Updated slides
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Alex Gebben Work
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\begin{column}{0.5\textwidth}
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\begin{column}{0.5\textwidth}
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\only<1-6>{\textbf{Making a plan}
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\only<1-6>{\textbf{Making a plan}
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\begin{itemize}
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\begin{itemize}
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\onslide<1->\item{Analyses method selection}
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\onslide<1->\item{Analysis method selection}
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\onslide<2->\item{What computer language to use}
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\onslide<2->\item{What computer language to use}
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\onslide<3->\item{What data will you need \emph{ideally}?}
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\onslide<3->\item{What data will you need \emph{ideally}?}
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\onslide<4->\item{Is the data available?}
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\onslide<4->\item{Is the data available?}
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\end{columns}
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\end{columns}
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\end{frame}
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\end{frame}
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\begin{frame}{Data Processing}
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\begin{frame}{Data Cleaning}
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\centering
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\centering
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\only<1>{\includegraphics[width=\textwidth]{"Data_Conversion"}}
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\only<2>{\includegraphics[width=\textwidth]{"Data_Conversion"}}
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\only<2>{\includegraphics[width=\textwidth]{"Data_Flow"}}
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\only<3>{\includegraphics[width=\textwidth]{"Data_Flow"}}
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\only<3>{\includegraphics[width=\textwidth]{"CSV_Clean"}}
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\only<1>{\includegraphics[width=\textwidth]{"CSV_Clean"}}
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\end{frame}
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\end{frame}
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%%%%%%%%%%%%%%%%%%
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%%%%%%%%%%%%%%%%%%
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\begin{frame}{Data Processing: Example}
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\begin{frame}{Data Cleaning: Example}
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\begin{center}
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\begin{center}
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\includegraphics[width=0.65\textwidth]{"Clean_Example"}
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\includegraphics[width=0.65\textwidth]{"Clean_Example"}
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\end{center}
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\end{center}
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1
Class2/.~lock.Crude_Oil_Production.csv#
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Class2/.~lock.Crude_Oil_Production.csv#
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,alex,pop-os,27.08.2025 17:34,file:///home/alex/.config/libreoffice/4;
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34
Class2/Class Example.R
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Class2/Class Example.R
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library("eia")
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eia_set_key("MpAjEon2zWULOTOnfJf2olzv3KB8zOgYnILsGVQf")
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eia_dir()
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eia_dir("petroleum")
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eia_dir("petroleum/crd/crpdn/")
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TEST <- eia_data( dir = "petroleum/crd/crpdn/",data="value", freq = "annual",start="1990")
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#TEST$area-name
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TEST$`area-name`
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colnames(TEST) <- gsub("-","_",colnames(TEST) )
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unique(TEST$area_name)
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TEST[grep("PADD",TEST$area_name),]
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TEST <- TEST[!grepl("PADD",TEST$area_name),]
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unique(TEST$area_name)
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TEST[is.na(TEST$area_name),]
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TEST[TEST$area_name=="NA",]
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TEST <- TEST[TEST$area_name!="NA",]
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TEST$area_name <- gsub("USA-","",TEST$area_name)
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State_Ab <- state.abb
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State_Name <- toupper(state.name)
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States <- as.data.frame(cbind(State_Ab,State_Name))
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unique(TEST[!(TEST$area_name %in% State_Ab),"area_name"])
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TEST$area_name <- ifelse(TEST$area_name=="NEW YORK","NY",TEST$area_name)
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TEST$area_name <- ifelse(TEST$area_name=="CALIFORNIA","CA",TEST$area_name)
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TEST$area_name <- ifelse(TEST$area_name=="OHIO","OH",TEST$area_name)
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TEST$area_name <- ifelse(TEST$area_name=="TEXAS","TX",TEST$area_name)
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TEST$area_name <- ifelse(TEST$area_name=="COLORADO","CO",TEST$area_name)
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TEST$area_name <- ifelse(TEST$area_name=="FLORIDA","FL",TEST$area_name)
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unique(TEST$area_name )
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TEST[,c("area_name","period","value")]
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?cor
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540
Class2/Crude_Oil_Production.csv
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Class2/Crude_Oil_Production.csv
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Crude Oil Production
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https://www.eia.gov/dnav/pet/pet_crd_crpdn_adc_mbbl_m.htm
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16:55:15 GMT-0600 (Mountain Daylight Time)
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Data source: U.S. Energy Information Administration
