Práctica. Curvas de supervivencia.
Ximena González Mora
11 de marzo, 2019
Para analizar nuestros datos.
require(dplyr)## Loading required package: dplyr##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, uniondatos <- read.csv("WA_Fn-UseC_-Telco-Customer-Churn.csv")
str(datos)## 'data.frame': 7043 obs. of 21 variables:
## $ customerID : Factor w/ 7043 levels "0002-ORFBO","0003-MKNFE",..: 5376 3963 2565 5536 6512 6552 1003 4771 5605 4535 ...
## $ gender : Factor w/ 2 levels "Female","Male": 1 2 2 2 1 1 2 1 1 2 ...
## $ SeniorCitizen : int 0 0 0 0 0 0 0 0 0 0 ...
## $ Partner : Factor w/ 2 levels "No","Yes": 2 1 1 1 1 1 1 1 2 1 ...
## $ Dependents : Factor w/ 2 levels "No","Yes": 1 1 1 1 1 1 2 1 1 2 ...
## $ tenure : int 1 34 2 45 2 8 22 10 28 62 ...
## $ PhoneService : Factor w/ 2 levels "No","Yes": 1 2 2 1 2 2 2 1 2 2 ...
## $ MultipleLines : Factor w/ 3 levels "No","No phone service",..: 2 1 1 2 1 3 3 2 3 1 ...
## $ InternetService : Factor w/ 3 levels "DSL","Fiber optic",..: 1 1 1 1 2 2 2 1 2 1 ...
## $ OnlineSecurity : Factor w/ 3 levels "No","No internet service",..: 1 3 3 3 1 1 1 3 1 3 ...
## $ OnlineBackup : Factor w/ 3 levels "No","No internet service",..: 3 1 3 1 1 1 3 1 1 3 ...
## $ DeviceProtection: Factor w/ 3 levels "No","No internet service",..: 1 3 1 3 1 3 1 1 3 1 ...
## $ TechSupport : Factor w/ 3 levels "No","No internet service",..: 1 1 1 3 1 1 1 1 3 1 ...
## $ StreamingTV : Factor w/ 3 levels "No","No internet service",..: 1 1 1 1 1 3 3 1 3 1 ...
## $ StreamingMovies : Factor w/ 3 levels "No","No internet service",..: 1 1 1 1 1 3 1 1 3 1 ...
## $ Contract : Factor w/ 3 levels "Month-to-month",..: 1 2 1 2 1 1 1 1 1 2 ...
## $ PaperlessBilling: Factor w/ 2 levels "No","Yes": 2 1 2 1 2 2 2 1 2 1 ...
## $ PaymentMethod : Factor w/ 4 levels "Bank transfer (automatic)",..: 3 4 4 1 3 3 2 4 3 1 ...
## $ MonthlyCharges : num 29.9 57 53.9 42.3 70.7 ...
## $ TotalCharges : num 29.9 1889.5 108.2 1840.8 151.7 ...
## $ Churn : Factor w/ 2 levels "No","Yes": 1 1 2 1 2 2 1 1 2 1 ...summary(datos)## customerID gender SeniorCitizen Partner Dependents
## 0002-ORFBO: 1 Female:3488 Min. :0.0000 No :3641 No :4933
## 0003-MKNFE: 1 Male :3555 1st Qu.:0.0000 Yes:3402 Yes:2110
## 0004-TLHLJ: 1 Median :0.0000
## 0011-IGKFF: 1 Mean :0.1621
## 0013-EXCHZ: 1 3rd Qu.:0.0000
## 0013-MHZWF: 1 Max. :1.0000
## (Other) :7037
## tenure PhoneService MultipleLines InternetService
## Min. : 0.00 No : 682 No :3390 DSL :2421
## 1st Qu.: 9.00 Yes:6361 No phone service: 682 Fiber optic:3096
## Median :29.00 Yes :2971 No :1526
## Mean :32.37
## 3rd Qu.:55.00
## Max. :72.00
##
## OnlineSecurity OnlineBackup
## No :3498 No :3088
## No internet service:1526 No internet service:1526
## Yes :2019 Yes :2429
##
##
##
##
## DeviceProtection TechSupport
## No :3095 No :3473
## No internet service:1526 No internet service:1526
## Yes :2422 Yes :2044
##
##
##
##
## StreamingTV StreamingMovies
## No :2810 No :2785
## No internet service:1526 No internet service:1526
## Yes :2707 Yes :2732
##
##
##
##
## Contract PaperlessBilling PaymentMethod
## Month-to-month:3875 No :2872 Bank transfer (automatic):1544
## One year :1473 Yes:4171 Credit card (automatic) :1522
## Two year :1695 Electronic check :2365
## Mailed check :1612
##
##
##
## MonthlyCharges TotalCharges Churn
## Min. : 18.25 Min. : 18.8 No :5174
## 1st Qu.: 35.50 1st Qu.: 401.4 Yes:1869
## Median : 70.35 Median :1397.5
## Mean : 64.76 Mean :2283.3
## 3rd Qu.: 89.85 3rd Qu.:3794.7
## Max. :118.75 Max. :8684.8
## NA's :11apply(datos, 2, table)## $customerID
##
## 0002-ORFBO 0003-MKNFE 0004-TLHLJ 0011-IGKFF 0013-EXCHZ 0013-MHZWF
## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
## 1891-QRQSA 1891-UAWWU 1894-IGFSG 1895-QTKDO 1897-OKVMW 1897-RCFUM
## 1 1 1 1 1 1
## 1898-JSNDC 1899-VXWXM 1902-XBTFB 1904-WAJAA 1905-OEILC 1907-UBQFC
## 1 1 1 1 1 1
## 1907-YLNYW 1910-FMXJM 1915-IOFGU 1915-OAKWD 1918-ZBFQJ 1919-RTPQD
## 1 1 1 1 1 1
## 1921-KYSAY 1925-GMVBW 1925-LFCZZ 1925-TIBLE 1926-QUZNN 1927-QEWMY
## 1 1 1 1 1 1
## 1928-BXYIV 1929-ZCBHE 1930-BZLHI 1930-QPBVZ 1930-WNXSB 1932-UEDCX
## 1 1 1 1 1 1
## 1934-MKPXS 1934-SJVJK 1935-IMVBB 1936-CZAKF 1936-UAFEH 1937-OTUKY
## 1 1 1 1 1 1
## 1941-HOSAM 1942-OQFRW 1945-XISKS 1950-KSVVJ 1951-IEYXM 1952-DVVSW
## 1 1 1 1 1 1
## 1955-IBMMB 1956-YIFGE 1958-RNRKS 1960-UOTYM 1960-UYCNN 1963-SVUCV
## 1 1 1 1 1 1
## 1963-VAUKV 1964-SVLEA 1965-AKTSX 1965-DDBWU 1970-KKFWL 1971-DTCZB
## 1 1 1 1 1 1
## 1972-XMUWV 1976-AZZPJ 1976-CFOCS 1977-STDKI 1980-KXVPM 1981-INRFU
## 1 1 1 1 1 1
## 1982-FEBTD 1984-FCOWB 1984-GPTEH 1985-MBRYP 1986-PHGZF 1987-AUELQ
## 1 1 1 1 1 1
## 1989-PRJHP 1991-VOPLL 1996-DBMUS 1998-VHJHK 2000-DHJUY 2000-MPKCA
## 1 1 1 1 1 1
## 2001-EWBQU 2001-MCUUW 2002-MZHWP 2003-CKLOR 2004-OCQXK 2005-DWQZJ
## 1 1 1 1 1 1
## 2007-QVGAW 2011-TRQYE 2012-NWRPA 2013-SGDXK 2014-MKGMH 2017-CCBLH
## 1 1 1 1 1 1
## 2018-PZKMU 2018-QKYGT 2019-HDCZY 2023-VQFDL 2024-BASKD 2025-JKFWI
## 1 1 1 1 1 1
## 2026-TGDHM 2027-CWDNU 2027-DNKIV 2027-FECZV 2027-OAQQC 2027-WKXMW
## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 5339-TJFEK 5343-SGUBI 5345-BMKWB 5346-BZCHP 5348-CAGXB 5349-AZPEW
## 1 1 1 1 1 1
## 5349-IECLD 5351-QESIO 5353-WILCI 5356-CSVSQ 5356-KZCKT 5356-RHIPP
## 1 1 1 1 1 1
## 5357-TZHPP 5360-LJCNJ 5360-XGYAZ 5364-EVNIB 5364-XYIRR 5365-LLFYV
## 1 1 1 1 1 1
## 5366-IJEQJ 5366-OBVMR 5370-IIVVL 5371-VYLSX 5372-FBKBN 5373-SFODM
## 1 1 1 1 1 1
## 5375-XLDOF 5376-DEQCP 5376-PCKNB 5377-NDTOU 5378-IKEEG 5380-AFSSK
## 1 1 1 1 1 1
## 5380-WJKOV 5380-XPJNZ 5382-SOYZL 5382-TEMLV 5383-MMTWC 5384-ZTTWP
## 1 1 1 1 1 1
## 5385-SUIRI 5386-THSLQ 5387-ASZNZ 5389-FFVKB 5392-AKEMH 5393-HJZSM
## 1 1 1 1 1 1
## 5393-RXQSZ 5394-MEITZ 5394-SVGJV 5396-IZEPB 5397-NSKQG 5397-TUPSH
## 1 1 1 1 1 1
## 5399-ZIMKF 5402-HTOTQ 5404-GGUKR 5405-ZMYXQ 5406-KGRMX 5414-OFQCB
## 1 1 1 1 1 1
## 5419-CONWX 5419-JKZNQ 5419-JPRRN 5419-KLXBN 5423-BHIXO 5424-RLQLC
## 1 1 1 1 1 1
## 5429-LWCMV 5433-KYGHE 5438-QMDDL 5439-WIKXB 5440-FLBQG 5440-VHLUL
## 1 1 1 1 1 1
## 5442-BHQNG 5442-BXVND 5442-PPTJY 5442-UTCVD 5442-XSDCW 5443-SCMKX
## 1 1 1 1 1 1
## 5445-GLVOT 5445-PZWGX 5445-UTODQ 5446-DKWYW 5447-VYTKW 5447-WZAFP
## 1 1 1 1 1 1
## 5448-VWNAM 5449-FIBXJ 5451-MHQOF 5451-YHYPW 5453-AXEPF 5453-YBTWV
## 1 1 1 1 1 1
## 5456-ITGIC 5457-COLHT 5458-CQJTA 5461-QKNTN 5465-BUBFA 5468-BPMMO
## 1 1 1 1 1 1
## 5469-CTCWN 5469-NUJUR 5472-CVMDX 5473-KHBPS 5474-LAMUQ 5478-JJVZK
## 1 1 1 1 1 1
## 5480-HPRRX 5480-TBGPH 5480-XTFFL 5481-NTDOH 5482-NUPNA 5482-PLVPE
## 1 1 1 1 1 1
## 5482-VXSXJ 5485-ITNPC 5485-WUYWF 5493-SDRDQ 5494-HECPR 5494-WOZRZ
## 1 1 1 1 1 1
## 5495-GPSRW 5498-IBWPI 5498-TXHLF 5499-ECUTN 5501-TVMGM 5502-RLUYV
## 1 1 1 1 1 1
## 5504-WSIUR 5505-OVWQW 5510-BOIUJ 5512-IDZEI 5514-YQENT 5515-AKOAJ
## 1 1 1 1 1 1
## 5515-IDEJJ 5515-RUGKN 5519-NPHVG 5519-TEEUH 5519-YLDGW 5520-FVEWJ
## 1 1 1 1 1 1
## 5522-JBWMO 5522-NYKPB 5524-KHNJP 5527-ACHSO 5529-GIBVH 5533-NHFRF
## 1 1 1 1 1 1
## 5533-RJFTJ 5536-RTPWK 5536-SLHPM 5537-UXXVS 5539-HIVAK 5539-TMZLF
## 1 1 1 1 1 1
## 5542-DHSXL 5542-NKVRU 5542-TBBWB 5543-QDCRY 5546-BYZSM 5546-QUERU
## 1 1 1 1 1 1
## 5549-ZGHFB 5550-VFRLC 5552-ZNFSJ 5553-AOINX 5555-RNPGT 5561-NWEVX
## 1 1 1 1 1 1
## 5562-BETPV 5562-YJQGT 5564-NEMQO 5565-FILXA 5566-SOEZD 5567-GZKQY
## 1 1 1 1 1 1
## 5567-WSELE 5568-DMXZS 5569-IDSEY 5569-KGJHX 5569-OUICF 5570-PTWEH
## 1 1 1 1 1 1
## 5572-ZDXHY 5574-NXZIU 5575-GNVDE 5575-TPIZQ 5577-OTWWW 5578-NKCXI
## 1 1 1 1 1 1
## 5583-EJXRD 5583-SXDAG 5590-BYNII 5590-YRFJT 5590-ZSKRV 5593-SUAOO
## 1 1 1 1 1 1
## 5597-GLBUC 5598-IKHQQ 5599-HVLTW 5600-KTXFM 5600-PDUJF 5602-BVFMK
## 1 1 1 1 1 1
## 5605-IYGFG 5605-XNWEN 5606-AMZBO 5609-CEBID 5609-IMCGG 5614-DNZCE
## 1 1 1 1 1 1
## 5616-PRTNT 5619-PTMIK 5619-XZZKR 5622-UEJFI 5624-BQSSA 5624-RYAMH
## 1 1 1 1 1 1
## 5626-MGTUK 5627-TVBPP 5628-FCGYG 5628-RKIFK 5630-AHZIL 5630-IXDXV
## 1 1 1 1 1 1
## 5639-NTUPK 5640-CAXOA 5641-DMBFJ 5642-MHDQT 5644-PDMZC 5647-FXOTP
## 1 1 1 1 1 1
## 5647-URDKA 5649-ANRML 5649-RXQTV 5649-TJHOV 5649-VUKMC 5650-VDUDS
## 1 1 1 1 1 1
## 5650-YLIBA 5651-CPDND 5651-CRHKQ 5651-WYIPH 5651-YLPRD 5652-MSDEY
## 1 1 1 1 1 1
## 5655-JSMZM 5656-JAMLX 5656-MJEFC 5663-QBGIS 5666-CYCYZ 5666-MBJPT
## 1 1 1 1 1 1
## 5668-MEISB 5669-SRAIP 5671-RQRLP 5671-UUNXD 5673-FSSMF 5673-TIYIB
## 1 1 1 1 1 1
## 5676-CFLYY 5678-VFNEQ 5680-LQOGP 5681-LLOEI 5684-FJVYR 5685-IIXLY
## 1 1 1 1 1 1
## 5686-CMAWK 5687-DKDTV 5688-KZTSN 5692-FPTAH 5692-ICXLW 5693-PIPCS
## 1 1 1 1 1 1
## 5696-CEIQJ 5696-EXCYS 5696-JVVQY 5696-QURRL 5697-GOMBF 5698-BQJOH
## 1 1 1 1 1 1
## 5699-BNCAS 5701-GUXDC 5701-SVCWR 5701-YVSVF 5701-ZIKJE 5702-KVQRD
## 1 1 1 1 1 1
## 5702-SKUOB 5707-ORNDZ 5707-ZMDJP 5708-EVONK 5709-LVOEQ 5712-AHQNN
## 1 1 1 1 1 1
## 5712-PTIWW 5712-VBOXD 5716-EZXZN 5716-LIBJC 5724-BIDBU 5726-CVNYA
## 1 1 1 1 1 1
## 5727-MYATE 5729-KLZAR 5730-DBDSI 5730-RIITO 5732-IKGQH 5734-EJKXG
## 1 1 1 1 1 1
## 5736-YEJAX 5740-YHGTW 5743-KHMNA 5747-PMBSQ 5748-RNCJT 5751-USDBL
## 1 1 1 1 1 1
## 5753-QQWPW 5756-JYOJT 5756-OZRIO 5759-RCVCB 5760-FXFVO 5760-IFJOZ
## 1 1 1 1 1 1
## 5760-WRAHC 5762-TJXGK 5766-FTRTS 5766-XQXMQ 5766-ZJYBB 5774-QPLTF
## 1 1 1 1 1 1
## 5774-XZTQC 5777-KJIRB 5777-ZPQNC 5778-BVOFB 5780-INQIK 5781-BKHOP
## 1 1 1 1 1 1
## 5781-RFZRP 5787-KXGIY 5788-YPOEG 5789-LDFXO 5791-KAJFD 5792-JALQC
## 1 1 1 1 1 1
## 5793-YOLJN 5795-BKOYE 5795-KTGUD 5797-APWZC 5799-JRCZO 5802-ADBRC
## 1 1 1 1 1 1
## 5803-NQJZO 5804-HYIEZ 5804-JMYIO 5804-LEPIM 5808-TOTXO 5811-IWXYM
## 1 1 1 1 1 1
## 5813-UECBU 5815-HGGHV 5816-JMLGY 5816-QVHRX 5816-SCGFC 5820-PTRYM
## 1 1 1 1 1 1
## 5821-MMEIL 5825-XJOCM 5827-MWCZK 5828-AVIPD 5828-DWPIL 5829-NVSQN
## 1 1 1 1 1 1
## 5832-EXGTT 5832-TRLPB 5832-XKAES 5834-ASPWA 5835-BEQEU 5837-LXSDN
## 1 1 1 1 1 1
## 5839-SUYVZ 5840-NVDCG 5842-POCOP 5843-TTHGI 5844-QVTAT 5845-BZZIB
## 1 1 1 1 1 1
## 5846-ABOBJ 5846-NEQVZ 5846-QFDFI 5847-MXBEO 5848-FHRFC 5849-ASHZJ
## 1 1 1 1 1 1
## 5850-BDWCY 5854-KSRBJ 5855-EIBDE 5857-TYBCJ 5857-XRECV 5858-EAFCZ
## 1 1 1 1 1 1
## 5859-HZYLF 5862-BRIXZ 5863-OOKCL 5868-CZJDR 5868-YTYKS 5868-YWPDW
## 1 1 1 1 1 1
## 5871-DGTXZ 5872-OEQNH 5875-YPQFJ 5876-HZVZM 5876-QMYLD 5879-HMFFH
## 1 1 1 1 1 1
## 5879-SESNB 5882-CMAZQ 5883-GTGVD 5884-FBCTL 5884-GCYMI 5886-VLQVU
## 1 1 1 1 1 1
## 5887-IKKYO 5889-JTMUL 5889-LFOLL 5893-KCLGT 5893-PYOLZ 5895-QSXOD
## 1 1 1 1 1 1
## 5896-NPFWW 5897-ZYEKH 5898-IGSLP 5899-MQZZL 5899-OUVKV 5902-WBLSE
## 1 1 1 1 1 1
## 5906-BFOZT 5906-CVLHP 5906-DVAPM 5908-QMGOE 5909-ECHUI 5913-INRQV
## 1 1 1 1 1 1
## 5914-DVBWJ 5914-GXMDA 5914-XRFQB 5915-ANOEI 5915-DGNVC 5916-QEWPT
## 1 1 1 1 1 1
## 5917-HBSDW 5917-RYRMG 5918-VUKWP 5919-TMRGD 5919-VCZYM 5921-NGYRH
## 1 1 1 1 1 1
## 5922-ABDVO 5923-GXUOC 5924-IFQTT 5924-SNGKP 5928-QLDHB 5930-GBIWP
## 1 1 1 1 1 1
## 5931-FLJJF 5934-RMPOV 5934-TSSAU 5935-FCCNB 5937-EORGB 5939-SXWHM
## 1 1 1 1 1 1
## 5939-XAIXZ 5940-AHUHD 5940-NFXKV 5944-UGLLK 5945-AZYHT 5947-SGKCL
## 1 1 1 1 1 1
## 5948-UJZLF 5949-EBSQK 5949-HGVJL 5949-XIKAE 5950-AAAGJ 5951-AOFIH
## 1 1 1 1 1 1
## 5954-BDFSG 5955-EPOAZ 5955-ERIHD 5956-VKDTT 5956-YHHRX 5959-BELXA
## 1 1 1 1 1 1
## 5960-MVTUK 5960-WPXQM 5961-VUSRV 5965-GGPRW 5966-EMAZU 5968-HYJRZ
## 1 1 1 1 1 1
## 5968-VXZLG 5968-XQIVE 5970-GHJAW 5973-EJGDP 5975-BAICR 5976-JCJRH
## 1 1 1 1 1 1
## 5977-CKHON 5980-BDHPY 5980-NOPLP 5981-ITEMU 5981-ZVXOT 5982-FPVQN
## 1 1 1 1 1 1
## 5982-PSMKW 5982-XMDEX 5985-BEHZK 5985-TBABQ 5986-WWXDV 5989-AXPUC
## 1 1 1 1 1 1
## 5989-OMNJE 5989-PGKJB 5993-BQHEA 5993-JSUWV 5995-LFTLE 5995-OIGLP
## 1 1 1 1 1 1
## 5995-SNNEW 5995-WWKKG 5996-DAOQL 5996-EBTKM 5996-NRVXR 5997-OPVFA
## 1 1 1 1 1 1
## 5998-DZLYR 5998-VVEJY 5999-LCXAO 6000-APYLU 6000-UKLWI 6005-OBZPH
## 1 1 1 1 1 1
## 6007-TCTST 6008-NAIXK 6010-DDPPW 6013-BHCAW 6015-VVHHE 6016-LVTJQ
## 1 1 1 1 1 1
## 6016-NXBNJ 6017-PPLPX 6022-KOUQO 6022-UGGSO 6023-GSSXW 6023-YEBUP
## 1 1 1 1 1 1
## 6024-RUGGH 6029-CSMJE 6029-WTIPC 6030-REHUX 6032-IGALN 6032-KRXXO
## 1 1 1 1 1 1
## 6034-YMTOB 6034-ZRYCV 6035-BXTTY 6035-RIIOM 6036-TTFYU 6038-GCYEC
## 1 1 1 1 1 1
## 6040-CGACY 6047-SUHPR 6047-YHPVI 6048-NJXHX 6048-QBXKL 6048-UWKAL
## 1 1 1 1 1 1
## 6050-FFXES 6050-IJRHS 6051-PTVNS 6060-DRTNL 6060-QBMGV 6061-GWWAV
## 1 1 1 1 1 1
## 6061-PQHMK 6064-PUPMC 6064-ZATLR 6067-NGCEU 6072-NUQCB 6075-QMNRR
## 1 1 1 1 1 1
## 6075-SLNIL 6077-BDPXA 6078-VESFR 6080-LNESI 6080-TCMYC 6082-GLJIX
## 1 1 1 1 1 1
## 6082-OQFBA 6086-ESGRL 6087-MVHJH 6087-YPWHO 6088-BXMRG 6092-QZVPP
## 1 1 1 1 1 1
## 6094-ZIVKX 6096-EGVTU 6097-EQISJ 6100-FJZDG 6100-QQHEB 6101-IMRMM
## 1 1 1 1 1 1
## 6103-BOCOU 6103-LIANB 6103-QCKFX 6108-OQZDQ 6110-OHIHY 6112-KTHFQ
## 1 1 1 1 1 1
## 6114-TCFID 6115-ZTBFQ 6116-RFVHN 6119-SPUDB 6120-RJKLU 6121-TNHBO
## 1 1 1 1 1 1
## 6121-VZNQB 6122-EFVKN 6122-LJADA 6124-ACRHJ 6127-ISGTU 6127-IYJOZ
## 1 1 1 1 1 1
## 6128-AQBMT 6128-CZOMY 6128-DAFVY 6131-FOYAS 6131-IUNXN 6131-JLWZM
## 1 1 1 1 1 1
## 6133-OZILE 6134-KWTBV 6135-OZQVA 6137-MFAJN 6137-NICCO 6139-ZZRBQ
## 1 1 1 1 1 1
## 6140-QNRQQ 6141-OOXUQ 6142-VSJQO 6143-JQKEA 6145-NNPNO 6147-CBCRA
## 1 1 1 1 1 1
## 6152-ONASV 6156-UZDLF 6158-DWPZT 6158-HDPXZ 6161-ERDGD 6161-UUUTA
## 1 1 1 1 1 1
## 6164-HAQTX 6164-HXUGH 6166-ILMNY 6166-YIPFO 6168-WFVVF 6168-YBYNP
## 1 1 1 1 1 1
## 6169-PGNCD 6169-PPETC 6171-ZTVYB 6172-FECYY 6173-GOLSU 6173-ITPWD
## 1 1 1 1 1 1
## 6174-NRBTZ 6175-IRFIT 6176-YJWAS 6177-PEVRA 6178-KFNHS 6179-GJPSO
## 1 1 1 1 1 1
## 6180-YBIQI 6181-AXXYF 6184-DYUOB 6185-TASNN 6188-UXBBR 6194-HBGQN
## 1 1 1 1 1 1
## 6195-MELTI 6196-HBOBZ 6198-PNNSZ 6198-RTPMF 6198-ZFIOJ 6199-IPCAO
## 1 1 1 1 1 1
## 6199-IWKGC 6202-DYYFX 6202-JVYEU 6203-HBZPA 6204-IEUXJ 6207-WIOLX
## 1 1 1 1 1 1
## 6210-KBBPI 6211-WHMYA 6211-WWLTF 6212-ATMLK 6214-EDAKZ 6215-NQCPY
## 1 1 1 1 1 1
## 6217-KDYWC 6217-TOWGS 6218-KNUBD 6221-AVQYL 6223-DHJGV 6227-FBDXH
## 1 1 1 1 1 1
## 6227-HWPWX 6229-LSCKB 6229-UOLQL 6230-BSUXY 6231-WFGFH 6233-HXJMX
## 1 1 1 1 1 1
## 6234-PFPXL 6234-RAAPL 6235-VDHOM 6240-EURKS 6242-FEGFD 6242-MBHPK
## 1 1 1 1 1 1
## 6242-SGYTS 6243-OZGFH 6244-BESBM 6248-BSHKG 6248-TKCQV 6250-CGGUN
## 1 1 1 1 1 1
## 6252-DFGTK 6253-GNHWH 6253-WRFHY 6257-DTAYD 6257-RJOHI 6258-NGCNG
## 1 1 1 1 1 1
## 6258-PVZWJ 6259-WJQLC 6260-ONULR 6260-XLACS 6261-LHRTG 6261-RCVNS
## 1 1 1 1 1 1
## 6265-FRMTQ 6265-SXWBU 6266-QHOJZ 6267-DCFFZ 6270-OMFIW 6275-YDUVO
## 1 1 1 1 1 1
## 6278-FEPBZ 6281-FKEWS 6283-GITPX 6284-AHOOQ 6284-KMNUF 6285-FTQBF
## 1 1 1 1 1 1
## 6286-SUUWT 6286-ZHAOK 6288-CHQJB 6288-LBEAR 6289-CPNLD 6292-TOSSS
## 1 1 1 1 1 1
## 6295-OSINB 6296-DDOOR 6297-NOOPG 6298-QDFNH 6300-BWMJX 6302-JGYRJ
## 1 1 1 1 1 1
## 6303-KFWSL 6304-IJFSQ 6305-YLBMM 6308-CQRBU 6311-UEUME 6313-GIDIT
## 1 1 1 1 1 1
## 6317-YPKDH 6319-IEJWJ 6319-QSUSR 6322-HRPFA 6322-PJJDJ 6323-AYBRX
## 1 1 1 1 1 1
## 6326-MTTXK 6328-ZPBGN 6330-JKLPC 6331-EWIEB 6331-LWDTQ 6332-FBZRI
## 1 1 1 1 1 1
## 6333-YDVLT 6338-AVWCY 6339-DKLMK 6339-RZCBJ 6339-TBELP 6339-YPSAH
## 1 1 1 1 1 1
## 6340-DACFT 6341-AEVKX 6341-JVQGF 6344-SFJVH 6345-FZOQH 6345-HOVES
## 1 1 1 1 1 1
## 6345-ULYRW 6347-DCUIK 6348-SNFUS 6349-JDHQP 6350-XFYGW 6351-SCJKT
## 1 1 1 1 1 1
## 6352-GIGGQ 6352-TWCAU 6353-BRMMA 6356-ELRKD 6357-JJPQT 6358-LYNGM
## 1 1 1 1 1 1
## 6360-SVNWV 6362-QHAFM 6365-HITVU 6365-MTGZX 6366-XIVKZ 6366-ZGQGL
## 1 1 1 1 1 1
## 6368-NWMCE 6368-TZZDT 6369-MCAKO 6370-ZVHDV 6371-NZYEG 6372-RFVNS
## 1 1 1 1 1 1
## 6374-AFWOX 6374-NTQLP 6376-GAHQE 6377-KSLXC 6377-WHAOX 6379-RXJRQ
## 1 1 1 1 1 1
## 6380-ARCEH 6383-ZTSIW 6384-VMJHP 6386-SZZKH 6388-TABGU 6390-DSAZX
## 1 1 1 1 1 1
## 6393-WRYZE 6394-HHHZM 6394-MFYNG 6397-JNZZG 6400-BWQKW 6402-EJMWF
## 1 1 1 1 1 1
## 6402-SSEJG 6402-ZFPPI 6407-GSJNL 6407-UTSLV 6408-OTUBZ 6408-WHTEF
## 1 1 1 1 1 1
## 6410-LEFEN 6413-XKKPU 6416-JNVRK 6416-TVAIH 