.003-0.0067-0.02490.0045-0.0184-0.03330.0090.0152-0.02760.0005-0.01040.0023-0.017-0.0168-0.0094-0.01990-0.15430.004-0.0121-0.0142-0.0586-0.0152-0.0188-0.0283-0.01090-0.0203-0.00810.0043-0.0015-0.0096-0.0110.0058-0.0154000.0336-0.00810.0037-0.02590.02660.02220.0190.02390.007900.00500.01320.00630.035300.00110.004000.0112-0.0082-0.0005-0.0124-0.00680.01630.0028-0.00720.00780.02220.05790.0124-0.0058-0.00240.0046-0.0150.00280.008100.0065-0.04540.0082-0.00370.0032-0.00230.0076-0.0084-0.0152-0.01170.013-0.00240-0.00790.0016-0.0183-0.0259-0.0215-0.0032-0.02680-0.02080-0.0032-0.0047-0.01860.00660.01450.01390.01130-0.016200.00210.00320.01420.0011-0.0126-0.00720.008-0.0043-0.0292-0.0081-0.0016-0.01020.0047-0.0099-0.002900.00710.00430.0405-0.01220.0032-0.0159-0.0023-0.01330.0151-0.00160.02840-0.04520.0083-0.0027-0.0024-0.02560.00670.00060.00160.01150.0426-0.01580.004100.0137-0.00240.0045-0.03770.004-0.0076-0.00820.008-0.0041-0.0032-0.0255-0.0384-0.0222-0.0208-0.0040.0107-0.01030.0186-0.0205-0.01930.0008-0.0549-0.02730.0151-0.0016-0.00980-0.01430.01260.0087-0.00490.0132-0.01870.00240.0089-0.0320-0.0357-0.0165-0.0005-0.014-0.0078-0.0238-0.0244-0.0314-0.0110-0.0342-0.0042-0.0395-0.0292-0.0157-0.05-0.0165-0.004100-0.0695-0.0211-0.0282-0.0129-0.040.0013-0.0062-0.0242-0.05340-0.064-0.0172-0.01390.0130.0111-0.0026-0.0012-0.0342-0.0076-0.0208-0.02770-0.0094-0.04290.01650.0090.01940.00880.028800.055300.03740.04930.01350.01780.0074-0.0140.051100.011100.0240.01970.0027-0.00880.0006-0.02580.0173-0.0255-0.11460.02630.00060.0344-0.00530.0152-0.00430.01820.00230-0.02480-0.01450.00080.01870.0336-0.00120.03940.018500.0182000.01620.0105-0.006-0.0073-0.0043000.0536-0.03420.00280.008-0.0286-0.0436-0.0259-0.0346-0.033200.07970.0044-0.0339-0.00790.05610.02660.01520.03140.033600.003100.0345-0.0693-0.02030.0210.01810.00430.005300.0250.00440.00340.04790.015500.00670.0346-0.00380-0.022900.0028-0.02040.01530.00600.0201-0.01890-0.03280.0088-0.014-0.0075-0.01250.00840.00360-0.019200.02260.00870.0120.003400.01550.01640.0254-0.0078-0.0284-0.020500.00450.0260.00250.0070.01910.0120.0221-0.02250.088700.0174-0.00410.01270.0070.01810.01340.02090.0138-0.066700.00830.03850.03250.01270.01380.016400-0.04290.00860.0044-0.01340-0.0126-0.0028-0.00690.01890-0.086200.0098-0.008-0.02420.01270.0091-0.02470.00150-0.02180.00430.00050.00970.00990.0148-0.00060.0103-0.01780-0.03710.00430.0135-0.0024-0.0074000.0157-0.002300.040500.00580.0160.0050.01350.00230-0.005300.0444-0.0085-0.00370.00710.0074-0.00110.000600.00530.0340.15600.0069-0.00630.01220.01110.0017-0.00080.01890.00880.1733-0.00430-0.00630.0072-0.0033-0.0045-0.0070.00150.00650.0222-0.00860.0011-0.0008-0.012-0.0165-0.0141-0.0272-0.02970.0238-0.0064-0.00870.0068-0.0048-0.0194-0.028-0.0114-0.01040.00080-0.07460-0.0277-0.008-0.01730.01960-0.00890.00690-0.00280.02180.00480.02410.01510.0136-0.00290.01550.014400.04600.00320.0180.00990.0290.03190.0040.004500.040.00850.00430.02080.01230.0130.01850.0240.0127-0.0105-0.07560.0042-0.0090.00380.00730.02780.01880.02970.01990.0107-0.00550.02530.01120.012-0.01200.0043-0.0167000.03910-0.0069-0.0193-0.00490.05420.055-0.0139-0.00070.00210.0725-0.00820.0213-0.0455-0.0049-0.0316-0.05060.0149-0.020200.17520-0.01310.03020.00250.02860.00910.010.0162-0.00840.02020.00830.01320.00920.0147-0.0298-0.0059-0.00760.00070.02340.25260.01230.0026-0.00920.0024-0.0542-0.0451-0.0346-0.01960.01660.0117-0.0041-0.0214-0.0077-0.0386-0.0184-0.0011-0.0183-0.0133-0.0122000.0032-0.0031-0.0251-0.00880.0079-0.00490.009700.00490-0.00210.0125-0.02060.0011-0.01560.00330.00150.0021-0.01970-0.0027-0.0008000.0074-0.0154-0.00370-0.00170.00410.00050.00230.0237-0.0011-0.0011-0.0033-0.01120000.00160.00380.01030.020-0.0141000.01170.0041-0.00210.001500.0120.01970.00760.00380-0.02650.0324-0.00050.0153-0.04580-0.0276-0.0325-0.0217-0.01440.07990.00390.00050.0030.016-0.02050.00110.0034-0.00080.00420.00940-0.0005-0.0240.0131-0.0099-0.0062-0.00090.00150.0146-0.03120-0.0005-0.00460.0026-0.0011-0.0034-0.0052-0.00150-0.01930.00390.0005-0.0077-0.00520.0011-0.0086-0.01640.00540.0246-0.0099-0.0039-0.0037-0.0195-0.01820.01-0.037-0.0026-0.02440.0080.0166-0.0078-0.0123-0.0127-0.045-0.011-0.0012-0.00260.00470.0179-0.0049-0.0118-0.0022-0.01370.01940.02220.0162-0.0044-0.02330.02150.00490.004-0.00810.0024-0.01360-0.0059-0.00180.03340.0038-0.01790.01980.0016-0.0146-0.0083-0.00430.01190.0160.00080.00950.01500.00870.02310.00830.00550.01120.0017-0.0069-0.0245000.0087-0.0089-0.00550.01190.0122-0.00090.01470-0.02950-0.007-0.0073-0.00280.01720.0195-0.00440.0023-0.01550.01350-0.00050.01480.00830.00320.00560.00970.00380-0.0366-0.0467-0.0092-0.02580.0110.0105-0.0011-0.0035-0.01820.01770.02760.0082-0.00270.02570.00270.00940.014600.0062-0.0019-0.0252-0.00810.01920.0226-0.01630.00520.00330.0079-0.0061-0.01550.00340.0041-0.01670-0.011-0.00720.0006-0.019-0.01310-0.0120-0.01590.0356-0.09220.00520.016-0.00880.0188-0.0196-0.008700-0.00380.012300.0027-0.03290.01150.0020.01750.01630.00830.01070.0122-0.0236-0.0108-0.0101-0.028900.0069-0.008-0.0193-0.0053-0.018-0.0042-0.00160.00370.018-0.02-0.0274-0.01210.00620.00460.01220.00740.00660.02870.003800.0070.02040.01060.00380.0423-0.0031-0.0011-0.00630.00150.0347-0.02450.0040.0122-0.00830-0.0158-0.0218-0.0027-0.0130.002-0.0072-0.004-0.0082-0.0069-0.0174-0.0160.01110.00820.01470.0177-0.04150.008-0.00220.01530.00880.00540.01870.02430.02140.0039-0.07440.00790.00660.00910.0117-0.02160.00540.0035-0.01940-0.05490.0079-0.0137-0.015-0.04910.01660.00320.00880.013-0.00390.1066-0.01170.0061-0.00760.0182-0.0054-0.0177-0.0148-0.008300.0895-0.0040.00220-0.01490.02190.0016-0.00710.0068-0.00770.0036-0.00790.0017-0.0138-0.0091-0.0032-0.0038-0.016-0.0053-0.01950.0053-0.004-0.0028-0.00540.0092-0.0064-0.0038-0.0163-0.01360-0.023-0.012-0.0055-0.007-0.030300.00660.00090.00770.0179-0.44570-0.00280.01020.02810-0.00820.00920.00310.002-0.003300.00610.0319-0.01220.0011000.001500.06070.03250.0044-0.00380.00620.01190.00820.01270.0137-0.00190.08190.00390.01540.00380.0122-0.00430.00820.0233-0.011200.071400.006-0.0075-0.01210.0268-0.0016-0.00880.004500.106700.00220.003-0.0031-0.025-0.0254-0.0204-0.01210-0.1012-0.0196-0.0043-0.0099-0.01230.00110.0011-0.02530.0069-0.0098-0.0134-0.0080.0054-0.02370.01550.02560.01280.0399-0.003-0.00790.0258-0.004-0.0011-0.0031-0.0153VAR COV: MATRIZ DE COVARIANZASCEMARGOSGRUPO SURAXITOPF DAVIVIENDAETBPRECG AVALCORFICOLBANCOLOMBIAECOPETROLCEMARGOS0.00032588320.00014079190.00014018930.0001206646-0.0000007320.00016594010.0000436470.00010832720.00004688010.000096576GRUPO SURA0.00014079190.0002146090.000079590.000096197-0.0000308855-0.00007757330.00003818210.00008304190.00002945230.0000900085XITO0.00014018930.000079590.00028744320.00010435120.00001222180.00015148410.00002832340.00007780680.00004047290.000085789PF DAVIVIENDA0.00012066460.0000961970.00010435120.0002659609-0.00000878740.00011412780.00004318620.0000957480.00003649530.000109516ETB-0.000000732-0.00003088550.0000122218-0.00000878740.00022634410.00022481990.00000517850.00000608980.00000727130.0000491887PREC0.0001659401-0.00007757330.00015148410.00011412780.00022481990.0063654890.00004562160.0002149197-0.00004175520.000611997G