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Series Link,https://www.eia.gov/dnav/pet/hist/LeafHandler.ashx?n=PET&s=MCRFPOH1&f=M,https://www.eia.gov/dnav/pet/hist/LeafHandler.ashx?n=PET&s=MCRFPAZ1&f=M,https://www.eia.gov/dnav/pet/hist/LeafHandler.ashx?n=PET&s=MCRFPWY1&f=M,https://www.eia.gov/dnav/pet/hist/LeafHandler.ashx?n=PET&s=MCRFPND1&f=M,https://www.eia.gov/dnav/pet/hist/LeafHandler.ashx?n=PET&s=MCRFPNM1&f=M,https://www.eia.gov/dnav/pet/hist/LeafHandler.ashx?n=PET&s=MCRFPCO1&f=M,https://www.eia.gov/dnav/pet/hist/LeafHandler.ashx?n=PET&s=MCRFPVA1&f=M,https://www.eia.gov/dnav/pet/hist/LeafHandler.ashx?n=PET&s=MCRFPAK1&f=M,https://www.eia.gov/dnav/pet/hist/LeafHandler.ashx?n=PET&s=MCRFPMO1&f=M,https://www.eia.gov/dnav/pet/hist/LeafHandler.ashx?n=PET&s=MCRFPSD1&f=M,https://www.eia.gov/dnav/pet/hist/LeafHandler.ashx?n=PET&s=M_EPC0_FPF_SID_MBBL&f=M,https://www.eia.gov/dnav/pet/hist/LeafHandler.ashx?n=PET&s=MCRFPMT1&f=M,https://www.eia.gov/dnav/pet/hist/LeafHandler.ashx?n=PET&s=MCRFPKY1&f=M,https://www.eia.gov/dnav/pet/hist/LeafHandler.ashx?n=PET&s=MCRFPPA1&f=M,https://www.eia.gov/dnav/pet/hist/LeafHandler.ashx?n=PET&s=MCRFPWV1&f=M,https://www.eia.gov/dnav/pet/hist/LeafHandler.ashx?n=PET&s=MCRFPTX1&f=M,https://www.eia.gov/dnav/pet/hist/LeafHandler.ashx?n=PET&s=MCRFPMS1&f=M,https://www.eia.gov/dnav/pet/hist/LeafHandler.ashx?n=PET&s=MCRFPCA1&f=M,https://www.eia.gov/dnav/pet/hist/LeafHandler.ashx?n=PET&s=MCRFPFL1&f=M,https://www.eia.gov/dnav/pet/hist/LeafHandler.ashx?n=PET&s=MCRFPIN1&f=M,https://www.eia.gov/dnav/pet/hist/LeafHandler.ashx?n=PET&s=MCRFPTN1&f=M,https://www.eia.gov/dnav/pet/hist/LeafHandler.ashx?n=PET&s=MCRFPNY1&f=M,https://www.eia.gov/dnav/pet/hist/LeafHandler.ashx?n=PET&s=MCRFPAR1&f=M,https://www.eia.gov/dnav/pet/hist/LeafHandler.ashx?n=PET&s=MCRFPAL1&f=M,https://www.eia.gov/dnav/pet/hist/LeafHandler.ashx?n=PET&s=MCRFPIL1&f=M,https://www.eia.gov/dnav/pet/hist/LeafHandler.ashx?n=PET&s=MCRFP_SMI_1&f=M,https://www.eia.gov/dnav/pet/hist/LeafHandler.ashx?n=PET&s=MCRFPKS1&f=M,https://www.eia.gov/dnav/pet/hist/LeafHandler.ashx?n=PET&s=MCRFPNE1&f=M,https://www.eia.gov/dnav/pet/hist/LeafHandler.ashx?n=PET&s=MCRFPNV1&f=M,https://www.eia.gov/dnav/pet/hist/LeafHandler.ashx?n=PET&s=MCRFPLA1&f=M,https://www.eia.gov/dnav/pet/hist/LeafHandler.ashx?n=PET&s=MCRFPOK1&f=M,https://www.eia.gov/dnav/pet/hist/LeafHandler.ashx?n=PET&s=MCRFPUT1&f=M
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Series Key,MCRFPOH1.M,MCRFPAZ1.M,MCRFPWY1.M,MCRFPND1.M,MCRFPNM1.M,MCRFPCO1.M,MCRFPVA1.M,MCRFPAK1.M,MCRFPMO1.M,MCRFPSD1.M,M_EPC0_FPF_SID_MBBL.M,MCRFPMT1.M,MCRFPKY1.M,MCRFPPA1.M,MCRFPWV1.M,MCRFPTX1.M,MCRFPMS1.M,MCRFPCA1.M,MCRFPFL1.M,MCRFPIN1.M,MCRFPTN1.M,MCRFPNY1.M,MCRFPAR1.M,MCRFPAL1.M,MCRFPIL1.M,MCRFP_SMI_1.M,MCRFPKS1.M,MCRFPNE1.M,MCRFPNV1.M,MCRFPLA1.M,MCRFPOK1.M,MCRFPUT1.M
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Month,Ohio Field Production of Crude Oil Mbbl,Arizona Field Production of Crude Oil Mbbl,Wyoming Field Production of Crude Oil Mbbl,North Dakota Field Production of Crude Oil Mbbl,New Mexico Field Production of Crude Oil Mbbl,Colorado Field Production of Crude Oil Mbbl,Virginia Field Production of Crude Oil Mbbl,Alaska Field Production of Crude Oil Mbbl,Missouri Field Production of Crude Oil Mbbl,South Dakota Field Production of Crude Oil Mbbl,Idaho Field Production of Crude Oil Mbbl,Montana Field Production of Crude Oil Mbbl,Kentucky Field Production of Crude Oil Mbbl,Pennsylvania Field Production of Crude Oil Mbbl,West Virginia Field Production of Crude Oil Mbbl,Texas Field Production of Crude Oil Mbbl,Mississippi Field Production of Crude Oil Mbbl,California Field Production of Crude Oil Mbbl,Florida Field Production of Crude Oil Mbbl,Indiana Field Production of Crude Oil Mbbl,Tennessee Field Production of Crude Oil Mbbl,New York Field Production of Crude Oil Mbbl,Arkansas Field Production of Crude Oil Mbbl,Alabama Field Production of Crude Oil Mbbl,Illinois Field Production of Crude Oil Mbbl,Michigan Field Production of Crude Oil Mbbl,Kansas Field Production of Crude Oil Mbbl,Nebraska Field Production of Crude Oil Mbbl,Nevada Field Production of Crude Oil Mbbl,Louisiana Field Production of Crude Oil Mbbl,Oklahoma Field Production of Crude Oil Mbbl,Utah Field Production of Crude Oil Mbbl
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May 2025,4400,0,9036,34434,68165,14424,0,13455,4,70,1,2369,218,450,1283,178321,851,8134,71,115,14,17,336,237,578,354,2154,74,12,2272,12592,6002
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Apr 2025,4168,0,8967,34682,65870,13462,0,12975,4,69,1,2219,158,294,1128,172530,852,8086,65,105,14,17,325,243,539,362,2117,73,14,2288,12193,5765
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Mar 2025,4208,0,9107,36332,70207,14539,1,13447,5,70,2,2383,75,292,1093,175557,904,8291,64,108,14,17,345,240,601,322,2158,98,12,2326,12578,5767
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Feb 2025,3656,1,8207,31787,60365,13079,0,12275,3,64,3,2042,126,275,1053,158613,818,7396,55,103,13,19,313,221,488,253,1865,86,10,2101,10653,5094
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Jan 2025,3888,0,9012,36176,63818,14759,0,13656,3,71,4,2412,171,315,1036,172963,903,8197,61,99,15,21,344,240,608,344,2047,123,9,2134,12368,5375
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Dec 2024,3894,0,9395,36367,65486,15807,0,13463,5,70,3,2459,141,325,1002,176226,968,8313,63,131,15,21,339,268,608,357,2212,102,14,2461,12967,5304
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Nov 2024,3615,0,8879,36131,62695,15651,0,13160,4,68,2,2548,169,328,1050,173040,944,8170,65,129,14,21,335,244,553,335,2118,123,6,2404,12328,5513
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Oct 2024,3320,0,8957,35905,65482,15374,0,13248,4,77,2,2483,161,338,1259,180795,1001,8679,67,139,15,21,348,271,611,380,2272,136,7,2549,12196,5857
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Sep 2024,3322,0,8486,36243,62658,14137,0,12242,5,76,2,2304,111,348,935,173951,972,8414,71,133,14,21,341,223,550,358,2282,127,7,2239,11643,5792
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Aug 2024,3325,1,9181,36462,64762,14083,0,12280,5,73,1,2392,240,411,1090,179942,1028,8714,80,125,15,21,349,275,581,393,2381,129,18,2585,11760,5805
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Jul 2024,3078,1,8999,36000,63070,13869,0,12642,5,72,2,2174,208,363,1006,176692,1047,8727,65,145,15,21,349,285,584,363,2355,122,8,2713,11729,5907
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Jun 2024,2862,1,8685,35251,60310,13485,0,11984,5,71,1,2183,153,344,1193,172686,1000,8553,84,135,14,21,344,316,557,328,2267,106,4,2637,11618,5580
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May 2024,2947,1,8999,36701,62588,14038,0,12924,5,73,0,2283,167,400,1293,176313,1048,8972,82,153,15,21,351,279,606,377,2337,119,12,2661,12286,5786
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Apr 2024,2846,1,8907,36811,59958,13712,0,12897,6,73,0,2208,175,363,1269,169100,1018,8722,71,144,14,21,341,278,579,381,2266,111,11,2597,12273,5212
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Mar 2024,2554,1,9184,37660,62411,14738,0,13419,5,80,0,2225,209,396,1196,173059,1059,9104,79,149,15,21,360,276,599,312,2319,117,16,2750,12387,5012
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Feb 2024,2349,0,8653,36201,57506,13627,0,12536,5,70,2,1945,212,356,1219,160881,1005,8500,67,132,14,20,335,249,590,304,2124,119,20,2571,11518,4627
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Jan 2024,2742,0,8657,34174,57714,13834,0,13222,4,72,4,1884,116,422,1416,166565,1035,9281,84,116,15,21,352,290,528,355,1903,100,15,2686,12029,5170
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Dec 2023,2808,1,9056,39521,60546,15143,0,13423,5,77,4,1962,227,409,1342,174567,1083,9380,94,129,15,21,373,298,583,401,2215,123,17,2734,12873,5370
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Nov 2023,2717,1,8633,38347,56826,14479,0,12836,5,73,3,1893,123,452,1466,169738,1051,9144,95,124,14,21,364,290,569,383,2227,138,17,2670,12534,5215
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Oct 2023,2808,1,8537,38846,55934,14633,0,13205,5,76,2,1944,99,409,1642,173167,1082,9473,97,124,15,21,370,312,601,407,2295,146,17,2838,12899,5328
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Sep 2023,2300,0,8098,38600,54342,13775,0,12462,5,75,1,1884,204,370,1528,167101,1044,9221,94,126,14,21,371,295,563,403,2238,135,16,2754,12643,5110
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Aug 2023,2376,1,8431,37407,55772,14434,0,12274,6,79,4,1934,226,391,1703,173683,1051,10346,96,131,15,21,387,316,592,421,2386,142,16,2909,13409,5048
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Jul 2023,2376,1,8180,36350,54185,14156,0,12314,6,72,3,1767,53,389,1666,172375,1052,10435,100,126,15,21,367,305,548,412,2280,142,16,2843,13608,4849
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Jun 2023,2455,0,7976,34808,52063,13925,0,12696,5,68,1,1791,308,392,1568,166127,1024,10253,91,135,14,21,359,286,569,402,2329,136,18,2805,13035,4699