6416-YJTTB 6418-HNFED
## 1 1 1 1 1 1
## 6418-PIQSP 6419-ZTTLE 6421-SZVEM 6424-ELEYH 6425-JWTDV 6425-YQLLO
## 1 1 1 1 1 1
## 6427-FEFIG 6429-SHBCB 6432-TWQLB 6434-TTGJP 6435-SRWBJ 6435-VWCCY
## 1 1 1 1 1 1
## 6437-UDQJM 6437-UKHMV 6439-GTPCA 6439-LAJXL 6439-PKTRR 6440-DKQGE
## 1 1 1 1 1 1
## 6445-TNRXS 6447-EGDIV 6447-GORXK 6457-GIRWB 6457-USBER 6458-CYIDZ
## 1 1 1 1 1 1
## 6461-PPAXN 6461-SZMCV 6463-HHXJR 6463-MVYRY 6464-KEXXH 6465-GSRCL
## 1 1 1 1 1 1
## 6467-CHFZW 6469-MRVET 6469-QJKZW 6473-ULUHT 6474-FVJLC 6475-VHUIZ
## 1 1 1 1 1 1
## 6476-EPYZR 6476-YHMGA 6478-HRRCZ 6479-OAUSD 6479-SZPLM 6479-VDGRK
## 1 1 1 1 1 1
## 6480-YAGIY 6481-ESCNL 6481-LXPWL 6481-OGDOO 6483-OATDN 6484-LATFU
## 1 1 1 1 1 1
## 6485-QXWWE 6486-LHTMA 6490-FGZAT 6496-JDSSB 6496-SLWHQ 6497-TILVL
## 1 1 1 1 1 1
## 6500-JVEGC 6502-HCJTI 6502-KUGLL 6502-MJQAE 6504-VBLFL 6505-OZNPG
## 1 1 1 1 1 1
## 6506-EYCNH 6507-DTJZV 6507-ZJSUR 6508-NJYRO 6509-TSGWN 6510-UPNKS
## 1 1 1 1 1 1
## 6513-EECDB 6516-NKQBO 6518-KZXCB 6518-LGAOV 6518-PPLMZ 6519-CFDBX
## 1 1 1 1 1 1
## 6519-ZHPXP 6521-YYTYI 6522-OIQSX 6522-YRBXD 6527-PZFPV 6532-YLWSI
## 1 1 1 1 1 1
## 6537-OTKMY 6537-QLGEX 6538-POCHL 6542-LWGXJ 6543-CPZMK 6543-JXSOO
## 1 1 1 1 1 1
## 6543-XRMYR 6546-OPBBH 6549-BTYPG 6549-NNDYT 6549-YMFAW 6551-GNYDG
## 1 1 1 1 1 1
## 6551-VLJMV 6551-ZCOTS 6556-DBKZF 6557-BZXLQ 6559-ILWKJ 6559-PDZLR
## 1 1 1 1 1 1
## 6559-RAKOZ 6563-VNPMN 6563-VRERX 6567-HOOPW 6568-POCUI 6569-KTMDU
## 1 1 1 1 1 1
## 6572-ADKRS 6574-MCOEH 6575-SUVOI 6576-FBXOJ 6578-KRMAW 6579-JPICP
## 1 1 1 1 1 1
## 6581-NQCBA 6582-OIVSP 6582-PLFUU 6583-KQJLK 6583-QGCSI 6583-SZVGP
## 1 1 1 1 1 1
## 6584-VQMYT 6585-WCEWR 6586-MYGKD 6586-PSJOX 6591-QGOYB 6595-COKXZ
## 1 1 1 1 1 1
## 6595-YGXIT 6598-KELSS 6598-RFFVI 6599-CEBNN 6599-GZWCM 6599-RCLCJ
## 1 1 1 1 1 1
## 6599-SFQVE 6603-QWSPR 6603-YRDCJ 6608-QQLVK 6609-MXJHJ 6614-FHDBO
## 1 1 1 1 1 1
## 6614-VBEGU 6614-YOLAC 6614-YWYSC 6615-NGGZJ 6615-ZGEDR 6616-AALSR
## 1 1 1 1 1 1
## 6617-WLBQC 6618-RYATB 6619-RPLQZ 6620-HVDUJ 6620-JDYNW 6621-NRZAK
## 1 1 1 1 1 1
## 6621-YOBKI 6624-JDRDS 6625-FLENO 6625-IUTTT 6625-UTXEW 6627-CFOSN
## 1 1 1 1 1 1
## 6629-CZTTH 6629-LADHQ 6630-UJZMY 6631-HMANX 6633-MPWBS 6633-SYEUS
## 1 1 1 1 1 1
## 6635-CPNUN 6635-MYYYZ 6637-KYRCV 6641-XRPSU 6645-MXQJT 6646-JPPHA
## 1 1 1 1 1 1
## 6646-QVXLR 6646-VRFOL 6647-ZEDXT 6648-INWPS 6650-BWFRT 6650-VJONK
## 1 1 1 1 1 1
## 6651-AZVTJ 6651-RLGGM 6652-YFFJO 6653-CBBOM 6654-QGBZZ 6655-LHBYW
## 1 1 1 1 1 1
## 6656-GULJQ 6656-JWRQX 6661-EIPZC 6661-HBGWL 6663-JOCQO 6664-FPDAC
## 1 1 1 1 1 1
## 6668-CNMFP 6670-MFRPK 6671-NGWON 6674-KVJHG 6680-NENYN 6680-WKXRZ
## 1 1 1 1 1 1
## 6681-ZSEXG 6682-QJDGB 6682-VCIXC 6683-VLCTZ 6685-GBWJZ 6685-XSHHU
## 1 1 1 1 1 1
## 6686-YPGHK 6688-UZPWD 6689-KXGBO 6689-TCZHQ 6689-VRRTK 6691-CCIHA
## 1 1 1 1 1 1
## 6692-UDPJC 6692-YQHXC 6693-DJWTY 6693-FRIRW 6695-AMZUF 6695-FRVEC
## 1 1 1 1 1 1
## 6696-YDAYZ 6698-OXETB 6701-DHKWQ 6701-YVNQG 6702-OHFWR 6704-UTUKK
## 1 1 1 1 1 1
## 6705-LNMDD 6705-LXORM 6710-HSJRD 6711-FLDFB 6711-VTNRE 6712-OAWRH
## 1 1 1 1 1 1
## 6713-OKOMC 6715-OFDBP 6718-BDGHG 6719-FGEDO 6719-OXYBR 6723-CEGQI
## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
## 8580-AECUZ 8580-QVLOC 8582-KRHPJ 8584-KMVXD 8587-XYZSF 8590-OHDIW
## 1 1 1 1 1 1
## 8590-YFFQO 8591-NXRCV 8591-TKMZH 8592-PLTMQ 8593-WHYHV 8595-SIZNC
## 1 1 1 1 1 1
## 8597-CTXVJ 8597-CWYHH 8601-QACRS 8603-IJWDN 8605-ITULD 8606-CIQUL
## 1 1 1 1 1 1
## 8606-OEGQZ 8608-OZTLB 8610-WFCJF 8610-ZIKJJ 8612-GXIDD 8614-VGMMV
## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
## 8631-XVRZL 8634-CILSZ 8634-MPHTR 8637-XJIVR 8639-NHQEI 8640-SDGKB
## 1 1 1 1 1 1
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## 1 1 1 1 1 1
## 8647-SDTWQ 8648-PFRMP 8650-RHRKE 8651-ENBZX 8652-YHIYU 8654-DHAOW
## 1 1 1 1 1 1
## 8659-HDIYE 8659-IOOPU 8660-BUETV 8661-BOYNW 8663-UPDGF 8665-UTDHZ
## 1 1 1 1 1 1
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## 1 1 1 1 1 1
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## 1 1 1 1 1 1
## 8685-WHQPW 8687-BAFGU 8690-UPCZI 8690-ZVLCL 8695-ARGXZ 8695-WDYEA
## 1 1 1 1 1 1
## 8696-JKZNU 8699-ASUFO 8701-DGLVH 8705-DWKTI 8705-WZCYL 8706-HRADD
## 1 1 1 1 1 1
## 8707-HOEDG 8707-RMEZH 8708-XPXHZ 8709-KRDVL 8710-YGLWG 8711-LOBKY
## 1 1 1 1 1 1
## 8713-IGZSO 8714-CTZJW 8714-EUHJO 8715-KKTFG 8717-VCTXJ 8718-PTMEZ
## 1 1 1 1 1 1
## 8720-RQSBJ 8722-NGNBH 8722-PRFDV 8725-JEDFD 8727-JQFHV 8727-XDPUD
## 1 1 1 1 1 1
## 8728-SKJLR 8731-WBBMB 8734-DKSTZ 8734-FNWVH 8735-DCXNF 8735-IJJEG
## 1 1 1 1 1 1
## 8735-NBLWT 8735-SDUFN 8738-JOKAR 8739-QOTTN 8739-WWKDU 8739-XNIKG
## 1 1 1 1 1 1
## 8740-CRYFY 8740-XLHDR 8741-LQOBK 8745-PVESG 8746-BFOAJ 8746-OQQRW
## 1 1 1 1 1 1
## 8747-UDCOI 8748-HFWBO 8749-CLJXC 8749-JMNKX 8749-TZYEC 8750-QWZAJ
## 1 1 1 1 1 1
## 8751-EDEKA 8752-GHJFU 8752-IMQOS 8752-STIVR 8755-IWJHN 8755-OGKNA
## 1 1 1 1 1 1
## 8756-RDDLT 8757-TFHHJ 8760-ZRHKE 8761-NSOBC 8763-KIAFH 8766-PAFNE
## 1 1 1 1 1 1
## 8769-KKTPH 8773-HHUOZ 8774-GSBUN 8775-CEBBJ 8775-ERLNB 8775-LHDJH
## 1 1 1 1 1 1
## 8777-MBMTS 8777-PVYGU 8778-LMWTJ 8779-QRDMV 8779-YIQQA 8780-IHCRN
## 1 1 1 1 1 1
## 8780-IXSTS 8780-RSYYU 8780-YRMTT 8782-LKFPK 8782-NUUOL 8784-CGILN
## 1 1 1 1 1 1
## 8785-CJSHH 8785-EPNCG 8788-DOXSU 8791-GFXLZ 8792-AOROI 8799-OXZMD
## 1 1 1 1 1 1
## 8800-JOOCF 8800-ZKRFW 8802-UNOJF 8805-JNRAZ 8806-EAGWC 8807-ARQET
## 1 1 1 1 1 1
## 8807-OPMBM 8808-ELEHO 8809-RIHDD 8809-XKHMD 8812-ZRHFP 8815-LMFLX
## 1 1 1 1 1 1
## 8816-VXNZD 8818-DOPVL 8818-XYFCQ 8819-IMISP 8819-WFGGJ 8819-ZBYNA
## 1 1 1 1 1 1
## 8821-KVZKQ 8821-XNHVZ 8822-KNBHV 8823-RLPWL 8824-RWFXJ 8835-VSDSE
## 1 1 1 1 1 1
## 8837-VVWLQ 8838-GPHZP 8840-DQLGN 8844-TONUD 8845-LWKGE 8847-GEOOQ
## 1 1 1 1 1 1
## 8849-AYPTR 8849-GYOKR 8849-PRIQJ 8851-RAGOV 8853-TZDGH 8854-CCVSQ
## 1 1 1 1 1 1
## 8857-CUPFQ 8859-AXJZP 8859-DZTGQ 8859-YSTWS 8861-HGGKB 8865-TNMNX
## 1 1 1 1 1 1
## 8868-GAGIO 8868-WOZGU 8869-LIHMK 8869-TORSS 8871-JLMHM 8873-GLDMH
## 1 1 1 1 1 1
## 8873-TMKGR 8874-EJNSR 8875-AKBYH 8878-HMWBV 8878-RYUKI 8879-XUAHX
## 1 1 1 1 1 1
## 8879-ZKJOF 8882-TLVRW 8883-ANODQ 8883-GRDWQ 8884-ADFVN 8884-FEEWR
## 1 1 1 1 1 1
## 8884-MRNSU 8885-QSQBX 8887-IPQNC 8894-JVDCV 8896-BQTTI 8896-RAZCR
## 1 1 1 1 1 1
## 8898-KASCD 8901-HJXTF 8901-UPRHR 8902-ZEOVF 8903-WMRNW 8903-XEBGX
## 1 1 1 1 1 1
## 8904-OPDCK 8905-IAZPF 8908-NMQTX 8908-SLFCJ 8909-BOLNL 8910-ICHIU
## 1 1 1 1 1 1
## 8910-LEDAG 8914-RBTSB 8915-NNTRC 8917-FAEMR 8917-SZTTJ 8919-FYFQZ
## 1 1 1 1 1 1
## 8920-NAVAY 8922-LIEGH 8922-NPKBJ 8929-KSWIH 8930-XOTDP 8931-GJJIQ
## 1 1 1 1 1 1
## 8932-CZHRQ 8937-RDTHP 8938-UMKPI 8942-DBMHZ 8943-URTMR 8944-AILEF
## 1 1 1 1 1 1
## 8945-GRKHX 8945-MUQUF 8946-BFWSG 8947-YRTDV 8949-JTMAY 8950-MTZNV
## 1 1 1 1 1 1
## 8952-WCVCD 8957-THMOA 8958-JPTRR 8961-QDZZJ 8963-JLGJT 8963-MQVYN
## 1 1 1 1 1 1
## 8966-KZXXA 8966-OIQHG 8966-SNIZF 8967-SZQAS 8969-PRHFK 8970-ANWXO
## 1 1 1 1 1 1
## 8972-HJWNV 8974-OVACP 8975-SKGRX 8976-OQHGT 8979-CAMGB 8980-WQFWL
## 1 1 1 1 1 1
## 8981-FJGLA 8982-NHAVY 8984-EYLLL 8984-HPEMB 8985-OOPOS 8988-ECPJR
## 1 1 1 1 1 1
## 8990-YOZLV 8990-ZXLSU 8992-CEUEN 8992-JQYUN 8992-OBVDG 8992-VONJD
## 1 1 1 1 1 1
## 8993-IZEUX 8993-PHFWD 8996-ZROXE 8999-BOHSE 8999-EXMNO 8999-XXGNS
## 1 1 1 1 1 1
## 8999-YPYBV 9000-PLFUZ 9003-CPATH 9013-AQORL 9018-PCIOK 9019-QVLZD
## 1 1 1 1 1 1
## 9025-AOMKI 9025-ZRPVR 9026-LHEVG 9026-RNUJS 9027-TMATR 9027-YFHQJ
## 1 1 1 1 1 1
## 9028-LIHRP 9029-FEGVJ 9030-QGZNL 9031-ZVQPT 9033-EOXWV 9036-CSKBW
## 1 1 1 1 1 1
## 9039-RBEEE 9039-ZVJDC 9040-KZVWO 9046-DQMTP 9046-JBFWA 9048-JVYVF
## 1 1 1 1 1 1
## 9050-IKDZA 9050-QLROH 9052-DHNKM 9052-VKDUW 9053-EJUNL 9053-JZFKV
## 1 1 1 1 1 1
## 9054-FOWNV 9055-MOJJJ 9057-MSWCO 9057-SIHCH 9058-CBREO 9058-HRZSV
## 1 1 1 1 1 1
## 9058-MJLZC 9060-HJJRW 9061-TIHDA 9063-ZGTUY 9065-ZCPQX 9066-QRSDU
## 1 1 1 1 1 1
## 9067-SQTNS 9067-YGSCA 9068-FHQHD 9068-VPWQQ 9069-LGEUL 9070-BCKQP
## 1 1 1 1 1 1
## 9073-ZZIAY 9074-KGVOX 9076-AXYIK 9079-LWTFD 9079-YEXQJ 9081-WWXKP
## 1 1 1 1 1 1
## 9084-OAYKL 9086-YJYXS 9087-EYCPR 9089-UOWJG 9090-SGQXL 9091-WTUUY
## 1 1 1 1 1 1
## 9092-GDZKO 9093-FPDLG 9094-AZPHK 9095-HFAFX 9097-ZUBYC 9099-FTUHS
## 1 1 1 1 1 1
## 9101-BWFSS 9101-NTIXF 9102-IAYHT 9102-OXKFY 9103-CXVOK 9103-TCIHJ
## 1 1 1 1 1 1
## 9107-UKCKY 9108-EJFJP 9108-EQPNQ 9110-HSGTV 9112-WSNPU 9114-AAFQH
## 1 1 1 1 1 1
## 9114-DPSIA 9114-VEPUF 9115-YQHGA 9117-SHLZX 9121-PHQSR 9122-UMROB
## 1 1 1 1 1 1
## 9124-LHCJQ 9127-FHJBZ 9127-QRZMH 9128-CPXKI 9129-UXERG 9133-AYJZG
## 1 1 1 1 1 1
## 9134-CEQMF 9134-WYRVP 9135-HSWOC 9135-MGVPY 9136-ALYBR 9137-NOQKA
## 1 1 1 1 1 1
## 9137-UIYPG 9138-EFSMO 9139-TWBAS 9139-WQQDY 9140-CZQZZ 9142-KZXOP
## 1 1 1 1 1 1
## 9142-XMYJH 9143-CANJF 9146-JRIOX 9150-HEPMB 9150-KPBJQ 9152-AMKAK
## 1 1 1 1 1 1
## 9153-BTBVV 9154-QDGTH 9158-VCTQB 9163-GHAYE 9167-APMXZ 9168-INPSZ
## 1 1 1 1 1 1
## 9169-BSVIN 9170-ARBTB 9170-CCKOU 9170-GYZJC 9172-ANCRX 9172-JITSM
## 1 1 1 1 1 1
## 9173-IVZVP 9174-FKWZE 9174-IHETN 9178-JHUVJ 9184-GALIL 9185-TQCVP
## 1 1 1 1 1 1
## 9189-JWSHV 9190-MFJLN 9191-MYQKX 9194-GFVOI 9199-PWQVC 9200-NLNPD
## 1 1 1 1 1 1
## 9206-GVPEQ 9207-ZPANB 9208-OLGAQ 9209-NWPGU 9210-IAHGH 9214-EKVXR
## 1 1 1 1 1 1
## 9220-CXRSC 9220-ZNKJI 9221-OTIVJ 9223-UCPVT 9224-VTYID 9225-BZLNZ
## 1 1 1 1 1 1
## 9227-LUNBG 9227-UAQFT 9227-YBAXE 9229-RQABD 9231-ZJYAM 9233-PSYHO
## 1 1 1 1 1 1
## 9236-NDUCW 9237-HQITU 9239-GZHZE 9239-ZBZZV 9242-TKFSV 9244-ZVAPM
## 1 1 1 1 1 1
## 9248-OJYKK 9249-FXSCK 9250-WYPLL 9251-AWQGT 9251-WNSOD 9253-QXKBE
## 1 1 1 1 1 1
## 9253-VIFJQ 9254-RBFON 9256-JTBNZ 9257-AZMTZ 9258-CNWAC 9259-PACGQ
## 1 1 1 1 1 1
## 9261-WDCAF 9269-CQOOL 9272-LSVYH 9274-CNFMO 9274-UARKJ 9277-JOOMO
## 1 1 1 1 1 1
## 9278-VZKCD 9279-CJEOJ 9281-CEDRU 9281-OFDMF 9281-PKKZE 9282-IZGQK
## 1 1 1 1 1 1
## 9283-LZQOH 9286-BHDQG 9286-DOJGF 9289-LBQVU 9290-SHCMB 9294-TDIPC
## 1 1 1 1 1 1
## 9297-EONCV 9297-FVVDH 9298-WGMRW 9300-AGZNL 9300-RENDD 9305-CDSKC
## 1 1 1 1 1 1
## 9306-CPCBC 9308-ANMVE 9309-BZGNT 9313-CDOGY 9313-QOLTZ 9314-IJWSQ
## 1 1 1 1 1 1
## 9314-QDMDW 9317-WZPGV 9318-NKNFC 9323-HGFWY 9327-QSDED 9330-DHBFL
## 1 1 1 1 1 1
## 9330-IJWIO 9330-VOFSZ 9332-GYWLO 9334-GWGOW 9337-SRRNI 9339-FIIJL
## 1 1 1 1 1 1
## 9342-VNIMQ 9347-AERRL 9348-ROUAI 9348-YVOMK 9350-VLHMB 9350-ZXYJC
## 1 1 1 1 1 1
## 9351-HXDMR 9351-LZYGF 9355-NPPFS 9356-AXGMP 9357-UJRUN 9359-JANWS
## 1 1 1 1 1 1
## 9359-UGBTK 9360-AHGNL 9360-OMDZZ 9361-YNQWJ 9362-MWODR 9364-YKUVW
## 1 1 1 1 1 1
## 9365-CSLBQ 9365-SRSZE 9367-OIUXP 9367-TCUYN 9367-WXLCH 9369-XFEHK
## 1 1 1 1 1 1
## 9371-BITHB 9372-TXXPS 9373-WSLOY 9374-YOLBJ 9375-MHRRS 9378-FXTIZ
## 1 1 1 1 1 1
## 9381-NDKME 9385-EHGDO 9385-NXKDA 9386-LDCZR 9388-ZEYVT 9389-ACWBI
## 1 1 1 1 1 1
## 9391-DXGGG 9391-EOYLI 9391-LMANN 9391-TTOYH 9391-YZEJW 9392-XBGTD
## 1 1 1 1 1 1
## 9396-ZSFLL 9397-TZSHA 9398-MMQTO 9399-APLBT 9402-CXWPL 9402-ORRAH
## 1 1 1 1 1 1
## 9402-ROUMJ 9405-GPBBG 9408-HRXRK 9408-SSNVZ 9411-TPQQV 9412-ARGBX
## 1 1 1 1 1 1
## 9412-GHEEC 9415-DPEWS 9415-TPKRV 9415-ZNBSX 9418-RUKPH 9419-IPPBE
## 1 1 1 1 1 1
## 9420-LOJKX 9424-CMPOG 9426-SXNHE 9430-FRQOC 9430-NKQLY 9432-RUVSL
## 1 1 1 1 1 1
## 9432-VOFYX 9435-JMLSX 9436-ZBZCT 9441-QHEVC 9442-JTWDL 9443-JUBUO
## 1 1 1 1 1 1
## 9444-JTXHZ 9445-SZLCH 9445-ZUEQE 9447-YPTBX 9448-REEVD 9450-TRJUU
## 1 1 1 1 1 1
## 9451-LPGOO 9451-WLYRI 9453-PATOS 9462-MJUAW 9465-RWMXL 9467-ROOLM
## 1 1 1 1 1 1
## 9469-WEJBT 9470-RTWDV 9470-XCCEM 9470-YFUYI 9473-CBZOP 9474-PHLYD
## 1 1 1 1 1 1
## 9475-NNDGC 9477-LGWQI 9479-HYNYL 9480-BQJEI 9481-IEBZY 9481-SFCQY
## 1 1 1 1 1 1
## 9481-WHGWY 9483-GCPWE 9488-FVZCC 9488-FYQAU 9488-HGMJH 9489-DEDVP
## 1 1 1 1 1 1
## 9489-JMTTN 9489-UTFKA 9490-DFPMD 9492-TOKRI 9494-BDNNC 9494-MRNYX
## 1 1 1 1 1 1
## 9495-REDIY 9495-SKLKD 9496-IVVRP 9497-QCMMS 9498-FIMXL 9499-XPZXM
## 1 1 1 1 1 1
## 9500-IWPXQ 9500-LTVBP 9500-WBGRP 9501-UKKNL 9503-XJUME 9504-DSHWM
## 1 1 1 1 1 1
## 9504-YAZWB 9505-SQFSW 9506-UXUSK 9507-EXLTT 9507-HSMMZ 9508-ILZDG
## 1 1 1 1 1 1
## 9509-MPYOD 9512-PHSMG 9512-UIBFX 9513-DXHDA 9514-JDSKI 9518-IMLHK
## 1 1 1 1 1 1
## 9518-RWHZL 9518-XXBXE 9522-BNTHX 9522-ZSINC 9524-EGPJC 9526-BIHHD
## 1 1 1 1 1 1
## 9526-JAWYF 9529-OFXHY 9530-EHPOH 9530-GRMJG 9531-NSBMR 9534-NSXEM
## 1 1 1 1 1 1
## 9537-JALFH 9537-VHDTA 9540-JYROE 9541-PWTWO 9541-ZPSEA 9544-PYPSJ
## 1 1 1 1 1 1
## 9546-CQJSU 9546-KDTRB 9547-ITEFG 9548-LERKT 9548-LIGTA 9548-ZMVTX
## 1 1 1 1 1 1
## 9552-TGUZV 9553-DLCLU 9554-DFKIC 9555-SAHUZ 9558-IHEZX 9560-ARGQJ
## 1 1 1 1 1 1
## 9560-BBZXK 9564-KCLHR 9565-AXSMR 9565-DJPIB 9565-FLVCG 9565-JSNFM
## 1 1 1 1 1 1
## 9570-KYEUA 9571-EDEBV 9572-MTILT 9572-WUKSB 9574-BOSMD 9574-RKJIF
## 1 1 1 1 1 1
## 9575-IWCAZ 9576-ANLXO 9576-SYUHJ 9577-WJVCQ 9578-FOMUK 9578-VRMNM
## 1 1 1 1 1 1
## 9581-GVBXT 9584-EXCDZ 9585-KKMFD 9586-JGQKH 9588-OZDMQ 9588-YRFHY
## 1 1 1 1 1 1
## 9589-ABEPT 9591-YVTEB 9592-ERDKV 9593-CVZKR 9600-NAXZN 9600-UDOPK
## 1 1 1 1 1 1
## 9601-BRXPO 9602-WCXPI 9603-OAIHC 9605-WGJVW 9606-PBKBQ 9609-BENEA
## 1 1 1 1 1 1
## 9610-WCESF 9611-CTWIH 9614-RMGHA 9617-INGJY 9617-UDPEU 9618-LFJRU
## 1 1 1 1 1 1
## 9619-GSATL 9620-ENEJV 9620-QJREV 9621-OUPYD 9624-EGDEQ 9625-QNLUX
## 1 1 1 1 1 1
## 9625-QSTYE 9625-RZFUK 9626-VFRGG 9626-WEQRM 9629-NHXFW 9631-RXVJM
## 1 1 1 1 1 1
## 9631-XEYKE 9633-DENPU 9633-XQABV 9637-CDTKZ 9637-EIHEQ 9638-JIQYA
## 1 1 1 1 1 1
## 9639-BUJXT 9640-ZSLDC 9643-AVVWI 9643-YBLUR 9644-KVCNC 9644-UMGQA
## 1 1 1 1 1 1
## 9646-NMHXE 9647-ERGBE 9648-BCHKM 9650-VBUOG 9651-GTSAQ 9658-WYUFB
## 1 1 1 1 1 1
## 9659-QEQSY 9659-ZTWSM 9661-ACXBS 9661-JALZV 9661-MHUMO 9667-EQRXU
## 1 1 1 1 1 1
## 9667-TKTVZ 9668-PUGNU 9670-BPNXF 9674-EHPPG 9675-ICXCT 9677-AVKED
## 1 1 1 1 1 1
## 9680-NIAUV 9681-KYGYB 9681-OXGVC 9685-WKZGT 9688-YGXVR 9689-PTNPG
## 1 1 1 1 1 1
## 9691-HKOVS 9692-TUSXH 9693-XMUOB 9695-IDRZR 9696-RMYBA 9699-UBQFS
## 1 1 1 1 1 1
## 9700-ISPUP 9700-ZCLOT 9701-CDXHR 9702-AIUJO 9705-IOVQQ 9705-ZJBCG
## 1 1 1 1 1 1
## 9708-HPXWZ 9708-KFDBY 9710-NJERN 9710-ZUSHQ 9711-FJTBX 9714-EDSUC
## 1 1 1 1 1 1
## 9715-SBVSU 9715-WZCLW 9717-IOAAF 9717-QEBGU 9720-JJJOR 9722-UJOJR
## 1 1 1 1 1 1
## 9725-SCPZG 9728-FTTVZ 9730-DRTMJ 9732-EQMWY 9732-KPKBW 9732-OUYRN
## 1 1 1 1 1 1
## 9734-UYXQI 9734-YWGEX 9738-QLWTP 9739-JLPQJ 9741-YLNTD 9742-XOKTS
## 1 1 1 1 1 1
## 9743-DQKQW 9746-MDMBK 9746-UGFAC 9746-YKGXB 9747-DDZOS 9750-BOOHV
## 1 1 1 1 1 1
## 9752-ZNQUT 9753-OYLBX 9754-CLVZW 9755-JHNMN 9758-MFWGD 9761-XUJWD
## 1 1 1 1 1 1
## 9762-YAQAA 9763-GRSKD 9763-PDTKK 9764-REAFF 9766-HGEDE 9767-FFLEM
## 1 1 1 1 1 1
## 9769-TSBZE 9770-KXGQU 9770-LXDBK 9773-PEQBZ 9774-NRNAU 9776-CLUJA
## 1 1 1 1 1 1
## 9776-OJUZI 9777-IQHWP 9777-WJJPR 9778-OGKQZ 9779-DPNEJ 9780-FKVVF
## 1 1 1 1 1 1
## 9782-LGXMC 9786-IJYDL 9786-YWNHU 9787-XVQIU 9788-HNGUT 9788-YTFGE
## 1 1 1 1 1 1
## 9793-WECQC 9795-NREXC 9795-SHUHB 9795-VOWON 9796-BPKIW 9796-MVYXX
## 1 1 1 1 1 1
## 9798-DRYDS 9798-OPFEM 9799-CAYJJ 9800-ONTFE 9800-OUIGR 9801-GDWGV
## 1 1 1 1 1 1
## 9801-NOSHQ 9802-CAQUT 9803-FTJCG 9804-ICWBG 9805-FILKB 9809-IMGCQ
## 1 1 1 1 1 1
## 9812-GHVRI 9814-AOUDH 9817-APLHW 9818-XQCUV 9819-FBNSV 9820-RMCQV
## 1 1 1 1 1 1
## 9821-BESNZ 9821-POOTN 9822-BIIGN 9822-OAOVB 9822-WMWVG 9823-EALYC
## 1 1 1 1 1 1
## 9824-BEMCV 9824-QCJPK 9825-YCXWZ 9828-AOQLM 9828-QHFBK 9830-ECLEN
## 1 1 1 1 1 1
## 9831-BPFRI 9833-TGFHX 9835-ZIITK 9837-BMCLM 9837-FWLCH 9838-BFCQT
## 1 1 1 1 1 1
## 9839-ETQOE 9840-DVNDC 9840-EFJQB 9842-EFSYY 9844-FELAJ 9845-PEEKO
## 1 1 1 1 1 1
## 9845-QOMAD 9846-GKXAS 9847-HNVGP 9848-JQJTX 9850-OWRHQ 9851-KIELU
## 1 1 1 1 1 1
## 9851-QXEEQ 9853-JFZDU 9860-LISIZ 9861-PDSZP 9862-KJTYK 9863-JZAIC
## 1 1 1 1 1 1
## 9866-OCCKE 9866-QEVEE 9867-JCZSP 9867-NNXLC 9867-XOBQA 9871-ELEYA
## 1 