AVAL0.0000436470.00003818210.00002832340.00004318620.00000517850.00004562160.0001247010.0000205170.00005295150.0000370058CORFICOL0.00010832720.00008304190.00007780680.0000957480.00000608980.00021491970.0000205170.00014394030.0000220590.0000841532BANCOLOMBIA0.00004688010.00002945230.00004047290.00003649530.0000072713-0.00004175520.00005295150.0000220590.00030116860.0000429815ECOPETROL0.0000965760.00009000850.0000857890.0001095160.00004918870.0006119970.00003700580.00008415320.00004298150.0005889768MATRIZ: W*VARCOV0.00012058370.00005796630.00009936090.00009782570.00005897180.00107841730.00004717760.00009046260.00004516490.0001952913MATRIZ:WCEMARGOS10%GRUPO SURA10%XITO8%PF DAVIVIENDA10%ETB10%ANLISIS: Si la empresa Guerrero S.A coloca estos porcentajes en las 10 acciones, se espera una rentabilidad promedio diaria del 0,06% y una volatilidad hacia arriba o hacia debajo de su media en 0,347%PREC15%G AVAL13%CORFICOL8%BANCOLOMBIA8%ECOPETROL8%100%Rendimiento esperado portafolio0.06%Varianza portafolio0.0000120584Riesgo portafolio0.347%PORTAFOLIO INVERSIN ACCIONES GUERRERO S.AVALOR INVERTIR:$ 400,000,000ACCINCANTIDADVALOR INVERTIRCEMARGOS4,167$ 40,000,000GRUPO SURA1,096$ 40,000,000XITO1,426$ 32,000,000PF DAVIVIENDA1,521$ 40,000,000ETB79,523$ 40,000,000PREC7,947$ 60,000,000G AVAL42,105$ 52,000,000CORFICOL860$ 32,000,000BANCOLOMBIA1,259$ 32,000,000ECOPETROL19,876$ 32,000,000

ESCENARIO MEJOR RENTABILIDADACCIONCAMARGOSGRUPO SURAXITOPF DAVIVIENDAETBPRECG AVALCORFICOLBANCOLOMBIAECOPETROLRENTABILIDAD ESPERADA%0.06%0.06%-0.10%0.02%0.05%0.42%0.01%-0.02%-0.02%-0.12%VARIANZA %0.03%0.02%0.03%0.03%0.02%0.64%0.01%0.01%0.03%0.06%DESV ESTNDAR %1.81%1.47%1.70%1.64%1.51%8.0%1.12%1.20%1.74%2.44%Z-0.0334183931-0.04230420830.0593209023-0.0112035758-0.0344095231-0.0519186763-0.00862310140.01275951750.01071805970.049444841PROB PERDIDA48.67%48.31%52.37%49.55%48.63%47.93%49.66%50.51%50.43%51.97%ANALISIS:De este grupo de acciones se tomo los datos de sus precios diarios, desde el 22 de enero del 2015 hasta el 22 de julio. De acuerdo a estos resultados, el 50% de las acciones tienden a obtener una rentabilidad. Las acciones que registran mayor rentabilidad diaria promedio es la de PREC con un 0,42%. En cuanto a su nivel de riesgo, medido por su desviacion estandar, la mayor es la accion PREC con un 8,012%. Es decir, que estas accion presentan unos niveles de rentabilidad promedio diaria muy dispersas o voltiles.En cambio, la de menor riesgo es la del Grupo Aval con un 1,12%, es decir la accion que tiene menor volatilidad o dispersion. La acciones que poseen mayor probabilidad de perdida son la del EXITO con un 52,37% y Ecopetrol con un 52%, prueba de esto es que poseen mayores rentabilidades promedio negativas diarias en este periodo de estudio, un 0,1% y 0,12%, repectivamente. Desde el punto de vista rentabilidad- riesgo, la accion PREC poseen los mayores niveles de rentabilidad y mayor nivel de riesgo,pero manor probabilidad de perdida. Confirmando la teoria sobre a mayor rentabilidad mayor nivel de riesgo. De acuerdo a lo anterior se recomienda invertir un mayor porcentaje en aquellas que registren mayor rentabilidd esperada y menor posibilidad de perdida, sin embargo como la mayoria de acciones tiene un comportamiento similar, el porcentaje de distribucion de los 400 millones es casi equitativo . El siguiente cuadro llamado W, estan las propuestas de ponderacion para cada una de las accionesWCAMARGOSGRUPO SURAXITOPF DAVIVIENDAETBPRECG AVALCORFICOLBANCOLOMBIAECOPETROL0%0%0%0%0%100%0%0%0%0%100%CUADRO DE RENDIMIENTOS DIARIOSCAMARGOSGRUPO SURAXITOPF DAVIVIENDAETBPRECG AVALCORFICOLBANCOLOMBIAECOPETROL0.04840.00290.02710.029800.0420.01630.01050.01590.0104-0.01680.01740.00680.0059-0.04590.01670.0120.00980.00450.03080.0117-0.00290.0120.00590.0066-0.03690.004-0.020.01850.01240.0095-0.01150.0133-0.01620.01520.0312-0.01570.0178-0.0015-0.0025-0.01150.0087-0.0307-0.0299-0.015-0.13340-0.0329-0.0051-0.02710.01370.0057-0.0083-0.00080.0109-0.1349-0.0040.00210.0044-0.0051-0.04170.0114-0.0494-0.0139-0.032300-0.0170-0.00510.01410.00510.02560.021900.26610.0040.0146-0.02840.06390.00320.06%0.0140.03130.03330.231900.0080.01050.10820.00640.00510.00620.0104-0.0538-0.094100.01-0.0059-0.04990.0085-0.0050.0015-0.01390.05450.19480.0160.00050.00370.01830.01470-0.00310.0037-0.0388-0.00110-0.01040.003-0.0067-0.02490.0045-0.0184-0.03330.0090.0152-0.02760.0005-0.01040.0023-0.017-0.0168-0.0094-0.01990-0.15430.004-0.0121-0.0142-0.0586-0.0152-0.0188-0.0283-0.01090-0.0203-0.00810.0043-0.0015-0.0096-0.0110.0058-0.0154000.0336-0.00810.0037-0.02590.02660.02220.0190.02390.007900.00500.01320.00630.035300.00110.004000.0112-0.0082-0.0005-0.0124-0.00680.01630.0028-0.00720.00780.02220.05790.0124-0.0058-0.00240.0046-0.0150.00280.008100.0065-0.04540.0082-0.00370.0032-0.00230.0076-0.0084-0.0152-0.01170.013-0.00240-0.00790.0016-0.0183-0.0259-0.0215-0.0032-0.02680-0.02080-0.0032-0.0047-0.01860.00660.01450.01390.01130-0.016200.00210.00320.01420.0011-0.0126-0.00720.008-0.0043-0.0292-0.0081-0.0016-0.01020.0047-0.0099-0.002900.00710.00430.0405-0.01220.0032-0.0159-0.0023-0.01330.0151-0.00160.02840-0.04520.0083-0.0027-0.0024-0.02560.00670.00060.00160.01150.0426-0.01580.004100.0137-0.00240.0045-0.03770.004-0.0076-0.00820.008-0.0041-0.0032-0.0255-0.0384-0.0222-0.0208-0.0040.0107-0.01030.0186-0.0205-0.01930.0008-0.0549-0.02730.0151-0.0016-0.00980-0.01430.01260.0087-0.00490.0132-0.01870.00240.0089-0.0320-0.0357-0.0165-0.0005-0.014-0.0078-0.0238-0.0244-0.0314-0.0110-0.0342-0.0042-0.0395-0.0292-0.0157-0.05-0.0165-0.004100-0.0695-0.0211-0.0282-0.0129-0.040.0013-0.0062-0.0242-0.05340-0.064-0.0172-0.01390.0130.0111-0.0026-0.0012-0.0342-0.0076-0.0208-0.02770-0.0094-0.04290.01650.0090.01940.00880.028800.055300.03740.04930.01350.01780.0074-0.0140.051100.011100.0240.01970.0027-0.00880.0006-0.02580.0173-0.0255-0.11460.02630.00060.0344-0.00530.0152-0.00430.01820.00230-0.02480-0.01450.00080.01870.0336-0.00120.03940.018500.0182000.01620.0105-0.006-0.0073-0.0043000.0536-0.03420.00280.008-0.0286-0.0436-0.0259-0.0346-0.033200.07970.0044-0.0339-0.00790.05610.02660.01520.03140.033600.003100.0345-0.0693-0.02030.0210.01810.00430.005300.0250.00440.00340.04790.015500.00670.0346-0.00380-0.022900.0028-0.02040.01530.00600.0201-0.01890-0.03280.0088-0.014-0.0075-0.01250.00840.00360-0.019200.02260.00870.0120.003400.01550.01640.0254-0.0078-0.0284-0.020500.00450.0260.00250.0070.01910.0120.0221-0.02250.088700.0174-0.00410.01270.0070.01810.01340.02090.0138-0.066700.00830.03850.03250.01270.01380.016400-0.04290.00860.0044-0.01340-0.0126-0.0028-0.00690.01890-0.086200.0098-0.008-0.02420.01270.0091-0.02470.00150-0.02180.00430.00050.00970.00990.0148-0.00060.0103-0.01780-0.03710.00430.0135-0.0024-0.0074000.0157-0.002300.040500.00580.0160.0050.01350.00230-0.005300.0444-0.0085-0.00370.00710.0074-0.00110.000600.00530.0340.15600.0069-0.00630.01220.01110.0017-0.00080.01890.00880.1733-0.00430-0.00630.0072-0.0033-0.0045-0.0070.00150.00650.0222-0.00860.0011-0.0008-0.012-0.0165-0.0141-0.0272-0.02970.0238-0.0064-0.00870.0068-0.0048-0.0194-0.028-0.0114-0.01040.00080-0.07460-0.0277-0.008-0.01730.01960-0.00890.00690-0.00280.02180.00480.02410.01510.0136-0.00290.01550.014400.04600.00320.0180.00990.0290.03190.0040.004500.040.00850.00430.02080.01230.0130.01850.0240.0127-0.0105-0.07560.0042-0.0090.00380.00730.02780.01880.02970.01990.0107-0.00550.02530.01120.012-0.01200.0043-0.0167000.03910-0.0069-0.0193-0.00490.05420.055-0.0139-0.00070.00210.0725-0.00820.0213-0.0455-