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May 2023,2537,1,8076,34930,55767,14164,1,13335,5,79,2,1900,70,422,1553,170489,1072,10421,81,134,15,21,379,289,593,443,2431,140,17,2919,13997,4715
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Apr 2023,2455,0,7554,33671,55541,13492,0,13034,5,77,3,1860,179,427,1452,162246,1036,10105,97,120,14,21,382,293,542,395,2330,137,18,2847,13047,4354
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Mar 2023,2433,1,7984,34476,57060,13540,0,13492,5,82,3,2003,174,393,1611,169076,1050,10216,48,131,15,21,376,301,582,395,2459,142,18,3008,13637,4205
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Feb 2023,2198,1,6739,32119,50546,11760,0,12494,5,69,3,1781,112,369,1511,148157,972,9274,35,122,13,19,344,283,556,358,2169,126,16,2773,11927,3630
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Jan 2023,2433,1,7599,32640,56968,13290,0,13901,5,81,3,1925,100,392,1523,164788,1057,10058,93,129,15,21,379,322,596,414,2311,139,19,3118,13169,3920
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Dec 2022,2207,1,7453,29454,55441,12915,0,13846,6,68,3,1758,324,398,1264,161694,1036,9713,94,133,15,23,364,303,556,392,2227,146,19,2920,12780,4206
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Nov 2022,2136,1,7958,32635,52294,13532,0,13340,6,80,4,1734,126,423,1226,159400,1051,9454,94,143,14,22,366,314,582,396,2285,149,19,3050,12955,4075
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Oct 2022,2207,0,8239,34342,54230,13689,1,13483,6,81,4,1683,129,402,1225,164394,1080,9278,100,151,15,23,381,326,595,425,2367,149,20,3261,12945,4356
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Sep 2022,1828,0,7740,33340,51787,13142,1,12905,6,80,4,1743,173,413,1228,158927,1028,10360,93,144,14,22,368,314,585,400,2297,141,15,3070,12083,3944
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Aug 2022,1889,0,7902,32920,51263,13527,0,12808,6,85,4,1879,173,422,1281,160671,1061,10179,104,153,15,23,374,325,593,402,2529,147,19,3063,12973,4197
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Jul 2022,1889,0,7707,32870,50203,13417,1,13379,6,86,4,1879,395,427,1358,158101,1062,10926,106,137,15,23,372,318,553,410,2363,148,22,3154,12728,3885
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Jun 2022,1864,0,7519,32596,47244,12981,1,12559,6,83,4,1899,109,422,1182,151676,1021,9887,67,144,14,22,367,307,590,389,2466,145,21,3075,12779,3669
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May 2022,1926,0,7814,32538,48824,13638,1,13865,6,82,2,1652,137,455,1282,155772,1093,10214,124,146,15,23,377,323,593,403,2395,151,19,3193,13195,3709
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Apr 2022,1864,0,7327,26974,46756,13573,0,13246,5,70,3,1623,165,453,1307,152403,1041,10816,122,140,14,22,382,299,578,377,2372,143,17,3124,12915,3409
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Mar 2022,1592,0,7485,34606,46897,14101,1,13635,6,84,2,1699,303,504,1404,156490,1094,11128,122,136,15,23,378,318,625,398,2487,144,18,3044,13433,3507
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Feb 2022,1438,0,6552,30315,40290,12448,1,12607,5,77,2,1434,155,393,1184,137232,999,10178,102,124,13,20,341,333,508,368,2141,107,16,2650,10554,3103
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Jan 2022,1592,0,7150,33444,42790,13511,1,13938,5,84,2,1609,62,483,1253,151477,1101,10847,81,138,15,23,377,340,567,396,2212,137,17,2878,12397,3355
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|
Dec 2021,1547,0,7365,35160,43211,14038,1,13985,6,85,2,1609,351,521,1216,156180,1118,11420,110,152,12,23,376,357,604,392,2288,137,18,2899,12957,3475
|
||||||
|
Nov 2021,1497,0,7265,34529,43178,13612,1,13381,5,83,2,1581,63,569,1174,150650,1104,11288,127,140,12,22,359,339,608,390,2323,96,19,2736,12122,3365
|
||||||
|
Oct 2021,1547,1,7290,34164,43234,14271,1,13546,5,88,2,1649,236,485,1339,154818,1146,11261,134,144,12,23,365,365,604,408,2346,146,18,2705,12777,3376
|
||||||
|
Sep 2021,1453,1,7007,33066,40858,13015,1,12891,5,85,2,1635,115,502,1588,149616,1099,11274,130,137,12,22,357,350,593,388,2320,141,15,2150,12723,2999
|
||||||
|
Aug 2021,1502,1,7322,34025,42650,12942,0,12664,5,90,2,1597,252,533,1574,151634,1103,11604,128,132,12,23,360,357,609,389,2396,147,20,2807,12235,3149
|
||||||
|
Jul 2021,1502,1,7293,33129,40312,12737,0,11779,5,89,2,1488,242,462,1477,149822,1141,11662,129,124,12,23,364,367,595,405,2415,148,20,3070,12288,3124
|
||||||
|
Jun 2021,1591,1,6963,33732,38218,12227,0,13199,5,81,2,1449,205,491,1620,143299,1108,11309,78,126,12,22,348,331,587,372,2468,145,18,2954,12117,2869
|
||||||
|
May 2021,1644,1,7176,34675,38243,13115,0,13743,6,82,2,1590,485,569,1710,148573,1148,11568,122,125,12,23,365,366,584,397,2277,137,19,3076,12863,2723
|
||||||
|
Apr 2021,1591,1,7050,33312,35447,12622,1,13390,5,79,2,1578,51,583,1688,143803,1129,11294,127,117,12,22,343,360,591,382,2444,108,17,3005,12544,2681
|
||||||
|
Mar 2021,1796,1,7020,34003,36133,11994,0,14053,5,85,2,1655,154,573,1593,148323,1192,11621,138,125,12,23,354,379,639,391,2424,144,20,3147,13144,2773
|
||||||
|
Feb 2021,1622,1,6312,30014,27759,10868,0,12786,4,79,3,1450,169,507,1332,105526,988,10609,124,88,11,20,271,339,440,359,1866,107,16,2591,8923,2472
|
||||||
|
Jan 2021,1796,1,7406,35177,33862,12157,0,14207,5,89,2,1686,140,539,1652,143751,1157,11610,142,117,12,23,351,383,603,388,2326,137,18,3148,13560,2762
|
||||||
|
Dec 2020,1788,0,7353,36506,32731,12288,0,14352,5,88,1,1510,279,513,1674,143628,1172,11910,133,122,13,20,349,380,623,364,2392,140,16,3084,13842,2567
|
||||||
|
Nov 2020,1730,0,7105,36385,32817,12318,1,13919,5,84,0,1476,78,402,1705,139701,1146,11609,123,114,12,20,349,356,566,337,2285,137,17,2819,14109,2530
|
||||||
|
Oct 2020,1788,0,7275,37711,33155,12958,0,14240,5,85,0,1578,280,444,1812,143863,1184,11672,119,118,13,20,349,378,611,367,2334,142,16,2644,13267,2514
|
||||||
|
Sep 2020,2089,1,7318,36270,30512,13215,0,13252,6,85,0,1542,183,453,1824,139005,1169,11734,113,116,12,20,340,332,595,361,2328,143,18,2647,13288,2541
|
||||||
|
Aug 2020,2158,0,7465,35782,31147,14453,0,13751,5,87,0,1584,225,413,1711,144795,1214,11715,130,122,13,20,337,374,620,369,2564,147,16,2730,14247,2688
|
||||||
|
Jul 2020,2158,0,7358,32002,30721,14511,0,13764,2,84,0,1624,169,381,1473,146286,1197,12055,130,124,13,20,359,362,656,349,2520,131,15,3196,15232,2627
|
||||||
|
Jun 2020,1933,0,6725,26544,28356,13799,0,10829,6,80,0,1395,88,386,1500,137961,1143,11834,80,139,12,20,348,324,639,302,2514,128,14,2798,14074,2284
|
||||||
|
May 2020,1997,0,5078,26365,26244,14524,0,12528,5,76,0,1221,217,442,1376,131008,784,11760,45,62,13,20,254,297,340,172,1475,98,19,2477,9937,2158
|
||||||
|
Apr 2020,1933,0,7224,36277,30691,15371,0,13881,6,78,0,1572,190,417,1388,153682,1112,12148,128,95,12,20,282,355,462,308,1849,131,22,3109,14474,2416
|
||||||
|
Mar 2020,2240,0,8832,44037,34873,16046,1,14556,5,91,0,1922,103,456,1563,168971,1341,11455,164,122,13,20,390,380,665,409,2676,158,20,3624,16937,2937
|
||||||
|
Feb 2020,2095,1,8159,41686,31522,15286,0,13823,6,89,0,1740,345,472,1673,156738,1304,12063,154,123,12,19,376,365,634,413,2606,154,1,3466,16153,2769
|
||||||
|
Jan 2020,2240,1,9105,43783,33059,16752,0,14956,6,96,0,1919,109,519,1786,169024,1401,12266,169,135,13,20,409,392,741,434,2719,163,22,3820,17310,2970
|
||||||
|
Dec 2019,2559,1,9349,45175,32724,17277,0,14922,6,96,0,2003,430,533,1633,168781,1411,12508,173,141,18,23,406,400,736,434,2794,156,23,3857,18928,3096
|
||||||
|
Nov 2019,2477,1,8931,44958,31466,17296,1,14523,7,96,1,2013,145,510,1691,161915,1398,12605,161,133,17,23,405,393,686,420,2595,154,22,3755,17649,2919
|
||||||
|
Oct 2019,2559,1,9133,46421,30801,17616,0,14718,7,96,2,1978,192,549,1842,165346,1431,13163,168,140,18,23,410,393,704,451,2783,158,24,3880,19187,3052
|
||||||
|
Sep 2019,2602,1,8745,42769,29570,15990,1,13482,7,93,1,1806,209,535,1635,157455,1382,12849,162,135,17,23,413,381,703,418,2735,157,23,3853,18717,2948
|
||||||
|
Aug 2019,2689,1,8640,45307,28984,16573,1,11834,7,98,2,1851,195,515,1628,160418,1413,13180,161,134,18,23,411,398,713,432,2742,161,23,3947,17670,3097
|
||||||
|
Jul 2019,2689,1,8684,44271,27554,16184,0,13903,8,97,2,1857,141,463,1582,158516,1417,13396,169,133,18,23,408,392,713,438,2910,162,22,3584,18249,3118