1 1 1 1 1
## 9873-MNDKV 9874-QLCLH 9878-TNQGW 9880-TDQAC 9881-VCZEP 9885-AIBVB
## 1 1 1 1 1 1
## 9885-CSMWE 9885-MFVSU 9888-ZCUMM 9889-TMAHG 9891-NQDBD 9894-EZEWG
## 1 1 1 1 1 1
## 9894-QMIMJ 9895-VFOXH 9896-UYMIE 9897-KXHCM 9898-KZQDZ 9903-LYSAB
## 1 1 1 1 1 1
## 9904-EHEVJ 9906-NHHVC 9907-SWKKF 9909-DFRJA 9909-IDLEK 9912-GVSEQ
## 1 1 1 1 1 1
## 9912-OMZDS 9916-AYHTC 9917-KWRBE 9919-FZDED 9919-KNPOO 9919-YLNNG
## 1 1 1 1 1 1
## 9921-EZKBY 9921-QFQUL 9921-ZVRHG 9924-JPRMC 9926-PJHDQ 9927-DSWDF
## 1 1 1 1 1 1
## 9928-BZVLZ 9929-PLVPA 9931-DCEZH 9931-KGHOA 9932-WBWIK 9933-QRGTX
## 1 1 1 1 1 1
## 9938-EKRGF 9938-PRCVK 9938-TKDGL 9938-ZREHM 9940-HPQPG 9940-RHLFB
## 1 1 1 1 1 1
## 9943-VSZUV 9944-AEXBM 9944-HKVVB 9945-PSVIP 9947-OTFQU 9948-YPTDG
## 1 1 1 1 1 1
## 9950-MTGYX 9953-ZMKSM 9955-QOPOY 9957-YODKZ 9958-MEKUC 9959-WOFKT
## 1 1 1 1 1 1
## 9961-JBNMK 9962-BFPDU 9964-WBQDJ 9965-YOKZB 9967-ATRFS 9968-FFVVH
## 1 1 1 1 1 1
## 9970-QBCDA 9971-ZWPBF 9972-EWRJS 9972-NKTFD 9972-VAFJJ 9974-JFBHQ
## 1 1 1 1 1 1
## 9975-GPKZU 9975-SKRNR 9978-HYCIN 9979-RGMZT 9985-MWVIX 9986-BONCE
## 1 1 1 1 1 1
## 9987-LUTYD 9992-RRAMN 9992-UJOEL 9993-LHIEB 9995-HOTOH
## 1 1 1 1 1
##
## $gender
##
## Female Male
## 3488 3555
##
## $SeniorCitizen
##
## 0 1
## 5901 1142
##
## $Partner
##
## No Yes
## 3641 3402
##
## $Dependents
##
## No Yes
## 4933 2110
##
## $tenure
##
## 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17
## 11 613 238 200 176 133 110 131 123 119 116 99 117 109 76 99 80 87
## 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35
## 97 73 71 63 90 85 94 79 79 72 57 72 72 65 69 64 65 88
## 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53
## 50 65 59 56 64 70 65 65 51 61 74 68 64 66 68 68 80 70
## 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71
## 68 64 80 65 67 60 76 76 70 72 80 76 89 98 100 95 119 170
## 72
## 362
##
## $PhoneService
##
## No Yes
## 682 6361
##
## $MultipleLines
##
## No No phone service Yes
## 3390 682 2971
##
## $InternetService
##
## DSL Fiber optic No
## 2421 3096 1526
##
## $OnlineSecurity
##
## No No internet service Yes
## 3498 1526 2019
##
## $OnlineBackup
##
## No No internet service Yes
## 3088 1526 2429
##
## $DeviceProtection
##
## No No internet service Yes
## 3095 1526 2422
##
## $TechSupport
##
## No No internet service Yes
## 3473 1526 2044
##
## $StreamingTV
##
## No No internet service Yes
## 2810 1526 2707
##
## $StreamingMovies
##
## No No internet service Yes
## 2785 1526 2732
##
## $Contract
##
## Month-to-month One year Two year
## 3875 1473 1695
##
## $PaperlessBilling
##
## No Yes
## 2872 4171
##
## $PaymentMethod
##
## Bank transfer (automatic) Credit card (automatic)
## 1544 1522
## Electronic check Mailed check
## 2365 1612
##
## $MonthlyCharges
##
## 18.25 18.40 18.55 18.70 18.75 18.80 18.85 18.90 18.95 19.00
## 1 1 1 2 1 7 5 2 6 7
## 19.05 19.10 19.15 19.20 19.25 19.30 19.35 19.40 19.45 19.50
## 9 12 11 17 18 24 25 31 28 32
## 19.55 19.60 19.65 19.70 19.75 19.80 19.85 19.90 19.95 20.00
## 40 37 43 43 39 38 45 44 44 43
## 20.05 20.10 20.15 20.20 20.25 20.30 20.35 20.40 20.45 20.50
## 61 37 40 35 39 28 38 30 31 28
## 20.55 20.60 20.65 20.70 20.75 20.80 20.85 20.90 20.95 21.00
## 27 15 23 13 17 8 15 10 8 5
## 21.05 21.10 21.15 21.20 21.25 21.30 21.45 22.95 23.05 23.15
## 6 5 2 3 2 1 1 1 1 1
## 23.30 23.40 23.45 23.50 23.55 23.60 23.65 23.75 23.80 23.85
## 2 1 1 1 2 1 1 3 1 2
## 23.90 23.95 24.00 24.05 24.10 24.15 24.20 24.25 24.30 24.35
## 4 4 5 6 8 6 5 10 7 6
## 24.40 24.45 24.50 24.55 24.60 24.65 24.70 24.75 24.80 24.85
## 11 15 7 6 9 8 12 10 15 10
## 24.90 24.95 25.00 25.05 25.10 25.15 25.20 25.25 25.30 25.35
## 11 12 17 14 19 14 10 20 10 6
## 25.40 25.45 25.50 25.55 25.60 25.65 25.70 25.75 25.80 25.85
## 12 10 5 8 10 4 10 8 3 3
## 25.90 25.95 26.00 26.05 26.10 26.20 26.25 26.30 26.35 26.40
## 2 2 6 2 5 2 2 3 2 2
## 26.45 26.50 26.80 26.90 28.45 28.50 28.60 29.05 29.10 29.15
## 3 1 1 1 1 1 1 2 1 3
## 29.20 29.25 29.30 29.35 29.40 29.45 29.50 29.60 29.65 29.70
## 2 1 2 2 1 3 2 3 3 3
## 29.75 29.80 29.85 29.90 29.95 30.05 30.10 30.15 30.20 30.25
## 3 5 2 4 2 1 3 2 3 2
## 30.30 30.35 30.40 30.45 30.50 30.55 30.60 30.75 30.85 30.90
## 1 2 4 1 4 1 1 3 1 1
## 31.00 31.05 31.10 31.20 31.35 31.65 33.15 33.45 33.50 33.55
## 1 2 1 1 1 1 1 2 1 1
## 33.60 33.65 33.70 33.75 33.90 34.00 34.05 34.20 34.25 34.30
## 4 1 1 1 1 3 1 3 3 2
## 34.40 34.50 34.55 34.60 34.65 34.70 34.80 34.85 34.95 35.00
## 1 1 1 1 2 6 2 1 1 4
## 35.05 35.10 35.15 35.20 35.25 35.30 35.35 35.40 35.45 35.50
## 3 4 2 3 1 1 1 5 4 3
## 35.55 35.60 35.65 35.70 35.75 35.80 35.90 36.00 36.05 36.10
## 2 1 3 1 6 3 3 2 1 2
## 36.15 36.25 36.45 36.50 36.65 36.85 37.70 38.10 38.25 38.50
## 1 2 2 1 1 1 1 1 1 2
## 38.55 38.60 38.80 38.85 38.90 39.00 39.05 39.10 39.15 39.20
## 2 1 1 1 2 2 1 5 1 2
## 39.30 39.35 39.40 39.45 39.50 39.55 39.60 39.65 39.70 39.85
## 2 1 2 1 2 1 1 3 3 1
## 39.90 39.95 40.00 40.05 40.10 40.15 40.20 40.25 40.30 40.35
## 2 1 1 3 3 2 5 2 4 2
## 40.40 40.45 40.55 40.60 40.65 40.70 40.75 40.90 41.05 41.10
## 3 1 4 2 6 1 1 1 1 2
## 41.15 41.35 41.60 41.90 41.95 42.10 42.30 42.35 42.40 42.60
## 2 1 1 2 1 1 1 1 1 1
## 42.90 43.05 43.25 43.30 43.35 43.45 43.55 43.60 43.65 43.70
## 1 1 1 2 1 1 2 1 1 2
## 43.75 43.80 43.85 43.90 43.95 44.00 44.05 44.10 44.15 44.20
## 2 4 2 2 5 5 4 3 4 1
## 44.25 44.30 44.35 44.40 44.45 44.50 44.55 44.60 44.65 44.70
## 2 4 4 6 9 2 7 8 6 3
## 44.75 44.80 44.85 44.90 44.95 45.00 45.05 45.10 45.15 45.20
## 5 8 6 4 7 11 7 4 5 5
## 45.25 45.30 45.35 45.40 45.45 45.50 45.55 45.60 45.65 45.70
## 8 10 4 7 3 1 7 2 6 4
## 45.75 45.80 45.85 45.90 45.95 46.00 46.05 46.10 46.20 46.25
## 2 4 6 5 2 7 1 1 2 1
## 46.30 46.35 46.40 46.60 47.05 47.15 47.40 47.60 47.80 47.85
## 4 4 1 1 1 1 1 1 1 4
## 47.95 48.15 48.20 48.25 48.35 48.40 48.45 48.55 48.60 48.65
## 2 1 1 2 2 1 1 3 3 1
## 48.70 48.75 48.80 48.85 48.90 48.95 49.00 49.05 49.10 49.15
## 4 4 8 2 1 5 3 5 1 6
## 49.20 49.25 49.30 49.35 49.40 49.45 49.50 49.55 49.60 49.65
## 7 6 2 3 7 5 3 7 3 5
## 49.70 49.75 49.80 49.85 49.90 49.95 50.00 50.05 50.10 50.15
## 4 4 7 9 8 5 5 7 5 11
## 50.20 50.25 50.30 50.35 50.40 50.45 50.50 50.55 50.60 50.65
## 5 6 7 7 4 4 3 10 6 4
## 50.70 50.75 50.80 50.85 50.90 50.95 51.00 51.05 51.10 51.15
## 5 6 7 3 5 7 6 4 5 1
## 51.20 51.25 51.30 51.35 51.40 51.45 51.50 51.55 51.60 51.65
## 3 4 2 3 1 2 1 3 1 2
## 51.70 51.75 51.80 52.00 52.10 52.15 52.20 52.30 52.50 52.55
## 1 1 2 1 1 1 1 1 1 1
## 52.70 52.85 53.00 53.10 53.15 53.30 53.35 53.40 53.45 53.50
## 1 1 1 2 2 1 1 2 4 3
## 53.55 53.60 53.65 53.70 53.75 53.80 53.85 53.90 53.95 54.00
## 2 3 6 1 5 4 4 1 4 2
## 54.05 54.10 54.15 54.20 54.25 54.30 54.35 54.40 54.45 54.50
## 2 4 6 9 5 7 5 6 8 5
## 54.55 54.60 54.65 54.70 54.75 54.80 54.85 54.90 54.95 55.00
## 7 6 9 3 9 4 5 6 4 12
## 55.05 55.10 55.15 55.20 55.25 55.30 55.35 55.40 55.45 55.50
## 4 4 7 5 6 11 5 1 5 5
## 55.55 55.60 55.65 55.70 55.75 55.80 55.85 55.90 55.95 56.00
## 4 2 5 9 2 9 2 5 3 1
## 56.05 56.10 56.15 56.20 56.25 56.30 56.35 56.40 56.45 56.50
## 3 3 7 2 7 4 2 3 1 1
## 56.55 56.60 56.65 56.70 56.75 56.80 56.85 56.90 56.95 57.15
## 2 2 1 2 4 2 1 1 1 1
## 57.20 57.45 57.50 57.55 57.60 57.65 57.75 57.80 57.95 58.00
## 2 1 1 2 1 1 1 1 2 1
## 58.20 58.25 58.35 58.40 58.45 58.50 58.55 58.60 58.65 58.70
## 3 2 4 2 1 2 2 5 1 1
## 58.75 58.85 58.90 58.95 59.00 59.05 59.10 59.15 59.20 59.25
## 4 2 2 3 4 2 4 1 3 1
## 59.30 59.40 59.45 59.50 59.55 59.60 59.65 59.70 59.75 59.80
## 3 2 9 5 5 5 4 3 7 9
## 59.85 59.90 59.95 60.00 60.05 60.10 60.15 60.20 60.25 60.30
## 6 7 3 11 6 1 4 3 5 4
## 60.35 60.40 60.45 60.50 60.55 60.60 60.65 60.70 60.75 60.80
## 3 3 2 4 1 4 3 2 1 3
## 60.85 60.90 60.95 61.00 61.05 61.10 61.15 61.20 61.25 61.30
## 2 5 4 2 3 1 3 3 2 2
## 61.35 61.40 61.45 61.50 61.55 61.60 61.65 61.75 61.80 61.90
## 5 6 4 2 2 2 2 1 1 3
## 61.95 62.05 62.10 62.15 62.25 62.30 62.45 62.50 62.55 62.65
## 1 3 2 3 1 1 1 1 1 2
## 62.70 62.80 62.85 63.05 63.10 63.15 63.25 63.30 63.35 63.40
## 1 3 1 1 1 1 1 1 1 1
## 63.55 63.60 63.70 63.75 63.80 63.85 63.90 63.95 64.00 64.05
## 2 1 3 1 2 2 2 2 2 4
## 64.10 64.15 64.20 64.25 64.30 64.35 64.40 64.45 64.50 64.55
## 3 3 5 1 2 4 8 4 4 2
## 64.60 64.65 64.70 64.75 64.80 64.85 64.90 64.95 65.00 65.05
## 1 4 3 5 4 4 5 6 5 1
## 65.10 65.15 65.20 65.25 65.30 65.35 65.40 65.45 65.50 65.55
## 3 2 6 6 2 2 2 2 5 3
## 65.60 65.65 65.70 65.75 65.80 65.85 65.90 66.00 66.05 66.10
## 6 5 3 1 2 3 1 1 4 2
## 66.15 66.20 66.25 66.30 66.35 66.40 66.50 66.60 66.65 66.70
## 4 1 5 2 1 7 3 1 1 2
## 66.75 66.80 66.85 66.90 67.05 67.20 67.25 67.40 67.45 67.50
## 1 2 3 2 1 1 2 1 5 1
## 67.60 67.65 67.70 67.75 67.80 67.85 67.95 68.05 68.10 68.15
## 1 1 1 1 3 1 2 1 1 2
## 68.25 68.30 68.35 68.40 68.45 68.50 68.55 68.60 68.65 68.70
## 3 1 1 2 1 2 1 2 3 2
## 68.75 68.80 68.85 68.90 68.95 69.00 69.05 69.10 69.15 69.20
## 6 1 2 1 6 7 7 10 6 7
## 69.25 69.30 69.35 69.40 69.45 69.50 69.55 69.60 69.65 69.70
## 5 2 9 5 2 11 9 7 10 10
## 69.75 69.80 69.85 69.90 69.95 70.00 70.05 70.10 70.15 70.20
## 10 7 7 8 13 8 8 10 14 9
## 70.25 70.30 70.35 70.40 70.45 70.50 70.55 70.60 70.65 70.70
## 6 12 9 9 8 7 7 6 5 9
## 70.75 70.80 70.85 70.90 70.95 71.00 71.05 71.10 71.15 71.25
## 7 5 4 5 6 7 5 7 2 1
## 71.30 71.35 71.40 71.45 71.50 71.55 71.60 71.65 71.70 71.75
## 2 4 2 2 1 2 2 3 1 1
## 71.80 71.85 71.90 71.95 72.00 72.10 72.15 72.20 72.25 72.35
## 2 1 2 1 1 6 1 1 2 1
## 72.45 72.60 72.65 72.75 72.80 72.85 72.90 72.95 73.00 73.05
## 2 2 1 2 3 1 3 3 5 2
## 73.10 73.15 73.20 73.25 73.30 73.35 73.45 73.50 73.55 73.60
## 1 3 1 3 1 3 2 5 7 5
## 73.65 73.70 73.75 73.80 73.85 73.90 73.95 74.00 74.05 74.10
## 3 2 5 3 10 5 1 5 6 6
## 74.15 74.20 74.25 74.30 74.35 74.40 74.45 74.50 74.55 74.60
## 5 5 5 11 11 16 8 6 9 9
## 74.65 74.70 74.75 74.80 74.85 74.90 74.95 75.00 75.05 75.10
## 9 7 10 7 7 12 11 8 4 11
## 75.15 75.20 75.25 75.30 75.35 75.40 75.45 75.50 75.55 75.60
## 7 9 5 11 13 8 4 12 8 5
## 75.65 75.70 75.75 75.80 75.85 75.90 75.95 76.00 76.05 76.10
## 4 6 8 6 5 7 2 5 5 6
## 76.15 76.20 76.25 76.30 76.35 76.40 76.45 76.50 76.55 76.60
## 3 2 3 1 2 5 5 4 1 1
## 76.65 76.75 76.80 76.85 76.90 76.95 77.00 77.15 77.20 77.30
## 2 2 1 2 2 3 1 2 1 1
## 77.35 77.40 77.50 77.55 77.65 77.75 77.80 77.85 77.90 77.95
## 2 2 2 2 1 2 2 2 1 2
## 78.00 78.05 78.10 78.15 78.20 78.25 78.30 78.35 78.40 78.45
## 2 2 3 1 2 1 3 3 1 7
## 78.50 78.55 78.60 78.65 78.70 78.75 78.80 78.85 78.90 78.95
## 4 4 2 4 1 7 5 7 7 10
## 79.00 79.05 79.10 79.15 79.20 79.25 79.30 79.35 79.40 79.45
## 7 5 4 10 14 7 7 7 8 4
## 79.50 79.55 79.60 79.65 79.70 79.75 79.80 79.85 79.90 79.95
## 9 8 9 7 7 6 5 14 7 9
## 80.00 80.05 80.10 80.15 80.20 80.25 80.30 80.35 80.40 80.45
## 11 7 8 7 8 7 10 8 6 14
## 80.50 80.55 80.60 80.65 80.70 80.75 80.80 80.85 80.90 80.95
## 9 12 11 7 8 4 8 13 4 3
## 81.00 81.05 81.10 81.15 81.20 81.25 81.30 81.35 81.40 81.45
## 15 4 3 6 2 5 5 3 3 4
## 81.50 81.55 81.60 81.65 81.70 81.75 81.80 81.85 81.90 81.95
## 4 2 1 1 5 1 1 3 3 4
## 82.00 82.05 82.10 82.15 82.30 82.35 82.40 82.45 82.50 82.55
## 5 2 1 2 4 1 1 3 3 1
## 82.65 82.70 82.75 82.85 82.90 82.95 83.00 83.05 83.15 83.20
## 3 1 1 4 1 1 2 2 3 4
## 83.25 83.30 83.35 83.40 83.45 83.50 83.55 83.60 83.65 83.70
## 4 4 2 3 2 1 5 2 2 2
## 83.75 83.80 83.85 83.90 83.95 84.00 84.05 84.10 84.15 84.20
## 4 4 7 3 1 4 9 7 3 6
## 84.25 84.30 84.35 84.40 84.45 84.50 84.55 84.60 84.65 84.70
## 5 12 8 8 9 9 2 10 4 7
## 84.75 84.80 84.85 84.90 84.95 85.00 85.05 85.10 85.15 85.20
## 7 17 8 8 7 8 5 5 8 9
## 85.25 85.30 85.35 85.40 85.45 85.50 85.55 85.60 85.65 85.70
## 8 12 10 4 12 5 6 5 6 7
## 85.75 85.80 85.85 85.90 85.95 86.00 86.05 86.10 86.15 86.20
## 4 6 3 7 9 4 7 7 2 5
## 86.25 86.30 86.35 86.40 86.45 86.50 86.55 86.60 86.65 86.70
## 4 2 1 4 8 3 5 3 4 2
## 86.75 86.80 86.85 86.90 86.95 87.00 87.05 87.10 87.15 87.20
## 2 4 4 2 1 1 1 4 2 2
## 87.25 87.30 87.35 87.40 87.45 87.55 87.60 87.65 87.70 87.75
## 3 2 1 1 1 4 1 1 1 1
## 87.80 87.90 87.95 88.00 88.05 88.10 88.15 88.20 88.25 88.30
## 1 1 2 2 4 1 3 2 1 2
## 88.35 88.40 88.45 88.50 88.55 88.60 88.65 88.70 88.75 88.80
## 4 4 3 1 3 2 2 3 2 6
## 88.85 88.90 88.95 89.00 89.05 89.10 89.15 89.20 89.25 89.30
## 5 3 5 5 6 9 9 8 5 6
## 89.35 89.40 89.45 89.50 89.55 89.60 89.65 89.70 89.75 89.80
## 5 9 8 6 13 6 6 7 8 8
## 89.85 89.90 89.95 90.00 90.05 90.10 90.15 90.20 90.25 90.30
## 13 8 6 5 11 9 8 3 6 2
## 90.35 90.40 90.45 90.50 90.55 90.60 90.65 90.70 90.75 90.80
## 8 9 9 4 8 9 7 8 3 10
## 90.85 90.90 90.95 91.00 91.05 91.10 91.15 91.20 91.25 91.30
## 5 1 7 5 5 4 5 2 6 4
## 91.35 91.40 91.45 91.50 91.55 91.60 91.65 91.70 91.75 91.80
## 3 2 1 3 4 1 3 5 1 1
## 91.85 91.95 92.00 92.05 92.10 92.15 92.20 92.30 92.35 92.40
## 3 2 5 1 1 3 3 2 1 2
## 92.45 92.50 92.55 92.60 92.65 92.70 92.85 92.90 92.95 93.00
## 3 3 4 1 1 2 2 3 2 2
## 93.05 93.15 93.20 93.25 93.30 93.35 93.40 93.45 93.50 93.55
## 1 3 4 4 2 3 4 1 5 5
## 93.60 93.65 93.70 93.75 93.80 93.85 93.90 93.95 94.00 94.05
## 2 2 3 1 6 8 5 1 9 5
## 94.10 94.15 94.20 94.25 94.30 94.35 94.40 94.45 94.50 94.55
## 10 3 9 7 8 4 12 9 5 7
## 94.60 94.65 94.70 94.75 94.80 94.85 94.90 94.95 95.00 95.05
## 5 9 8 9 8 5 7 4 13 5
## 95.10 95.15 95.20 95.25 95.30 95.35 95.40 95.45 95.50 95.55
## 11 8 5 7 5 3 6 5 8 3
## 95.60 95.65 95.70 95.75 95.80 95.85 95.90 95.95 96.00 96.05
## 6 10 6 4 3 4 7 3 4 3
## 96.10 96.15 96.20 96.25 96.30 96.35 96.40 96.50 96.55 96.60
## 6 2 4 2 1 3 2 4 5 5
## 96.65 96.70 96.75 96.80 96.85 96.90 96.95 97.00 97.05 97.10
## 4 1 5 4 2 3 1 4 2 3
## 97.20 97.25 97.35 97.45 97.55 97.65 97.70 97.75 97.80 97.85
## 3 1 2 1 2 4 2 2 2 2
## 97.90 97.95 98.00 98.05 98.10 98.15 98.20 98.25 98.30 98.35
## 1 5 3 3 3 4 1 3 3 3
## 98.40 98.45 98.50 98.55 98.60 98.65 98.70 98.75 98.80 98.85
## 2 1 4 3 4 4 8 3 4 4
## 98.90 99.00 99.05 99.10 99.15 99.20 99.25 99.30 99.35 99.40
## 5 11 6 4 8 3 7 4 4 6
## 99.45 99.50 99.55 99.60 99.65 99.70 99.75 99.80 99.85 99.90
## 6 10 4 1 9 7 4 7 5 4
## 99.95 100.00 100.05 100.10 100.15 100.20 100.25 100.30 100.35 100.40
## 6 6 10 2 8 8 6 9 3 5
## 100.45 100.50 100.55 100.60 100.65 100.70 100.75 100.80 100.85 100.90
## 6 8 10 6 5 3 7 4 5 4
## 100.95 101.00 101.05 101.10 101.15 101.25 101.30 101.35 101.40 101.45
## 2 3 4 6 7 5 6 8 5 2
## 101.50 101.55 101.60 101.70 101.75 101.80 101.85 101.90 101.95 102.00
## 3 2 1 1 3 1 1 5 1 2
## 102.05 102.10 102.15 102.25 102.35 102.40 102.45 102.50 102.55 102.60
## 1 5 1 1 1 2 3 2 1 4
## 102.65 102.70 102.80 102.85 102.90 102.95 103.00 103.05 103.10 103.15
## 2 1 2 1 1 3 2 3 3 4
## 103.20 103.25 103.30 103.35 103.40 103.45 103.50 103.60 103.65 103.70
## 3 3 3 1 3 3 2 1 4 5
## 103.75 103.80 103.85 103.90 103.95 104.00 104.05 104.10 104.15 104.20
## 6 2 4 3 7 4 9 8 7 3
## 104.25 104.30 104.35 104.40 104.45 104.50 104.55 104.60 104.65 104.70
## 3 6 4 11 6 6 3 4 5 4
## 104.75 104.80 104.85 104.90 104.95 105.00 105.05 105.10 105.15 105.20
## 4 6 3 6 4 8 6 7 2 7
## 105.25 105.30 105.35 105.40 105.45 105.50 105.55 105.60 105.65 105.70
## 7 4 8 6 2 7 5 3 5 4
## 105.75 105.80 105.85 105.90 105.95 106.00 106.05 106.10 106.15 106.20
## 5 1 3 4 5 5 5 7 5 1
## 106.25 106.30 106.35 106.40 106.45 106.50 106.55 106.60 106.65 106.70
## 1 3 5 5 2 4 1 4 3 3
## 106.75 106.80 106.85 106.90 106.95 107.00 107.05 107.15 107.20 107.25
## 3 4 1 2 1 1 2 1 1 1
## 107.35 107.40 107.45 107.50 107.55 107.60 107.65 107.70 107.75 107.90
## 2 2 4 4 2 1 1 2 3 1
## 107.95 108.00 108.05 108.10 108.15 108.20 108.25 108.30 108.35 108.40
## 4 1 3 5 4 2 3 2 1 3
## 108.45 108.50 108.55 108.60 108.65 108.75 108.80 108.85 108.90 108.95
## 3 3 2 1 3 4 1 1 3 4
## 109.00 109.05 109.10 109.15 109.20 109.25 109.30 109.40 109.45 109.50
## 1 2 3 3 5 4 3 4 2 3