0.0049-0.0316-0.05060.0149-0.020200.17520-0.01310.03020.00250.02860.00910.010.0162-0.00840.02020.00830.01320.00920.0147-0.0298-0.0059-0.00760.00070.02340.25260.01230.0026-0.00920.0024-0.0542-0.0451-0.0346-0.01960.01660.0117-0.0041-0.0214-0.0077-0.0386-0.0184-0.0011-0.0183-0.0133-0.0122000.0032-0.0031-0.0251-0.00880.0079-0.00490.009700.00490-0.00210.0125-0.02060.0011-0.01560.00330.00150.0021-0.01970-0.0027-0.0008000.0074-0.0154-0.00370-0.00170.00410.00050.00230.0237-0.0011-0.0011-0.0033-0.01120000.00160.00380.01030.020-0.0141000.01170.0041-0.00210.001500.0120.01970.00760.00380-0.02650.0324-0.00050.0153-0.04580-0.0276-0.0325-0.0217-0.01440.07990.00390.00050.0030.016-0.02050.00110.0034-0.00080.00420.00940-0.0005-0.0240.0131-0.0099-0.0062-0.00090.00150.0146-0.03120-0.0005-0.00460.0026-0.0011-0.0034-0.0052-0.00150-0.01930.00390.0005-0.0077-0.00520.0011-0.0086-0.01640.00540.0246-0.0099-0.0039-0.0037-0.0195-0.01820.01-0.037-0.0026-0.02440.0080.0166-0.0078-0.0123-0.0127-0.045-0.011-0.0012-0.00260.00470.0179-0.0049-0.0118-0.0022-0.01370.01940.02220.0162-0.0044-0.02330.02150.00490.004-0.00810.0024-0.01360-0.0059-0.00180.03340.0038-0.01790.01980.0016-0.0146-0.0083-0.00430.01190.0160.00080.00950.01500.00870.02310.00830.00550.01120.0017-0.0069-0.0245000.0087-0.0089-0.00550.01190.0122-0.00090.01470-0.02950-0.007-0.0073-0.00280.01720.0195-0.00440.0023-0.01550.01350-0.00050.01480.00830.00320.00560.00970.00380-0.0366-0.0467-0.0092-0.02580.0110.0105-0.0011-0.0035-0.01820.01770.02760.0082-0.00270.02570.00270.00940.014600.0062-0.0019-0.0252-0.00810.01920.0226-0.01630.00520.00330.0079-0.0061-0.01550.00340.0041-0.01670-0.011-0.00720.0006-0.019-0.01310-0.0120-0.01590.0356-0.09220.00520.016-0.00880.0188-0.0196-0.008700-0.00380.012300.0027-0.03290.01150.0020.01750.01630.00830.01070.0122-0.0236-0.0108-0.0101-0.028900.0069-0.008-0.0193-0.0053-0.018-0.0042-0.00160.00370.018-0.02-0.0274-0.01210.00620.00460.01220.00740.00660.02870.003800.0070.02040.01060.00380.0423-0.0031-0.0011-0.00630.00150.0347-0.02450.0040.0122-0.00830-0.0158-0.0218-0.0027-0.0130.002-0.0072-0.004-0.0082-0.0069-0.0174-0.0160.01110.00820.01470.0177-0.04150.008-0.00220.01530.00880.00540.01870.02430.02140.0039-0.07440.00790.00660.00910.0117-0.02160.00540.0035-0.01940-0.05490.0079-0.0137-0.015-0.04910.01660.00320.00880.013-0.00390.1066-0.01170.0061-0.00760.0182-0.0054-0.0177-0.0148-0.008300.0895-0.0040.00220-0.01490.02190.0016-0.00710.0068-0.00770.0036-0.00790.0017-0.0138-0.0091-0.0032-0.0038-0.016-0.0053-0.01950.0053-0.004-0.0028-0.00540.0092-0.0064-0.0038-0.0163-0.01360-0.023-0.012-0.0055-0.007-0.030300.00660.00090.00770.0179-0.44570-0.00280.01020.02810-0.00820.00920.00310.002-0.003300.00610.0319-0.01220.0011000.001500.06070.03250.0044-0.00380.00620.01190.00820.01270.0137-0.00190.08190.00390.01540.00380.0122-0.00430.00820.0233-0.011200.071400.006-0.0075-0.01210.0268-0.0016-0.00880.004500.106700.00220.003-0.0031-0.025-0.0254-0.0204-0.01210-0.1012-0.0196-0.0043-0.0099-0.01230.00110.0011-0.02530.0069-0.0098-0.0134-0.0080.0054-0.02370.01550.02560.01280.0399-0.003-0.00790.0258-0.004-0.0011-0.0031-0.0153VAR COVCAMARGOSGRUPO SURAXITOPF DAVIVIENDAETBPRECG AVALCORFICOLBANCOLOMBIAECOPETROLCAMARGOS0.00032588320.00014079190.00014018930.0001206646-0.0000007320.00016594010.0000436470.00010832720.00004688010.000096576GRUPO SURA0.00014079190.0002146090.000079590.000096197-0.0000308855-0.00007757330.00003818210.00008304190.00002945230.0000900085XITO0.00014018930.000079590.00028744320.00010435120.00001222180.00015148410.00002832340.00007780680.00004047290.000085789PF DAVIVIENDA0.00012066460.0000961970.00010435120.0002659609-0.00000878740.00011412780.00004318620.0000957480.00003649530.000109516ETB-0.000000732-0.00003088550.0000122218-0.00000878740.00022634410.00022481990.00000517850.00000608980.00000727130.0000491887PREC0.0001659401-0.00007757330.00015148410.00011412780.00022481990.0063654890.00004562160.0002149197-0.00004175520.000611997G AVAL0.0000436470.00003818210.00002832340.00004318620.00000517850.00004562160.0001247010.0000205170.00005295150.0000370058CORFICOL0.00010832720.00008304190.00007780680.0000957480.00000608980.00021491970.0000205170.00014394030.0000220590.0000841532BANCOLOMBIA0.00004688010.00002945230.00004047290.00003649530.0000072713-0.00004175520.00005295150.0000220590.00030116860.0000429815ECOPETROL0.0000965760.00009000850.0000857890.0001095160.00004918870.0006119970.00003700580.00008415320.00004298150.0005889768W*VARCOV0.0001659401-0.00007757330.00015148410.00011412780.00022481990.00636548880.00004562160.0002149197-0.00004175520.000611997WCEMARGOS0%GRUPO SURA0%XITO0%ANLISIS: Segn los anteriores resultados, si aplicamos el parametro Solver, la mxima rentabilidad que se podra obtener en este portafolio es del 0,42% diaria y una volatilidad hacia arriba o hacia debajo del rendimiento esperado del 8%. La inversin que se debe hacer se concentra en un 100% en la accin PREC, debido a que la rentabilidad es la ms alta frente a las dems nueve acciones, y el riesgo del portafolio se asocia con el alto riesgo de la accin que es del 8%.PF DAVIVIENDA0%ETB0%PREC100%G AVAL0%CORFICOL0%BANCOLOMBIA0%ECOPETROL0%TOTAL100%MXIMA RENTABILIDAD DEL PORTAFOLIORendimiento esperado portafolio0.42%Varianza portafolio0.00636549Riesgo portafolio8.0%

ESCENARIO MENOR RIESGOACCIONCAMARGOSGRUPO SURAXITOPF DAVIVIENDAETBPRECG AVALCORFICOLBANCOLOMBIAECOPETROLRENTABILIDAD ESPERADA%0.06%0.06%-0.10%0.02%0.05%0.42%0.01%-0.02%-0.02%-0.12%VARIANZA %0.03%0.02%0.03%0.03%0.02%0.64%0.01%0.01%0.03%0.06%DESV ESTNDAR %1.81%1.47%1.70%1.64%1.51%8.0%1.12%1.20%1.74%2.44%Z-0.0334183931-0.04230420830.0593209023-0.0112035758-0.0344095231-0.0519186763-0.00862310140.01275951750.01071805970.049444841PROB PERDIDA48.67%48.31%52.37%49.55%48.63%47.93%49.66%50.51%50.43%51.97%ANALISIS:De este grupo de acciones se tomo los datos de sus precios diarios, desde el 22 de enero del 2015 hasta el 22 de julio. De acuerdo a estos resultados, el 50% de las acciones tienden a obtener una rentabilidad. Las acciones que registran mayor rentabilidad diaria promedio es la de PREC con un 0,42%. En cuanto a su nivel de riesgo, medido por su desviacion estandar, la mayor es la accion PREC con un 8,012%. Es decir, que estas accion presentan unos niveles de rentabilidad promedio diaria muy dispersas o voltiles.En cambio, la de menor riesgo es la del Grupo Aval con un 1,12%, es decir la accion que tiene menor volatilidad o dispersion. La acciones que poseen mayor probabilidad de perdida son la del EXITO con un 52,37% y Ecopetrol con un 52%, prueba de esto es que poseen mayores rentabilidades promedio negativas diarias en este periodo de estudio, un 0,1% y 0,12%, repectivamente. Desde el punto de vista rentabilidad- riesgo, la accion PREC poseen los mayores niveles de rentabilidad y mayor nivel de riesgo,pero manor probabilidad de perdida. Confirmando la teoria sobre a mayor rentabilidad mayor nivel de riesgo. De acuerdo a lo anterior se recomienda invertir un mayor porcentaje en aquellas que registren mayor rentabilidd esperada y menor posibilidad de perdida, sin embargo como la mayoria de acciones tiene un comportamiento similar, el porcentaje de distribucion de los 400 millones es casi equitativo . El siguiente cuadro llamado W, estan las propuestas de ponderacion para cada una de las