|
||||||
|
Jun 2019,2167,1,8086,42192,26562,15899,1,13643,7,95,2,1914,312,461,1379,151455,1385,13127,171,116,17,23,392,380,606,428,2909,155,23,3763,17643,3118
|
||||||
|
May 2019,2239,0,8625,42637,27745,15842,0,14708,8,97,2,2080,220,560,1232,155227,1432,13470,153,140,18,23,413,412,713,460,2790,159,25,3901,18427,3260
|
||||||
|
Apr 2019,2167,1,8258,41186,26128,14903,0,14264,8,98,2,2046,49,572,1156,149154,1400,13122,149,128,17,23,393,411,698,441,2816,159,21,3797,18333,3154
|
||||||
|
Mar 2019,2003,0,8182,42645,26720,14903,1,14913,8,103,2,1882,289,471,1068,150914,1444,12946,158,136,18,23,405,430,699,453,2839,152,20,3984,18250,3184
|
||||||
|
Feb 2019,1810,0,7412,36926,23196,13942,0,13653,7,95,2,1644,143,407,1102,136619,1316,12422,151,118,16,21,371,417,586,410,2487,137,21,3568,16065,2870
|
||||||
|
Jan 2019,2003,1,8115,42929,25095,15828,0,15383,7,104,3,1925,179,542,1307,149091,1450,13562,161,137,18,23,405,454,687,440,2808,157,23,3924,18367,3116
|
||||||
|
Dec 2018,2234,1,8123,42938,25471,16354,1,15366,8,103,3,1953,265,442,1277,150877,1408,12479,158,137,18,19,403,464,719,458,2757,157,23,5061,18804,3098
|
||||||
|
Nov 2018,2162,1,7625,40846,23851,15786,1,14919,8,104,5,1914,196,490,1197,144504,1399,13152,159,142,17,18,404,460,732,445,2768,161,22,4420,17383,3140
|
||||||
|
Oct 2018,2234,1,7780,42644,24029,15671,0,15083,9,108,3,1894,63,581,1358,145568,1447,12901,165,143,18,19,419,479,744,466,2879,166,24,4321,17874,3262
|
||||||
|
Sep 2018,2075,1,7776,40247,22044,14676,0,14144,9,107,3,1863,307,548,1247,140194,1368,13279,156,127,17,18,415,472,691,453,2787,165,22,4001,16579,3255
|
||||||
|
Aug 2018,2144,1,7775,39606,22112,14821,1,13259,9,108,6,1919,174,532,1244,141860,1427,14112,118,147,18,19,425,492,763,478,3008,173,20,4180,18051,3199
|
||||||
|
Jul 2018,2144,1,7292,38968,20632,13503,0,12237,8,105,10,1798,116,546,1034,136866,1428,13644,164,139,18,19,421,493,735,488,2957,175,19,4149,16414,3102
|
||||||
|
Jun 2018,1736,1,6922,36443,19636,12695,0,13521,8,104,13,1764,276,535,919,131222,1392,13931,157,142,17,18,419,483,694,470,2927,163,19,4057,15402,2795
|
||||||
|
May 2018,1794,0,7197,38107,19984,13740,0,15367,9,108,13,1810,206,579,905,131455,1449,13188,147,151,18,19,437,504,737,467,3086,167,21,4245,16483,2941
|
||||||
|
Apr 2018,1736,1,7040,36254,19311,13365,0,14922,8,105,13,1704,106,556,895,126916,1405,13572,137,126,17,18,421,513,672,439,2889,160,21,4008,16000,2999
|
||||||
|
Mar 2018,1628,1,7237,35536,19057,13320,0,15878,9,109,8,1686,369,548,932,129780,1471,13278,168,138,18,19,426,535,714,451,3041,172,21,4162,17161,3320
|
||||||
|
Feb 2018,1470,1,6284,32468,16359,11854,1,14367,7,102,6,1554,124,508,806,112714,1352,13050,148,129,16,17,390,479,620,435,2684,151,21,3774,14751,2877
|
||||||
|
Jan 2018,1628,1,6909,36023,16763,13384,0,15739,4,110,5,1696,63,524,924,120878,1407,14073,163,116,18,19,425,513,599,478,2931,153,23,3856,16316,3130
|
||||||
|
Dec 2017,1696,1,6996,36047,17198,13509,1,15883,9,104,4,1665,317,602,854,122061,1427,14144,163,138,23,16,436,532,701,462,2851,155,22,4198,15366,2969
|
||||||
|
Nov 2017,1641,1,6790,35448,15843,12633,1,15297,9,107,4,1641,243,628,826,116712,1427,14095,148,142,22,16,431,533,700,453,2984,157,24,4171,15135,2929
|
||||||
|
Oct 2017,1696,2,6846,36274,16203,12666,0,15705,9,112,4,1714,14,677,805,116633,1471,14607,153,143,23,16,446,545,696,489,2999,162,24,4053,15049,3045
|
||||||
|
Sep 2017,1646,1,6464,32778,14988,11976,0,14465,9,107,5,1692,212,561,688,106513,1460,14139,135,137,22,16,431,539,692,459,2837,157,23,4138,13928,2947
|
||||||
|
Aug 2017,1701,1,6432,33401,14215,11609,1,13971,10,111,6,1773,333,583,738,104367,1499,14569,170,154,23,16,446,561,719,480,3080,160,25,4294,14317,3058
|
||||||
|
Jul 2017,1701,1,6358,32216,13852,10734,0,13102,10,109,7,1758,124,613,687,107454,1469,14614,172,143,23,16,450,559,673,481,2983,167,27,4381,13888,2931
|
||||||
|
Jun 2017,1607,1,6061,30637,13281,9913,0,13843,10,107,7,1734,215,456,687,103205,1411,14239,157,147,22,16,434,566,699,458,3043,164,24,4215,13632,2923
|
||||||
|
May 2017,1661,1,6278,31810,14311,10312,1,15734,10,105,8,1795,147,487,678,105659,1545,14823,176,137,23,16,451,595,684,472,3104,166,25,4489,13405,2931
|
||||||
|
Apr 2017,1607,1,6132,31179,13358,9785,1,15759,10,113,11,1725,346,487,617,99798,1516,14406,169,153,22,16,440,579,676,456,2976,162,22,4474,12897,2725
|
||||||
|
Mar 2017,1724,1,6301,31469,13703,9509,1,16300,11,115,11,1795,255,472,618,102986,1576,14878,176,154,23,16,459,621,727,455,3076,170,25,4542,13680,2834
|
||||||
|
Feb 2017,1557,1,5347,28668,12416,8217,1,14434,9,104,11,1646,120,415,601,92714,1409,13873,143,137,21,15,416,569,658,429,2889,153,21,4119,11964,2484
|
||||||
|
Jan 2017,1724,1,5740,30228,12980,9101,1,16055,10,110,12,1779,150,480,649,99148,1573,15016,162,149,23,16,448,632,687,477,3002,161,23,4460,12631,2663
|
||||||
|
Dec 2016,1606,1,5865,28956,13035,9321,0,16148,10,108,16,1776,369,499,625,98253,1647,14894,154,154,22,19,455,666,721,469,2958,160,23,4531,12917,2664
|
||||||
|
Nov 2016,1555,1,5838,30762,12485,9383,0,15433,10,113,15,1836,297,492,620,95139,1590,14964,159,144,21,18,443,656,688,460,2983,160,22,4508,12852,2551
|
||||||
|
Oct 2016,1606,1,6001,32098,12655,9886,1,15383,11,113,13,1891,137,480,621,98065,1635,15534,160,143,22,19,454,681,713,480,3102,170,24,4826,13155,2624
|
||||||
|
Sep 2016,1663,0,5608,28920,12020,9594,1,13598,10,113,15,1827,169,473,589,93854,1594,15161,153,146,21,18,453,659,708,456,3023,162,24,4708,12390,2480
|
||||||
|
Aug 2016,1719,0,5846,30209,12167,9979,1,14265,10,118,10,1888,164,501,691,97471,1680,15715,163,152,22,19,465,669,742,474,3139,171,24,4773,12970,2565
|
||||||
|
Jul 2016,1719,0,6010,31674,12146,9914,0,13584,9,118,23,1934,266,498,681,97524,1714,15673,151,145,22,19,450,670,692,473,3131,171,24,4796,12826,2493
|
||||||
|
Jun 2016,1890,0,5786,30580,11678,9243,1,14103,10,115,25,1908,324,485,620,94388,1674,14511,158,155,21,18,454,659,747,467,3236,165,24,4730,12741,2389
|
||||||
|
May 2016,1953,0,6106,32203,12181,9623,1,15658,10,123,26,1993,102,565,642,98274,1774,15726,163,148,22,19,461,687,727,477,3274,165,23,4981,13357,2553
|
||||||
|
Apr 2016,1890,1,6204,31013,12145,9551,1,14665,10,115,24,1950,167,579,605,96786,1720,15517,159,146,21,18,468,652,723,455,3067,162,22,4872,12406,2500
|
||||||
|
Mar 2016,2157,1,6525,34170,12590,9845,1,15842,11,122,25,2071,252,552,623,101147,1771,16349,173,156,22,19,470,692,786,479,3479,168,23,5045,13674,2547
|
||||||
|
Feb 2016,2018,1,6126,32195,11794,9418,1,14713,10,118,13,1972,117,504,628,95850,1716,15371,162,134,20,18,458,672,697,464,3179,153,22,4732,11683,2445
|
||||||
|
Jan 2016,2157,1,6743,34488,11737,10244,1,15985,11,129,9,2130,232,555,690,103658,1872,16665,180,140,22,19,486,750,693,498,3373,175,22,4924,14064,2717
|
||||||
|
Dec 2015,2493,1,7068,35432,11139,10198,1,16190,12,129,7,2210,357,608,687,102990,1902,16705,187,171,25,24,500,760,828,518,3598,180,23,5105,14134,2805
|
||||||
|
Nov 2015,2413,0,6932,35168,12428,10176,1,15685,11,128,6,2172,74,576,550,101672,1897,16336,184,160,24,24,492,758,760,514,3192,183,23,5035,13205,2716
|
||||||
|
Oct 2015,2493,2,7214,36064,12640,10632,1,15407,13,133,7,2266,309,586,586,105199,2012,16829,191,181,25,24,517,807,832,537,3635,195,23,5313,14056,2900
|
||||||
|
Sep 2015,2286,3,7019,34592,12470,10166,1,14172,12,131,7,2235,235,561,623,102320,1966,16376,182,179,24,24,513,795,820,522,3608,196,22,5243,13512,2870
|
||||||
|
Aug 2015,2362,4,7253,36536,12882,10717,1,12642,13,138,3,2337,225,574,658,105672,2044,16942,196,187,25,24,520,794,809,547,3760,201,24,5328,13725,3089
|
||||||
|
Jul 2015,2362,5,7291,37133,12580,10595,1,13940,13,135,0,2381,278,609,714,106742,2097,16879,194,175,25,24,524,812,816,546,3886,203,25,5305,13826,3142
|
||||||
|
Jun 2015,2298,4,7080,36032,12489,10059,1,13397,12,132,0,2355,188,581,765,103699,2086,16483,196,180,24,24,518,804,786,536,4075,197,24,5235,13975,3088
|
||||||
|
May 2015,2375,4,7456,36991,13230,10477,1,14650,13,142,0,2508,416,626,769,108839,2261,17333,206,183,25,24,531,846,816,565,3793,208,24,5469,14313,3315
|
||||||
|
Apr 2015,2298,5,7528,34858,12814,10082,1,15296,13,146,0,2463,128,600,761,107099,2198,16797,124,191,24,24,519,792,839,550,3815,210,25,5313,14274,3252
|
||||||