## 109.55 109.60 109.65 109.70 109.75 109.80 109.85 109.90 109.95 110.00
## 7 2 3 4 5 3 1 4 3 4
## 110.05 110.10 110.15 110.20 110.25 110.30 110.35 110.45 110.50 110.55
## 2 4 3 3 2 2 2 5 6 1
## 110.60 110.65 110.70 110.75 110.80 110.85 110.90 111.05 111.10 111.15
## 3 2 1 4 6 3 3 2 2 3
## 111.20 111.25 111.30 111.35 111.40 111.45 111.50 111.55 111.60 111.65
## 2 3 3 1 1 2 2 1 3 2
## 111.75 111.80 111.90 111.95 112.10 112.20 112.25 112.35 112.40 112.55
## 1 2 1 4 1 1 1 1 1 1
## 112.60 112.75 112.90 112.95 113.00 113.05 113.10 113.15 113.20 113.25
## 1 1 1 3 1 1 1 3 2 1
## 113.30 113.35 113.40 113.45 113.60 113.65 113.75 113.80 113.95 114.00
## 1 1 1 1 2 5 1 1 1 2
## 114.05 114.10 114.20 114.30 114.35 114.45 114.50 114.55 114.60 114.65
## 2 2 1 3 2 2 2 1 2 2
## 114.70 114.75 114.85 114.90 114.95 115.00 115.05 115.10 115.15 115.25
## 1 1 1 2 2 1 4 3 4 1
## 115.50 115.55 115.60 115.65 115.75 115.80 115.85 116.00 116.05 116.10
## 2 4 2 2 2 4 1 1 3 2
## 116.15 116.20 116.25 116.30 116.40 116.45 116.50 116.55 116.60 116.75
## 1 1 3 1 1 1 1 1 2 1
## 116.80 116.85 116.95 117.15 117.20 117.35 117.45 117.50 117.60 117.80
## 1 1 1 1 1 1 1 1 1 1
## 118.20 118.35 118.60 118.65 118.75
## 1 1 2 1 1
##
## $TotalCharges
##
## 18.80 18.85 18.90 19.00 19.05 19.10 19.15 19.20 19.25
## 1 2 1 1 1 3 1 4 3
## 19.30 19.40 19.45 19.50 19.55 19.60 19.65 19.70 19.75
## 4 4 6 4 7 2 8 2 9
## 19.80 19.85 19.90 19.95 20.00 20.05 20.10 20.15 20.20
## 2 4 8 4 3 8 3 6 11
## 20.25 20.30 20.35 20.40 20.45 20.50 20.55 20.60 20.65
## 6 5 4 4 5 4 3 2 2
## 20.70 20.75 20.80 20.85 20.90 20.95 21.00 21.05 21.10
## 1 2 1 1 3 2 1 1 1
## 23.45 24.00 24.05 24.20 24.25 24.40 24.45 24.60 24.70
## 1 1 1 1 1 3 1 1 2
## 24.75 24.80 24.90 25.00 25.05 25.10 25.15 25.20 25.25
## 1 3 1 1 2 2 2 2 3
## 25.30 25.35 25.40 25.70 25.75 25.80 25.85 27.55 28.30
## 1 1 1 2 1 1 1 1 1
## 29.15 29.70 29.85 29.90 29.95 30.20 30.50 30.55 31.20
## 1 1 1 1 1 1 1 1 1
## 31.35 31.55 31.90 32.70 33.20 33.60 33.70 34.70 34.75
## 1 1 1 1 1 2 2 1 1
## 34.80 35.00 35.05 35.10 35.25 35.45 35.55 35.75 35.85
## 1 1 1 1 1 1 1 1 1
## 35.90 36.45 36.55 36.80 37.20 38.00 38.15 38.25 38.45
## 3 1 1 1 1 1 1 1 1
## 38.70 38.80 39.25 39.30 39.65 39.80 39.85 40.10 40.20
## 1 1 1 1 1 1 1 1 1
## 40.25 40.90 41.20 41.85 42.45 42.70 42.90 43.15 43.30
## 1 1 1 2 1 1 2 1 1
## 43.80 43.85 43.95 44.00 44.05 44.10 44.15 44.20 44.30
## 1 1 2 4 1 1 2 1 1
## 44.35 44.40 44.45 44.55 44.60 44.65 44.70 44.75 44.80
## 1 4 2 2 1 1 1 3 1
## 44.90 44.95 45.00 45.05 45.10 45.15 45.20 45.25 45.30
## 2 1 1 2 3 2 1 1 7
## 45.35 45.40 45.55 45.60 45.65 45.70 45.75 45.80 45.85
## 1 2 1 2 2 3 2 2 3
## 45.95 46.00 46.20 46.30 46.35 46.40 47.50 47.70 47.95
## 2 1 1 2 1 1 1 1 1
## 48.35 48.45 48.55 48.60 48.75 48.95 49.00 49.05 49.25
## 1 1 1 2 1 1 1 1 1
## 49.30 49.50 49.55 49.65 49.70 49.75 49.80 49.85 49.90
## 1 1 2 2 1 1 2 1 4
## 49.95 50.05 50.10 50.15 50.35 50.45 50.50 50.55 50.60
## 2 1 2 4 1 3 1 2 3
## 50.65 50.70 50.75 50.80 50.90 51.15 51.20 51.25 51.60
## 1 1 3 2 1 1 1 2 1
## 52.00 52.05 52.20 53.05 53.15 53.50 53.55 53.95 54.30
## 2 1 1 1 1 1 2 1 1
## 54.35 54.50 54.65 54.70 54.75 54.90 55.00 55.05 55.20
## 1 1 1 1 1 1 2 1 1
## 55.25 55.30 55.40 55.45 55.55 55.70 55.80 56.00 56.25
## 2 1 1 1 1 3 1 1 1
## 56.35 57.20 57.40 57.50 58.00 58.15 58.30 58.85 58.90
## 1 1 2 1 1 1 1 1 1
## 59.05 59.20 59.25 59.55 59.75 59.85 60.00 60.10 60.15
## 1 1 1 1 1 1 1 1 1
## 60.65 61.05 61.15 61.35 61.45 61.70 62.00 62.05 62.25
## 2 2 1 1 1 1 1 1 1
## 62.80 62.90 63.00 63.15 63.60 63.75 64.55 65.95 66.95
## 1 1 1 1 1 2 1 1 1
## 67.10 67.55 68.20 68.35 68.45 68.50 68.65 68.75 68.80
## 1 1 1 1 1 1 1 1 1
## 68.95 69.10 69.15 69.20 69.25 69.35 69.40 69.50 69.55
## 1 3 1 2 3 2 2 2 3
## 69.60 69.65 69.70 69.75 69.80 69.85 69.90 69.95 70.00
## 4 4 1 2 2 2 4 4 2
## 70.05 70.10 70.15 70.20 70.25 70.30 70.35 70.40 70.45
## 2 3 3 1 2 3 1 1 3
## 70.50 70.55 70.60 70.65 70.70 70.75 70.80 70.85 70.90
## 1 1 4 1 1 1 1 2 1
## 71.00 71.10 71.15 71.20 71.25 71.35 71.55 71.65 72.00
## 2 2 1 1 1 2 1 2 1
## 72.10 72.40 73.00 73.05 73.10 73.45 73.50 73.55 73.60
## 1 1 1 1 1 1 1 1 1
## 73.65 74.00 74.10 74.20 74.25 74.30 74.35 74.40 74.45
## 1 1 1 2 1 3 3 2 2
## 74.50 74.60 74.70 74.90 74.95 75.05 75.10 75.30 75.35
## 2 3 4 3 1 1 2 4 3
## 75.45 75.50 75.55 75.60 75.70 75.75 75.80 75.90 76.00
## 2 1 1 1 1 1 1 1 1
## 76.20 76.35 76.40 76.45 76.65 76.95 77.15 77.50 77.60
## 1 2 1 1 1 1 2 1 1
## 77.75 78.05 78.25 78.30 78.45 78.65 78.80 78.90 78.95
## 1 1 1 1 1 2 1 1 1
## 79.05 79.10 79.15 79.20 79.25 79.35 79.45 79.50 79.55
## 2 1 2 1 1 2 1 1 3
## 79.60 79.65 79.70 79.80 79.90 79.95 80.00 80.05 80.15
## 2 1 1 1 1 1 1 1 1
## 80.20 80.25 80.30 80.35 80.50 80.55 80.80 80.85 80.95
## 1 1 1 1 1 3 1 1 1
## 81.00 81.05 81.10 81.25 81.70 81.95 82.15 82.30 82.70
## 1 1 1 1 1 1 1 1 1
## 82.85 82.90 83.30 83.40 83.75 84.20 84.30 84.40 84.50
## 2 1 1 1 2 2 1 1 3
## 84.60 84.65 84.75 84.80 84.85 85.00 85.05 85.10 85.15
## 2 1 1 1 1 3 1 2 1
## 85.45 85.50 85.55 85.70 85.80 86.00 86.05 86.35 86.60
## 2 3 1 1 1 1 3 1 2
## 87.30 87.90 88.35 88.80 89.05 89.10 89.15 89.25 89.30
## 1 1 1 1 1 1 1 1 2
## 89.35 89.50 89.55 89.75 89.90 90.05 90.10 90.35 90.55
## 1 1 1 1 1 2 1 1 2
## 90.60 90.75 90.85 91.10 91.30 91.40 91.45 91.70 92.05
## 2 1 2 2 1 1 1 2 1
## 92.25 92.45 92.50 92.65 92.75 93.30 93.40 93.45 93.55
## 1 1 1 1 2 1 1 1 2
## 93.70 93.85 94.00 94.15 94.40 94.45 94.50 94.55 94.60
## 2 1 1 1 2 1 1 1 1
## 95.00 95.05 95.10 95.45 95.55 95.60 95.65 95.85 96.05
## 1 1 1 1 1 1 1 1 1
## 96.10 96.45 96.80 96.85 97.00 97.10 97.50 98.35 98.50
## 1 1 2 2 1 1 1 1 2
## 99.45 99.60 99.75 99.95 100.20 100.25 100.35 100.40 100.80
## 1 1 2 1 1 1 1 1 1
## 100.90 101.10 101.45 101.65 101.90 102.45 102.50 102.75 103.70
## 1 1 1 1 1 1 1 1 1
## 104.20 104.30 105.50 105.60 106.20 106.55 106.80 106.85 106.90
## 1 1 1 1 1 1 1 1 1
## 107.05 107.10 107.25 107.60 108.05 108.15 108.65 108.70 108.95
## 1 1 1 1 1 1 1 1 1
## 109.20 109.25 109.30 109.50 109.60 109.80 110.05 110.15 111.05
## 1 1 1 1 1 1 1 1 1
## 111.40 111.65 112.30 112.75 113.10 113.35 113.50 113.55 113.85
## 1 1 1 1 1 1 2 1 1
## 113.95 114.10 114.15 114.70 115.10 115.95 116.60 116.65 116.85
## 1 1 1 1 1 1 1 1 1
## 116.95 117.05 117.80 117.95 118.25 118.30 118.40 118.50 119.30
## 1 1 1 1 2 1 1 1 1
## 119.50 119.75 120.25 121.25 122.00 122.70 122.90 123.05 123.65
## 1 1 1 1 1 1 1 1 2
## 123.80 124.40 124.45 125.00 125.50 125.95 126.05 127.10 128.60
## 1 1 1 1 1 1 1 1 2
## 129.15 129.20 129.55 129.60 130.10 130.15 130.25 130.50 130.55
## 1 1 1 1 1 1 1 2 1
## 130.75 131.05 131.65 132.20 132.25 132.40 134.05 134.35 134.50
## 1 2 1 1 1 1 2 1 1
## 134.60 134.70 134.75 135.00 135.20 135.75 136.05 136.75 137.10
## 1 1 1 1 1 2 1 1 1
## 137.25 137.60 137.85 137.95 138.85 139.05 139.25 139.35 139.40
## 1 2 1 1 1 1 1 1 1
## 139.75 140.10 140.40 140.70 140.95 141.10 141.45 141.50 141.60
## 1 1 1 1 1 1 1 1 1
## 141.65 141.70 142.35 143.35 143.65 143.90 144.00 144.15 144.35
## 1 1 1 1 2 1 1 2 1
## 144.55 144.80 144.95 145.00 145.15 145.40 146.05 146.30 146.40
## 2 1 1 1 2 1 1 1 1
## 146.60 146.65 146.90 147.15 147.50 147.55 147.75 147.80 148.05
## 1 1 1 2 1 1 1 1 1
## 149.05 149.55 150.00 150.35 150.60 150.75 150.85 151.30 151.65
## 1 1 1 1 1 1 1 2 1
## 151.75 151.80 152.30 152.45 152.60 152.70 152.95 153.05 153.30
## 2 1 1 1 1 1 1 1 1
## 153.80 153.95 154.30 154.55 154.65 154.80 154.85 155.35 155.65
## 1 1 1 1 1 1 1 2 1
## 155.80 155.90 156.10 156.25 156.35 156.40 156.85 157.55 157.65
## 1 1 1 1 1 1 1 1 1
## 157.75 158.35 158.40 158.95 159.15 159.20 159.35 159.40 159.45
## 1 1 1 1 1 1 1 1 1
## 160.05 160.75 160.80 160.85 161.15 161.45 161.50 161.65 161.95
## 1 1 1 1 1 2 1 1 1
## 162.15 162.30 162.45 162.55 163.20 163.55 163.60 163.70 164.30
## 1 1 2 1 1 1 1 2 1
## 164.50 164.60 164.85 165.00 165.20 165.35 165.40 165.45 165.50
## 1 1 1 1 1 1 1 1 1
## 166.30 167.20 167.30 167.50 168.15 168.20 168.50 168.60 168.65
## 1 1 2 1 2 1 1 1 1
## 168.90 169.05 169.45 169.65 169.75 169.80 170.50 170.85 170.90
## 1 1 1 1 1 1 1 1 1
## 171.00 171.15 171.45 172.35 172.85 173.00 173.15 174.20 174.30
## 1 1 1 1 1 1 1 1 1
## 174.45 174.65 174.70 174.75 174.80 176.20 176.30 177.40 178.10
## 1 1 1 1 1 1 1 1 1
## 178.50 178.70 178.80 178.85 179.25 179.35 179.85 180.25 180.30
## 1 2 1 1 1 1 1 1 1
## 180.70 181.10 181.50 181.60 181.65 181.70 181.80 183.15 183.75
## 1 1 1 1 2 1 1 1 1
## 184.05 184.10 184.15 184.40 184.65 184.95 185.20 185.40 185.55
## 1 2 1 2 1 1 1 1 1
## 185.60 186.05 186.15 186.30 187.35 187.45 187.75 188.10 188.70
## 1 1 1 1 1 1 1 1 1
## 189.10 189.20 189.45 189.95 190.05 190.10 190.25 190.50 191.05
## 1 1 1 1 1 1 2 1 1
## 191.10 191.35 193.05 193.60 193.80 194.20 194.55 195.05 195.30
## 1 1 1 2 1 1 1 1 1
## 195.65 196.15 196.35 196.40 196.75 196.90 196.95 197.40 197.70
## 1 1 1 1 2 2 1 1 1
## 198.00 198.10 198.25 198.50 198.60 198.70 199.45 199.75 199.85
## 1 1 1 1 1 1 1 1 1
## 200.20 201.00 201.10 201.70 201.95 202.15 202.25 202.30 202.90
## 1 1 1 1 1 1 2 2 1
## 203.95 204.55 204.70 205.05 206.15 206.60 207.35 207.40 208.00
## 1 1 1 1 1 1 1 1 1
## 208.25 208.45 208.70 208.85 209.10 209.90 210.30 210.65 210.75
## 1 1 1 1 1 1 1 1 1
## 211.95 212.30 212.40 213.35 214.40 214.55 214.75 215.20 215.25
## 1 1 1 1 1 1 2 1 1
## 215.80 216.20 216.45 216.75 216.90 217.10 217.45 217.50 217.55
## 1 1 1 1 1 1 1 1 1
## 218.50 218.55 219.00 219.35 219.50 219.65 220.10 220.35 220.40
## 1 1 1 1 1 1 1 1 1
## 220.45 220.60 220.65 220.75 220.80 220.95 221.10 221.35 221.70
## 3 1 1 1 1 1 1 1 1
## 221.90 222.30 222.65 223.15 223.45 223.60 223.75 223.90 224.05
## 1 1 1 2 1 1 1 1 1
## 224.50 224.85 225.55 225.60 225.65 225.75 225.85 226.20 226.45
## 1 1 1 1 1 1 1 1 1
## 226.55 226.80 226.95 227.35 227.45 228.00 228.40 228.65 228.75
## 1 1 1 1 1 1 1 1 1
## 229.40 229.50 229.55 229.60 229.70 231.45 231.80 232.10 232.35
## 1 1 2 1 1 1 1 1 1
## 232.40 232.50 232.55 233.55 233.65 233.70 233.90 234.85 235.00
## 1 1 1 1 1 1 1 1 1
## 235.05 235.10 235.20 235.50 235.65 235.80 237.20 237.25 237.30
## 2 1 1 1 1 1 1 1 1
## 237.65 237.70 237.75 237.95 238.10 238.15 238.50 239.00 239.05
## 1 1 1 1 1 1 2 1 1
## 239.45 239.55 239.75 240.45 241.30 242.00 242.05 242.40 242.80
## 1 1 1 1 1 1 1 1 1
## 242.95 243.65 244.10 244.45 244.65 244.75 244.80 244.85 245.15
## 1 1 1 1 1 1 1 1 2
## 245.20 246.25 246.30 246.50 246.60 246.70 247.00 247.25 248.40
## 1 1 2 1 1 2 1 1 1
## 248.95 249.40 249.55 249.95 250.05 250.10 250.80 251.25 251.60
## 1 1 1 1 1 1 1 1 1
## 251.65 251.75 252.00 252.75 253.00 253.80 253.90 254.50 255.25
## 1 1 1 1 1 2 1 1 1
## 255.35 255.50 255.55 255.60 256.25 256.60 256.75 257.00 257.05
## 1 1 1 1 1 2 1 1 1
## 257.60 258.35 259.40 259.65 259.80 260.70 260.80 260.90 261.25
## 1 1 1 1 2 1 1 2 1
## 261.30 261.65 262.05 262.30 263.05 263.65 264.55 264.80 264.85
## 1 1 2 1 1 1 1 2 1
## 265.30 265.35 265.45 265.75 265.80 266.60 266.80 266.90 266.95
## 1 1 1 1 1 1 1 1 1
## 267.00 267.35 267.40 267.60 268.35 268.40 268.45 269.65 270.15
## 1 2 1 1 1 1 2 1 1
## 270.20 270.60 270.70 270.80 270.95 272.00 272.15 272.20 272.35
## 1 1 1 1 1 1 1 1 1
## 272.95 273.00 273.20 273.25 273.40 273.75 274.35 274.70 275.40
## 1 1 1 2 1 1 1 1 1
## 275.70 275.90 276.50 278.40 278.85 279.20 279.25 279.30 279.50
## 2 1 1 1 1 1 1 1 1
## 279.55 280.00 280.35 280.40 280.85 281.00 283.75 283.95 284.30
## 1 1 1 1 2 1 1 1 1
## 284.35 284.90 285.20 286.80 287.40 287.85 288.05 288.35 289.10
## 1 1 1 1 1 1 2 1 1
## 289.30 290.55 291.40 291.45 291.90 292.40 292.80 292.85 293.15
## 1 1 1 1 1 1 1 1 1
## 293.30 293.65 293.85 294.20 294.45 294.50 294.90 294.95 295.55
## 1 1 1 1 2 1 1 1 1
## 295.65 295.95 296.10 296.15 297.30 297.35 298.35 298.45 298.70
## 1 1 1 1 1 1 1 1 1
## 299.05 299.20 299.30 299.40 299.70 299.75 300.40 300.70 300.80
## 1 1 1 1 1 1 2 1 1
## 301.40 301.55 301.90 302.35 302.45 302.60 302.75 303.15 303.70
## 1 1 1 1 1 1 1 1 1
## 304.60 305.10 305.55 305.95 306.05 306.60 307.00 307.40 307.60
## 1 1 3 1 1 1 1 2 1
## 308.05 308.10 308.25 308.70 309.10 309.25 309.35 309.40 310.60
## 1 1 1 1 1 1 1 1 1
## 311.60 312.70 313.00 313.40 313.45 313.60 314.45 314.55 314.60
## 1 1 1 1 1 1 1 1 1
## 314.95 315.30 316.20 316.90 317.25 317.75 318.10 318.50 318.60
## 1 1 1 2 1 1 1 1 2
## 318.90 319.15 319.60 319.85 320.40 320.45 321.05 321.40 321.65
## 1 1 1 1 1 1 1 1 1
## 321.70 321.75 321.90 322.50 322.90 323.15 323.25 323.45 324.15
## 1 1 1 1 1 1 1 1 1
## 324.20 324.25 324.30 324.60 324.80 325.45 326.65 326.80 327.45
## 1 1 1 1 1 1 1 1 1
## 328.95 329.75 329.80 329.95 330.05 330.15 330.25 330.60 330.80
## 1 1 1 1 1 1 1 1 2
## 331.30 331.35 331.60 331.85 331.90 332.45 332.50 332.65 333.55
## 1 1 1 1 1 1 1 1 1
## 333.60 333.65 334.65 334.80 335.40 335.65 335.75 335.95 336.15
## 1 1 1 1 1 1 1 1 1
## 336.70 337.90 338.10 338.90 339.90 340.25 340.35 340.40 340.85
## 1 1 1 1 1 1 2 1 2
## 341.35 341.45 341.60 342.30 342.40 343.45 343.60 343.95 344.20
## 1 1 1 1 1 2 1 1 1
## 344.50 345.50 345.90 346.20 346.40 346.45 347.25 347.40 347.65
## 1 1 1 1 1 1 1 1 2
## 348.15 348.80 349.65 349.80 350.10 350.30 350.35 351.50 351.55
## 1 2 1 1 1 1 1 1 1
## 352.65 353.65 354.05 355.10 355.20 355.90 356.10 356.15 356.65
## 1 1 1 2 1 1 1 1 1
## 357.00 357.15 357.60 357.70 357.75 358.05 358.15 358.50 359.40
## 1 1 1 1 1 1 1 1 1
## 360.10 360.35 360.55 362.20 362.60 363.15 364.55 365.35 365.40
## 1 1 1 1 1 1 1 1 1
## 365.55 365.65 365.80 367.55 367.95 368.10 368.85 369.05 369.10
## 1 1 1 1 1 1 1 1 1
## 369.15 369.25 369.30 369.60 370.25 370.40 370.50 370.65 371.40
## 1 1 1 1 1 1 1 1 1
## 371.60 371.65 371.90 372.45 373.00 373.50 374.00 374.50 374.80
## 1 1 1 2 1 1 1 1 1
## 375.25 377.55 377.85 378.40 378.60 381.20 381.30 382.20 382.80
## 1 1 1 1 1 1 1 2 1
## 383.55 383.65 384.25 384.50 385.00 385.55 385.90 386.50 387.20
## 1 3 1 1 1 1 1 1 1
## 387.40 387.70 387.90 388.60 389.10 389.25 389.60 389.80 389.95
## 1 1 1 1 1 1 1 1 1
## 390.40 390.85 391.70 392.50 392.65 393.15 393.45 394.10 394.85
## 1 1 1 1 1 1 1 1 1
## 395.60 396.10 396.30 397.00 398.55 399.25 399.45 399.60 400.00
## 1 1 1 1 2 1 1 1 1
## 400.30 401.10 401.30 401.50 401.85 401.95 402.50 402.60 402.85
## 1 1 1 1 1 1 1 2 1
## 403.15 403.35 404.20 404.35 405.60 405.70 406.05 406.95 407.05
## 1 1 1 1 1 1 1 1 1
## 408.25 408.50 409.90 411.15 411.25 411.45 411.60 411.75 412.10
## 1 1 1 1 1 1 1 1 1
## 412.50 412.55 412.60 413.00 413.25 413.65 414.10 414.95 415.05
## 1 1 1 1 1 1 1 1 1
## 415.10 415.40 415.55 415.90 415.95 416.30 416.40 416.45 417.00
## 1 1 2 1 1 1 1 2 1
## 417.50 417.65 417.70 417.75 418.25 418.30 418.40 418.80 419.35
## 1 1 1 1 1 1 1 1 1
## 419.40 419.70 419.90 420.20 420.45 422.30 422.40 422.50 422.60
## 1 1 1 1 1 1 1 1 1
## 422.70 424.15 424.45 424.50 424.75 425.10 425.90 426.35 426.65
## 1 1 1 1 1 1 1 1 1
## 428.45 428.70 429.55 431.00 432.25 432.50 433.50 433.75 433.95
## 1 1 1 1 1 1 1 1 1
## 434.10 434.50 434.80 435.00 435.25 435.40 435.45 436.20 436.60
## 1 2 1 1 1 1 1 1 1
## 436.90 438.00 438.05 438.25 438.40 438.90 439.20 439.75 440.20
## 1 1 1 1 1 1 1 1 1
## 442.20 442.45 442.60 442.85 443.90 444.75 445.30 445.85 445.95
## 1 1 1 1 1 1 1 1 1
## 446.05 446.10 446.80 447.75 447.90 449.30 449.75 450.40 450.65
## 1 1 1 1 1 1 2 1 1
## 450.80 450.90 451.10 451.55 452.20 452.35 452.55 452.70 452.80
## 1 1 1 1 1 1 1 1 1
## 453.40 453.75 454.00 454.05 454.15 454.65 455.30 455.50 456.85
## 1 1 1 1 1 1 1 1 1
## 457.10 457.30 458.10 459.60 459.95 460.20 460.25 461.30 461.70
## 1 1 1 1 1 1 2 1 1
## 462.80 463.05 463.60 465.05 465.45 465.70 465.85 466.60 467.15
## 1 1 1 1 1 1 1 1 2
## 467.50 467.55 467.70 467.85 468.35 469.25 469.65 469.80 469.85
## 1 1 1 1 1 1 2 1 1
## 