accionesWCAMARGOSGRUPO SURAXITOPF DAVIVIENDAETBPRECG AVALCORFICOLBANCOLOMBIAECOPETROL0%12%4%2%24%0%30%21%9%0%100%CUADRO DE RENDIMIENTOS DIARIOSCAMARGOSGRUPO SURAXITOPF DAVIVIENDAETBPRECG AVALCORFICOLBANCOLOMBIAECOPETROL0.04840.00290.02710.029800.0420.01630.01050.01590.0104-0.01680.01740.00680.0059-0.04590.01670.0120.00980.00450.03080.0117-0.00290.0120.00590.0066-0.03690.004-0.020.01850.01240.0095-0.01150.0133-0.01620.01520.0312-0.01570.0178-0.0015-0.0025-0.01150.0087-0.0307-0.0299-0.015-0.13340-0.0329-0.0051-0.02710.01370.0057-0.0083-0.00080.0109-0.1349-0.0040.00210.0044-0.0051-0.04170.0114-0.0494-0.0139-0.032300-0.0170-0.00510.01410.00510.02560.021900.26610.0040.0146-0.02840.06390.00320.06%0.0140.03130.03330.231900.0080.01050.10820.00640.00510.00620.0104-0.0538-0.094100.01-0.0059-0.04990.0085-0.0050.0015-0.01390.05450.19480.0160.00050.00370.01830.01470-0.00310.0037-0.0388-0.00110-0.01040.003-0.0067-0.02490.0045-0.0184-0.03330.0090.0152-0.02760.0005-0.01040.0023-0.017-0.0168-0.0094-0.01990-0.15430.004-0.0121-0.0142-0.0586-0.0152-0.0188-0.0283-0.01090-0.0203-0.00810.0043-0.0015-0.0096-0.0110.0058-0.0154000.0336-0.00810.0037-0.02590.02660.02220.0190.02390.007900.00500.01320.00630.035300.00110.004000.0112-0.0082-0.0005-0.0124-0.00680.01630.0028-0.00720.00780.02220.05790.0124-0.0058-0.00240.0046-0.0150.00280.008100.0065-0.04540.0082-0.00370.0032-0.00230.0076-0.0084-0.0152-0.01170.013-0.00240-0.00790.0016-0.0183-0.0259-0.0215-0.0032-0.02680-0.02080-0.0032-0.0047-0.01860.00660.01450.01390.01130-0.016200.00210.00320.01420.0011-0.0126-0.00720.008-0.0043-0.0292-0.0081-0.0016-0.01020.0047-0.0099-0.002900.00710.00430.0405-0.01220.0032-0.0159-0.0023-0.01330.0151-0.00160.02840-0.04520.0083-0.0027-0.0024-0.02560.00670.00060.00160.01150.0426-0.01580.004100.0137-0.00240.0045-0.03770.004-0.0076-0.00820.008-0.0041-0.0032-0.0255-0.0384-0.0222-0.0208-0.0040.0107-0.01030.0186-0.0205-0.01930.0008-0.0549-0.02730.0151-0.0016-0.00980-0.01430.01260.0087-0.00490.0132-0.01870.00240.0089-0.0320-0.0357-0.0165-0.0005-0.014-0.0078-0.0238-0.0244-0.0314-0.0110-0.0342-0.0042-0.0395-0.0292-0.0157-0.05-0.0165-0.004100-0.0695-0.0211-0.0282-0.0129-0.040.0013-0.0062-0.0242-0.05340-0.064-0.0172-0.01390.0130.0111-0.0026-0.0012-0.0342-0.0076-0.0208-0.02770-0.0094-0.04290.01650.0090.01940.00880.028800.055300.03740.04930.01350.01780.0074-0.0140.051100.011100.0240.01970.0027-0.00880.0006-0.02580.0173-0.0255-0.11460.02630.00060.0344-0.00530.0152-0.00430.01820.00230-0.02480-0.01450.00080.01870.0336-0.00120.03940.018500.0182000.01620.0105-0.006-0.0073-0.0043000.0536-0.03420.00280.008-0.0286-0.0436-0.0259-0.0346-0.033200.07970.0044-0.0339-0.00790.05610.02660.01520.03140.033600.003100.0345-0.0693-0.02030.0210.01810.00430.005300.0250.00440.00340.04790.015500.00670.0346-0.00380-0.022900.0028-0.02040.01530.00600.0201-0.01890-0.03280.0088-0.014-0.0075-0.01250.00840.00360-0.019200.02260.00870.0120.003400.01550.01640.0254-0.0078-0.0284-0.020500.00450.0260.00250.0070.01910.0120.0221-0.02250.088700.0174-0.00410.01270.0070.01810.01340.02090.0138-0.066700.00830.03850.03250.01270.01380.016400-0.04290.00860.0044-0.01340-0.0126-0.0028-0.00690.01890-0.086200.0098-0.008-0.02420.01270.0091-0.02470.00150-0.02180.00430.00050.00970.00990.0148-0.00060.0103-0.01780-0.03710.00430.0135-0.0024-0.0074000.0157-0.002300.040500.00580.0160.0050.01350.00230-0.005300.0444-0.0085-0.00370.00710.0074-0.00110.000600.00530.0340.15600.0069-0.00630.01220.01110.0017-0.00080.01890.00880.1733-0.00430-0.00630.0072-0.0033-0.0045-0.0070.00150.00650.0222-0.00860.0011-0.0008-0.012-0.0165-0.0141-0.0272-0.02970.0238-0.0064-0.00870.0068-0.0048-0.0194-0.028-0.0114-0.01040.00080-0.07460-0.0277-0.008-0.01730.01960-0.00890.00690-0.00280.02180.00480.02410.01510.0136-0.00290.01550.014400.04600.00320.0180.00990.0290.03190.0040.004500.040.00850.00430.02080.01230.0130.01850.0240.0127-0.0105-0.07560.0042-0.0090.00380.00730.02780.01880.02970.01990.0107-0.00550.02530.01120.012-0.01200.0043-0.0167000.03910-0.0069-0.0193-0.00490.05420.055-0.0139-0.00070.00210.0725-0.00820.0213-0.0455-0.0049-0.0316-0.05060.0149-0.020200.17520-0.01310.03020.00250.02860.00910.010.0162-0.00840.02020.00830.01320.00920.0147-0.0298-0.0059-0.00760.00070.02340.25260.01230.0026-0.00920.0024-0.0542-0.0451-0.0346-0.01960.01660.0117-0.0041-0.0214-0.0077-0.0386-0.0184-0.0011-0.0183-0.0133-0.0122000.0032-0.0031-0.0251-0.00880.0079-0.00490.009700.00490-0.00210.0125-0.02060.0011-0.01560.00330.00150.0021-0.01970-0.0027-0.0008000.0074-0.0154-0.00370-0.00170.00410.00050.00230.0237-0.0011-0.0011-0.0033-0.01120000.00160.00380.01030.020-0.0141000.01170.0041-0.00210.001500.0120.01970.00760.00380-0.02650.0324-0.00050.0153-0.04580-0.0276-0.0325-0.0217-0.01440.07990.00390.00050.0030.016-0.02050.00110.0034-0.00080.00420.00940-0.0005-0.0240.0131-0.0099-0.0062-0.00090.00150.0146-0.03120-0.0005-0.00460.0026-0.0011-0.0034-0.0052-0.00150-0.01930.00390.0005-0.0077-0.00520.0011-0.0086-0.01640.00540.0246-0.0099-0.0039-0.0037-0.0195-0.01820.01-0.037-0.0026-0.02440.0080.0166-0.0078-0.0123-0.0127-0.045-0.011-0.0012-0.00260.00470.0179-0.0049-0.0118-0.0022-0.01370.01940.02220.0162-0.0044-0.02330.02150.00490.004-0.00810.0024-0.01360-0.0059-0.00180.03340.0038-0.01790.01980.0016-0.0146-0.0083-0.00430.01190.0160.00080.00950.01500.00870.02310.00830.00550.01120.0017-0.0069-0.0245000.0087-0.0089-0.00550.01190.0122-0.00090.01470-0.02950-0.007-0.0073-0.00280.01720.0195-0.00440.0023-0.01550.01350-0.00050.01480.00830.00320.00560.00970.00380-0.0366-0.0467-0.0092-0.02580.0110.0105-0.0011-0.0035-0.01820.01770.02760.0082-0.00270.02570.00270.00940.014600.0062-0.0019-0.0252-0.00810.01920.0226-0.01630.00520.00330.0079-0.0061-0.01550.00340.0041-0.01670-0.011-0.00720.0006-0.019-0.01310-0.0120-0.01590.0356-0.09220.00520.016-0.00880.0188-0.0196-0.008700-0.00380.012300.0027-0.03290.01150.0020.01750.01630.00830.01070.0122-0.0236-0.0108-0.0101-0.028900.0069-0.008-0.0193-0.0053-0.018-0.0042-0.00160.00370.018-0.02-0.0274-0.01210.00620.00460.01220.00740.00660.02870.003800.0070.02040.01060.00380.0423-0.0031-0.0011-0.00630.00150.0347-0.02450.0040.0122-0.00830-0.0158-0.0218-0.0027-0.0130.002-0.0072-0.004-0.0082-0.0069-0.0174-0.0160.01110.00820.01470.0177-0.04150.008-0.00220.01530.00880.00540.01870.02430.02140.0039-0.07440.00790.00660.00910.0117-0.02160.00540.0035-0.01940-0.05490.0079-0.0137-0.015-0.04910.01660.00320.00880.013-0.00390.1066-0.01170.0061-0.00760.0182-0.0054-0.0177-0.0148-0.008300.0895-0.0040.00220-0.01490.02190.0016-0.00710.0068-0.00770.0036-0.00790.0017-0.0138-0.0091-0.0032-0.0038-0.016-0.0053-0.01950.0053-0.004-0.0028-0.00540.0092-0.0064-0.0038-0.0163-0.01360-0.023-0.012-0.0055-0.007-0.030300.00660.00090.00770.0179-0.44570-0.00280.01020.02810-0.00820.00920.00310.002-0.003300.00610.0319-0.01220.0011000.001500.06070.03250.0044-0.00380.00620.01190.00820.01270.0137-0.00190.08190.00390.01540.00380.0122-0.00430.00820.0233-0.011200.071400.006-0.0075-0.01210.0268-0.0016-0.00880.004500.106700.00220.003-0.0031-0.025-0.0254-0.0204-0.01210-0.1012-0.0196-0.0043-0.0099-0.01230.00110.0011-0.02530.0069-0.0098-0.0134-0.0080.0054-0.02370.01550.02560.01280.0399-0.003-0.00790.0258-0.004-0.0011-0.0031-0.0153VAR COVCEMARGOSGRUPO SURAXITOPF DAVIVIENDAETBPRECG AVALCORFICOLBANCOLOMBIAECOPETROLCEMARGOS0.00032588320.00014079190.00014018930.0001206646-0.0000007320.00016594010.0000436470.00010832720.00004688010.000096576GRUPO