|
Mar 2015,1971,4,7640,36547,12997,10223,1,15684,13,150,0,2626,118,629,795,112146,2251,17393,173,189,25,24,546,874,755,590,4205,224,24,5528,14880,3424
|
||||||
|
Feb 2015,1780,3,6680,32733,11019,9065,1,13658,11,141,0,2414,256,572,674,99530,2013,15735,182,180,23,22,492,800,664,537,3745,202,22,5158,12209,3081
|
||||||
|
Jan 2015,1971,3,7295,36638,11409,9808,2,15510,14,158,0,2585,279,569,720,106678,2194,17475,193,210,25,24,559,852,794,603,4169,201,25,5703,13862,3454
|
||||||
|
Dec 2014,1561,4,7270,37789,11828,9593,2,15953,14,160,0,2672,293,600,723,109949,2256,17420,192,237,28,30,585,892,863,621,4206,206,27,5887,13880,3550
|
||||||
|
Nov 2014,1511,4,6740,35369,11319,8858,1,15386,14,150,0,2538,205,581,695,103533,2156,17085,183,221,27,29,561,849,778,581,4078,209,25,5586,13293,3446
|
||||||
|
Oct 2014,1561,5,7181,36381,11500,9034,2,15504,16,152,0,2613,236,600,704,104185,2220,17617,185,244,28,30,593,836,865,619,4437,204,26,5861,13888,3583
|
||||||
|
Sep 2014,1331,5,6672,35224,10163,8432,1,14323,15,149,0,2529,231,581,676,98584,2049,17042,171,239,27,29,570,818,821,591,4197,193,26,5689,13057,3469
|
||||||
|
Aug 2014,1375,6,6669,34827,10782,8777,2,12337,15,148,0,2561,219,600,662,101507,2061,17575,180,221,28,30,575,793,836,603,4217,202,26,5836,13156,3525
|
||||||
|
Jul 2014,1375,6,6434,34285,10722,8386,1,13094,17,153,0,2576,229,600,603,99863,2050,17396,194,217,28,30,576,801,839,615,4257,194,28,5772,13208,3512
|
||||||
|
Jun 2014,1162,4,6264,32486,9956,7882,1,14535,17,146,0,2436,213,545,584,94349,2004,16746,204,199,27,29,559,805,786,599,3916,190,27,5802,12194,3441
|
||||||
|
May 2014,1200,4,6237,31917,10354,7832,1,16247,18,147,0,2455,208,563,588,95211,1999,17423,191,203,28,30,571,836,813,634,4233,202,27,5954,12692,3493
|
||||||
|
Apr 2014,1162,5,5880,29887,9955,7111,1,16102,25,144,0,2427,209,545,535,91541,1929,16772,189,181,27,29,537,791,804,641,4067,200,26,5725,10593,3379
|
||||||
|
Mar 2014,1028,5,5940,30032,10026,7196,1,16432,16,153,0,2452,198,563,638,91888,1981,17098,190,195,28,30,574,838,785,677,4077,221,27,6028,12068,3350
|
||||||
|
Feb 2014,929,5,5160,26468,8935,6016,1,14427,14,138,0,2229,187,509,561,81201,1791,15455,166,155,25,27,515,773,658,613,3553,202,24,5286,10477,2980
|
||||||
|
Jan 2014,1028,4,5644,28897,9522,6552,1,16790,15,157,0,2412,197,563,599,88208,1900,17137,188,163,28,30,559,800,700,633,4280,263,26,5747,11968,3186
|
||||||
|
Dec 2013,855,4,5394,28741,9271,6492,1,16922,16,160,0,2383,190,499,739,86304,1996,16935,196,196,28,31,570,875,791,679,3893,291,27,5988,10910,3058
|
||||||
|
Nov 2013,828,4,5540,29214,8583,6447,0,16077,17,163,0,2429,182,483,711,80890,1936,16565,197,198,27,30,546,867,770,637,3845,257,27,5828,10510,3157
|
||||||
|
Oct 2013,855,5,5544,29174,9336,6478,1,16136,18,156,0,2492,196,499,649,83475,2013,16915,203,202,28,31,570,897,819,660,4164,240,26,5929,11601,3247
|
||||||
|
Sep 2013,794,4,5441,27917,8958,5683,1,15332,17,163,0,2414,186,483,672,80149,1950,16421,200,186,27,30,544,850,782,647,3841,203,28,5931,11053,3112
|
||||||
|
Aug 2013,820,5,5541,28136,9011,5863,1,13270,18,158,0,2558,191,499,779,81173,2055,16988,197,205,28,31,571,894,839,659,3990,198,28,6173,11272,3136
|
||||||
|
Jul 2013,820,6,5247,26942,8893,5553,1,15282,15,147,0,2553,201,499,777,80117,2059,16902,172,200,28,31,550,875,834,649,3911,184,29,6188,10413,3038
|
||||||
|
Jun 2013,548,6,5243,24616,8543,5074,1,14567,17,144,0,2398,205,388,677,76032,1958,16340,167,198,27,30,541,831,755,618,3829,169,28,6029,10348,2821
|
||||||
|
May 2013,566,7,5402,25033,8704,5155,1,15977,18,149,0,2525,194,401,588,77408,2077,16992,169,196,28,31,558,878,802,645,4065,174,27,6204,10492,2918
|
||||||
|
Apr 2013,548,5,5145,23699,8346,5036,1,15676,16,154,0,2474,185,388,464,72758,2032,16436,120,201,27,30,554,844,792,618,4002,164,29,5921,10176,2725
|
||||||
|
Mar 2013,484,5,5384,24280,8044,5066,1,16527,15,165,0,2479,197,401,466,74084,2057,16891,200,205,28,31,568,889,812,666,4089,170,30,6193,10054,2775
|
||||||
|
Feb 2013,437,5,4652,21790,7222,4530,1,15146,14,142,0,2196,192,362,366,65442,1861,15002,167,186,26,28,524,809,726,626,3260,152,28,5668,7773,2453
|
||||||
|
Jan 2013,484,5,4945,22815,7879,4843,1,17012,19,150,0,2387,184,401,352,70525,2063,16540,187,226,28,31,572,901,818,688,3956,166,27,6163,9769,2578
|
||||||
|
Dec 2012,434,5,5022,23733,7883,4997,0,17248,17,142,0,2410,280,399,269,69263,2071,16559,184,219,31,31,559,854,779,655,3639,233,29,6310,9263,2654
|
||||||
|
Nov 2012,420,6,4853,21999,7586,4796,1,16596,17,144,0,2348,189,386,256,66623,2009,16182,188,241,30,30,573,837,809,603,3673,244,29,6177,9117,2685
|
||||||
|
Oct 2012,434,5,4948,23149,7781,4782,1,16946,18,143,0,2446,215,399,232,66836,2074,16822,181,248,31,31,564,847,828,621,3858,268,30,6388,9377,2774
|
||||||
|
Sep 2012,420,5,4812,21785,7338,4193,0,15062,16,139,0,2259,242,386,191,62744,1968,16102,172,202,30,30,549,826,785,603,3530,243,29,5183,8512,2638
|
||||||
|
Aug 2012,434,5,4956,21747,7319,4119,1,12539,17,144,0,2300,220,399,217,63736,1999,16777,173,199,31,31,548,826,837,635,3725,216,31,5545,8893,2665
|
||||||
|
Jul 2012,434,5,4882,20884,7336,4039,1,12872,16,147,0,2248,226,399,184,61955,2043,16783,189,184,31,31,538,787,827,608,3645,257,30,6134,8634,2566
|
||||||
|
Jun 2012,420,4,4663,19866,6837,3798,1,14790,15,146,0,2040,242,321,205,58515,2008,16236,179,181,30,30,535,751,812,607,3565,266,30,5830,7934,2438
|
||||||
|
May 2012,434,3,4854,19886,6956,4099,1,16926,16,153,0,2186,411,332,204,59346,2094,16719,171,186,31,31,562,753,847,632,3750,254,32,6135,8350,2474
|
||||||
|
Apr 2012,420,4,4665,18285,6702,3693,1,16572,11,142,0,2127,51,321,211,56142,1994,16227,163,166,30,30,542,751,805,625,3591,253,31,5844,7683,2374
|
||||||
|
Mar 2012,434,4,4915,17958,6798,3942,1,17592,11,152,0,2081,364,332,225,55831,2054,16552,180,188,31,31,564,787,822,632,3652,277,32,5974,7892,2414
|
||||||
|
Feb 2012,406,3,4524,16140,6285,3563,1,16885,11,146,0,1990,649,310,192,51426,1862,15602,174,165,29,29,532,732,780,600,3428,238,32,5507,7394,2204
|
||||||
|
Jan 2012,434,4,4714,16922,6729,3739,1,18374,11,157,0,2060,106,332,187,53525,1962,16649,182,172,31,31,537,775,803,629,3696,274,32,5980,7949,2324
|
||||||
|
Dec 2011,395,3,4710,16533,6439,3640,1,18345,8,144,0,2077,305,286,176,52388,1985,16665,185,177,25,32,2482,781,809,611,3407,221,34,6165,7591,2300
|
||||||
|
Nov 2011,383,4,4643,15258,6367,3551,1,17794,9,141,0,2063,95,277,176,49822,1953,16145,182,182,24,31,512,754,804,599,3639,217,34,5992,7401,2268
|
||||||
|
Oct 2011,395,4,4719,15148,6246,3560,1,17539,9,146,0,2099,198,286,180,49470,2030,16559,187,184,25,32,513,735,822,615,3401,225,33,6155,7406,2338
|
||||||
|
Sep 2011,383,3,4502,13867,6024,3406,1,17544,9,137,0,1965,210,277,186,46145,1970,15974,173,177,24,31,503,700,789,582,3419,218,35,5575,6995,2225
|
||||||
|
Aug 2011,395,6,4681,13777,6211,3440,1,16310,9,141,0,2044,179,286,238,46208,2047,16570,144,181,25,32,506,745,814,585,3644,216,35,5826,6973,2241
|
||||||
|
Jul 2011,395,2,4693,13153,6096,3296,1,14036,10,139,0,2026,276,286,182,44557,2082,16599,164,170,25,32,508,717,774,562,3443,213,36,5723,6935,2215
|
||||||
|
Jun 2011,383,3,4557,11533,5802,3226,1,16603,10,125,0,1959,209,287,168,42019,1977,16226,162,165,24,31,489,687,749,568,3490,219,36,5547,6804,2163
|
||||||
|
May 2011,395,3,4600,11236,5975,3286,1,18043,11,128,0,2016,190,297,181,43185,2040,16842,169,143,25,32,502,707,728,581,3582,218,36,5821,6928,2195
|
||||||
|
Apr 2011,383,2,4469,10493,5805,3212,1,18183,12,133,0,1951,194,287,172,40467,1975,16205,166,150,24,31,483,649,719,559,3416,202,32,5622,6629,2144
|
||||||
|
Mar 2011,395,2,4548,11128,6028,3242,1,18940,11,139,0,2059,211,297,179,41452,2031,16691,173,161,25,32,503,664,809,596,3659,206,32,6002,6973,2193
|
||||||
|
Feb 2011,357,2,3994,9724,4604,2754,1,17114,10,124,0,1867,95,268,148,34376,1866,15115,147,145,22,29,450,596,615,555,3049,184,31,5157,5050,1910
|
||||||
|
Jan 2011,395,2,4400,10587,5922,2905,1,14378,10,138,0,2031,165,297,161,39724,2087,16581,172,151,30,32,486,638,728,627,3352,204,34,5692,6337,2084
|
||||||
|
Dec 2010,405,0,4509,10623,5823,3027,0,18966,9,135,0,2118,313,278,144,39635,2111,16619,176,153,22,32,485,658,744,610,3564,211,36,5762,6461,2174
|
||||||
|
Nov 2010,392,4,4435,10667,5706,2901,1,18185,10,139,0,2097,72,269,164,37306,2002,16420,155,156,21,31,473,639,732,573,3321,205,35,5575,6319,2123