470.00 470.20 470.60 470.95 471.35 471.55 471.70 471.85 472.25
## 1 3 2 1 1 1 1 1 1
## 472.65 473.90 474.80 474.90 475.00 475.10 475.20 475.25 475.70
## 1 1 1 1 1 2 1 1 1
## 476.80 477.05 477.55 477.60 477.70 478.10 478.75 480.60 480.75
## 1 1 2 1 1 1 1 1 1
## 481.10 482.25 482.80 483.15 483.30 483.70 484.05 485.20 485.25
## 1 1 2 1 1 1 1 1 1
## 485.90 486.05 486.20 486.85 487.05 487.75 487.95 488.25 488.65
## 1 1 1 1 2 1 1 1 1
## 489.45 490.55 490.65 492.00 492.10 492.55 493.40 493.65 493.95
## 1 1 1 1 1 1 2 1 1
## 494.05 494.90 494.95 495.15 496.90 497.30 497.55 497.60 498.10
## 2 1 1 1 1 1 1 1 2
## 498.25 499.40 500.10 501.00 501.20 501.35 502.60 502.85 503.25
## 1 1 1 1 1 1 1 1 1
## 503.60 504.05 504.20 505.45 505.90 505.95 506.90 507.40 507.90
## 2 1 1 1 1 2 1 1 1
## 509.30 510.80 511.25 512.25 512.45 514.00 514.60 514.75 515.45
## 1 1 2 1 1 1 1 1 1
## 515.75 516.15 516.30 518.30 518.75 518.90 519.15 520.00 520.10
## 2 1 1 1 1 1 1 1 1
## 520.55 520.95 521.00 521.10 521.30 521.35 521.80 521.90 522.35
## 1 1 1 1 1 1 1 1 1
## 522.95 523.10 523.15 523.50 524.35 524.50 525.00 525.55 526.70
## 2 1 1 1 1 1 1 1 1
## 526.95 527.35 527.50 527.90 528.35 528.45 529.50 529.80 530.05
## 1 1 1 1 1 1 2 1 1
## 531.00 531.15 531.55 531.60 532.10 533.05 533.50 533.60 533.90
## 1 1 1 1 1 1 1 1 1
## 534.70 535.05 535.35 535.55 536.35 536.40 537.35 538.20 538.50
## 1 1 1 1 1 1 1 1 1
## 539.85 540.05 540.95 541.15 541.50 541.90 542.40 543.00 543.80
## 1 1 1 1 1 1 1 1 1
## 544.55 545.15 545.20 546.45 546.85 546.95 547.65 547.80 548.80
## 1 1 1 1 1 1 1 1 1
## 548.90 550.10 550.35 550.60 551.30 551.35 551.95 552.10 552.65
## 1 1 1 1 1 1 1 1 1
## 552.70 552.90 552.95 553.00 553.40 554.05 554.25 554.45 555.40
## 1 1 1 2 1 1 1 1 1
## 556.35 558.80 559.20 560.60 560.85 561.15 562.60 562.70 563.05
## 1 1 1 1 1 1 1 1 1
## 563.50 563.65 564.35 564.40 564.65 565.35 565.75 566.10 566.50
## 1 1 2 1 1 1 1 1 1
## 567.45 567.80 568.20 568.85 571.05 571.15 571.45 571.75 572.20
## 1 1 1 1 1 1 1 1 1
## 572.45 572.85 573.05 573.15 573.30 573.75 574.35 574.50 575.45
## 1 1 1 1 1 1 1 1 1
## 576.65 576.70 576.95 577.15 577.60 578.50 579.00 579.40 580.10
## 2 1 1 1 1 1 1 1 1
## 580.80 581.70 581.85 582.50 583.00 583.30 583.45 585.95 586.05
## 1 2 1 1 1 1 1 1 1
## 587.10 587.40 587.45 587.70 589.25 590.35 592.65 592.75 593.05
## 2 1 1 1 1 1 2 1 1
## 593.20 593.30 593.45 593.75 593.85 595.05 595.50 597.00 597.90
## 1 1 1 1 1 1 1 1 1
## 599.25 599.30 600.00 600.15 600.25 601.25 601.55 601.60 602.55
## 1 1 1 1 1 1 1 2 1
## 602.90 603.00 604.70 605.25 605.45 605.75 605.90 606.25 606.55
## 1 1 1 1 1 1 1 1 1
## 607.30 607.70 608.00 608.15 608.50 608.80 609.05 609.10 609.65
## 1 1 1 1 1 1 1 1 1
## 609.90 610.20 610.75 611.45 611.65 612.10 612.95 613.40 613.95
## 1 1 1 1 1 1 1 1 1
## 614.45 615.35 616.90 617.15 617.35 617.65 617.85 620.35 620.55
## 1 1 1 1 1 1 1 1 2
## 620.75 622.90 624.15 624.60 625.05 625.65 627.40 628.65 629.35
## 1 1 1 1 1 1 1 1 1
## 629.55 630.60 631.40 631.85 632.20 632.95 633.30 633.40 633.45
## 1 1 1 1 1 1 1 1 1
## 633.85 635.60 635.90 637.40 637.55 638.00 638.55 638.95 639.45
## 1 1 1 1 1 1 1 1 1
## 639.65 639.70 641.15 641.25 641.35 644.35 644.50 645.80 646.05
## 1 1 1 1 1 1 1 1 1
## 646.85 647.50 648.65 649.40 649.65 651.40 651.50 651.55 653.15
## 1 1 1 1 1 1 1 1 1
## 653.25 653.90 653.95 654.50 654.55 654.85 655.30 655.50 655.85
## 1 1 1 1 1 2 1 1 1
## 655.90 657.50 658.10 658.95 659.35 659.45 659.65 660.05 660.90
## 1 1 1 1 1 1 1 1 1
## 661.25 661.55 662.65 662.95 663.05 663.55 664.40 665.45 666.00
## 1 1 1 1 1 1 2 1 1
## 666.75 667.70 668.40 668.85 669.00 669.45 669.85 670.35 670.65
## 1 1 1 1 1 2 1 1 1
## 672.20 672.55 672.70 673.10 673.20 673.25 674.55 675.60 676.15
## 1 1 1 1 1 1 1 1 1
## 676.35 676.70 677.05 677.90 678.20 678.45 678.75 678.80 679.00
## 1 1 1 1 1 1 1 1 1
## 679.30 679.55 679.80 679.85 680.05 681.40 682.10 682.15 683.25
## 1 1 1 1 1 1 1 1 2
## 683.75 684.05 684.40 684.85 685.55 686.95 688.00 688.20 688.50
## 1 1 1 1 1 1 1 1 1
## 688.65 689.00 689.35 689.75 690.25 690.50 692.10 692.35 692.55
## 1 1 1 1 1 1 1 1 1
## 693.30 693.45 695.05 695.75 695.85 696.35 696.80 697.25 697.65
## 1 1 1 1 1 1 1 1 1
## 697.70 700.45 700.85 701.05 701.30 702.00 702.05 702.90 703.55
## 1 1 1 1 1 1 1 1 1
## 704.30 705.45 706.60 706.85 707.50 708.20 708.80 709.50 710.05
## 1 1 1 1 1 1 1 1 1
## 711.15 711.90 711.95 712.25 712.75 712.85 713.00 713.10 713.60
## 1 1 1 1 1 1 1 1 1
## 713.75 714.15 715.00 716.10 716.40 717.30 717.50 717.95 718.10
## 1 1 1 1 1 1 1 1 1
## 718.55 720.05 720.10 720.45 723.30 723.35 723.40 724.65 726.10
## 1 1 1 1 1 1 1 1 1
## 727.80 727.85 729.95 730.10 730.40 731.30 732.50 733.35 733.55
## 2 1 2 1 1 1 1 1 1
## 733.95 734.35 734.60 735.50 735.90 736.80 738.20 739.35 739.90
## 1 1 1 1 1 1 1 1 1
## 740.00 740.30 740.55 740.80 741.00 741.40 741.50 741.70 742.90
## 1 2 1 1 1 1 1 1 1
## 742.95 743.05 743.30 743.50 743.75 745.30 746.05 746.50 746.75
## 1 1 1 1 1 1 1 1 1
## 747.20 749.25 749.35 750.10 751.65 754.00 754.50 754.65 755.40
## 1 1 1 1 1 1 1 1 1
## 755.50 755.60 756.40 757.10 757.95 758.60 759.35 759.55 760.05
## 1 1 1 1 1 1 1 1 1
## 761.85 761.95 762.10 762.25 762.45 762.50 763.10 764.55 764.95
## 1 1 1 1 1 1 1 1 1
## 765.15 765.45 765.50 767.55 767.90 768.05 768.45 769.10 770.40
## 1 1 1 1 1 1 1 1 1
## 770.50 770.60 771.95 772.40 772.85 773.20 773.65 775.30 775.60
## 1 1 1 1 1 1 1 1 1
## 776.25 777.30 777.35 778.10 779.20 779.25 780.10 780.15 780.20
## 1 2 1 1 1 1 1 1 1
## 780.25 780.50 780.85 781.25 781.40 784.25 784.45 785.75 786.30
## 1 1 1 1 1 1 1 1 1
## 786.50 788.05 788.35 788.55 788.60 788.80 789.20 789.55 790.00
## 1 1 1 1 1 1 1 1 1
## 790.15 790.70 791.15 791.70 791.75 792.15 793.55 794.25 795.15
## 1 1 1 1 1 1 1 1 1
## 795.65 797.10 797.25 798.20 799.00 799.65 800.30 801.30 802.35
## 1 1 1 1 1 1 1 1 1
## 803.30 804.25 804.85 805.10 805.20 806.95 808.95 809.25 809.75
## 1 1 1 1 1 1 1 1 1
## 810.20 810.30 810.45 810.70 810.85 811.65 811.80 812.40 812.50
## 1 1 1 1 1 1 1 1 1
## 813.30 813.45 813.85 814.75 815.50 815.55 816.80 817.95 818.05
## 1 1 1 1 1 1 2 1 1
## 818.45 819.40 819.55 819.95 820.50 821.60 824.75 824.85 825.10
## 1 1 1 1 1 1 1 1 1
## 825.40 825.70 826.00 826.10 827.05 827.30 827.45 827.70 828.05
## 1 1 1 1 1 1 1 1 1
## 828.20 828.85 829.10 829.30 829.55 830.25 830.70 830.80 830.85
## 1 1 1 1 1 1 1 1 1
## 831.75 832.05 832.30 832.35 833.55 834.10 834.15 834.20 834.70
## 1 1 1 1 1 1 1 1 1
## 835.15 835.50 836.35 837.50 837.95 838.50 838.70 839.40 839.65
## 1 2 1 1 1 1 1 1 1
## 840.10 842.25 842.90 844.45 845.25 845.60 846.00 846.80 847.25
## 1 1 1 2 1 1 1 1 1
## 847.30 847.80 849.10 849.90 851.20 851.75 851.80 852.70 853.00
## 1 1 1 2 1 1 1 1 1
## 853.10 854.45 854.80 854.90 855.10 855.30 856.35 856.50 856.65
## 1 1 1 2 1 1 1 1 1
## 857.20 857.25 857.75 857.80 858.60 860.85 861.85 862.40 863.10
## 1 1 1 1 2 1 1 1 1
## 864.20 864.55 864.85 865.00 865.05 865.10 865.55 865.75 865.80
## 1 1 1 1 1 1 1 1 1
## 865.85 866.40 866.45 867.10 867.30 868.10 868.50 869.90 870.25
## 1 1 1 1 2 1 1 1 1
## 871.40 872.65 873.40 874.20 874.80 875.35 875.55 876.15 876.75
## 1 1 1 1 1 1 1 1 1
## 877.35 878.35 879.80 880.05 880.20 882.55 883.35 886.40 886.70
## 1 1 1 1 1 1 1 1 1
## 887.35 888.65 888.75 889.00 889.90 890.35 890.50 890.60 892.15
## 1 1 1 1 1 1 1 1 1
## 892.65 892.70 893.00 893.20 893.55 894.30 896.75 896.90 897.75
## 1 1 1 1 1 1 1 1 1
## 898.35 899.45 899.80 900.50 900.90 901.25 902.00 902.25 903.60
## 1 1 1 1 1 1 1 1 1
## 903.70 903.80 905.55 906.85 907.05 908.15 908.55 908.75 909.25
## 1 1 1 2 1 1 1 1 1
## 910.45 911.60 912.00 913.30 914.00 914.30 914.40 914.60 916.00
## 1 1 1 1 1 1 1 1 1
## 916.15 916.75 916.90 917.15 917.45 918.60 918.70 918.75 919.40
## 1 1 1 1 1 1 1 1 1
## 920.50 921.30 921.40 921.55 923.10 923.50 923.85 926.00 926.20
## 1 1 1 1 1 1 1 1 1
## 926.25 927.10 927.15 927.35 927.65 928.40 929.20 929.30 929.45
## 2 1 1 1 1 1 1 1 1
## 930.05 930.40 930.45 930.90 930.95 931.55 931.75 931.90 933.30
## 1 1 1 1 1 1 1 1 1
## 934.10 934.15 934.80 935.90 936.70 936.85 937.10 937.50 937.60
## 1 1 1 1 1 1 1 1 1
## 938.65 938.95 939.70 939.80 940.35 941.00 942.95 943.00 943.10
## 1 1 1 1 1 1 1 1 1
## 943.85 944.65 945.70 946.95 947.30 947.40 947.75 948.90 949.80
## 1 1 1 1 1 1 1 1 1
## 949.85 950.20 950.75 951.55 952.30 953.45 953.65 954.90 955.15
## 1 1 1 1 1 1 1 1 1
## 955.60 955.75 956.65 957.10 958.10 958.15 958.25 958.45 959.90
## 1 1 1 1 1 1 1 1 1
## 961.40 962.25 962.90 963.95 964.35 964.90 966.25 966.55 967.85
## 1 1 1 1 1 1 1 1 1
## 967.90 969.85 970.40 970.45 970.55 970.85 971.30 973.10 973.25
## 1 1 1 1 1 1 1 1 1
## 973.35 973.45 973.55 973.65 973.95 978.00 978.60 979.05 979.50
## 1 1 1 1 1 1 1 1 1
## 980.35 981.45 982.95 985.05 987.95 989.05 989.45 990.30 990.45
## 1 1 1 1 2 2 1 1 1
## 990.85 990.90 992.70 993.15 994.55 994.80 995.35 996.45 996.85
## 1 1 1 1 1 1 1 1 1
## 996.95 997.65 997.75 998.10 999.45 999.80 999.90 1001.20 1001.50
## 1 1 1 1 1 1 1 1 1
## 1003.05 1004.35 1004.50 1004.75 1005.70 1006.90 1007.80 1007.90 1008.55
## 1 1 1 1 1 1 1 1 1
## 1008.70 1009.25 1010.00 1011.05 1011.50 1011.80 1012.40 1013.05 1013.20
## 2 1 1 1 1 1 1 1 1
## 1013.35 1013.60 1014.25 1016.70 1017.35 1020.20 1020.75 1021.55 1021.75
## 1 1 1 1 1 1 1 1 1
## 1021.80 1022.50 1022.60 1022.95 1023.75 1023.85 1023.90 1023.95 1024.00
## 1 1 1 1 1 1 1 1 1
## 1024.65 1024.70 1025.05 1025.15 1025.95 1026.35 1027.25 1028.75 1028.90
## 1 1 1 2 1 1 1 1 1
## 1029.35 1029.75 1029.80 1031.10 1031.40 1031.70 1032.00 1032.05 1033.00
## 1 1 1 1 1 1 1 1 1
## 1033.90 1033.95 1035.50 1035.70 1036.00 1036.75 1037.75 1039.45 1041.80
## 1 1 1 1 1 1 1 1 1
## 1042.65 1043.30 1043.35 1043.40 1043.80 1045.25 1046.10 1046.20 1046.50
## 1 2 1 1 1 1 1 1 2
## 1047.70 1048.45 1048.85 1049.05 1049.60 1050.50 1051.05 1051.90 1052.35
## 1 1 1 1 1 1 1 1 1
## 1052.40 1054.60 1054.75 1054.80 1055.90 1056.95 1057.00 1057.55 1057.85
## 1 1 1 1 1 1 1 1 1
## 1058.10 1058.25 1058.60 1059.55 1060.20 1060.60 1061.60 1062.10 1064.65
## 2 1 1 1 2 1 1 1 1
## 1064.95 1066.15 1066.90 1067.05 1067.15 1067.65 1068.15 1068.85 1070.15
## 1 1 1 1 1 1 1 1 1
## 1070.25 1070.50 1070.70 1071.40 1071.60 1072.00 1072.60 1073.30 1074.30
## 1 1 1 1 1 1 1 1 1
## 1074.65 1077.05 1077.50 1077.95 1078.75 1078.90 1079.05 1079.45 1079.65
## 1 1 2 1 1 1 1 1 1
## 1080.55 1081.25 1081.45 1082.75 1082.80 1083.00 1083.70 1086.75 1087.25
## 1 1 1 1 1 1 1 1 1
## 1087.45 1087.70 1088.25 1090.10 1090.60 1090.65 1092.35 1093.00 1093.10
## 1 1 1 1 1 1 1 1 1
## 1093.20 1093.40 1094.35 1094.50 1095.30 1095.65 1096.25 1096.60 1096.65
## 1 1 1 1 1 1 1 1 1
## 1097.15 1098.85 1099.60 1101.85 1102.40 1103.25 1105.40 1107.20 1107.25
## 1 1 1 1 1 1 1 1 1
## 1108.00 1108.20 1108.60 1108.80 1110.05 1110.35 1110.50 1111.20 1111.65
## 1 1 1 1 2 1 1 1 1
## 1111.85 1112.30 1113.95 1114.55 1114.85 1115.15 1115.20 1115.60 1117.55
## 1 1 1 1 1 1 1 1 1
## 1118.80 1119.35 1119.90 1120.30 1120.95 1121.05 1122.40 1123.15 1123.65
## 1 1 1 1 1 1 1 1 1
## 1124.20 1125.20 1125.60 1126.35 1126.75 1127.20 1127.35 1128.10 1129.10
## 1 1 1 1 1 1 1 1 1
## 1129.35 1129.75 1130.00 1130.85 1131.20 1131.30 1131.50 1132.35 1132.75
## 1 1 1 2 1 1 1 1 1
## 1133.65 1133.70 1133.90 1134.25 1135.70 1137.05 1138.80 1139.20 1140.05
## 1 1 1 1 1 1 1 2 1
## 1143.80 1144.50 1144.60 1145.35 1145.70 1146.05 1146.65 1147.00 1147.45
## 1 1 1 1 1 1 1 1 1
## 1147.85 1148.10 1149.65 1151.05 1151.55 1152.70 1152.80 1153.25 1155.60
## 1 1 2 1 1 1 1 1 1
## 1156.10 1156.35 1156.55 1157.05 1158.85 1160.45 1160.75 1161.75 1162.85
## 1 1 1 1 1 1 1 2 1
## 1164.05 1164.30 1165.55 1165.60 1165.90 1166.70 1167.60 1167.80 1169.35
## 1 1 1 1 1 1 1 2 1
## 1170.50 1170.55 1171.30 1171.50 1172.95 1173.35 1173.55 1174.35 1174.80
## 1 1 1 1 1 1 1 2 1
## 1175.60 1175.85 1177.05 1177.95 1178.25 1178.40 1178.75 1180.95 1181.75
## 1 1 1 1 1 1 1 1 1
## 1182.55 1183.05 1183.20 1183.80 1184.00 1185.00 1185.95 1187.05 1188.20
## 1 2 1 1 1 1 1 1 1
## 1188.25 1189.40 1189.90 1190.50 1191.20 1191.40 1192.30 1192.70 1193.05
## 1 1 1 1 1 1 1 1 1
## 1193.55 1194.30 1195.25 1195.75 1195.95 1198.05 1198.80 1199.40 1200.15
## 1 1 1 1 1 1 1 1 1
## 1201.15 1201.65 1203.90 1203.95 1205.05 1205.50 1206.05 1207.00 1208.15
## 1 2 1 1 1 1 1 1 1
## 1208.35 1208.60 1209.25 1210.30 1210.40 1211.65 1212.10 1212.25 1212.85
## 1 1 1 1 1 1 1 1 1
## 1214.05 1215.10 1215.45 1215.60 1215.65 1215.80 1216.35 1216.60 1217.25
## 1 1 1 1 1 1 1 1 1
## 1218.25 1218.45 1218.55 1218.65 1219.85 1221.55 1221.65 1222.05 1222.25
## 2 1 1 1 1 1 1 1 1
## 1222.65 1222.80 1224.05 1225.65 1226.45 1228.65 1229.10 1230.25 1230.90
## 1 1 1 1 1 1 1 1 1
## 1231.85 1232.90 1233.15 1233.25 1233.40 1233.65 1234.60 1234.80 1235.55
## 1 1 1 1 1 1 1 1 2
## 1236.15 1237.30 1237.65 1237.85 1238.45 1238.65 1240.15 1240.25 1240.80
## 1 1 1 1 1 1 1 1 1
## 1242.20 1242.25 1242.45 1244.50 1244.80 1245.05 1245.60 1246.40 1247.75
## 1 1 1 1 1 1 1 1 1
## 1248.90 1249.25 1250.10 1250.85 1252.00 1252.85 1253.15 1253.50 1253.65
## 1 1 1 1 1 1 1 1 1
## 1253.80 1253.90 1254.70 1255.10 1258.15 1258.30 1258.35 1258.60 1259.00
## 1 1 1 1 1 1 1 1 1
## 1259.35 1260.70 1261.00 1261.35 1261.45 1261.70 1263.05 1263.85 1263.90
## 1 1 1 1 1 1 1 1 1
## 1264.20 1265.65 1266.10 1266.35 1266.40 1267.00 1267.05 1267.20 1267.95
## 1 1 1 1 1 1 1 1 1
## 1268.85 1269.10 1269.55 1269.60 1270.20 1270.25 1270.55 1271.80 1272.05
## 1 1 1 1 1 1 1 1 1
## 1273.30 1274.05 1274.45 1275.60 1275.65 1275.70 1275.85 1277.50 1277.75
## 1 1 1 1 1 1 1 1 1
## 1278.80 1279.00 1281.00 1281.25 1282.85 1284.20 1285.05 1285.80 1286.00
## 1 1 1 1 1 3 1 1 1
## 1286.05 1287.85 1288.00 1288.30 1288.75 1290.00 1291.30 1291.35 1292.20
## 1 1 1 1 1 1 1 1 1
## 1292.60 1292.65 1293.80 1294.60 1295.40 1296.15 1296.80 1297.35 1297.80
## 1 1 1 1 1 1 1 1 1
## 1298.70 1299.10 1299.80 1301.00 1301.10 1301.70 1301.90 1302.65 1303.25
## 1 1 1 1 1 1 1 1 1
## 1303.50 1304.80 1304.85 1305.95 1306.30 1307.80 1308.10 1308.40 1309.00
## 1 1 1 2 1 1 1 1 1
## 1309.15 1311.30 1311.60 1311.75 1312.15 1312.45 1313.25 1313.55 1315.00
## 1 1 1 1 1 1 1 1 1
## 1315.35 1316.90 1317.95 1319.85 1319.95 1321.30 1322.55 1322.85 1323.70
## 1 1 1 1 1 1 1 1 1
## 1325.85 1326.25 1326.35 1327.15 1327.40 1327.85 1328.15 1328.35 1329.15
## 1 1 1 1 1 1 1 1 1
## 1329.20 1331.05 1332.40 1334.00 1334.45 1334.50 1335.20 1336.10 1336.15
## 1 1 1 1 1 1 1 1 1
## 1336.35 1336.65 1336.80 1336.90 1337.45 1337.50 1338.15 1339.80 1340.10
## 1 1 1 1 1 1 1 1 1
## 1341.50 1342.15 1343.40 1344.50 1345.55 1345.65 1345.75 1345.85 1346.20
## 1 1 1 1 1 1 1 1 1
## 1346.30 1346.90 1347.15 1348.50 1348.90 1348.95 1350.15 1354.40 1355.10
## 1 1 1 1 1 1 1 1 1
## 1355.45 1356.30 1356.70 1357.10 1358.60 1358.85 1359.00 1359.45 1359.50
## 1 1 1 1 1 1 1 1 1
## 1359.70 1360.25 1362.85 1363.25 1363.45 1364.30 1364.75 1367.75 1369.80
## 1 1 1 1 1 1 1 1 1
## 1370.35 1372.45 1372.90 1373.00 1373.05 1374.20 1374.35 1374.90 1375.15
## 1 1 1 1 1 1 1 1 1
## 1375.40 1375.60 1376.50 1377.70 1378.25 1378.45 1378.75 1379.60 1379.80
## 1 1 1 1 1 1 1 1 1
## 1380.10 1380.40 1381.20 1381.80 1382.90 1383.60 1384.75 1385.85 1386.80
## 1 1 1 2 1 1 1 1 1
## 1386.90 1387.00 1387.35 1387.45 1388.00 1388.45 1388.75 1389.20 1389.35
## 1 1 1 1 1 1 1 1 1
## 1389.60 1389.85 1390.60 1390.85 1391.15 1391.65 1392.25 1393.60 1394.55
## 1 1 1 1 1 1 1 1 1
## 1395.05 1396.00 1396.25 1396.90 1397.30 1397.65 1398.25 1398.60 1399.35
## 1 1 1 1 1 1 1 1 1
## 1400.30 1400.55 1400.85 1401.15 1401.40 1402.25 1403.10 1404.65 1405.30
## 1 1 1 1 1 1 1 1 1
## 1406.00 1406.65 1406.90 1410.25 1411.20 1411.35 1411.65 1411.90 1412.40
## 1 1 1 2 1 1 1 1 1
## 1412.65 1413.00 