SURA0.00014079190.0002146090.000079590.000096197-0.0000308855-0.00007757330.00003818210.00008304190.00002945230.0000900085XITO0.00014018930.000079590.00028744320.00010435120.00001222180.00015148410.00002832340.00007780680.00004047290.000085789PF DAVIVIENDA0.00012066460.0000961970.00010435120.0002659609-0.00000878740.00011412780.00004318620.0000957480.00003649530.000109516ETB-0.000000732-0.00003088550.0000122218-0.00000878740.00022634410.00022481990.00000517850.00000608980.00000727130.0000491887PREC0.0001659401-0.00007757330.00015148410.00011412780.00022481990.0063654890.00004562160.0002149197-0.00004175520.000611997G AVAL0.0000436470.00003818210.00002832340.00004318620.00000517850.00004562160.0001247010.0000205170.00005295150.0000370058CORFICOL0.00010832720.00008304190.00007780680.0000957480.00000608980.00021491970.0000205170.00014394030.0000220590.0000841532BANCOLOMBIA0.00004688010.00002945230.00004047290.00003649530.0000072713-0.00004175520.00005295150.0000220590.00030116860.0000429815ECOPETROL0.0000965760.00009000850.0000857890.0001095160.00004918870.0006119970.00003700580.00008415320.00004298150.0005889768W*VARCOV0.00006330240.00005354360.00005356650.00005355970.00005355540.00010645550.00005355220.00005355280.00005356510.0000594658WCEMARGOS0%GRUPO SURA12%XITO4%ANLISIS: Segn los anteriores resultados, si aplicamos el parmetro Solver, el mnimo riesgo que se podra obtener en este portafolio es del 0,7% con un rendimiento esperado del 0,01% diario. Si Guerrero S.A prefiere una inversin de bajo riesgo debe hacer que sus inversiones se concentran ms en Grupo Aval, ETB y Corficol con el 30%, 24% y 21%, respectivamente, las cuales tienen los menores niveles de volatilidad. Si observamos, el redimiento esperado del portafolio es el mismo ofrecido por el Grupo Aval que es la tiene menor nivel de riesgo de todas las acciones.PF DAVIVIENDA2%ETB24%PREC0%G AVAL30%CORFICOL21%BANCOLOMBIA9%ECOPETROL0%100%MINIMO RIESGO DEL PORTAFOLIORendimiento esperado portafolio0.01%Varianza portafolio0.00005355Riesgo portafolio0.7%

CEMARGOSNemotecnicofechaPrecio CierreVariacion%CEMARGOS22/01/2015 00:00:009,540.004.840.0484CEMARGOS23/01/2015 00:00:009,380.00-1.68-0.0168CEMARGOS26/01/2015 00:00:009,490.001.170.0117CEMARGOS27/01/2015 00:00:009,580.00.950.0095CEMARGOS28/01/2015 00:00:009,470.00-1.15-0.0115CEMARGOS29/01/2015 00:00:009,600.001.370.0137CEMARGOS30/01/2015 00:00:009,200.00-4.17-0.0417CEMARGOS02/02/2015 00:00:009,330.001.410.0141CEMARGOS03/02/2015 00:00:009,360.00.320.0032CEMARGOS04/02/2015 00:00:009,420.00.640.0064CEMARGOS05/02/2015 00:00:009,500.00.850.0085CEMARGOS06/02/2015 00:00:009,640.001.470.0147CEMARGOS09/02/2015 00:00:009,400.00-2.49-0.0249CEMARGOS10/02/2015 00:00:009,240.00-1.70-0.017CEMARGOS11/02/2015 00:00:009,100.00-1.52-0.0152CEMARGOS12/02/2015 00:00:009,000.00-1.10-0.011CEMARGOS13/02/2015 00:00:009,200.002.220.0222CEMARGOS16/02/2015 00:00:009,200.00.000CEMARGOS17/02/2015 00:00:009,350.001.630.0163CEMARGOS18/02/2015 00:00:009,210.00-1.50-0.015CEMARGOS19/02/2015 00:00:009,280.00.760.0076CEMARGOS20/02/2015 00:00:009,040.00-2.59-0.0259CEMARGOS23/02/2015 00:00:009,100.00.660.0066CEMARGOS24/02/2015 00:00:009,110.00.110.0011CEMARGOS25/02/2015 00:00:009,020.00-.99-0.0099CEMARGOS26/02/2015 00:00:008,900.00-1.33-0.0133CEMARGOS27/02/2015 00:00:008,960.00.670.0067CEMARGOS02/03/2015 00:00:009,000.00.450.0045CEMARGOS03/03/2015 00:00:008,800.00-2.22-0.0222CEMARGOS04/03/2015 00:00:008,560.00-2.73-0.0273CEMARGOS05/03/2015 00:00:008,400.00-1.87-0.0187CEMARGOS06/03/2015 00:00:008,200.00-2.38-0.0238CEMARGOS09/03/2015 00:00:007,790.00-5.00-0.05CEMARGOS10/03/2015 00:00:007,800.00.130.0013CEMARGOS11/03/2015 00:00:007,780.00-.26-0.0026CEMARGOS12/03/2015 00:00:007,850.00.900.009CEMARGOS13/03/2015 00:00:007,990.001.780.0178CEMARGOS16/03/2015 00:00:007,920.00-.88-0.0088CEMARGOS17/03/2015 00:00:008,040.001.520.0152CEMARGOS18/03/2015 00:00:008,310.003.360.0336CEMARGOS19/03/2015 00:00:008,260.00-.60-0.006CEMARGOS20/03/2015 00:00:007,900.00-4.36-0.0436CEMARGOS24/03/2015 00:00:008,110.002.660.0266CEMARGOS25/03/2015 00:00:008,280.002.100.021CEMARGOS26/03/2015 00:00:008,280.00.000CEMARGOS27/03/2015 00:00:008,330.00.600.006CEMARGOS30/03/2015 00:00:008,400.00.840.0084CEMARGOS31/03/2015 00:00:008,530.001.550.0155CEMARGOS01/04/2015 00:00:008,590.00.700.007CEMARGOS06/04/2015 00:00:008,650.00.700.007CEMARGOS07/04/2015 00:00:008,760.001.270.0127CEMARGOS08/04/2015 00:00:008,650.00-1.26-0.0126CEMARGOS09/04/2015 00:00:008,760.001.270.0127CEMARGOS10/04/2015 00:00:008,890.001.480.0148CEMARGOS13/04/2015 00:00:008,890.00.000CEMARGOS14/04/2015 00:00:009,010.001.350.0135CEMARGOS15/04/2015 00:00:009,000.00-.11-0.0011CEMARGOS16/04/2015 00:00:009,100.001.110.0111CEMARGOS17/04/2015 00:00:009,070.00-.33-0.0033CEMARGOS20/04/2015 00:00:008,920.00-1.65-0.0165CEMARGOS21/04/2015 00:00:008,670.00-2.80-0.028CEMARGOS22/04/2015 00:00:008,840.001.960.0196CEMARGOS23/04/2015 00:00:008,960.001.360.0136CEMARGOS24/04/2015 00:00:009,220.002.900.029CEMARGOS27/04/2015 00:00:009,340.001.300.013CEMARGOS28/04/2015 00:00:009,600.002.780.0278CEMARGOS29/04/2015 00:00:009,600.00.000CEMARGOS30/04/2015 00:00:0010,120.005.420.0542CEMARGOS04/05/2015 00:00:009,800.00-3.16-0.0316CEMARGOS05/05/2015 00:00:0010,080.002.860.0286CEMARGOS06/05/2015 00:00:009,780.00-2.98-0.0298CEMARGOS07/05/2015 00:00:009,250.00-5.42-0.0542CEMARGOS08/05/2015 00:00:009,080.00-1.84-0.0184CEMARGOS11/05/2015 00:00:009,000.00-.88-0.0088CEMARGOS12/05/2015 00:00:009,010.00.110.0011CEMARGOS13/05/2015 00:00:009,010.00.000CEMARGOS14/05/2015 00:00:009,000.00-.11-0.0011CEMARGOS15/05/2015 00:00:009,180.002.000.02CEMARGOS19/05/2015 00:00:009,290.001.200.012CEMARGOS20/05/2015 00:00:009,290.00.000CEMARGOS21/05/2015 00:00:009,100.00-2.05-0.0205CEMARGOS22/05/2015 00:00:009,010.00-.99-0.0099CEMARGOS25/05/2015 00:00:009,000.00-.11-0.0011CEMARGOS26/05/2015 00:00:009,010.00.110.0011CEMARGOS27/05/2015 00:00:009,100.001.000.01CEMARGOS28/05/2015 00:00:009,000.00-1.10-0.011CEMARGOS29/05/2015 00:00:009,200.002.220.0222CEMARGOS01/06/2015 00:00:009,200.00.000CEMARGOS02/06/2015 00:00:009,160.00-.43-0.0043CEMARGOS03/06/2015 00:00:009,210.00.550.0055CEMARGOS04/06/2015 00:00:009,320.001.190.0119CEMARGOS05/06/2015 00:00:009,480.001.720.0172CEMARGOS09/06/2015 00:00:009,510.00.320.0032CEMARGOS10/06/2015 00:00:009,610.001.050.0105CEMARGOS11/06/2015 00:00:009,700.00.940.0094CEMARGOS12/06/2015 00:00:009,750.00.520.0052CEMARGOS16/06/2015 00:00:009,680.00-.72-0.0072CEMARGOS17/06/2015 00:00:009,730.00.520.0052CEMARGOS18/06/2015 00:00:009,730.00.000CEMARGOS19/06/2015 00:00:009,500.00-2.36-0.0236CEMARGOS22/06/2015 00:00:009,460.00-.42-0.0042CEMARGOS23/06/2015 00:00:009,530.00.740.0074CEMARGOS24/06/2015 00:00:009,500.00-.31-0.0031CEMARGOS25/06/2015 00:00:009,350.00-1.58-0.0158CEMARGOS26/06/2015 00:00:009,200.00-1.60-0.016CEMARGOS30/06/2015 00:00:009,250.00.540.0054CEMARGOS01/07/2015 00:00:009,050.00-2.16-0.0216CEMARGOS02/07/2015 00:00:009,200.001.660.0166CEMARGOS03/07/2015 00:00:009,150.00-.54-0.0054CEMARGOS06/07/2015 00:00:009,350.002.190.0219CEMARGOS07/07/2015 00:00:009,320.00-.32-0.0032CEMARGOS08/07/2015 00:00:009,260.00-.64-0.0064CEMARGOS09/07/2015 00:00:009,260.00.000CEMARGOS10/07/2015 00:00:009,260.00.000CEMARGOS13/07/2015 00:00:009,270.00.110.0011CEMARGOS14/07/2015 00:00:009,380.001.190.0119CEMARGOS15/07/2015 00:00:009,340.00-.43-0.0043CEMARGOS16/07/2015 00:00:009,590.002.680.0268CEMARGOS17/07/2015 00:00:009,350.00-2.50-0.025CEMARGOS21/07/2015 00:00:009,360.00.110.0011CEMARGOS22/07/2015 00:00:009,600.002.560.02567.330.01812729660.0003285989