|
||||||
|
Oct 2010,405,5,5269,10610,5759,2950,1,19173,9,143,0,2190,210,278,167,37680,2036,16717,154,157,22,32,490,634,771,600,3396,203,36,5848,6101,2210
|
||||||
|
Sep 2010,392,5,4439,10258,5332,2869,1,18413,9,149,0,2139,273,269,161,35737,1967,16605,157,158,21,31,475,626,761,610,3392,198,34,5706,5804,2141
|
||||||
|
Aug 2010,405,3,4523,10183,5567,2879,1,16686,10,139,0,2153,132,278,156,36196,2027,17108,168,161,22,32,478,629,756,597,3469,204,34,5806,5919,2191
|
||||||
|
Jul 2010,405,4,4516,9932,5537,2566,2,16886,12,134,0,2145,213,278,163,35725,2018,17040,170,160,22,32,479,615,774,584,3442,197,34,5804,5910,2151
|
||||||
|
Jun 2010,392,5,4394,9400,5267,2574,1,16034,15,125,0,2045,205,263,174,34161,1948,16525,158,158,21,31,483,565,768,550,3442,190,32,5605,5667,2055
|
||||||
|
May 2010,405,4,4547,9224,5503,2773,1,17710,15,129,0,2140,304,272,153,35528,2010,17186,166,144,22,32,493,577,750,544,3380,194,39,5770,5806,2079
|
||||||
|
Apr 2010,392,2,4389,8510,5242,2650,1,19190,17,129,0,2061,176,263,157,34104,1938,16608,133,154,21,31,472,552,796,552,3426,185,37,5504,5808,1983
|
||||||
|
Mar 2010,405,1,4524,8568,5569,2725,1,20030,16,140,0,2169,157,272,148,35243,2036,17165,125,161,22,32,496,597,810,602,3433,191,39,5726,5983,2017
|
||||||
|
Feb 2010,366,2,4001,7288,5002,2473,1,17782,13,132,0,1981,135,245,119,31391,1868,15359,114,136,20,29,440,499,727,547,3014,171,34,5086,5229,1703
|
||||||
|
Jan 2010,405,2,4345,7293,5261,2681,1,19849,12,114,0,2094,327,272,136,34061,2020,17018,101,137,22,32,470,563,679,611,3191,182,37,5399,5190,1836
|
||||||
|
Dec 2009,415,2,4289,7509,5169,2531,1,20295,13,132,0,2157,216,257,164,33808,2071,17088,60,161,24,28,466,603,769,581,3176,174,39,5686,5355,1849
|
||||||
|
Nov 2009,402,4,4348,7397,5180,2552,1,19865,12,140,0,2134,149,249,99,33047,1988,16757,53,157,20,27,459,586,735,523,3256,179,42,5424,5479,1826
|
||||||
|
Oct 2009,415,5,4391,7460,5205,2515,1,20419,9,141,0,2241,215,257,108,33501,2019,17356,54,162,21,28,461,596,782,539,3244,185,36,5902,5639,1914
|
||||||
|
Sep 2009,402,4,4220,7141,4945,2488,1,19562,8,134,0,2212,314,249,163,32423,1911,16951,60,157,21,27,476,573,768,514,3287,182,33,5742,5571,1820
|
||||||
|
Aug 2009,415,4,4249,7204,5074,2555,1,17733,8,134,0,2279,120,257,114,33070,1966,17520,63,158,20,28,494,594,760,511,3294,187,44,5805,5659,1907
|
||||||
|
Jul 2009,415,5,4291,7069,4969,2519,1,17089,8,135,0,2336,318,257,105,32943,1959,17536,59,157,22,28,486,578,771,508,3422,188,35,5742,5685,1913
|
||||||
|
Jun 2009,402,4,4264,6458,4880,2503,1,17122,8,139,0,2322,154,239,175,32116,1891,17166,57,142,27,27,474,576,752,508,3299,187,34,5711,5753,1909
|
||||||
|
May 2009,415,4,4393,6384,5178,2552,1,21008,8,137,0,2438,343,247,104,33744,1955,17771,66,137,22,28,494,619,760,517,3282,192,33,5930,5862,2021
|
||||||
|
Apr 2009,402,3,4278,5907,4991,2445,1,19577,8,140,0,2385,105,239,110,33294,1945,17204,59,150,23,27,485,614,757,502,3273,184,33,5839,5581,1930
|
||||||
|
Mar 2009,415,4,4349,6055,5370,2662,1,21982,7,143,0,2509,170,247,178,34662,1940,17874,55,154,24,28,494,635,839,516,3337,195,38,5926,5687,2015
|
||||||
|
Feb 2009,375,3,4002,5385,4907,2448,1,19820,7,135,0,2305,190,223,97,31594,1755,16092,53,137,21,26,462,577,702,497,3138,185,33,5388,5444,1838
|
||||||
|
Jan 2009,415,3,4457,5821,5310,2625,1,21039,8,154,0,2518,315,247,85,35126,1928,17949,58,131,23,28,504,639,704,542,3457,202,37,5872,5459,2000
|
||||||
|
Dec 2008,431,7,4419,6243,5316,2588,1,21765,9,144,0,2565,120,254,168,35140,1944,17941,125,162,28,33,512,677,774,613,3396,207,37,6008,5445,1908
|
||||||
|
Nov 2008,417,4,4413,6433,5120,2619,1,21846,10,137,0,2573,327,246,151,34236,1843,17571,178,157,23,32,499,665,745,517,3321,203,37,5941,5437,1966
|
||||||
|
Oct 2008,431,5,4482,6285,5226,2662,1,22192,10,148,0,2674,244,254,171,34876,1983,18178,175,176,33,33,518,659,813,532,3451,217,39,5754,5726,1986
|
||||||
|
Sep 2008,417,5,4334,5656,4701,2648,1,20432,10,147,0,2584,130,246,171,31659,1796,17600,156,165,25,32,485,635,798,511,3475,213,38,3386,5576,1881
|
||||||
|
Aug 2008,431,5,4494,5506,5039,2540,2,16878,9,148,0,2605,323,254,172,34417,1841,18241,161,169,33,33,517,657,803,534,3408,213,39,6282,5813,1919
|
||||||
|
Jul 2008,431,5,4482,5322,5059,2518,1,19829,9,150,0,2605,215,254,168,34430,1852,18175,172,162,25,33,517,651,834,523,3200,197,37,6628,5702,1887
|
||||||
|
Jun 2008,417,5,4329,4946,4826,2471,2,19655,8,144,0,2582,156,246,180,32917,1942,17504,156,141,27,32,501,632,777,497,3204,190,36,6445,5576,1812
|
||||||
|
May 2008,431,5,4509,4807,5009,2521,1,21240,9,86,0,2674,412,254,187,34404,1837,18239,104,156,34,33,514,665,788,538,3244,194,37,6562,5842,1871
|
||||||
|
Apr 2008,417,4,4460,4488,4857,2434,1,21033,7,149,0,2625,199,246,197,33394,1746,17718,172,143,29,32,504,537,798,509,3240,190,36,6374,5716,1819
|
||||||
|
Mar 2008,431,5,4516,4428,5141,2472,1,22517,7,153,0,2738,155,254,225,34544,1848,18194,184,141,30,33,512,655,806,557,3285,197,36,6536,5845,1762
|
||||||
|
Feb 2008,403,1,4164,3975,4815,2224,1,20479,6,142,0,2581,256,238,167,32011,1688,17000,168,132,26,31,479,620,682,530,3053,183,31,6053,4794,1576
|
||||||
|
Jan 2008,431,3,4443,4233,5046,2250,2,22027,6,151,0,2791,108,254,170,33911,1785,18170,201,156,24,33,520,642,812,507,3385,191,32,6377,5827,1652
|
||||||
|
Dec 2007,438,3,4524,4186,5104,2235,2,22773,6,158,0,2884,298,237,166,33705,1864,18410,203,152,25,32,510,660,769,616,2826,195,31,6517,5305,1647
|
||||||
|
Nov 2007,424,4,4491,3894,4955,2295,1,22188,8,160,0,2781,263,229,155,32514,1819,17879,190,152,25,31,497,571,785,474,3171,196,31,6317,5325,1627
|
||||||
|
Oct 2007,438,5,4599,3977,5044,2361,2,21642,7,175,0,2957,108,237,164,33226,1830,18570,184,162,25,32,503,601,824,491,3349,208,36,6368,4529,1654
|
||||||
|
Sep 2007,424,5,4469,3780,4787,2157,2,19179,7,157,0,2819,250,229,155,32077,1738,17865,184,140,30,31,492,620,816,462,3045,196,33,6253,5553,1613
|
||||||
|
Aug 2007,438,1,4617,3831,4989,2303,2,19957,7,146,0,2941,247,237,168,32978,1768,18395,163,154,28,32,508,640,831,463,3406,209,33,6395,5356,1693
|
||||||
|
Jul 2007,438,4,4527,3807,4892,2231,2,22198,7,142,0,2953,219,237,153,32829,1746,18600,152,142,24,32,508,616,834,477,3155,208,30,6502,5464,1688
|
||||||
|
Jun 2007,424,4,4482,3640,4786,2187,1,21430,7,125,0,2877,234,229,175,31745,1667,17960,152,146,25,31,503,573,790,455,3012,193,31,6383,5165,1642
|
||||||
|
May 2007,438,4,4638,3706,4995,2308,2,23724,7,131,0,3016,365,237,176,33240,1658,18726,161,142,19,32,524,579,838,477,3196,199,37,6660,5564,1746
|
||||||
|
Apr 2007,424,3,4523,3533,4915,2225,2,22344,6,121,0,2880,86,229,166,32475,1611,18178,168,140,20,31,491,531,786,439,3077,193,37,6454,5363,1647
|
||||||
|
Mar 2007,438,4,4602,3632,5040,2191,2,23137,6,128,0,3015,249,237,223,33491,1910,18658,163,146,26,32,520,627,874,466,3051,194,36,6693,5529,1658
|
||||||
|
Feb 2007,395,3,4122,3253,4659,1802,2,21088,6,108,0,2720,148,214,137,30189,1543,16528,167,116,15,29,474,540,659,437,2627,167,34,5915,4828,1456
|
||||||
|
Jan 2007,438,3,4522,3549,5011,1890,1,23934,7,114,0,3064,199,237,155,32790,1518,18750,190,136,21,32,501,613,803,470,2676,178,39,6521,4920,1464
|
||||||
|
Dec 2006,462,4,4609,3540,5108,1969,2,24339,7,126,,3070,224,220,143,33408,1502,18820,162,141,16,27,499,623,855,597,2798,190,37,6558,5610,1509
|
||||||
|
Nov 2006,447,5,4436,3432,5068,2073,1,19649,7,118,,2961,167,213,140,32506,1420,18305,192,148,15,26,495,606,842,463,3013,191,34,6286,5143,1531
|
||||||
|
Oct 2006,462,5,4560,3495,5060,2171,2,22132,8,123,,3131,112,220,138,33438,1463,18975,193,138,18,27,505,632,858,479,3032,194,36,6248,5423,1536
|
||||||
|
Sep 2006,447,5,4362,3355,4908,2026,1,19650,7,115,,3061,234,213,146,32121,1431,18288,206,137,17,26,477,592,838,472,2978,189,34,6111,5302,1552
|
||||||
|
Aug 2006,462,6,4487,3452,4602,2096,1,19244,8,117,,3121,167,220,155,32806,1476,18812,213,153,15,27,501,622,889,490,3075,196,36,6348,5439,1578
|
||||||
|
Jul 2006,462,7,4485,3391,4969,2097,1,21112,8,114,,3113,225,220,137,32932,1509,18819,213,142,12,27,483,653,866,488,2999,198,36,6352,5533,1541
|
||||||
|
Jun 2006,447,4,4292,3319,4862,2015,2,23429,7,113,,2994,237,213,141,31960,1434,18378,194,146,12,26,529,627,870,475,2992,192,34,6096,5326,1452
|
||||||
|