1414.20 1414.45 1414.65 1414.80 1415.00 1415.55 1415.85
## 1 1 1 1 1 1 1 1 1
## 1416.20 1416.50 1416.75 1417.90 1419.40 1421.75 1421.90 1422.05 1422.10
## 1 1 1 1 1 1 1 1 1
## 1422.65 1423.05 1423.15 1423.35 1423.65 1423.85 1424.20 1424.40 1424.50
## 1 1 1 1 1 1 1 1 1
## 1424.60 1424.90 1424.95 1425.45 1426.40 1426.45 1426.75 1427.55 1429.65
## 1 1 1 1 1 1 1 1 1
## 1430.05 1430.25 1430.95 1431.65 1432.55 1433.80 1434.10 1434.60 1436.95
## 1 1 1 1 1 1 1 1 1
## 1438.05 1439.35 1440.75 1441.10 1441.65 1441.80 1441.95 1442.00 1442.20
## 1 1 1 1 1 1 1 1 1
## 1442.60 1442.65 1443.65 1444.05 1444.65 1445.20 1445.30 1445.95 1446.80
## 1 1 2 1 1 1 1 1 1
## 1447.90 1448.60 1448.80 1451.10 1451.60 1451.90 1453.10 1454.15 1454.25
## 1 1 1 1 1 1 1 1 1
## 1457.25 1458.10 1459.35 1460.65 1460.85 1461.15 1461.45 1462.05 1462.60
## 1 1 1 1 1 1 1 1 1
## 1463.45 1463.50 1463.70 1465.75 1466.10 1468.75 1468.90 1470.05 1470.95
## 2 1 1 1 1 2 1 1 1
## 1471.75 1474.35 1474.75 1474.90 1476.25 1477.65 1478.85 1482.30 1483.25
## 1 1 1 1 1 1 1 1 1
## 1489.30 1490.40 1490.95 1492.10 1493.10 1493.20 1493.55 1493.75 1494.50
## 1 1 1 1 1 2 1 1 1
## 1495.10 1496.45 1496.90 1497.05 1497.90 1498.20 1498.35 1498.55 1498.65
## 1 1 1 1 1 1 1 1 1
## 1498.85 1500.25 1500.50 1500.95 1501.75 1502.25 1502.65 1504.05 1505.05
## 1 1 1 1 1 1 1 1 1
## 1505.15 1505.35 1505.45 1505.85 1505.90 1506.40 1507.00 1509.80 1509.90
## 1 1 1 1 1 1 1 1 1
## 1510.30 1510.50 1511.20 1513.60 1514.85 1515.10 1516.60 1517.50 1519.00
## 1 1 1 1 1 1 1 1 1
## 1520.10 1520.90 1521.20 1522.65 1522.70 1523.40 1524.85 1525.35 1527.35
## 1 1 1 1 1 1 1 1 1
## 1527.50 1529.20 1529.45 1529.65 1530.60 1531.40 1532.45 1533.80 1534.05
## 1 1 1 1 1 1 1 1 1
## 1534.75 1536.75 1537.85 1537.90 1538.60 1539.45 1539.75 1539.80 1540.05
## 1 1 1 1 1 1 1 1 1
## 1540.20 1540.35 1544.05 1545.40 1546.30 1547.35 1548.65 1549.75 1551.60
## 1 1 1 1 1 1 1 1 1
## 1553.20 1553.90 1553.95 1554.00 1554.90 1555.65 1556.85 1558.65 1558.70
## 1 1 1 1 1 1 1 1 1
## 1559.15 1559.25 1559.30 1559.45 1561.50 1563.90 1563.95 1564.05 1564.40
## 1 1 1 1 1 1 1 1 1
## 1565.70 1566.75 1566.90 1567.00 1567.55 1570.70 1573.05 1573.70 1573.95
## 1 1 1 1 1 1 1 1 1
## 1574.45 1574.50 1579.70 1580.10 1581.20 1581.95 1582.75 1583.50 1584.80
## 1 1 1 1 1 1 1 1 1
## 1587.55 1588.25 1588.70 1588.75 1592.35 1593.10 1594.75 1595.50 1596.60
## 1 1 1 1 1 1 1 1 1
## 1597.05 1597.25 1597.40 1600.25 1600.95 1601.20 1601.50 1604.50 1607.20
## 1 1 1 1 1 1 1 1 1
## 1608.15 1611.00 1611.15 1611.65 1612.20 1612.75 1614.05 1614.20 1614.70
## 1 1 1 1 1 1 1 1 1
## 1614.90 1615.10 1616.15 1617.50 1618.20 1620.20 1620.25 1620.45 1620.80
## 1 1 1 1 1 2 1 1 1
## 1621.35 1622.45 1623.15 1623.40 1625.00 1625.65 1626.05 1626.40 1629.20
## 1 1 1 1 1 1 1 1 1
## 1630.40 1633.00 1636.95 1637.30 1637.40 1638.70 1639.30 1640.00 1641.30
## 1 1 1 1 1 1 1 1 1
## 1641.80 1642.75 1643.25 1643.55 1646.45 1647.00 1648.45 1651.95 1652.10
## 1 2 1 1 1 1 1 1 1
## 1652.40 1652.95 1653.45 1653.85 1654.45 1654.60 1654.70 1654.75 1654.85
## 1 1 1 1 1 1 1 1 1
## 1655.35 1657.40 1660.00 1662.05 1663.50 1663.75 1664.30 1665.20 1667.25
## 1 1 1 1 1 1 1 1 1
## 1669.40 1671.60 1672.10 1672.15 1672.35 1673.40 1673.80 1676.95 1677.85
## 1 1 2 1 2 1 1 1 1
## 1678.05 1679.25 1679.40 1679.65 1680.25 1681.60 1682.05 1682.40 1683.60
## 1 1 1 1 1 1 1 1 1
## 1683.70 1685.90 1686.15 1686.85 1687.95 1688.90 1689.45 1691.90 1692.60
## 1 1 1 1 1 1 1 1 1
## 1696.20 1697.70 1698.55 1699.15 1700.90 1701.65 1702.90 1704.95 1706.45
## 1 1 1 1 1 1 1 1 2
## 1709.10 1709.15 1710.15 1710.45 1710.90 1712.70 1712.90 1713.10 1714.55
## 1 1 1 1 1 1 1 1 1
## 1714.95 1715.10 1715.15 1715.65 1716.45 1718.20 1718.35 1718.95 1719.15
## 2 1 1 1 1 1 1 1 1
## 1723.95 1724.15 1725.00 1725.40 1725.95 1727.50 1728.20 1729.35 1730.35
## 1 1 1 1 1 1 1 1 1
## 1730.65 1732.60 1732.95 1733.15 1734.20 1734.50 1734.65 1737.45 1738.90
## 1 1 1 1 1 2 1 1 1
## 1739.60 1740.70 1740.80 1742.45 1742.50 1742.75 1742.95 1743.05 1743.50
## 1 1 1 1 1 1 1 1 1
## 1743.90 1745.20 1745.50 1747.20 1747.85 1748.55 1748.90 1750.70 1750.85
## 1 1 1 1 1 1 1 1 1
## 1752.45 1752.55 1752.65 1753.00 1755.35 1756.20 1756.60 1758.60 1758.90
## 1 1 1 1 1 1 1 1 1
## 1759.40 1759.55 1760.25 1761.05 1761.45 1763.55 1764.75 1765.95 1766.75
## 1 1 1 1 1 1 1 1 1
## 1767.35 1769.60 1772.25 1775.80 1776.00 1776.45 1776.55 1776.95 1777.60
## 1 1 1 1 1 1 1 1 1
## 1777.90 1778.50 1778.70 1779.95 1781.35 1782.00 1782.05 1782.40 1783.60
## 1 1 1 1 1 2 1 2 1
## 1783.75 1784.50 1784.90 1785.65 1787.35 1789.25 1789.65 1789.90 1790.15
## 1 1 1 1 1 1 1 1 1
## 1790.35 1790.60 1790.65 1790.80 1793.25 1794.65 1794.80 1796.55 1797.10
## 1 1 1 1 1 1 1 1 1
## 1797.75 1798.65 1798.90 1799.30 1800.05 1801.10 1801.90 1802.15 1802.55
## 1 1 1 1 1 1 1 1 1
## 1803.70 1806.35 1808.70 1809.35 1810.55 1810.85 1813.10 1813.35 1815.00
## 1 1 1 1 1 1 1 1 1
## 1815.30 1815.65 1816.20 1816.75 1818.30 1818.90 1820.45 1820.90 1821.20
## 1 1 1 1 1 1 1 1 1
## 1821.80 1821.95 1825.50 1826.70 1830.05 1830.10 1832.40 1834.15 1834.95
## 1 1 1 1 1 1 1 1 1
## 1835.30 1836.25 1836.90 1837.70 1837.90 1838.15 1840.75 1841.20 1841.90
## 1 1 1 1 1 1 1 1 1
## 1842.70 1842.80 1843.05 1845.90 1846.65 1847.55 1848.80 1849.20 1849.95
## 1 1 1 1 1 1 1 1 1
## 1850.65 1851.45 1852.85 1855.65 1856.40 1857.25 1857.30 1857.75 1857.85
## 1 1 1 1 1 1 1 1 1
## 1859.10 1859.20 1859.50 1861.10 1861.50 1862.90 1863.80 1864.20 1864.65
## 1 1 1 1 1 1 1 1 1
## 1866.45 1867.60 1867.70 1868.40 1871.15 1871.85 1872.20 1873.70 1874.30
## 1 1 1 1 1 1 1 2 1
## 1874.45 1875.25 1875.55 1879.25 1880.85 1882.55 1882.80 1884.65 1885.15
## 1 1 1 1 1 1 1 1 2
## 1886.25 1886.40 1887.00 1888.25 1888.45 1888.65 1889.50 1893.50 1893.95
## 1 1 1 1 1 1 1 1 1
## 1898.10 1899.65 1900.25 1901.00 1901.05 1901.25 1901.65 1902.00 1905.40
## 1 1 1 1 1 1 1 1 1
## 1905.70 1907.85 1908.35 1910.60 1910.75 1911.50 1912.15 1912.85 1914.50
## 1 1 1 1 1 1 1 1 1
## 1914.90 1916.00 1916.20 1917.10 1923.50 1923.85 1924.10 1927.30 1928.70
## 1 1 1 1 1 1 1 1 1
## 1929.00 1929.35 1929.95 1930.90 1931.30 1931.75 1932.75 1934.45 1936.85
## 1 1 1 1 1 1 1 1 1
## 1937.40 1938.05 1938.90 1939.35 1940.80 1940.85 1941.50 1943.20 1943.90
## 1 1 1 1 1 1 1 1 1
## 1948.35 1949.40 1951.00 1952.25 1952.80 1955.40 1956.40 1957.10 1958.45
## 1 1 1 1 1 1 1 1 1
## 1958.95 1959.50 1961.60 1964.60 1968.10 1970.50 1971.15 1971.50 1972.35
## 1 1 1 1 1 1 1 1 1
## 1973.75 1974.80 1975.85 1978.65 1980.30 1982.10 1982.60 1983.15 1985.15
## 1 1 1 1 1 1 1 1 1
## 1988.05 1990.50 1992.20 1992.55 1992.85 1992.95 1993.20 1993.25 1993.80
## 1 1 1 1 1 1 1 1 1
## 1994.30 2000.20 2001.00 2001.50 2003.60 2006.10 2006.95 2007.25 2007.85
## 1 1 1 1 1 1 1 1 1
## 2010.55 2010.95 2011.40 2012.70 2015.35 2015.80 2016.30 2016.45 2018.10
## 1 1 1 1 1 1 1 1 1
## 2018.40 2019.80 2020.90 2021.20 2021.35 2023.55 2024.10 2025.10 2028.80
## 1 1 1 1 1 1 1 1 1
## 2029.05 2030.30 2030.75 2031.95 2032.30 2033.05 2033.85 2034.25 2036.55
## 1 1 1 1 2 1 1 1 1
## 2038.70 2042.05 2043.45 2044.75 2044.95 2045.55 2048.80 2049.05 2053.05
## 1 1 1 1 1 1 1 1 1
## 2054.40 2058.50 2062.15 2065.15 2065.40 2066.00 2067.00 2068.55 2070.05
## 1 1 1 1 1 1 1 1 1
## 2070.60 2070.75 2072.75 2075.10 2076.05 2076.20 2077.95 2078.55 2078.95
## 1 1 1 1 1 1 1 1 1
## 2080.10 2082.95 2083.10 2085.45 2088.05 2088.45 2088.75 2088.80 2090.25
## 1 1 1 1 1 1 1 1 1
## 2092.90 2093.40 2093.90 2094.65 2094.90 2095.00 2096.10 2104.55 2106.05
## 1 1 1 1 1 1 1 2 1
## 2106.30 2107.15 2108.35 2109.35 2110.15 2111.30 2111.45 2117.20 2117.25
## 1 1 1 1 1 1 1 1 1
## 2119.50 2122.05 2122.45 2130.45 2130.55 2134.30 2135.50 2136.90 2139.10
## 1 1 1 1 1 1 1 1 1
## 2139.20 2142.80 2145.00 2146.50 2149.05 2151.60 2156.25 2157.30 2157.50
## 1 1 1 1 1 2 1 1 1
## 2157.95 2162.60 2165.05 2168.15 2168.90 2169.40 2169.75 2169.80 2171.15
## 1 1 1 1 1 1 1 1 1
## 2172.05 2177.45 2178.60 2180.55 2181.55 2181.75 2184.35 2184.60 2184.85
## 1 1 1 2 1 1 1 1 1
## 2186.40 2187.15 2187.55 2188.45 2188.50 2191.15 2191.70 2192.90 2193.00
## 1 1 1 1 1 1 1 1 1
## 2193.20 2193.65 2196.15 2196.30 2196.45 2198.30 2198.90 2199.05 2200.25
## 1 1 1 1 1 1 1 1 1
## 2200.70 2201.75 2203.10 2203.65 2203.70 2204.35 2208.05 2208.75 2209.15
## 1 1 1 1 1 1 1 1 1
## 2209.75 2210.20 2211.80 2212.55 2215.00 2215.25 2215.40 2215.45 2217.15
## 1 1 1 1 1 1 1 1 1
## 2220.10 2221.55 2224.50 2227.10 2227.80 2230.85 2231.05 2234.55 2234.95
## 1 1 1 1 1 1 1 1 1
## 2236.20 2237.55 2238.50 2239.40 2239.65 2243.90 2244.95 2245.40 2248.05
## 1 1 1 1 1 1 1 1 1
## 2249.10 2249.95 2250.65 2254.20 2257.75 2258.25 2259.35 2263.40 2263.45
## 1 1 1 2 1 1 1 1 1
## 2264.05 2264.50 2265.00 2265.25 2271.85 2272.80 2274.10 2274.35 2274.90
## 1 1 1 1 1 1 1 1 1
## 2275.10 2276.10 2276.95 2277.65 2278.75 2281.60 2282.55 2282.95 2283.15
## 1 1 1 1 1 1 1 1 1
## 2283.30 2287.25 2288.70 2289.90 2291.20 2292.75 2293.60 2296.25 2298.55
## 1 1 1 1 1 1 1 1 1
## 2298.90 2301.15 2302.35 2303.35 2308.60 2309.55 2310.20 2312.55 2313.80
## 1 1 1 1 1 1 1 1 1
## 2316.85 2317.10 2319.80 2320.80 2322.85 2324.70 2326.05 2331.30 2333.05
## 1 3 1 1 1 1 1 1 1
## 2333.85 2335.30 2337.45 2338.35 2339.30 2341.50 2341.55 2342.20 2343.85
## 1 1 1 1 1 1 1 1 1
## 2344.50 2345.20 2345.55 2347.85 2347.90 2348.45 2349.80 2351.45 2351.80
## 1 1 1 1 1 1 1 1 1
## 2354.80 2356.75 2357.75 2361.80 2362.10 2364.00 2365.15 2368.40 2369.05
## 1 1 1 1 1 1 1 1 1
## 2369.30 2369.70 2375.20 2375.40 2379.10 2381.55 2383.60 2384.15 2386.85
## 1 1 1 1 1 1 1 1 1
## 2387.75 2390.45 2391.15 2391.80 2395.05 2395.70 2398.40 2401.05 2404.10
## 1 1 1 1 1 1 1 1 1
## 2404.15 2404.85 2405.05 2406.10 2407.30 2409.90 2413.05 2414.55 2415.95
## 2 1 1 1 1 1 1 1 1
## 2416.10 2416.55 2419.00 2419.55 2421.60 2421.75 2423.40 2424.05 2424.45
## 1 1 1 1 1 1 1 1 1
## 2424.50 2425.40 2427.10 2427.35 2429.10 2431.35 2431.95 2433.50 2433.90
## 1 1 1 1 1 1 1 1 1
## 2434.45 2435.15 2438.60 2440.15 2440.25 2441.70 2443.30 2444.25 2447.45
## 1 1 1 1 2 1 1 1 1
## 2447.95 2448.50 2448.75 2452.70 2453.30 2455.05 2459.80 2460.15 2460.35
## 1 1 1 1 1 1 1 1 1
## 2460.55 2462.55 2462.60 2467.10 2467.75 2470.10 2471.25 2471.60 2473.95
## 1 1 1 1 1 1 1 1 1
## 2475.35 2479.05 2479.25 2483.05 2483.50 2483.65 2484.00 2490.15 2492.25
## 1 1 1 1 1 1 1 1 1
## 2494.65 2495.15 2495.20 2496.70 2497.20 2497.35 2498.40 2499.30 2509.25
## 1 1 1 1 2 1 1 1 1
## 2509.95 2510.20 2510.70 2511.30 2511.55 2511.95 2513.50 2514.50 2515.30
## 1 1 1 1 1 1 1 1 1
## 2516.20 2522.40 2524.45 2530.40 2531.40 2531.80 2535.55 2536.55 2537.00
## 1 1 1 1 1 1 1 1 1
## 2538.05 2538.20 2540.10 2541.25 2542.45 2545.70 2545.75 2546.85 2548.55
## 1 1 1 1 1 1 1 1 1
## 2548.65 2549.10 2550.90 2552.90 2553.35 2553.70 2554.00 2555.05 2555.90
## 1 1 1 1 1 1 1 1 1
## 2560.10 2564.30 2564.95 2566.30 2566.50 2568.15 2568.55 2570.00 2570.20
## 2 1 1 1 1 1 1 1 2
## 2572.95 2575.45 2576.20 2576.80 2583.75 2585.95 2586.00 2587.70 2588.95
## 1 1 1 1 1 1 1 1 1
## 2595.25 2595.85 2596.15 2597.60 2598.95 2599.95 2602.90 2603.10 2603.30
## 1 1 1 1 1 1 1 1 1
## 2603.95 2606.35 2607.60 2610.65 2613.40 2614.10 2618.30 2619.15 2619.25
## 1 1 1 1 1 1 1 1 1
## 2621.75 2623.65 2624.25 2625.25 2625.55 2626.15 2627.20 2627.35 2628.60
## 1 1 1 1 1 1 1 1 1
## 2633.30 2633.40 2633.95 2635.00 2636.05 2638.10 2640.55 2642.05 2647.10
## 1 1 1 1 1 1 2 1 1
## 2647.20 2649.15 2651.10 2651.20 2653.65 2654.05 2655.25 2656.30 2656.50
## 1 1 1 2 1 1 1 1 1
## 2656.70 2657.55 2658.40 2658.80 2659.40 2659.45 2660.20 2661.10 2664.30
## 1 1 1 1 1 1 1 2 1
## 2665.00 2666.75 2669.45 2673.45 2674.15 2679.70 2680.15 2681.15 2683.20
## 1 1 1 1 1 1 1 1 1
## 2684.35 2684.85 2686.05 2688.45 2688.85 2689.35 2692.75 2696.55 2697.40
## 1 1 1 1 1 1 1 1 1
## 2698.35 2708.20 2710.25 2715.30 2716.30 2718.30 2719.20 2722.20 2723.15
## 1 1 1 1 1 1 1 1 1
## 2723.40 2723.75 2724.25 2724.60 2727.30 2727.80 2728.60 2730.85 2731.00
## 1 1 1 1 1 1 1 1 1
## 2737.05 2743.45 2745.20 2745.70 2747.20 2748.70 2751.00 2753.80 2754.00
## 1 1 1 1 1 1 1 1 1
## 2754.45 2755.35 2757.85 2758.15 2762.75 2763.00 2763.35 2766.40 2768.35
## 1 1 1 1 1 1 1 1 1
## 2768.65 2773.90 2774.55 2779.50 2780.60 2781.85 2782.40 2789.70 2790.65
## 1 1 1 1 1 1 1 1 1
## 2791.50 2793.55 2796.35 2796.45 2799.00 2799.75 2802.30 2804.45 2806.90
## 1 1 1 1 1 1 1 1 1
## 2807.10 2807.65 2809.05 2812.20 2813.05 2815.25 2816.65 2820.65 2823.00
## 1 1 1 1 1 1 1 1 1
## 2830.45 2832.75 2835.50 2835.90 2838.55 2838.70 2839.45 2839.65 2839.95
## 1 1 1 1 1 1 1 1 1
## 2841.55 2845.15 2847.20 2847.40 2848.45 2852.40 2854.55 2854.95 2857.60
## 1 1 1 1 1 1 1 1 1
## 2861.45 2862.55 2862.75 2866.45 2867.75 2868.05 2868.15 2869.85 2871.50
## 1 1 1 1 1 1 1 1 1
## 2874.15 2874.45 2877.05 2877.95 2878.55 2878.75 2879.20 2879.90 2882.25
## 1 1 1 1 1 1 1 1 1
## 2884.90 2888.70 2890.65 2893.40 2894.55 2896.40 2896.55 2896.60 2897.95
## 1 1 1 1 1 1 1 1 1
## 2898.95 2901.80 2907.35 2907.55 2908.20 2909.95 2911.30 2911.50 2911.80
## 1 1 1 1 1 1 1 1 1
## 2917.50 2917.65 2919.85 2921.75 2924.05 2928.50 2929.75 2931.00 2933.20
## 1 1 1 1 1 1 1 1 1
## 2933.95 2934.30 2936.25 2937.65 2939.80 2948.60 2952.85 2954.50 2958.95
## 1 1 1 1 1 1 1 1 1
## 2959.80 2960.10 2961.40 2962.00 2964.00 2964.05 2964.80 2965.75 2966.95
## 1 1 1 1 1 1 1 1 1
## 2967.35 2970.30 2970.80 2971.70 2974.50 2976.95 2978.30 2979.20 2979.30
## 1 1 1 1 1 1 1 1 1
## 2979.50 2983.65 2983.80 2985.25 2989.60 2995.45 2997.45 2998.00 3000.25
## 1 1 1 1 1 1 1 1 1
## 3001.20 3003.55 3004.15 3005.80 3007.25 3008.15 3008.55 3009.50 3011.65
## 1 1 1 1 1 1 1 1 1
## 3013.05 3014.65 3015.75 3017.65 3019.10 3019.25 3019.50 3019.70 3021.30
## 1 1 1 1 1 1 1 1 1
## 3021.45 3021.60 3023.55 3023.65 3023.85 3024.15 3027.25 3027.40 3027.65
## 1 1 1 1 1 1 1 1 1
## 3029.10 3030.60 3035.35 3035.80 3036.75 3038.55 3042.25 3043.60 3043.70
## 1 1 1 1 1 1 1 1 1
## 3045.75 3046.05 3046.15 3046.40 3047.15 3050.15 3053.00 3055.50 3058.15
## 1 1 1 1 1 1 1 1 1
## 3058.30 3058.65 3062.45 3066.45 3067.20 3068.60 3069.45 3077.00 3078.10
## 1 1 1 1 1 1 1 1 1
## 3082.10 3084.90 3085.35 3088.25 3088.75 3089.10 3089.60 3090.05 3090.65
## 1 1 1 1 1 1 1 1 1
## 3091.75 3092.00 3092.65 3094.05 3094.65 3096.90 3097.00 3097.20 3103.25
## 1 1 1 1 1 1 1 1 1
## 3105.55 3107.30 3109.90 3110.10 3112.05 3116.15 3119.90 3121.10 3121.40
## 1 1 1 1 1 1 1 1 1
## 3121.45 3122.40 3124.50 3126.45 3126.85 3128.80 3131.55 3131.80 3132.75
## 1 1 1 1 1 1 1 1 2
## 3134.70 3139.80 3141.70 3143.65 3145.15 3145.90 3147.15 3147.50 3152.50
## 1 1 1 1 1 1 1 1 1
## 3157.00 3160.55 3161.20 3161.40 3161.60 3162.65 3165.60 3166.90 3168.00
## 1 1 1 1 1 1 1 1 1
## 3168.75 3169.55 3171.15 3171.60 3173.35 3175.85 3177.25 3180.50 3181.80
## 1 1 1 1 1 1 1 1 1
## 3182.95 3183.40 3184.25 3186.65 3186.70 3187.65 3190.25 3190.65 3196.00
## 1 1 1 1 1 2 1 1 1
## 3198.60 3199.00 3201.55 3204.40 3204.65 3205.60 3207.55 3208.65 3210.35
## 1 1 1 1 1 1 1 1 1
## 3211.20 3211.90 3213.75 3217.55 3217.65 3219.75 3221.25 3229.40 3229.65
## 1 1 1 1 1 1 1 1 1
## 3231.05 3233.60 3233.85 3236.35 3237.05 3238.40 3242.50 3243.45 3244.40
## 1 1 1 1 1 1 1 1 1
## 3246.45 3247.55 3249.40 3250.45 3251.30 3251.85 3252.00 3254.35 3255.35
## 1 1 1 1 1 1 1 1 1
## 3260.10 3263.60 3263.90 3264.45 3264.50 3265.95 3266.00 3268.05 3270.25
## 1 1 1 1 1 1 1 1 1
## 3273.55 3273.80 3273.95 3274.35 3275.15 3281.65 3282.75 3283.05 3292.30
## 1 1 1 1 1 1 1 1 1
## 3297.00 3301.05 3303.05 3306.85 3309.25 3313.40 3314.15 3316.10 3320.60
## 2 1 1 1 1 1 1 1 1
## 3320.75 3321.35 3326.20 3327.05 3330.10 3334.90 3334.95 3339.05 3340.55
## 1 1 1 1 1 1 1 1 1
## 3342.00 3342.45 3343.15 3344.10 3346.80 3348.10 3349.10 3351.55 