GRUPOSURANemotecnicofechaPrecio CierreVariacion%GRUPOSURA22/01/2015 00:00:0034,400.00.290.0029GRUPOSURA23/01/2015 00:00:0035,000.001.740.0174GRUPOSURA26/01/2015 00:00:0034,900.00-.29-0.0029GRUPOSURA27/01/2015 00:00:0034,500.00-1.15-0.0115GRUPOSURA28/01/2015 00:00:0034,800.00.870.0087GRUPOSURA29/01/2015 00:00:0035,000.00.570.0057GRUPOSURA30/01/2015 00:00:0035,400.001.140.0114GRUPOSURA02/02/2015 00:00:0035,580.00.510.0051GRUPOSURA03/02/2015 00:00:0035,600.00.060.0006GRUPOSURA04/02/2015 00:00:0035,780.00.510.0051GRUPOSURA05/02/2015 00:00:0035,600.00-.50-0.005GRUPOSURA06/02/2015 00:00:0035,600.00.000GRUPOSURA09/02/2015 00:00:0035,760.00.450.0045GRUPOSURA10/02/2015 00:00:0035,160.00-1.68-0.0168GRUPOSURA11/02/2015 00:00:0034,500.00-1.88-0.0188GRUPOSURA12/02/2015 00:00:0034,700.00.580.0058GRUPOSURA13/02/2015 00:00:0035,360.001.900.019GRUPOSURA16/02/2015 00:00:0035,400.00.110.0011GRUPOSURA17/02/2015 00:00:0035,500.00.280.0028GRUPOSURA18/02/2015 00:00:0035,600.00.280.0028GRUPOSURA19/02/2015 00:00:0035,300.00-.84-0.0084GRUPOSURA20/02/2015 00:00:0034,540.00-2.15-0.0215GRUPOSURA23/02/2015 00:00:0035,040.001.450.0145GRUPOSURA24/02/2015 00:00:0034,600.00-1.26-0.0126GRUPOSURA25/02/2015 00:00:0034,500.00-.29-0.0029GRUPOSURA26/02/2015 00:00:0035,020.001.510.0151GRUPOSURA27/02/2015 00:00:0035,040.00.060.0006GRUPOSURA02/03/2015 00:00:0033,720.00-3.77-0.0377GRUPOSURA03/03/2015 00:00:0033,020.00-2.08-0.0208GRUPOSURA04/03/2015 00:00:0033,520.001.510.0151GRUPOSURA05/03/2015 00:00:0033,600.00.240.0024GRUPOSURA06/03/2015 00:00:0032,780.00-2.44-0.0244GRUPOSURA09/03/2015 00:00:0032,240.00-1.65-0.0165GRUPOSURA10/03/2015 00:00:0032,040.00-.62-0.0062GRUPOSURA11/03/2015 00:00:0032,000.00-.12-0.0012GRUPOSURA12/03/2015 00:00:0032,620.001.940.0194GRUPOSURA13/03/2015 00:00:0032,860.00.740.0074GRUPOSURA16/03/2015 00:00:0032,880.00.060.0006GRUPOSURA17/03/2015 00:00:0032,740.00-.43-0.0043GRUPOSURA18/03/2015 00:00:0032,700.00-.12-0.0012GRUPOSURA19/03/2015 00:00:0032,460.00-.73-0.0073GRUPOSURA20/03/2015 00:00:0031,620.00-2.59-0.0259GRUPOSURA24/03/2015 00:00:0032,100.001.520.0152GRUPOSURA25/03/2015 00:00:0032,680.001.810.0181GRUPOSURA26/03/2015 00:00:0032,900.00.670.0067GRUPOSURA27/03/2015 00:00:0032,900.00.000GRUPOSURA30/03/2015 00:00:0033,020.00.360.0036GRUPOSURA31/03/2015 00:00:0033,560.001.640.0164GRUPOSURA01/04/2015 00:00:0034,200.001.910.0191GRUPOSURA06/04/2015 00:00:0034,820.001.810.0181GRUPOSURA07/04/2015 00:00:0035,300.001.380.0138GRUPOSURA08/04/2015 00:00:0035,200.00-.28-0.0028GRUPOSURA09/04/2015 00:00:0035,520.00.910.0091GRUPOSURA10/04/2015 00:00:0035,500.00-.06-0.0006GRUPOSURA13/04/2015 00:00:0035,500.00.000GRUPOSURA14/04/2015 00:00:0035,580.00.230.0023GRUPOSURA15/04/2015 00:00:0035,600.00.060.0006GRUPOSURA16/04/2015 00:00:0035,660.00.170.0017GRUPOSURA17/04/2015 00:00:0035,500.00-.45-0.0045GRUPOSURA20/04/2015 00:00:0035,000.00-1.41-0.0141GRUPOSURA21/04/2015 00:00:0034,600.00-1.14-0.0114GRUPOSURA22/04/2015 00:00:0034,600.00.000GRUPOSURA23/04/2015 00:00:0034,500.00-.29-0.0029GRUPOSURA24/04/2015 00:00:0035,600.003.190.0319GRUPOSURA27/04/2015 00:00:0036,260.001.850.0185GRUPOSURA28/04/2015 00:00:0036,940.001.880.0188GRUPOSURA29/04/2015 00:00:0037,100.00.430.0043GRUPOSURA30/04/2015 00:00:0039,140.005.500.055GRUPOSURA04/05/2015 00:00:0037,160.00-5.06-0.0506GRUPOSURA05/05/2015 00:00:0037,500.00.910.0091GRUPOSURA06/05/2015 00:00:0037,280.00-.59-0.0059GRUPOSURA07/05/2015 00:00:0035,600.00-4.51-0.0451GRUPOSURA08/05/2015 00:00:0035,560.00-.11-0.0011GRUPOSURA11/05/2015 00:00:0035,840.00.790.0079GRUPOSURA12/05/2015 00:00:0035,280.00-1.56-0.0156GRUPOSURA13/05/2015 00:00:0035,540.00.740.0074GRUPOSURA14/05/2015 00:00:0035,500.00-.11-0.0011GRUPOSURA15/05/2015 00:00:0035,500.00.000GRUPOSURA19/05/2015 00:00:0036,200.001.970.0197GRUPOSURA20/05/2015 00:00:0035,200.00-2.76-0.0276GRUPOSURA21/05/2015 00:00:0035,240.00.110.0011GRUPOSURA22/05/2015 00:00:0035,020.00-.62-0.0062GRUPOSURA25/05/2015 00:00:0034,900.00-.34-0.0034GRUPOSURA26/05/2015 00:00:0034,600.00-.86-0.0086GRUPOSURA27/05/2015 00:00:0033,320.00-3.70-0.037GRUPOSURA28/05/2015 00:00:0033,280.00-.12-0.0012GRUPOSURA29/05/2015 00:00:0033,820.001.620.0162GRUPOSURA01/06/2015 00:00:0033,620.00-.59-0.0059GRUPOSURA02/06/2015 00:00:0034,020.001.190.0119GRUPOSURA03/06/2015 00:00:0034,400.001.120.0112GRUPOSURA04/06/2015 00:00:0034,820.001.220.0122GRUPOSURA05/06/2015 00:00:0035,500.001.950.0195GRUPOSURA09/06/2015 00:00:0035,700.00.560.0056GRUPOSURA10/06/2015 00:00:0035,660.00-.11-0.0011GRUPOSURA11/06/2015 00:00:0036,180.001.460.0146GRUPOSURA12/06/2015 00:00:0036,300.00.330.0033GRUPOSURA16/06/2015 00:00:0036,320.00.060.0006GRUPOSURA17/06/2015 00:00:0036,900.001.600.016GRUPOSURA18/06/2015 00:00:0037,000.00.270.0027GRUPOSURA19/06/2015 00:00:0036,600.00-1.08-0.0108GRUPOSURA22/06/2015 00:00:0036,540.00-.16-0.0016GRUPOSURA23/06/2015 00:00:0036,780.00.660.0066GRUPOSURA24/06/2015 00:00:0036,740.00-.11-0.0011GRUPOSURA25/06/2015 00:00:0035,940.00-2.18-0.0218GRUPOSURA26/06/2015 00:00:0036,340.001.110.0111GRUPOSURA30/06/2015 00:00:0037,020.001.870.0187GRUPOSURA01/07/2015 00:00:0037,220.00.540.0054GRUPOSURA02/07/2015 00:00:0037,340.00.320.0032GRUPOSURA03/07/2015 00:00:0036,680.00-1.77-0.0177GRUPOSURA06/07/2015 00:00:0036,740.00.160.0016GRUPOSURA07/07/2015 00:00:0036,600.00-.38-0.0038GRUPOSURA08/07/2015 00:00:0036,460.00-.38-0.0038GRUPOSURA09/07/2015 00:00:0036,700.00.660.0066GRUPOSURA10/07/2015 00:00:0036,400.00-.82-0.0082GRUPOSURA13/07/2015 00:00:0036,400.00.000GRUPOSURA14/07/2015 00:00:0036,700.00.820.0082GRUPOSURA15/07/2015 00:00:0037,000.00.820.0082GRUPOSURA16/07/2015 00:00:0036,940.00-.16-0.0016GRUPOSURA17/07/2015 00:00:0036,000.00-2.54-0.0254GRUPOSURA21/07/2015 00:00:0036,040.00.110.0011GRUPOSURA22/07/2015 00:00:0036,500.001.280.0128

EXITOfechaCantidadVolumenPrecio CierrePrecio MayorPrecio MedioPrecio MenorVariacion%22/01/2015 00:00:00353,482.009,304,362,440.0026,500.0026,700.0026,322.0325,800.002.710.027123/01/2015 00:00:0084,650.002,267,350,540.0026,680.0026,980.0026,785.0026,620.00.680.006826/01/2015 00:00:00170,325.004,548,256,440.0027,000.0027,000.0026,703.4026,520.001.200.01227/01/2015 00:00:00162,144.004,362,381,540.0027,360.0027,360.0026,904.3726,200.001.330.013328/01/2015 00:00:00164,564.004,448,959,140.0026,520.0027,400.0027,034.8326,520.00-3.07-0.030729/01/2015 00:00:0075,245.001,986,261,380.0026,300.0026,640.0026,397.2526,040.00-.83-0.008330/01/2015 00:00:00666,223.0016,754,616,520.0025,000.0026,000.0025,148.6625,000.00-4.94-0.049402/02/2015 00:00:00204,224.005,236,378,080.0025,640.0025,800.0025,640.3725,600.002.560.025603/02/2015 00:00:00338,701.008,791,839,080.0026,000.0026,100.0025,957.5225,720.001.400.01404/02/2015 00:00:00101,027.002,625,173,440.0026,160.0026,260.0025,984.8725,900.00.620.006205/02/2015 00:00:0078,134.002,047,987,780.0026,200.0026,340.0026,211.2226,000.00.150.001506/02/2015 00:00:00119,832.003,129,349,400.0026,120.0026,200.0026,114.4725,660.00-.31-0.003109/02/2015 