May 2006,462,5,4473,3368,5069,2136,1,24838,8,116,,3076,182,220,145,33158,1493,19075,214,150,13,27,508,638,892,494,3116,194,37,6198,5499,1501
|
||||||
|
Apr 2006,447,4,4359,3076,4869,2022,1,24007,7,97,,2910,211,213,134,32383,1440,18341,195,145,10,26,492,649,863,475,2930,190,35,5936,5232,1495
|
||||||
|
Mar 2006,462,4,4493,3253,5072,2098,2,23322,7,118,,3087,240,220,196,33691,1437,19081,199,150,23,27,509,678,886,497,3030,198,36,6158,5558,1489
|
||||||
|
Feb 2006,417,3,3966,2886,4688,1830,1,22979,7,108,,2737,133,199,125,30439,1224,17439,180,131,20,24,456,596,783,442,2696,182,33,5418,4743,1298
|
||||||
|
Jan 2006,462,4,4452,3024,5177,1968,1,25779,7,125,,3034,208,220,125,33639,1527,18682,199,191,23,27,495,624,883,476,3010,199,37,5908,5429,1446
|
||||||
|
Dec 2005,481,3,4365,3232,5062,1931,2,25929,7,125,,2999,316,209,140,33257,1507,19348,209,125,21,17,506,653,854,630,2840,189,36,5667,5201,1488
|
||||||
|
Nov 2005,465,4,4367,3155,4910,1967,2,26156,7,132,,2926,206,202,134,32387,1460,18782,192,145,23,17,499,648,821,465,2796,192,35,5206,5227,1433
|
||||||
|
Oct 2005,481,4,4447,3188,5249,2016,3,26714,7,123,,2993,152,209,143,33176,1564,19402,208,150,26,17,533,689,844,495,2880,204,37,4710,5372,1493
|
||||||
|
Sep 2005,465,5,4337,3041,4827,1930,2,24455,7,127,,2860,256,202,143,31152,1162,18802,193,145,29,17,501,652,843,462,2846,202,36,3797,5262,1429
|
||||||
|
Aug 2005,481,5,4443,3097,5064,2016,2,25904,7,112,,2919,156,209,148,33012,1374,19462,180,156,26,17,535,623,881,478,2945,204,38,6576,4412,1437
|
||||||
|
Jul 2005,481,5,4445,3039,5062,1933,3,24133,8,109,,2780,249,209,143,32887,1515,19493,136,153,26,17,533,569,854,458,2802,199,38,6821,5367,1397
|
||||||
|
Jun 2005,465,5,4241,2869,5001,1912,3,24938,7,113,,2660,283,202,130,32094,1508,19021,223,158,25,17,518,702,875,448,2822,199,37,7057,4358,1375
|
||||||
|
May 2005,481,4,4308,2889,5242,2035,3,27682,8,114,,2724,114,209,127,33439,1564,19632,251,152,27,17,545,677,864,472,2827,210,39,7406,5346,1402
|
||||||
|
Apr 2005,465,4,4159,2820,5067,1873,2,26803,7,112,,2610,220,202,109,32706,1525,19070,242,151,27,17,530,660,858,449,2825,203,37,7148,5269,1311
|
||||||
|
Mar 2005,481,4,4332,2957,5305,1962,2,28537,7,98,,2619,268,209,238,34033,1591,19861,254,152,32,17,459,685,922,473,2902,211,39,7322,5543,1358
|
||||||
|
Feb 2005,434,4,3979,2590,4822,1760,2,25674,6,112,,2334,215,189,118,30718,1423,17811,219,129,26,16,488,619,772,430,2569,188,35,6475,4832,1228
|
||||||
|
Jan 2005,481,5,4345,2797,5353,1893,2,28462,7,117,,2363,101,209,124,33740,1502,19546,279,111,36,17,528,684,819,472,2566,207,40,7015,5073,1323
|
||||||
|
Dec 2004,490,5,4407,2868,5268,1894,2,29199,7,117,,2362,282,203,137,33281,1668,20169,268,132,28,14,514,656,945,690,2913,211,39,6880,5560,1350
|
||||||
|
Nov 2004,474,6,4316,2735,5177,1831,1,28408,8,110,,2273,112,196,153,32073,1655,19615,257,142,29,16,517,648,930,467,2677,205,38,6726,4959,1310
|
||||||
|
Oct 2004,490,6,4468,2734,5342,1879,1,28977,7,117,,2299,235,203,148,33090,1665,20153,235,150,35,18,541,649,915,478,2833,212,41,6645,5400,1320
|
||||||
|
Sep 2004,474,4,4313,2610,5165,1839,4,26080,7,114,,2182,246,196,144,32023,1540,19549,126,149,37,15,529,430,918,482,2791,205,41,6110,5293,1266
|
||||||
|
Aug 2004,490,5,4449,2673,5378,1919,1,21720,9,113,,2147,142,203,148,32838,1613,20188,226,150,26,17,630,648,937,499,2946,213,40,7154,5484,1260
|
||||||
|
Jul 2004,490,5,4376,2593,5357,1885,1,25130,8,118,,2104,211,203,148,32762,1594,20233,235,152,27,14,569,613,924,497,2795,208,36,7168,5416,1247
|
||||||
|
Jun 2004,474,5,4259,2533,5248,1899,1,27566,7,108,,2056,220,196,143,31709,1521,19778,232,150,28,14,533,620,913,482,2816,203,37,6904,4990,1179
|
||||||
|
May 2004,490,5,4338,2603,5542,1943,2,29192,7,109,,2007,213,203,158,33223,1624,20534,260,150,29,13,576,619,925,468,2883,214,38,7243,5583,1239
|
||||||
|
Apr 2004,474,5,4205,2497,5383,1901,2,28499,7,109,,1898,251,196,141,32461,1589,19784,256,155,29,13,578,629,915,467,2777,208,38,7061,5322,1174
|
||||||
|
Mar 2004,490,5,4384,2546,5622,1939,2,30348,8,115,,1925,194,203,150,33758,1627,20422,259,159,38,14,606,667,970,482,2995,213,40,7404,5568,1164
|
||||||
|
Feb 2004,458,1,4073,2306,5281,1773,1,27071,6,111,,1671,156,190,141,31700,1516,19272,260,135,23,12,556,599,835,464,2605,200,36,6781,5009,1099
|
||||||
|
Jan 2004,490,1,4353,2454,5754,1832,1,30252,7,115,,1795,288,203,124,33797,1629,20442,290,130,33,10,598,663,857,475,2846,214,40,7194,5393,1137
|
||||||
|
Dec 2003,481,5,4407,2497,5703,1892,2,29623,7,111,,1821,130,209,134,33977,1627,20643,286,166,24,11,570,677,1009,730,2889,217,40,7304,5491,1126
|
||||||
|
Nov 2003,465,5,4247,2399,5533,1778,2,28894,7,108,,1758,236,203,122,32850,1584,20113,269,141,21,12,549,656,911,475,2711,219,39,7145,5047,1067
|
||||||
|
Oct 2003,481,5,4464,2458,5653,1850,3,29981,7,111,,1783,239,209,121,34071,1634,21002,292,165,24,15,615,670,992,500,2974,229,41,7403,5380,1097
|
||||||
|
Sep 2003,465,5,4355,2422,5462,1830,1,28913,7,101,,1649,192,203,123,32843,1537,20277,277,153,22,14,593,659,944,498,2834,223,40,7300,5227,1036
|
||||||
|
Aug 2003,481,4,4421,2481,5617,1801,1,29294,7,105,,1665,224,209,113,33529,1564,20887,247,154,26,12,610,678,977,517,2813,233,41,7551,5341,1089
|
||||||
|
Jul 2003,481,4,4454,2484,5640,1788,2,28724,8,101,,1626,222,209,123,33571,1572,20882,287,167,21,13,613,628,1010,530,2918,231,43,7543,5501,1104
|
||||||
|
Jun 2003,465,4,4312,2398,5418,1779,0,29734,7,94,,1544,204,203,125,32560,1535,20351,284,154,21,12,592,629,958,521,2796,232,41,7501,5350,1077
|
||||||
|
May 2003,481,4,4551,2462,5616,1813,2,30704,7,102,,1581,239,209,117,34030,1664,21046,259,158,26,14,632,619,986,550,2877,237,45,7861,5561,1109
|
||||||
|
Apr 2003,465,1,4396,2405,5442,1766,3,29127,7,100,,1528,355,203,190,33273,1690,20508,260,155,31,12,609,645,989,538,2818,231,38,7685,5601,1085
|
||||||
|
Mar 2003,481,2,4524,2531,5690,1780,0,31682,8,97,,1540,153,209,103,34578,1710,21315,280,158,34,10,639,692,1035,549,2905,244,43,7929,5775,1132
|
||||||
|
Feb 2003,434,4,4179,2316,5121,1633,2,28420,6,96,,1413,181,189,93,31046,1496,19402,235,139,29,9,564,634,880,507,2519,216,40,7092,4800,1032
|
||||||
|
Jan 2003,481,5,4660,2556,5695,1800,1,30505,7,110,,1511,164,209,116,34336,1686,21667,286,156,32,9,623,707,1006,553,2918,240,44,7703,5840,1144
|
||||||
|
Dec 2002,478,5,4620,2580,5799,1815,1,31341,7,107,,1486,208,197,100,34252,1582,21415,299,165,28,13,610,674,937,773,2795,245,42,7703,5282,1121
|
||||||
|
Nov 2002,463,5,4481,2535,5632,1701,1,27237,7,104,,1440,303,191,106,33233,1531,21062,268,151,24,13,600,690,1024,549,2811,228,43,7485,5499,1112
|
||||||
|
Oct 2002,478,6,4636,2613,5719,1770,3,30477,7,105,,1470,247,197,142,33980,1572,21879,297,176,24,14,609,717,996,573,2675,236,45,6576,5473,1136
|
||||||
|
Sep 2002,463,6,4497,2539,5672,1716,2,26574,7,103,,1403,138,191,118,32904,1525,21148,289,165,23,15,593,696,902,567,2731,229,45,7097,5377,1079
|
||||||
|
Aug 2002,478,5,4624,2647,5540,1715,3,29905,8,105,,1447,262,197,112,33968,1603,21890,305,166,21,14,630,730,973,591,2842,240,47,8024,5614,1148
|
||||||
|
Jul 2002,478,6,4597,2583,5599,1668,4,28873,9,101,,1429,214,197,149,33876,1683,21738,285,190,25,15,615,734,1049,600,2925,226,47,7976,5655,1132
|
||||||
|
Jun 2002,463,6,4495,2505,5445,1643,2,30567,8,93,,1371,255,191,121,32975,1624,21149,297,150,22,12,603,732,958,590,2704,226,47,7995,5516,1123
|
||||||
|
May 2002,478,6,4693,2611,5782,1730,1,31065,11,98,,1413,239,197,118,34596,1692,22103,305,159,20,14,609,735,935,612,2907,236,48,8348,5830,1193
|
||||||
|
Apr 2002,463,6,4566,2533,5631,1709,3,30267,8,97,,1367,203,191,114,33653,1610,21311,281,169,24,12,600,741,878,581,2850,230,45,7977,5698,1143
|
||||||
|
Mar 2002,478,6,4631,2628,5700,1740,2,32109,7,106,,1416,299,197,135,34903,1679,22550,352,163,20,14,607,764,809,592,2755,235,48,8348,5722,1222
|
||||||
|
Feb 2002,432,3,4238,2404,5238,1581,1,28864,6,93,,1297,131,178,109,31959,1571,19875,318,133,21,13,554,689,784,567,2623,215,45,7599,4999,1121
|
||||||
|
Jan 2002,478,4,4723,2624,5804,1733,2,32101,8,103,,1451,223,197,133,35477,1697,21780,337,174,25,15,621,734,857,625,2761,237,50,8193,5756,1241
|
||||||
|
Dec 2001,485,5,4760,2627,5624,1349,1,32416,7,104,,1330,230,126,93,35611,1628,21910,332,173,25,12,599,746,824,778,2745,237,49,8479,5651,1264
|
||||||
|