3353.40
## 1 1 1 1 1 1 1 1 1
## 3355.65 3357.90 3358.65 3361.05 3363.80 3364.55 3365.40 3365.85 3366.05
## 1 1 1 1 1 1 1 1 1
## 3369.05 3369.25 3370.20 3371.00 3371.75 3373.40 3375.90 3377.80 3379.25
## 1 1 1 1 1 1 1 1 1
## 3382.30 3384.00 3389.25 3395.80 3398.90 3399.85 3403.40 3409.10 3409.60
## 1 1 1 1 1 1 1 1 1
## 3410.00 3410.60 3413.25 3414.65 3415.25 3416.85 3418.20 3419.30 3419.50
## 1 1 1 1 1 1 2 1 1
## 3420.50 3423.50 3425.35 3431.75 3432.90 3435.60 3436.10 3437.45 3437.50
## 1 1 1 1 1 1 1 1 1
## 3439.00 3440.25 3442.15 3442.80 3444.85 3450.15 3452.55 3454.60 3457.45
## 1 1 1 1 1 1 1 1 1
## 3457.90 3460.30 3460.95 3462.10 3465.05 3465.70 3467.00 3470.80 3471.10
## 1 1 1 1 1 1 1 1 1
## 3472.05 3473.40 3474.05 3474.20 3474.45 3475.55 3478.15 3478.75 3479.05
## 1 1 1 1 1 1 1 1 1
## 3480.00 3480.35 3482.85 3483.45 3486.65 3487.95 3488.15 3491.55 3496.30
## 1 1 1 1 1 1 1 1 2
## 3503.50 3505.10 3509.40 3510.30 3512.15 3512.50 3512.90 3515.25 3517.90
## 1 1 1 1 1 1 1 1 1
## 3520.75 3521.70 3522.65 3527.00 3527.30 3527.60 3529.95 3532.00 3532.25
## 1 1 1 1 1 1 1 1 1
## 3532.85 3533.60 3539.25 3540.65 3541.10 3541.35 3541.40 3545.05 3545.10
## 1 2 1 1 1 1 1 1 1
## 3545.35 3548.30 3549.25 3551.65 3554.60 3557.70 3561.15 3562.50 3563.80
## 1 1 1 1 1 1 1 1 1
## 3565.65 3566.60 3566.70 3571.60 3574.50 3579.15 3580.30 3580.95 3581.40
## 1 1 1 1 1 1 1 1 1
## 3581.60 3582.40 3587.25 3588.40 3590.20 3591.25 3593.80 3597.50 3600.65
## 1 1 1 1 1 1 1 1 1
## 3603.45 3605.20 3605.60 3608.00 3615.60 3616.25 3617.10 3618.70 3623.95
## 1 1 1 1 1 1 1 1 1
## 3624.30 3624.35 3625.20 3626.10 3626.35 3627.30 3629.20 3632.00 3634.80
## 1 1 1 1 1 1 1 1 1
## 3635.15 3638.25 3640.45 3641.50 3645.05 3645.50 3645.60 3645.75 3646.80
## 1 1 1 1 1 2 1 1 1
## 3649.60 3650.35 3653.00 3653.35 3655.45 3656.25 3662.25 3665.55 3670.50
## 1 1 1 1 1 1 1 1 1
## 3673.15 3673.60 3674.95 3678.30 3682.45 3684.95 3686.05 3687.75 3687.85
## 1 1 1 1 1 1 1 1 1
## 3688.60 3691.20 3692.85 3694.45 3694.70 3704.15 3706.95 3707.60 3708.40
## 1 1 1 1 1 1 1 1 1
## 3713.95 3715.65 3720.35 3721.90 3723.65 3725.50 3726.15 3729.60 3729.75
## 1 1 1 1 1 1 1 1 2
## 3734.25 3735.45 3739.80 3741.85 3744.05 3751.15 3753.20 3754.60 3756.40
## 1 1 1 1 1 1 1 1 1
## 3756.45 3759.05 3762.00 3765.05 3766.20 3767.40 3769.70 3770.00 3771.50
## 2 1 1 1 1 1 1 1 1
## 3772.50 3772.65 3775.85 3777.15 3778.00 3778.10 3778.20 3778.85 3782.40
## 1 1 1 1 1 1 1 1 1
## 3784.00 3789.20 3791.60 3794.50 3795.45 3801.30 3801.70 3804.40 3807.35
## 1 1 1 1 1 1 1 1 1
## 3808.00 3808.20 3810.55 3810.80 3815.40 3822.45 3824.20 3825.85 3827.90
## 1 1 1 1 1 1 1 1 1
## 3829.75 3833.95 3834.40 3835.55 3836.30 3838.20 3838.75 3842.60 3845.45
## 1 1 1 1 1 1 1 1 1
## 3846.35 3846.75 3847.60 3848.00 3848.80 3851.45 3856.75 3857.10 3858.05
## 1 1 1 1 1 1 1 1 1
## 3861.45 3862.55 3865.45 3865.60 3870.00 3870.30 3871.85 3874.10 3875.40
## 1 1 1 1 1 1 1 1 1
## 3876.20 3877.65 3877.95 3880.05 3882.30 3883.30 3886.05 3886.45 3886.85
## 1 1 1 1 1 1 1 1 1
## 3887.25 3887.85 3888.65 3893.60 3894.40 3895.35 3899.05 3901.25 3902.45
## 1 1 1 1 1 1 1 1 1
## 3902.60 3906.70 3912.90 3913.30 3914.05 3915.40 3919.15 3921.10 3921.30
## 1 1 1 1 1 1 1 1 1
## 3923.80 3928.30 3930.55 3930.60 3937.45 3941.70 3942.45 3944.50 3946.90
## 1 1 1 1 1 1 1 1 1
## 3948.45 3949.15 3950.85 3952.45 3952.65 3953.15 3953.70 3954.10 3956.70
## 1 1 1 1 1 1 1 1 1
## 3958.20 3958.25 3958.85 3959.15 3959.35 3965.05 3966.30 3969.35 3969.40
## 1 1 1 1 1 1 1 1 1
## 3970.40 3972.25 3973.20 3974.15 3974.70 3975.70 3975.90 3983.60 3985.35
## 1 1 1 1 1 1 1 1 1
## 3988.50 3990.60 3990.75 3994.05 3994.45 3996.80 4003.00 4003.85 4009.20
## 1 1 1 1 1 1 1 1 1
## 4013.80 4014.00 4014.20 4014.60 4016.20 4016.30 4016.75 4016.85 4017.45
## 1 1 1 1 1 1 1 1 2
## 4018.05 4018.35 4018.55 4024.20 4025.50 4025.60 4026.40 4029.95 4036.00
## 1 1 1 1 1 1 1 1 1
## 4036.85 4039.00 4039.30 4039.50 4040.20 4040.65 4042.20 4042.30 4045.65
## 1 1 1 1 1 1 1 1 1
## 4048.95 4052.40 4054.20 4055.50 4056.75 4059.35 4059.85 4060.55 4060.90
## 1 1 1 1 1 1 1 1 1
## 4062.20 4063.00 4065.00 4068.00 4069.90 4070.95 4079.55 4084.35 4085.75
## 1 1 1 1 1 1 1 1 1
## 4086.30 4089.45 4092.85 4096.90 4097.05 4103.90 4107.25 4107.30 4108.15
## 1 1 1 1 1 1 1 1 1
## 4109.00 4111.35 4113.10 4113.15 4113.70 4116.15 4116.80 4116.90 4119.40
## 1 1 1 1 1 1 1 1 1
## 4122.65 4122.90 4124.65 4126.20 4126.35 4131.20 4131.95 4133.95 4134.70
## 1 1 1 1 1 1 1 1 1
## 4134.85 4135.00 4136.40 4137.20 4138.05 4138.70 4138.90 4140.10 4144.80
## 1 1 1 1 1 1 1 1 1
## 4144.90 4145.25 4145.90 4146.05 4149.45 4154.55 4154.80 4155.95 4156.80
## 1 1 1 1 1 1 1 1 1
## 4158.25 4159.45 4162.05 4164.40 4166.35 4174.35 4176.70 4178.65 4179.10
## 1 1 1 1 1 1 1 1 1
## 4179.20 4186.30 4187.75 4188.40 4189.70 4191.45 4192.15 4193.40 4194.85
## 1 1 1 1 1 1 1 1 1
## 4200.25 4209.95 4211.55 4213.35 4213.90 4214.25 4217.80 4220.35 4222.95
## 1 1 1 1 1 1 1 1 1
## 4224.70 4226.70 4228.55 4230.25 4233.95 4234.15 4236.60 4237.50 4238.45
## 1 1 1 1 1 1 1 1 1
## 4242.35 4245.55 4250.10 4254.10 4254.85 4259.30 4261.20 4263.40 4263.45
## 1 1 1 1 1 1 1 1 1
## 4264.00 4264.25 4264.60 4265.00 4266.40 4267.15 4273.45 4275.75 4282.40
## 1 1 1 1 1 1 1 1 1
## 4284.20 4284.65 4284.80 4285.80 4287.20 4295.35 4297.60 4297.95 4298.45
## 1 1 1 1 1 1 1 1 1
## 4299.20 4299.75 4299.95 4300.45 4300.80 4303.65 4304.00 4304.50 4307.10
## 1 1 1 1 1 1 1 1 1
## 4308.25 4309.55 4310.35 4312.50 4317.35 4318.35 4322.85 4323.35 4323.45
## 1 1 1 1 1 1 1 1 1
## 4326.25 4326.80 4327.50 4331.40 4335.20 4338.60 4345.00 4346.40 4348.10
## 1 1 1 1 1 1 1 1 1
## 4348.65 4350.10 4354.45 4361.55 4362.05 4364.10 4367.35 4368.85 4368.95
## 1 1 1 1 1 1 1 1 1
## 4370.25 4370.75 4374.55 4375.80 4378.35 4378.80 4378.90 4385.05 4386.20
## 2 1 1 1 1 1 1 1 1
## 4388.40 4390.25 4391.25 4391.45 4392.50 4398.15 4399.50 4400.75 4408.45
## 1 1 1 1 1 1 1 1 1
## 4414.30 4415.75 4421.95 4422.95 4424.20 4428.45 4428.60 4433.30 4438.20
## 1 1 1 1 1 1 1 1 1
## 4442.75 4443.45 4445.30 4447.55 4447.75 4448.80 4449.75 4451.85 4453.30
## 1 1 1 1 1 1 1 1 1
## 4454.25 4456.35 4456.65 4458.15 4459.15 4459.80 4461.85 4464.80 4469.10
## 1 1 1 1 1 1 1 1 1
## 4473.00 4473.45 4475.90 4478.85 4479.20 4480.70 4481.00 4483.95 4484.05
## 1 1 1 1 1 1 1 1 1
## 4487.30 4492.90 4494.65 4495.65 4504.55 4504.90 4507.15 4508.65 4509.50
## 1 1 1 1 1 1 1 1 1
## 4510.80 4512.70 4513.65 4515.85 4517.25 4519.50 4520.15 4523.25 4524.05
## 1 1 1 1 1 1 1 1 1
## 4525.80 4526.85 4527.45 4528.00 4532.30 4533.70 4533.90 4534.45 4534.90
## 1 1 1 2 1 1 1 1 1
## 4535.85 4539.35 4539.60 4541.20 4541.90 4542.35 4543.15 4543.95 4546.00
## 1 1 1 1 1 1 1 1 1
## 4547.25 4549.05 4549.45 4551.50 4554.85 4555.20 4557.50 4563.00 4564.90
## 1 1 1 1 1 1 1 1 1
## 4566.50 4575.35 4576.30 4577.75 4577.90 4586.15 4589.85 4590.35 4594.65
## 1 1 1 1 1 1 1 1 1
## 4594.95 4599.15 4600.70 4600.95 4613.95 4614.55 4615.25 4615.90 4616.05
## 1 1 1 1 1 1 1 1 1
## 4616.10 4619.55 4620.40 4627.65 4627.80 4627.85 4630.20 4631.70 4634.35
## 1 1 1 1 1 1 1 1 1
## 4639.45 4641.10 4652.40 4653.25 4653.85 4657.95 4663.40 4664.15 4664.20
## 1 1 1 1 1 1 1 1 1
## 4664.50 4667.00 4669.20 4671.65 4671.70 4674.40 4674.55 4676.70 4677.10
## 1 1 1 1 1 1 1 1 1
## 4680.05 4681.75 4684.30 4685.55 4687.90 4688.65 4689.15 4689.50 4690.65
## 1 1 1 1 1 1 1 1 1
## 4692.55 4692.95 4693.20 4698.05 4707.10 4707.85 4713.40 4718.25 4719.75
## 1 1 1 1 1 1 1 1 1
## 4720.00 4729.30 4729.75 4730.60 4730.90 4732.35 4733.10 4735.20 4735.35
## 1 1 1 1 1 1 1 1 1
## 4738.30 4738.85 4740.00 4741.45 4744.35 4746.05 4747.20 4747.50 4747.65
## 1 1 1 1 1 1 1 1 1
## 4747.85 4748.70 4749.15 4750.95 4753.85 4754.30 4758.80 4759.55 4759.75
## 1 1 1 1 1 1 1 1 1
## 4759.85 4760.30 4764.00 4765.00 4779.45 4783.50 4784.45 4786.10 4786.15
## 1 1 1 1 1 1 1 1 1
## 4793.80 4798.40 4801.10 4804.65 4804.75 4805.30 4805.65 4807.35 4807.45
## 1 1 1 1 1 1 1 1 1
## 4808.70 4811.60 4812.75 4816.70 4818.80 4819.75 4820.15 4820.55 4822.85
## 1 1 1 1 1 1 1 1 1
## 4824.45 4828.05 4830.25 4834.00 4837.60 4839.15 4845.40 4847.05 4847.35
## 1 1 1 1 1 1 1 1 1
## 4849.10 4853.75 4854.30 4855.35 4858.70 4859.10 4859.25 4859.95 4860.35
## 1 1 1 1 2 1 1 1 1
## 4860.85 4861.45 4862.50 4863.85 4867.95 4868.40 4869.35 4869.50 4871.05
## 1 1 1 1 1 1 1 1 1
## 4871.45 4872.20 4872.35 4872.45 4874.70 4874.80 4882.80 4884.85 4885.85
## 1 1 1 1 1 1 1 1 1
## 4888.20 4888.70 4889.20 4889.30 4890.50 4891.50 4895.10 4896.35 4900.65
## 1 1 1 1 1 1 1 1 1
## 4902.80 4903.15 4903.20 4904.20 4904.25 4904.85 4905.75 4908.25 4911.05
## 1 1 1 1 1 1 1 1 1
## 4911.35 4913.30 4914.80 4914.90 4915.15 4916.40 4916.95 4917.75 4917.90
## 1 1 1 1 1 1 1 1 1
## 4919.70 4920.55 4920.80 4921.20 4922.40 4925.35 4929.55 4931.80 4932.50
## 1 1 1 1 1 1 1 1 1
## 4939.25 4941.80 4946.05 4946.70 4947.55 4949.10 4952.95 4953.25 4959.15
## 1 1 1 1 1 1 1 1 1
## 4959.60 4964.70 4965.00 4965.10 4968.00 4972.10 4973.40 4976.15 4977.20
## 1 1 1 1 1 1 1 2 1
## 4981.15 4982.50 4983.05 4984.85 4985.90 4990.25 4991.50 4993.40 4995.35
## 1 1 1 1 1 1 1 1 1
## 4997.50 5000.05 5000.20 5011.15 5012.10 5012.35 5013.00 5016.25 5016.65
## 1 1 1 1 1 1 1 1 1
## 5017.70 5017.90 5023.00 5025.00 5025.80 5025.85 5029.05 5029.20 5031.00
## 1 1 1 1 1 1 1 1 1
## 5031.85 5032.25 5034.05 5036.30 5036.90 5037.55 5038.15 5038.45 5040.20
## 1 1 1 1 1 1 1 1 1
## 5042.75 5043.20 5044.80 5059.75 5060.85 5060.90 5064.45 5064.85 5067.45
## 1 1 1 1 1 1 1 1 1
## 5068.05 5069.65 5070.40 5071.05 5071.90 5073.10 5082.80 5083.55 5084.65
## 1 1 1 1 1 1 1 1 1
## 5088.40 5099.15 5102.35 5116.60 5118.95 5121.30 5121.75 5124.55 5124.60
## 1 1 1 1 1 1 1 1 1
## 5125.50 5125.75 5127.95 5129.30 5129.45 5135.15 5135.35 5138.10 5139.65
## 1 1 1 1 1 1 1 1 1
## 5149.50 5150.55 5153.50 5154.50 5154.60 5163.00 5163.30 5165.70 5166.20
## 1 1 1 1 1 1 1 1 1
## 5168.10 5174.35 5175.30 5186.00 5189.75 5193.20 5194.05 5196.10 5199.80
## 1 1 1 1 1 1 1 1 1
## 5200.80 5206.55 5212.65 5215.10 5215.25 5219.65 5222.30 5222.35 5224.35
## 1 1 1 1 1 1 1 1 1
## 5224.50 5224.95 5229.45 5229.80 5231.20 5231.30 5232.90 5233.25 5234.95
## 1 1 1 1 1 1 1 1 1
## 5236.40 5237.40 5238.90 5243.05 5244.45 5251.75 5253.95 5264.25 5264.30
## 1 1 1 1 1 1 1 1 1
## 5264.50 5265.10 5265.20 5265.50 5265.55 5270.60 5275.80 5276.10 5278.15
## 1 1 1 1 1 1 1 1 1
## 5283.95 5289.05 5289.80 5290.45 5293.20 5293.40 5293.95 5294.60 5295.70
## 1 1 1 1 1 1 1 1 1
## 5299.65 5301.10 5305.05 5308.70 5309.50 5311.85 5315.10 5315.80 5317.80
## 1 1 1 1 1 1 1 1 1
## 5321.25 5324.50 5327.25 5329.00 5329.55 5330.20 5333.35 5336.35 5341.80
## 1 1 1 1 1 1 1 1 1
## 5347.95 5348.65 5356.45 5357.75 5360.75 5364.80 5373.10 5375.15 5376.40
## 1 1 1 1 1 1 1 1 1
## 5377.80 5386.50 5388.15 5396.25 5398.60 5401.90 5405.80 5409.75 5411.40
## 1 1 1 1 1 1 1 1 1
## 5411.65 5420.65 5424.25 5426.85 5427.05 5430.35 5430.65 5431.40 5431.90
## 1 1 1 1 1 1 1 1 1
## 5432.20 5435.00 5435.60 5436.45 5437.10 5437.75 5438.90 5438.95 5440.90
## 1 1 1 1 1 1 1 1 1
## 5442.05 5443.65 5445.95 5448.60 5450.70 5453.40 5458.80 5459.20 5460.20
## 1 1 1 1 1 1 1 1 1
## 5461.45 5464.65 5468.45 5468.95 5471.75 5475.90 5480.25 5481.25 5483.90
## 1 1 1 1 1 1 1 1 1
## 5484.40 5485.50 5487.00 5496.90 5497.05 5498.20 5498.80 5500.60 5502.55
## 1 1 1 1 1 1 1 1 1
## 5508.35 5509.30 5510.65 5511.65 5514.95 5515.45 5515.80 5522.70 5526.75
## 1 1 1 1 1 1 1 1 1
## 5528.90 5535.80 5536.50 5538.35 5538.80 5542.55 5549.40 5550.10 5551.15
## 1 1 1 1 1 1 1 1 1
## 5552.05 5552.50 5553.25 5555.30 5560.00 5563.65 5564.85 5566.40 5567.45
## 1 1 1 1 1 1 1 1 1
## 5567.55 5568.35 5574.35 5574.75 5576.30 5580.80 5581.05 5585.40 5586.45
## 1 1 1 1 1 1 1 1 1
## 5588.80 5589.30 5589.45 5594.00 5595.30 5597.65 5598.00 5598.30 5600.15
## 1 1 1 1 1 2 1 1 1
## 5601.40 5602.25 5607.75 5608.40 5610.15 5610.25 5610.70 5611.70 5611.75
## 1 1 1 1 1 1 1 1 1
## 5614.45 5617.75 5617.95 5618.30 5621.85 5623.70 5624.85 5625.55 5629.15
## 1 1 1 1 1 1 1 1 1
## 5629.55 5632.55 5637.85 5638.30 5639.05 5643.40 5645.80 5646.60 5647.95
## 1 1 1 1 1 1 1 1 1
## 5655.45 5656.75 5661.70 5662.25 5669.50 5673.70 5676.00 5676.65 5680.90
## 1 1 1 1 1 1 1 1 1
## 5681.10 5682.25 5683.60 5685.80 5686.40 5688.05 5688.45 5692.65 5696.60
## 1 2 1 1 1 1 1 1 1
## 5703.00 5703.25 5705.05 5706.20 5706.30 5708.20 5711.05 5714.20 5714.25
## 1 1 1 1 1 1 1 2 1
## 5717.85 5718.20 5720.35 5720.95 5727.15 5727.45 5728.55 5730.15 5730.70
## 1 1 1 1 1 1 1 1 1
## 5731.40 5731.45 5731.85 5733.40 5737.60 5742.90 5743.05 5743.30 5744.35
## 1 1 2 1 1 1 1 1 1
## 5746.15 5746.75 5749.80 5750.00 5753.25 5755.80 5757.20 5760.65 5762.95
## 1 1 1 1 1 1 1 1 1
## 5763.15 5763.30 5764.70 5769.60 5769.75 5774.55 5776.45 5779.60 5780.70
## 1 1 1 1 1 1 1 1 1
## 5784.30 5785.50 5785.65 5791.10 5791.85 5794.45 5794.65 5798.30 5809.75
## 1 1 1 1 1 1 1 1 1
## 5810.90 5811.80 5812.00 5812.60 5815.15 5817.00 5817.45 5817.70 5822.30
## 1 1 1 1 1 1 1 1 1
## 5824.75 5825.50 5826.65 5831.20 5832.00 5832.65 5835.50 5839.30 5841.35
## 1 1 1 1 1 1 1 1 1
## 5844.65 5846.65 5848.60 5860.70 5861.75 5867.00 5869.40 5873.75 5878.90
## 1 1 1 1 1 1 1 1 1
## 5882.75 5883.85 5885.40 5886.85 5890.00 5893.15 5893.90 5893.95 5894.50
## 1 1 1 1 1 1 1 1 1
## 5895.45 5897.40 5898.60 5899.85 5903.15 5913.95 5914.40 5916.45 5916.95
## 1 1 1 1 1 1 1 1 1
## 5917.55 5918.80 5919.35 5921.35 5924.40 5925.75 5930.05 5931.00 5931.75
## 1 1 1 1 1 1 1 1 1
## 5935.10 5936.55 5940.85 5941.05 5943.65 5948.70 5950.20 5953.00 5956.85
## 1 1 1 1 1 1 1 1 1
## 5957.90 5958.85 5959.30 5960.50 5961.10 5963.95 5965.95 5968.40 5969.30
## 1 1 1 1 1 1 1 1 2
## 5969.85 5969.95 5971.25 5974.30 5976.90 5979.70 5980.55 5980.75 5981.65
## 1 1 1 1 1 1 1 1 1
## 5985.00 5985.75 5986.45 5986.55 5991.05 5997.10 5999.85 6000.10 6001.45
## 1 1 1 1 1 1 1 1 1
## 6004.85 6010.05 6014.85 6017.65 6017.90 6018.65 6019.35 6028.95 6029.00
## 1 1 1 1 1 1 1 1 1
## 6029.90 6033.10 6033.30 6034.85 6038.55 6039.90 6042.70 6045.90 6046.10
## 1 1 1 1 1 1 1 1 1
## 6049.50 6052.25 6055.55 6056.15 6056.90 6058.95 6065.30 6066.55 6067.40
## 1 1 1 1 1 1 1 1 1
## 6068.65 6069.25 6075.90 6077.75 6078.75 6079.00 6081.40 6083.10 6093.30
## 1 1 1 1 1 1 1 1 1
## 6094.25 6096.45 6096.90 6109.65 6109.75 6110.20 6110.75 6118.95 6125.40
## 1 1 1 1 1 1 1 1 1
## 6126.10 6126.15 6127.60 6129.20 6129.65 6130.85 6130.95 6132.70 6137.00
## 1 1 1 1 1 1 1 1 1
## 6139.50 6140.85 6141.65 6143.15 6144.55 6145.20 6145.85 6148.45 6151.90
## 1 1 1 1 1 1 1 1 1
## 6152.30 6152.40 6153.85 6155.40 6157.60 6161.90 6164.70 6171.20 6172.00
## 1 1 1 1 1 1 1 1 1
## 6176.60 6179.35 6185.15 6185.80 6194.10 6201.95 6205.50 6215.35 6218.45
## 1 1 1 1 1 1 1 1 1
## 6219.60 6223.30 6223.80 6224.80 6225.40 6227.50 6230.10 6236.75 6237.05
## 1 1 1 1 1 1 1 1 1
## 6239.05 6241.35 6252.70 6252.90 6253.00 6254.20 6254.45 6256.20 6263.80
## 1 1 1 1 1 1 1 1 1
## 6273.40 6281.45 6283.30 6287.25 6287.30 6292.70 6293.20 6293.45 6293.75
## 1 1 1 1 1 1 1 1 1
## 6296.75 6297.65 6300.15 6300.85 6301.70 6302.80 6302.85 6306.50 6309.65
## 1 1 1 1 1 1 1 1 1
## 6310.90 6311.20 6312.90 6314.35 6316.20 6322.10 6325.25 6328.70 6330.40
## 1 1 1 1 1 1 1 1 1
## 6332.75 6333.40 6333.80 6339.30 6339.45 6341.45 6342.70 6347.55 6350.50
## 1 1 1 1 1 1 1 1 1
## 6352.40 6362.35 6363.45 6365.35 6367.20 6368.20 6369.45 6373.10 6375.20
## 1 1 1 1 1 1 1 1 1
## 6375.80 6376.55 6382.00 6382.55 6383.35 6383.90 6385.95 6388.65 6392.85
## 1 1 1 1 1 1 1 1 1
## 6393.65 6396.45 6397.60 6398.05 6401.25 6404.00 6405.00 6411.25 6413.65
## 1 1 1 1 1 1 1 1 1
## 6416.70 6418.90 6423.00 6424.25 6424.70 6425.65 6428.40 6430.90 6431.05
## 1 1 1 1 1 1 1 1 1
## 6435.25 6440.25 