00:00:00107,357.002,772,274,380.0025,640.0026,300.0025,822.9525,640.00-1.84-0.018410/02/2015 00:00:00505,555.0012,931,262,260.0025,400.0025,740.0025,578.3525,200.00-.94-0.009411/02/2015 00:00:00277,013.006,946,670,840.0024,680.0025,500.0025,077.0624,680.00-2.83-0.028312/02/2015 00:00:00172,843.004,234,675,000.0024,300.0024,840.0024,500.1224,300.00-1.54-0.015413/02/2015 00:00:00255,377.006,179,950,420.0024,880.0024,880.0024,199.3223,400.002.390.023916/02/2015 00:00:0022,794.00567,646,980.0024,980.0025,000.0024,903.3524,740.00.400.00417/02/2015 00:00:0035,386.00877,930,940.0024,800.0024,840.0024,810.1224,800.00-.72-0.007218/02/2015 00:00:0055,982.001,398,370,020.0025,000.0025,000.0024,978.9224,800.00.810.008119/02/2015 00:00:009,803.00241,392,000.0024,620.0024,620.0024,624.3024,620.00-1.52-0.015220/02/2015 00:00:0033,734.00827,633,640.0024,540.0024,780.0024,534.1124,500.00-.32-0.003223/02/2015 00:00:00199,366.004,917,766,220.0024,880.0024,900.0024,667.0324,500.001.390.013924/02/2015 00:00:0031,745.00783,753,680.0024,700.0024,880.0024,689.0424,640.00-.72-0.007225/02/2015 00:00:00107,427.002,652,783,600.0024,700.0024,700.0024,693.8324,640.00.00026/02/2015 00:00:00130,384.003,214,362,280.0024,660.0024,700.0024,653.0424,600.00-.16-0.001627/02/2015 00:00:00146,131.003,610,313,620.0024,700.0024,900.0024,706.0124,640.00.160.001602/03/2015 00:00:0027,069.00666,061,380.0024,800.0024,800.0024,606.0624,300.00.400.00403/03/2015 00:00:00123,101.002,990,491,560.0024,700.0024,700.0024,292.9923,840.00-.40-0.00404/03/2015 00:00:00103,288.002,507,488,320.0024,660.0024,660.0024,276.6723,980.00-.16-0.001605/03/2015 00:00:0098,361.002,423,761,060.0024,880.0024,880.0024,641.4824,360.00.890.008906/03/2015 00:00:00166,783.004,075,921,640.0024,100.0024,540.0024,438.4724,100.00-3.14-0.031409/03/2015 00:00:00188,594.004,529,692,140.0024,000.0024,500.0024,018.2223,900.00-.41-0.004110/03/2015 00:00:00111,772.002,669,477,540.0023,420.0024,000.0023,883.2423,420.00-2.42-0.024211/03/2015 00:00:00101,538.002,327,950,740.0022,620.0023,440.0022,926.8922,620.00-3.42-0.034212/03/2015 00:00:00144,319.003,294,983,020.0022,820.0023,080.0022,831.2522,620.00.880.008813/03/2015 00:00:00103,159.002,338,991,220.0022,500.0022,820.0022,673.6522,500.00-1.40-0.01416/03/2015 00:00:0095,791.002,132,914,200.0021,920.0022,640.0022,266.3321,920.00-2.58-0.025817/03/2015 00:00:00152,428.003,384,673,140.0022,320.0022,420.0022,205.0621,900.001.820.018218/03/2015 00:00:00393,090.008,949,717,700.0023,200.0023,200.0022,767.6022,460.003.940.039419/03/2015 00:00:0099,380.002,294,433,540.0023,100.0023,200.0023,087.4823,000.00-.43-0.004320/03/2015 00:00:00581,580.0012,993,120,260.0022,300.0023,100.0022,341.0722,300.00-3.46-0.034624/03/2015 00:00:00131,064.002,985,404,140.0023,000.0023,000.0022,778.2222,460.003.140.031425/03/2015 00:00:00348,281.008,011,575,360.0023,100.0023,100.0023,003.1922,900.00.430.004326/03/2015 00:00:00141,923.003,366,823,340.0023,900.0023,900.0023,722.8923,100.003.460.034627/03/2015 00:00:00331,671.008,097,484,900.0024,380.0024,520.0024,414.2123,880.002.010.020130/03/2015 00:00:0019,374.00471,843,700.0024,380.0024,380.0024,354.4824,340.00.00031/03/2015 00:00:0089,169.002,221,474,780.0025,000.0025,000.0024,913.0824,280.002.540.025401/04/2015 00:00:0020,266.00509,552,560.0025,300.0025,300.0025,143.2224,980.001.200.01206/04/2015 00:00:00210,920.005,398,105,220.0025,640.0025,640.0025,593.1425,300.001.340.013407/04/2015 00:00:00276,040.007,134,561,760.0026,060.0026,060.0025,846.1225,640.001.640.016408/04/2015 00:00:0075,378.001,933,307,500.0025,880.0025,880.0025,648.1725,400.00-.69-0.006909/04/2015 00:00:00103,514.002,632,553,460.0025,240.0025,600.0025,431.8625,240.00-2.47-0.024710/04/2015 00:00:00122,340.003,106,776,280.0025,500.0025,500.0025,394.6125,020.001.030.010313/04/2015 00:00:00189,847.004,885,009,980.0025,900.0025,900.0025,731.3025,400.001.570.015714/04/2015 00:00:00159,486.004,127,005,620.0025,900.0025,960.0025,876.9125,600.00.00015/04/2015 00:00:0036,140.00934,100,100.0025,900.0025,900.0025,846.7125,600.00.00016/04/2015 00:00:0085,715.002,214,683,740.0025,880.0025,900.0025,837.7625,320.00-.08-0.000817/04/2015 00:00:0070,752.001,816,003,360.0025,700.0025,700.0025,667.1725,500.00-.70-0.00720/04/2015 00:00:00122,826.003,082,679,440.0025,000.0025,700.0025,097.9424,800.00-2.72-0.027221/04/2015 00:00:00105,945.002,593,496,900.0024,740.0024,840.0024,479.6524,280.00-1.04-0.010422/04/2015 00:00:00114,598.002,810,061,720.0024,520.0024,600.0024,521.0424,340.00-.89-0.008923/04/2015 00:00:00189,976.004,715,609,280.0024,900.0024,980.0024,822.1324,520.001.550.015524/04/2015 00:00:0074,261.001,855,328,860.0025,000.0025,160.0024,983.8924,900.00.400.00427/04/2015 00:00:00199,790.005,091,868,340.0025,600.0025,600.0025,486.1025,020.002.400.02428/04/2015 00:00:00519,822.0013,536,982,240.0026,360.0026,360.0026,041.5725,640.002.970.029729/04/2015 00:00:0085,600.002,250,083,760.0025,920.0026,700.0026,286.0325,900.00-1.67-0.016730/04/2015 00:00:00207,210.005,325,128,120.0025,560.0026,000.0025,699.1825,560.00-1.39-0.013904/05/2015 00:00:0060,962.001,574,989,620.0025,940.0026,500.0025,835.6025,560.001.490.014905/05/2015 00:00:0071,456.001,862,595,480.0026,200.0026,200.0026,066.3325,920.001.000.0106/05/2015 00:00:00141,483.003,661,119,500.0026,000.0026,020.0025,876.7425,640.00-.76-0.007607/05/2015 00:00:0045,531.001,152,584,660.0025,100.0026,000.0025,314.2825,080.00-3.46-0.034608/05/2015 00:00:0020,496.00508,337,020.0024,640.0025,020.0024,801.7724,640.00-1.83-0.018311/05/2015 00:00:0032,043.00779,991,700.0024,520.0024,520.0024,342.0324,100.00-.49-0.004912/05/2015 00:00:0039,552.00973,081,500.0024,600.0024,600.0024,602.5924,600.00.330.003313/05/2015 00:00:0034,731.00848,570,220.0024,220.0024,620.0024,432.6524,220.00-1.54-0.015414/05/2015 00:00:0038,016.00918,944,160.0024,140.0024,380.0024,172.5624,120.00-.33-0.003315/05/2015 00:00:00153,888.003,708,163,000.0023,800.0024,200.0024,096.5123,800.00-1.41-0.014119/05/2015 00:00:00291,579.006,942,125,380.0023,980.0024,000.0023,808.7323,720.00.760.007620/05/2015 00:00:00321,225.007,591,797,060.0023,200.0024,180.0023,633.8923,200.00-3.25-0.032521/05/2015 00:00:00106,977.002,501,378,780.0023,280.0023,420.0023,382.4023,280.00.340.003422/05/2015 00:00:0027,780.00645,954,120.0023,260.0023,300.0023,252.4923,200.00-.09-0.000925/05/2015 00:00:005,794.00134,156,720.0023,140.0023,140.0023,154.4223,140.00-.52-0.005226/05/2015 00:00:00115,407.002,635,848,080.0022,760.0023,060.0022,839.5922,760.00-1.64-0.016427/05/2015 00:00:00130,625.002,952,093,900.0022,700.0022,720.0022,599.7622,400.00-.26-0.002628/05/2015 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00:00:001,759,075.0015,528,230,700.009,200.009,300.008,827.508,130.0019.480.194806/02/2015 00:00:002,099,589.0020,471,782,170.009,190.0010,280.009,750.389,000.00-.11-0.001109/02/2015 00:00:00557,861.005,365,270,790.009,330.009,970.009,617.589,310.001.520.015210/02/2015 00:00:001,473,138.0012,167,806,950.007,890.009,320.008,259.797,840.00-15.43-0.154311/02/2015 00:00:001,176,295.009,177,526,490.007,730.008,460.007,802.067,160.00-2.03-0.020312/02/2015 00:00:00699,348.005,745,068,210.007,990.008,500.008,214.897,960.003.360.033613/02/2015 00:00:00564,008.004,655,882,170.008,030.008,450.008,254.997,990.00.500.00516/02/2015 00:00:0055,000.00444,312,900.008,120.008,200.008,078.428,010.001.120.011217/02/2015 