6441.40 6441.85 6444.05 6448.05 6448.85 6449.15 6457.15
## 1 1 1 1 1 1 1 1 1
## 6460.55 6463.15 6465.00 6468.60 6470.10 6471.85 6474.40 6474.45 6479.40
## 1 1 1 1 1 1 1 1 1
## 6480.90 6487.20 6496.15 6501.35 6503.20 6506.15 6510.45 6511.25 6511.80
## 1 1 1 1 1 1 1 1 1
## 6518.35 6519.75 6520.80 6521.90 6526.65 6529.25 6536.50 6538.45 6547.70
## 1 1 1 1 1 1 1 1 1
## 6548.65 6549.45 6555.20 6557.75 6561.25 6562.90 6563.40 6565.85 6567.90
## 1 1 1 1 1 1 1 1 1
## 6572.85 6578.55 6579.05 6581.90 6585.20 6585.35 6586.85 6588.95 6589.60
## 1 1 1 1 1 1 1 1 1
## 6590.50 6590.80 6595.00 6595.90 6597.25 6602.90 6603.00 6603.80 6605.55
## 1 1 1 1 1 1 1 1 1
## 6613.65 6614.90 6615.15 6631.85 6632.75 6637.90 6638.35 6640.70 6643.50
## 1 1 1 1 1 1 1 1 1
## 6652.45 6654.10 6668.00 6668.05 6668.35 6669.05 6669.45 6671.70 6674.65
## 1 1 1 1 1 1 1 1 1
## 6683.40 6687.85 6688.10 6688.95 6689.00 6690.75 6692.65 6697.20 6697.35
## 1 1 1 1 1 1 1 1 1
## 6700.05 6703.50 6705.70 6707.15 6710.50 6713.20 6716.45 6717.90 6719.90
## 1 1 1 1 1 1 1 1 1
## 6721.60 6725.30 6725.50 6733.00 6733.15 6735.05 6741.15 6743.55 6744.20
## 1 1 1 1 1 1 1 1 1
## 6744.25 6747.35 6751.35 6754.35 6758.45 6766.95 6767.10 6770.50 6770.85
## 1 1 1 1 1 1 1 1 1
## 6779.05 6780.10 6782.15 6786.10 6786.40 6792.45 6794.75 6812.95 6816.95
## 1 1 1 1 1 1 1 1 1
## 6819.45 6822.15 6823.40 6825.65 6827.50 6838.60 6840.95 6841.05 6841.30
## 1 1 1 1 1 1 1 1 1
## 6841.40 6841.45 6843.15 6844.50 6849.40 6849.75 6851.65 6856.45 6856.95
## 1 1 1 1 1 1 1 1 1
## 6858.90 6859.05 6859.50 6860.60 6869.70 6871.70 6871.90 6873.75 6875.35
## 1 1 1 1 1 1 1 1 1
## 6876.05 6880.85 6885.75 6886.25 6889.80 6890.00 6891.40 6891.45 6895.50
## 1 1 1 1 1 1 1 1 1
## 6903.10 6910.30 6912.70 6914.95 6921.70 6925.90 6929.40 6936.85 6937.95
## 1 1 1 1 1 1 1 1 1
## 6941.20 6944.50 6951.15 6953.40 6954.15 6962.85 6975.25 6976.75 6979.80
## 1 1 1 1 1 1 1 1 1
## 6981.35 6982.50 6985.65 6989.45 6989.70 6991.60 6991.90 6993.65 6994.60
## 1 1 1 1 1 1 1 1 1
## 6994.80 6997.30 6998.95 7002.95 7007.60 7008.15 7009.50 7015.90 7028.50
## 1 1 1 1 1 1 1 1 1
## 7030.65 7031.30 7031.45 7035.60 7039.05 7039.45 7040.85 7047.50 7049.50
## 1 1 1 1 1 1 1 1 1
## 7049.75 7051.95 7053.35 7061.65 7069.25 7069.30 7074.40 7076.35 7082.45
## 1 1 1 1 1 1 1 1 1
## 7082.50 7082.85 7085.50 7099.00 7101.50 7104.20 7107.00 7108.20 7110.75
## 1 1 1 1 1 1 1 1 1
## 7111.30 7112.15 7113.75 7114.25 7118.90 7129.45 7132.15 7133.10 7133.25
## 1 1 1 1 1 1 1 1 1
## 7133.45 7138.65 7142.50 7149.35 7156.20 7159.05 7159.70 7168.25 7171.70
## 1 1 1 1 1 1 1 1 1
## 7173.15 7176.55 7181.25 7181.95 7188.50 7195.35 7209.00 7210.85 7213.75
## 1 1 1 1 1 1 1 1 1
## 7220.35 7222.75 7227.45 7234.80 7238.60 7240.65 7244.70 7245.90 7246.15
## 1 1 1 1 1 1 1 1 1
## 7250.15 7251.70 7251.90 7261.25 7261.75 7262.00 7266.95 7279.35 7281.60
## 1 1 1 1 1 1 1 1 1
## 7283.25 7285.70 7288.40 7291.75 7297.75 7299.65 7303.05 7308.95 7317.10
## 1 1 1 1 1 1 1 1 1
## 7318.20 7320.90 7321.05 7322.50 7323.15 7325.10 7332.40 7334.05 7337.55
## 1 1 1 1 1 1 1 2 1
## 7344.45 7346.20 7348.80 7349.35 7362.90 7365.30 7365.70 7372.65 7379.80
## 1 1 1 1 1 1 1 1 1
## 7382.25 7382.85 7383.70 7386.05 7388.45 7396.15 7397.00 7405.50 7412.25
## 1 1 1 1 1 1 1 1 1
## 7413.55 7422.10 7430.75 7432.05 7446.90 7447.70 7455.45 7459.00 7459.05
## 1 1 1 1 1 1 1 1 1
## 7467.50 7467.55 7470.10 7472.15 7475.10 7475.85 7482.10 7491.75 7493.05
## 1 1 1 1 1 1 1 1 1
## 7508.55 7511.30 7511.65 7511.90 7517.70 7521.95 7530.80 7532.15 7534.65
## 1 1 1 1 1 1 1 1 1
## 7537.50 7542.25 7544.00 7544.30 7548.10 7548.60 7550.30 7553.60 7554.05
## 1 1 1 1 1 1 1 1 1
## 7555.00 7556.90 7559.55 7565.35 7567.20 7576.70 7578.05 7581.50 7589.80
## 1 1 1 1 1 1 1 1 1
## 7609.75 7610.10 7611.55 7611.85 7616.00 7623.20 7624.20 7629.85 7634.25
## 1 1 1 1 1 1 1 1 1
## 7634.80 7657.40 7658.30 7661.80 7665.80 7674.55 7677.40 7679.65 7689.80
## 1 1 1 1 1 1 1 1 1
## 7689.95 7690.90 7707.70 7711.25 7711.45 7713.55 7714.65 7719.50 7723.70
## 1 1 1 1 1 1 1 1 1
## 7723.90 7726.35 7732.65 7737.55 7746.70 7748.75 7751.70 7752.05 7752.30
## 1 1 1 1 1 1 1 1 1
## 7758.90 7767.25 7774.05 7782.85 7789.60 7795.95 7804.15 7806.50 7806.60
## 1 1 1 1 1 1 1 1 1
## 7839.85 7840.60 7842.30 7843.55 7845.80 7848.50 7849.85 7852.40 7853.70
## 1 1 1 1 1 1 1 1 1
## 7854.15 7854.90 7856.00 7862.25 7869.05 7875.00 7878.30 7880.25 7881.20
## 1 1 1 1 1 1 1 1 1
## 7882.25 7882.50 7887.25 7895.15 7898.45 7904.25 7919.80 7920.70 7922.75
## 1 1 1 1 1 1 1 1 1
## 7930.55 7932.50 7939.25 7942.15 7943.45 7953.25 7962.20 7965.95 7966.90
## 1 1 1 1 1 1 1 1 1
## 7968.85 7982.50 7984.15 7985.90 7987.60 7990.05 7993.30 7998.80 8003.80
## 1 1 1 1 1 1 1 1 1
## 8012.75 8013.55 8016.60 8022.85 8033.10 8035.95 8041.65 8046.85 8058.55
## 1 1 1 1 1 1 1 1 1
## 8058.85 8061.50 8065.65 8071.05 8075.35 8078.10 8086.40 8093.15 8100.25
## 1 1 1 1 1 1 1 1 1
## 8100.55 8109.80 8124.20 8126.65 8127.60 8129.30 8152.30 8164.10 8165.10
## 1 1 1 1 1 1 1 1 1
## 8166.80 8175.90 8182.75 8182.85 8192.60 8196.40 8220.40 8240.85 8244.30
## 1 1 1 1 1 1 1 1 1
## 8248.50 8250.00 8277.05 8289.20 8297.50 8306.05 8308.90 8309.55 8310.55
## 1 1 1 1 1 1 1 1 1
## 8312.40 8312.75 8317.95 8331.95 8332.15 8333.95 8337.45 8349.45 8349.70
## 1 1 1 1 1 1 1 1 1
## 8375.05 8399.15 8404.90 8405.00 8424.90 8425.15 8425.30 8436.25 8443.70
## 1 1 1 1 1 1 1 1 1
## 8456.75 8468.20 8476.50 8477.60 8477.70 8496.70 8529.50 8543.25 8547.15
## 1 1 1 1 1 1 1 1 1
## 8564.75 8594.40 8670.10 8672.45 8684.80
## 1 1 1 1 1
##
## $Churn
##
## No Yes
## 5174 1869head(datos)## customerID gender SeniorCitizen Partner Dependents tenure PhoneService
## 1 7590-VHVEG Female 0 Yes No 1 No
## 2 5575-GNVDE Male 0 No No 34 Yes
## 3 3668-QPYBK Male 0 No No 2 Yes
## 4 7795-CFOCW Male 0 No No 45 No
## 5 9237-HQITU Female 0 No No 2 Yes
## 6 9305-CDSKC Female 0 No No 8 Yes
## MultipleLines InternetService OnlineSecurity OnlineBackup
## 1 No phone service DSL No Yes
## 2 No DSL Yes No
## 3 No DSL Yes Yes
## 4 No phone service DSL Yes No
## 5 No Fiber optic No No
## 6 Yes Fiber optic No No
## DeviceProtection TechSupport StreamingTV StreamingMovies Contract
## 1 No No No No Month-to-month
## 2 Yes No No No One year
## 3 No No No No Month-to-month
## 4 Yes Yes No No One year
## 5 No No No No Month-to-month
## 6 Yes No Yes Yes Month-to-month
## PaperlessBilling PaymentMethod MonthlyCharges TotalCharges
## 1 Yes Electronic check 29.85 29.85
## 2 No Mailed check 56.95 1889.50
## 3 Yes Mailed check 53.85 108.15
## 4 No Bank transfer (automatic) 42.30 1840.75
## 5 Yes Electronic check 70.70 151.65
## 6 Yes Electronic check 99.65 820.50
## Churn
## 1 No
## 2 No
## 3 Yes
## 4 No
## 5 Yes
## 6 Yesnames(datos) # tenure es la variable de tiempo## [1] "customerID" "gender" "SeniorCitizen"
## [4] "Partner" "Dependents" "tenure"
## [7] "PhoneService" "MultipleLines" "InternetService"
## [10] "OnlineSecurity" "OnlineBackup" "DeviceProtection"
## [13] "TechSupport" "StreamingTV" "StreamingMovies"
## [16] "Contract" "PaperlessBilling" "PaymentMethod"
## [19] "MonthlyCharges" "TotalCharges" "Churn"Comenzamos a graficar.
funModeling::plot_num(datos) # ploting numerical vars
require(ggplot2)## Loading required package: ggplot2require(ggthemes)## Loading required package: ggthemesggplot(datos)+
geom_histogram(aes(tenure), bins = 15)+
theme_economist()
ggplot(datos)+
geom_bar(aes(gender, fill = gender))+
coord_flip()+
theme_stata()
ggplot(datos, aes(gender, fill = gender)) +
geom_bar()+
geom_text(aes(label = paste0((..count../sum(..count..)*100) %>% round(2),"%")),
stat= "count", hjust = 2)+
coord_flip()+
theme(axis.text.y = element_blank(),
axis.title = element_blank()) # bar plot with percentage labels
Para hacer un montaje de datos:
require(dplyr) # THE library for data manip
datos %>%
select(gender) %>%
table()/nrow(datos)## .
## Female Male
## 0.4952435 0.5047565datos %>%
group_by(gender) %>%
summarise(mean(tenure))## # A tibble: 2 x 2
## gender `mean(tenure)`
## <fct> <dbl>
## 1 Female 32.2
## 2 Male 32.5datos %>%
group_by(TechSupport) %>%
summarise(max(MonthlyCharges))## # A tibble: 3 x 2
## TechSupport `max(MonthlyCharges)`
## <fct> <dbl>
## 1 No 113.
## 2 No internet service 26.9
## 3 Yes 119.datos %>%
filter(MultipleLines == "Yes") %>%
mutate(tot_charges_band = ifelse(TotalCharges<mean(datos$TotalCharges), "Less", "More")) %>%
group_by(Churn) %>%
summarise(mean(tenure))## # A tibble: 2 x 2
## Churn `mean(tenure)`
## <fct> <dbl>
## 1 No 48.4
## 2 Yes 25.8Usamos la paquetería de survival para poder crear las graficas de nuestras funciones de supervivencia de acuerdo al género de los individuos.
require(survival)## Loading required package: survivalrequire(survminer)## Loading required package: survminer## Loading required package: ggpubr## Loading required package: magrittrrequire(flexsurv)## Loading required package: flexsurvrequire(ggplot2)
require(ggfortify)## Loading required package: ggfortifydatos$Churn <- datos$Churn %>% as.factor()
datos$Churn <- ifelse(datos$Churn == "Yes", 1, 0)
surv <- survfit(Surv(tenure, Churn) ~ gender, data = datos)
autoplot(surv)
ggsurv <- ggsurvplot(surv, data = datos, combine = TRUE,
conf.int = TRUE, risk.table = TRUE,
censor = FALSE, ylim =c(0.55, 1),
tables.theme = theme_cleantable())
ggsurv
ggsurvacum <- ggsurvplot(surv, data = datos, combine = TRUE,
conf.int = TRUE, risk.table = TRUE,
censor = FALSE, tables.theme = theme_cleantable(),
fun = "cumhaz")
ggsurvacum
Ahora, finalmente para encontrar la diferencia maxima tenemos:
summary(surv) ## Call: survfit(formula = Surv(tenure, Churn) ~ gender, data = datos)
##
## gender=Female
## time n.risk n.event survival std.err lower 95% CI upper 95% CI
## 1 3483 186 0.947 0.00381 0.939 0.954
## 2 3199 68 0.926 0.00444 0.918 0.935
## 3 3069 50 0.911 0.00486 0.902 0.921
## 4 2968 47 0.897 0.00521 0.887 0.907
## 5 2880 31 0.887 0.00544 0.877 0.898
## 6 2814 23 0.880 0.00560 0.869 0.891
## 7 2753 23 0.873 0.00576 0.861 0.884
## 8 2689 23 0.865 0.00592 0.854 0.877
## 9 2624 25 0.857 0.00609 0.845 0.869
## 10 2570 16 0.852 0.00619 0.840 0.864
## 11 2519 19 0.845 0.00632 0.833 0.858
## 12 2467 20 0.838 0.00645 0.826 0.851
## 13 2404 20 0.831 0.00658 0.819 0.844
## 14 2345 15 0.826 0.00668 0.813 0.839
## 15 2303 22 0.818 0.00683 0.805 0.832
## 16 2246 18 0.812 0.00695 0.798 0.825
## 17 2204 13 0.807 0.00703 0.793 0.821
## 18 2165 12 0.802 0.00711 0.789 0.816
## 19 2117 5 0.800 0.00714 0.787 0.815
## 20 2087 8 0.797 0.00720 0.783 0.812
## 21 2052 9 0.794 0.00726 0.780 0.808
## 22 2022 11 0.790 0.00734 0.775 0.804
## 23 1981 5 0.788 0.00737 0.773 0.802
## 24 1934 6 0.785 0.00742 0.771 0.800
## 25 1896 13 0.780 0.00751 0.765 0.795
## 26 1856 9 0.776 0.00758 0.761 0.791
## 27 1813 7 0.773 0.00764 0.758 0.788
## 28 1784 8 0.770 0.00770 0.755 0.785
## 29 1751 7 0.766 0.00776 0.751 0.782
## 30 1719 11 0.762 0.00785 0.746 0.777
## 31 1684 10 0.757 0.00793 0.742 0.773
## 32 1655 6 0.754 0.00798 0.739 0.770
## 33 1623 9 0.750 0.00806 0.734 0.766
## 34 1591 9 0.746 0.00813 0.730 0.762
## 35 1558 7 0.743 0.00820 0.727 0.759
## 36 1518 3 0.741 0.00822 0.725 0.757
## 37 1491 10 0.736 0.00832 0.720 0.753
## 38 1456 7 0.733 0.00838 0.716 0.749
## 39 1429 8 0.728 0.00846 0.712 0.745
## 40 1402 6 0.725 0.00852 0.709 0.742
## 41 1371 7 0.722 0.00859 0.705 0.739
## 42 1328 10 0.716 0.00870 0.699 0.733
## 43 1291 7 0.712 0.00877 0.695 0.730
## 44 1258 2 0.711 0.00879 0.694 0.729
## 45 1241 3 0.709 0.00883 0.692 0.727
## 46 1210 5 0.707 0.00889 0.689 0.724
## 47 1169 7 0.702 0.00898 0.685 0.720
## 48 1134 8 0.697 0.00908 0.680 0.715
## 49 1091 5 0.694 0.00915 0.676 0.712
## 50 1056 6 0.690 0.00924 0.672 0.709
## 51 1022 1 0.690 0.00926 0.672 0.708
## 52 995 2 0.688 0.00929 0.670 0.707
## 53 960 5 0.685 0.00938 0.666 0.703
## 54 925 9 0.678 0.00955 0.659 0.697
## 55 893 3 0.676 0.00961 0.657 0.695
## 56 856 5 0.672 0.00971 0.653 0.691
## 57 812 4 0.668 0.00980 0.649 0.688
## 58 780 5 0.664 0.00993 0.645 0.684
## 59 743 1 0.663 0.00995 0.644 0.683
## 60 712 3 0.660 0.01004 0.641 0.680
## 61 674 4 0.656 0.01017 0.637 0.677
## 62 635 2 0.654 0.01024 0.635 0.675
## 63 604 3 0.651 0.01036 0.631 0.672
## 64 574 3 0.648 0.01049 0.627 0.669
## 65 532 3 0.644 0.01064 0.624 0.665
## 66 492 4 0.639 0.01087 0.618 0.661
## 67 455 3 0.635 0.01107 0.613 0.657
## 68 411 4 0.628 0.01139 0.607 0.651
## 69 363 1 0.627 0.01149 0.605 0.650
## 70 323 5 0.617 0.01210 0.594 0.641
## 71 261 1 0.615 0.01228 0.591 0.639
## 72 177 3 0.604 0.01347 0.578 0.631
##
## gender=Male
## time n.risk n.event survival std.err lower 95% CI upper 95% CI
## 1 3549 194 0.945 0.00382 0.938 0.953
## 2 3220 55 0.929 0.00433 0.921 0.938
## 3 3112 44 0.916 0.00470 0.907 0.925
## 4 3013 36 0.905 0.00498 0.895 0.915
## 5 2925 33 0.895 0.00523 0.885 0.905
## 6 2858 17 0.890 0.00536 0.879 0.900
## 7 2809 28 0.881 0.00556 0.870 0.892
## 8 2742 19 0.875 0.00570 0.864 0.886
## 9 2684 21 0.868 0.00585 0.856 0.879
## 10 2619 29 0.858 0.00605 0.846 0.870
## 11 2554 12 0.854 0.00613 0.842 0.866
## 12 2507 18 0.848 0.00625 0.836 0.860
## 13 2453 18 0.842 0.00638 0.829 0.854
## 14 2403 9 0.839 0.00644 0.826 0.851
## 15 2369 15 0.833 0.00654 0.821 0.846
## 16 2327 10 0.830 0.00661 0.817 0.843
## 17 2289 13 0.825 0.00670 0.812 0.838
## 18 2241 12 0.821 0.00679 0.807 0.834
## 19 2192 14 0.815 0.00689 0.802 0.829
## 20 2149 10 0.812 0.00696 0.798 0.825
## 21 2113 8 0.808 0.00702 0.795 0.822
## 22 2080 16 0.802 0.00713 0.788 0.816
## 23 2031 8 0.799 0.00719 0.785 0.813
## 24 1993 17 0.792 0.00732 0.778 0.807
## 25 1937 10 0.788 0.00739 0.774 0.803
## 26 1898 6 0.786 0.00744 0.771 0.800
## 27 1862 6 0.783 0.00749 0.769 0.798
## 28 1819 4 0.781 0.00752 0.767 0.796
## 29 1795 8 0.778 0.00759 0.763 0.793
## 30 1755 5 0.776 0.00763 0.761 0.791
## 31 1718 6 0.773 0.00768 0.758 0.788
## 32 1682 13 0.767 0.00780 0.752 0.783
## 33 1645 5 0.765 0.00785 0.750 0.780
## 34 1613 3 0.763 0.00787 0.748 0.779
## 35 1581 8 0.759 0.00795 0.744 0.775
## 36 1533 7 0.756 0.00802 0.740 0.772
## 37 1510 5 0.753 0.00807 0.738 0.769
## 38 1480 6 0.750 0.00814 0.735 0.767
## 39 1448 6 0.747 0.00820 0.731 0.764
## 40 1419 7 0.744 0.00828 0.728 0.760
## 41 1386 7 0.740 0.00836 0.724 0.756
## 42 1359 4 0.738 0.00840 0.721 0.754
## 43 1331 8 0.733 0.00850 0.717 0.750
## 44 1299 4 0.731 0.00855 0.714 0.748
## 45 1265 3 0.729 0.00858 0.713 0.746
## 46 1235 7 0.725 0.00868 0.708 0.742
## 47 1202 7 0.721 0.00877 0.704 0.738
## 48 1169 1 0.720 0.00879 0.703 0.738
## 49 1148 10 0.714 0.00893 0.697 0.732
## 50 1117 4 0.711 0.00899 0.694 0.729
## 51 1083 7 0.707 0.00910 0.689 0.725
## 52 1042 6 0.703 0.00920 0.685 0.721
## 53 997 9 0.696 0.00935 0.678 0.715
## 54 962 4 0.694 0.00943 0.675 0.712
## 55 926 6 0.689 0.00954 0.671 0.708
## 56 899 5 0.685 0.00964 0.667 0.704
## 57 863 4 0.682 0.00973 0.663 0.701
## 58 830 6 0.677 0.00986 0.658 0.697
## 59 800 7 0.671 0.01003 0.652 0.691
## 60 771 3 0.669 0.01010 0.649 0.689
## 61 733 4 0.665 0.01021 0.645 0.685
## 62 696 3 0.662 0.01030 0.642 0.683
## 63 657 1 0.661 0.01033 0.641 0.682
## 64 615 1 0.660 0.01037 0.640 0.681
## 65 577 6 0.653 0.01063 0.633 0.674
## 66 541 9 0.642 0.01106 0.621 0.664
## 67 489 7 0.633 0.01143 0.611 0.656
## 68 435 5 0.626 0.01175 0.603 0.649
## 69 383 7 0.614 0.01231 0.591 0.639
## 70 328 6 0.603 0.01291 0.578 0.629
## 71 271 5 0.592 0.01360 0.566 0.619
## 72 185 3 0.582 0.01446 0.555 0.611distancia <- abs(surv[2]$surv - surv[1]$surv)
distancia_maxima <- max(distancia)
cat("La distancia máxima entre ambas funciones de supervivencia es ", distancia_maxima, "\n")## La distancia máxima entre ambas funciones de supervivencia es 0.02297776