00:00:00466,218.003,929,346,090.008,590.008,860.008,428.137,800.005.790.057918/02/2015 00:00:00369,481.003,090,625,020.008,200.008,620.008,364.778,200.00-4.54-0.045419/02/2015 00:00:00522,620.004,219,586,560.008,180.008,480.008,073.917,750.00-.24-0.002420/02/2015 00:00:00141,884.001,154,471,870.008,010.008,220.008,136.738,010.00-2.08-0.020823/02/2015 00:00:00328,078.002,575,379,060.007,880.008,150.007,849.907,590.00-1.62-0.016224/02/2015 00:00:00288,278.002,280,644,060.007,650.008,300.007,911.277,650.00-2.92-0.029225/02/2015 00:00:00353,364.002,790,974,530.007,960.008,130.007,898.307,640.004.050.040526/02/2015 00:00:00399,425.003,115,027,750.007,600.008,080.007,798.787,600.00-4.52-0.045227/02/2015 00:00:00157,676.001,185,876,700.007,480.007,660.007,520.977,460.00-1.58-0.015802/03/2015 00:00:00168,104.001,282,544,210.007,540.007,730.007,629.477,500.00.800.00803/03/2015 00:00:00161,845.001,242,551,630.007,680.007,750.007,677.427,510.001.860.018604/03/2015 00:00:00154,773.001,174,576,800.007,570.007,640.007,589.037,550.00-1.43-0.014305/03/2015 00:00:00150,322.001,114,739,970.007,300.007,520.007,415.687,300.00-3.57-0.035706/03/2015 00:00:00257,938.001,846,691,610.007,050.007,360.007,159.447,000.00-3.42-0.034209/03/2015 00:00:00226,157.001,499,145,120.006,560.007,010.006,628.786,440.00-6.95-0.069510/03/2015 00:00:00291,985.001,764,252,540.006,140.006,290.006,042.275,870.00-6.40-0.06411/03/2015 00:00:00406,296.002,523,770,320.005,970.006,400.006,211.655,940.00-2.77-0.027712/03/2015 00:00:00149,692.00932,932,640.006,300.006,310.006,232.356,080.005.530.055313/03/2015 00:00:00400,141.002,533,680,120.006,370.006,450.006,331.976,050.001.110.011116/03/2015 00:00:00425,651.002,474,404,130.005,640.006,040.005,813.225,640.00-11.46-0.114617/03/2015 00:00:00278,361.001,544,847,330.005,500.005,650.005,549.805,460.00-2.48-0.024818/03/2015 00:00:001,036,594.005,860,544,130.005,600.005,960.005,653.655,280.001.820.018219/03/2015 00:00:00930,615.005,409,973,810.005,900.005,960.005,813.335,560.005.360.053620/03/2015 00:00:00661,203.004,137,148,940.006,370.006,420.006,257.006,010.007.970.079724/03/2015 00:00:00620,953.004,061,356,240.006,390.006,710.006,540.526,390.00.310.003125/03/2015 00:00:00480,553.003,168,201,400.006,550.006,700.006,592.826,500.002.500.02526/03/2015 00:00:00434,054.002,858,603,400.006,400.006,850.006,585.826,360.00-2.29-0.022927/03/2015 00:00:00179,973.001,117,737,860.006,190.006,350.006,210.596,150.00-3.28-0.032830/03/2015 00:00:00199,982.001,267,091,080.006,330.006,440.006,336.036,170.002.260.022631/03/2015 00:00:0083,538.00520,002,710.006,200.006,300.006,224.746,200.00-2.05-0.020501/04/2015 00:00:00757,030.004,860,879,040.006,750.006,750.006,420.996,190.008.870.088706/04/2015 00:00:00665,238.004,237,187,430.006,300.006,770.006,369.436,300.00-6.67-0.066707/04/2015 00:00:00381,853.002,352,680,310.006,030.006,280.006,161.225,960.00-4.29-0.042908/04/2015 00:00:00644,463.003,631,223,490.005,510.005,920.005,634.495,510.00-8.62-0.086209/04/2015 00:00:00885,914.004,820,792,180.005,390.005,640.005,441.605,250.00-2.18-0.021810/04/2015 00:00:00758,738.004,003,039,400.005,190.005,410.005,275.925,100.00-3.71-0.037113/04/2015 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00:00:00654,107.004,726,089,060.007,170.007,450.007,225.257,070.00-.55-0.005529/04/2015 00:00:00640,866.004,749,822,860.007,450.007,550.007,411.577,190.003.910.039130/04/2015 00:00:00850,964.006,625,210,270.007,990.007,990.007,785.547,500.007.250.072504/05/2015 00:00:001,932,844.0017,403,203,140.009,390.009,480.009,003.948,000.0017.520.175205/05/2015 00:00:002,485,659.0025,109,879,260.009,580.0010,660.0010,101.909,500.002.020.020206/05/2015 00:00:004,184,796.0050,604,279,020.0012,000.0012,340.0012,092.4110,120.0025.260.252607/05/2015 00:00:001,967,462.0024,022,584,620.0012,140.0012,380.0012,209.9412,000.001.170.011708/05/2015 00:00:00398,475.004,857,274,000.0012,140.0012,460.0012,189.6612,100.00.00011/05/2015 00:00:00350,246.004,299,648,220.0012,200.0012,360.0012,276.0812,100.00.490.004912/05/2015 00:00:00534,649.006,331,048,900.0011,960.0012,300.0011,841.5111,460.00-1.97-0.019713/05/2015 00:00:00257,964.003,049,890,660.0011,940.0012,100.0011,822.9311,640.00-.17-0.001714/05/2015 00:00:00172,057.002,034,030,320.0011,940.0011,960.0011,821.8411,720.00.00015/05/2015 00:00:00327,888.003,910,816,180.0012,080.0012,100.0011,927.2911,760.001.170.011719/05/2015 00:00:00127,988.001,514,984,700.0011,760.0012,000.0011,836.9311,740.00-2.65-0.026520/05/2015 00:00:001,060,347.0013,216,874,600.0012,700.0012,900.0012,464.6711,960.007.990.079921/05/2015 00:00:00537,426.006,929,619,800.0012,820.0012,980.0012,894.0912,800.00.940.009422/05/2015 00:00:00271,796.003,401,713,440.0012,420.0012,700.0012,515.6912,280.00-3.12-0.031225/05/2015 00:00:0078,099.00957,244,300.0012,180.0012,400.0012,256.8112,180.00-1.93-0.019326/05/2015 00:00:00211,080.002,565,298,140.0012,060.0012,500.0012,153.2011,940.00-.99-0.009927/05/2015 00:00:00150,411.001,837,703,420.0012,260.0012,360.0012,217.8812,080.001.660.016628/05/2015 00:00:0045,378.00553,035,840.0012,200.0012,280.0012,187.3112,100.00-.49-0.004929/05/2015 00:00:00225,873.002,764,276,360.0012,260.0012,380.0012,238.1912,080.00.490.004901/06/2015 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00:00:0018,793.0023,616,635.001,270.00.001,256.67.00.00009/02/2015 00:00:00168,277.00208,929,480.001,235.001,245.001,241.581,230.00-2.76-0.027610/02/2015 00:00:0054,821.0067,958,935.001,240.001,240.001,239.651,240.00.400.00411/02/2015 00:00:00471,224.00587,386,125.001,230.001,255.001,246.511,230.00-.81-0.008112/02/2015 00:00:0087,478.00106,609,910.001,220.001,225.001,218.711,220.00-.81-0.008113/02/2015 00:00:0022,075.0026,797,085.001,220.00.001,213.91.00.00016/02/2015 00:00:0084,478.00102,005,135.001,210.001,210.001,207.481,200.00-.82-0.008217/02/2015 00:00:001,181,858.001,448,649,370.001,225.001,230.001,225.741,225.001.240.012418/02/2015 00:00:0075,134.0092,660,010.001,235.001,235.001,233.261,225.00.820.008219/02/2015 00:00:0031,575.0038,961,685.001,235.00.001,233.94.00.00020/02/2015 00:00:00170,793.00210,742,360.001,235.001,235.001,233.911,235.00.00023/02/2015 00:00:0029,017.0035,516,650.001,235.00.001,223.99.00.00024/02/2015 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00:00:00335,213.00410,967,995.001,225.001,230.001,225.991,225.00-.81-0.008112/06/2015 00:00:0078,330.0096,112,070.001,230.001,230.001,227.011,225.00.410.004116/06/2015 00:00:00115,000.00141,300,405.001,230.001,230.001,228.701,230.00.00017/06/2015 00:00:0049,435.0060,913,720.001,230.001,235.001,232.201,230.00.00018/06/2015 00:00:00240,986.00299,398,680.001,250.001,250.001,242.391,230.001.630.016319/06/2015 00:00:002,910,328.003,627,267,610.001,240.001,250.001,246.341,240.00-.80-0.00822/06/2015 00:00:0065,691.0080,789,220.001,225.001,235.001,229.841,225.00-1.21-0.012123/06/2015 00:00:00454,619.00569,321,475.001,250.001,255.001,252.301,250.002.040.020424/06/2015 00:00:00628,390.00791,129,465.001,255.001,265.001,258.981,255.00.400.00425/06/2015 00:00:001,000,066.001,249,638,765.001,250.001,255.001,249.561,245.00-.40-0.00426/06/2015 00:00:00175,704.00220,472,805.001,260.001,260.001,254.801,245.00.800.00830/06/2015 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