Nov 2001,476,5,4656,2560,5543,1314,0,30686,7,104,,1356,240,130,101,34253,1502,21353,337,173,23,14,625,757,822,786,2712,236,46,8536,5501,1219
|
||||||
|
Oct 2001,490,4,4823,2653,5842,1367,1,27734,7,107,,1396,263,147,109,35770,1707,21800,351,186,25,14,635,788,872,835,2952,250,48,8593,5763,1272
|
||||||
|
Sep 2001,450,6,4721,2576,5558,1333,1,26749,8,105,,1355,216,125,97,34127,1536,21385,372,138,27,13,611,771,778,628,2678,242,46,8378,5499,1241
|
||||||
|
Aug 2001,537,7,4762,2675,5758,1387,1,28768,8,109,,1386,259,140,111,35622,1558,22115,367,194,28,15,641,786,877,592,2905,248,48,8754,5557,1277
|
||||||
|
Jul 2001,491,7,4847,2674,5657,1397,1,28725,8,109,,1321,258,129,105,35747,1594,22162,356,176,32,17,646,783,843,639,2825,240,49,9059,5632,1302
|
||||||
|
Jun 2001,509,5,4665,2567,5507,1362,0,28048,8,101,,1291,243,139,103,34606,1573,21403,361,127,30,15,626,739,820,636,2862,247,46,8779,5811,1282
|
||||||
|
May 2001,520,7,4931,2742,5845,1418,1,29669,8,105,,1341,288,148,109,36204,1711,21966,393,188,33,15,653,797,914,484,2888,255,50,9176,5881,1342
|
||||||
|
Apr 2001,513,4,4802,2635,5692,1383,1,29594,8,103,,1288,267,135,102,35464,1764,21677,383,168,37,14,657,788,844,490,2880,241,49,8825,5954,1296
|
||||||
|
Mar 2001,537,3,4970,2739,5799,1440,1,31271,8,106,,1345,266,137,102,36603,1727,22430,388,174,31,14,651,817,876,505,3101,251,49,9030,6218,1322
|
||||||
|
Feb 2001,500,3,4494,2480,5387,1291,2,27367,7,97,,1192,227,124,94,33270,1544,20302,359,158,28,12,603,734,784,485,2507,224,45,8282,5307,1162
|
||||||
|
Jan 2001,543,3,5002,2763,5789,1479,1,30384,7,105,,1319,212,140,100,37020,1684,22160,427,167,32,11,645,828,838,517,2887,251,47,8719,5757,1273
|
||||||
|
Dec 2000,471,5,5056,2720,5589,1523,1,31315,6,106,,1274,383,110,104,37181,1686,22932,394,150,21,12,627,841,1012,325,2834,248,51,8882,5672,1293
|
||||||
|
Nov 2000,560,4,4962,2630,5361,1480,0,29566,6,100,,1251,185,129,108,35848,1631,22365,386,168,28,20,567,816,987,861,2613,242,49,8337,5613,1253
|
||||||
|
Oct 2000,635,5,5150,2805,5488,1536,1,29935,7,106,,1296,288,132,119,36999,1724,23253,418,181,29,18,624,849,1008,558,2737,256,51,8740,5583,1282
|
||||||
|
Sep 2000,563,6,4948,2668,5398,1495,1,26767,7,90,,1224,366,132,119,35866,1659,22292,386,167,30,20,576,834,991,699,2732,250,49,8473,6040,1271
|
||||||
|
Aug 2000,555,6,5087,2713,5539,1553,1,28343,9,95,,1266,308,137,126,37177,1691,22798,396,187,27,19,578,864,1015,1199,3262,250,49,8976,5719,1309
|
||||||
|
Jul 2000,509,7,5069,2748,5654,1555,1,28288,9,100,,1310,249,128,118,37121,1704,22971,389,174,28,17,593,866,1039,789,2830,251,52,8808,5853,1320
|
||||||
|
Jun 2000,537,8,4998,2698,5528,1510,1,27758,9,95,,1315,354,130,129,36234,1695,22220,379,184,29,17,571,884,1040,749,2922,247,52,8576,5723,1312
|
||||||
|
May 2000,567,5,5197,2804,5841,1568,1,29934,9,99,,1320,237,130,133,37606,1701,23086,411,185,26,17,623,905,1035,797,2967,250,52,8943,5978,1317
|
||||||
|
Apr 2000,500,2,5001,2722,5649,1521,1,30241,8,98,,1287,306,108,114,36836,1625,22234,385,166,25,16,601,887,1030,507,2841,246,52,8795,5843,1290
|
||||||
|
Mar 2000,661,3,5201,2818,5802,1615,1,31395,9,96,,1327,394,145,124,38258,1669,22865,373,187,35,19,624,919,1025,797,2859,249,55,9183,6112,1348
|
||||||
|
Feb 2000,507,3,4872,2627,5503,1494,0,29906,7,87,,1244,267,108,88,36030,1465,21332,349,170,40,19,592,858,1027,145,2804,228,53,8580,5996,1275
|
||||||
|
Jan 2000,510,5,5185,2766,5846,1631,0,31751,8,98,,1314,128,111,118,38241,1594,22784,360,179,28,16,578,934,997,481,3062,240,56,9132,5844,1366
|
||||||
|
Dec 1999,473,3,5042,2781,5332,1538,1,32806,9,100,,1218,259,123,124,38470,1600,23251,403,172,32,19,629,935,965,630,2666,238,57,9681,5963,1302
|
||||||
|
Nov 1999,480,4,4999,2682,5166,1484,0,30704,9,93,,1149,246,130,121,37180,1633,22755,420,178,32,18,606,906,1031,630,2610,226,57,9742,5816,1266
|
||||||
|
Oct 1999,454,5,5110,2786,5363,1561,0,33109,9,90,,1262,247,123,126,38109,1563,23515,421,133,33,19,614,973,938,630,2759,238,58,9799,5678,1311
|
||||||
|
Sep 1999,492,6,5066,2651,5329,1483,1,28001,9,90,,1256,263,132,129,36442,1552,22702,395,167,31,18,606,881,1004,643,2706,223,57,9839,5660,1282
|
||||||
|
Aug 1999,507,6,5165,2741,5505,1540,1,31337,8,91,,1304,252,125,129,37109,1479,22528,431,176,28,19,587,895,1008,613,2847,229,59,9898,5856,1360
|
||||||
|
Jul 1999,513,8,5125,2783,5466,1532,1,30686,8,90,,1285,250,128,116,37374,1472,22967,421,164,26,19,593,963,997,649,2377,214,61,9977,5783,1355
|
||||||
|
Jun 1999,492,8,4994,2726,5299,1539,0,29021,7,89,,1257,237,129,109,36136,1417,22087,372,173,24,17,564,911,1005,665,2361,217,58,10039,5745,1332
|
||||||
|
May 1999,496,6,5197,2820,5559,1513,1,33719,8,93,,1294,212,114,125,38147,1513,22798,370,154,30,16,587,945,1005,665,2189,221,59,10105,6076,1410
|
||||||
|
Apr 1999,537,6,5064,2732,5435,1484,1,31669,7,96,,1235,223,131,131,37050,1434,22412,398,166,32,18,583,884,1055,673,2239,213,59,10143,6010,1384
|
||||||
|
Mar 1999,555,5,5296,2809,5540,1659,1,35148,6,94,,1184,217,114,135,38576,1482,23321,418,174,27,16,601,959,1027,668,1891,216,62,10083,6268,1453
|
||||||
|
Feb 1999,492,4,4739,2550,4947,1464,0,30905,6,83,,1240,185,103,114,35443,1348,21247,391,146,25,13,550,890,1035,662,2351,203,57,10249,5649,1313
|
||||||
|
Jan 1999,479,5,5329,2822,5435,1672,1,36094,6,91,,1253,186,119,112,39197,1458,23434,455,161,24,14,632,982,995,708,2050,225,63,10453,6052,1485
|
||||||
|
Dec 1998,458,6,5263,2897,6203,1852,0,35956,6,94,,1373,216,158,113,39420,1646,23712,543,161,20,16,585,1001,1103,697,2692,231,61,11008,5850,1523
|
||||||
|
Nov 1998,498,6,5409,2871,6002,1700,0,35037,6,93,,1329,216,168,118,39708,1650,23462,465,183,18,15,606,970,1110,642,2715,237,62,11051,6003,1529
|
||||||
|
Oct 1998,466,8,5458,2968,6135,1670,0,37099,8,95,,1276,257,187,133,41157,1683,23509,461,183,27,18,645,1016,1113,706,3082,256,64,11094,6276,1599
|
||||||
|
Sep 1998,588,9,5263,2849,5586,1785,0,32796,7,93,,1346,216,191,135,40185,1641,23144,427,187,27,20,628,964,1120,668,2676,246,63,11123,6312,1616
|
||||||
|
Aug 1998,502,9,5411,2972,5443,1849,1,35108,7,100,,1407,216,169,126,41772,1818,24258,504,189,24,18,673,1045,1127,706,3075,257,84,11136,6561,1612
|
||||||
|
Jul 1998,561,7,5504,2986,5690,1838,0,35819,9,101,,1406,218,184,124,41721,1897,24116,518,190,23,18,677,1032,1135,762,3139,258,67,11139,6639,1616
|
||||||
|
Jun 1998,520,6,5463,2977,5858,1836,1,34046,7,99,,1383,244,168,115,41599,1982,23428,531,172,18,17,636,1011,1117,700,2763,267,62,11287,6331,1607
|
||||||
|
May 1998,518,6,5075,3115,6222,1949,0,36375,9,104,,1475,224,164,122,43723,1915,24327,542,174,24,19,696,999,1162,849,3070,291,65,11306,6944,1539
|
||||||
|
Apr 1998,608,5,5571,3023,6270,1930,1,36009,9,108,,1435,253,174,123,43016,1927,23577,479,188,22,20,707,1044,1155,800,3244,284,66,11355,6822,1630
|
||||||
|
Mar 1998,636,5,5529,3039,6616,2044,0,37847,8,106,,1400,324,152,124,45140,2056,24102,480,197,27,19,730,1108,1165,785,2372,294,72,11293,6638,1709
|
||||||
|
Feb 1998,574,5,4891,2727,5463,1873,1,34661,8,100,,1267,121,119,102,41312,1830,21380,498,187,23,18,668,1027,1130,809,3191,269,64,11218,6386,1538
|
||||||
|
Jan 1998,612,6,5945,3139,6840,2038,1,38097,9,113,,1386,416,146,136,45909,1986,24612,523,197,34,19,746,1181,1295,870,3522,286,69,11210,6816,1681
|
||||||
|
Dec 1997,730,5,5939,3196,5792,2293,1,39987,9,114,,1320,114,94,135,45313,1834,24627,554,224,29,17,657,1207,1330,1143,3539,286,72,11288,6857,1680
|
||||||
|
Nov 1997,706,7,5575,3108,5714,2069,1,38340,8,111,,1276,269,86,125,44460,1779,23875,511,191,29,23,627,1219,1375,318,2811,283,73,10946,6579,1690
|
||||||
|
Oct 1997,730,7,5887,3185,5895,2055,0,39869,10,115,,1319,301,96,121,45536,1914,24685,538,219,36,31,656,1264,1390,812,2672,285,77,11477,6922,1699
|
||||||
|
Sep 1997,706,7,5681,3042,5707,2062,0,38283,8,113,,1173,268,110,122,43976,1753,23771,523,224,27,22,628,1217,1420,889,3287,271,76,11200,6733,1592
|
||||||
|
Aug 1997,730,8,5902,3108,5954,2096,0,37205,10,117,,1359,170,108,130,45012,1828,24558,536,201,31,25,777,1197,1420,813,3264,277,79,11290,6944,1608
|
||||||
|
Jul 1997,730,7,5997,3079,5912,2113,1,38376,9,112,,1340,268,112,125,45305,1919,24341,497,252,30,21,751,1225,1405,914,3549,274,86,11377,7196,1633
|
||||||
|
Jun 1997,706,7,5794,2983,5327,2138,1,37795,11,111,,1247,302,92,117,44141,1690,23416,533,147,30,30,731,1225,1315,823,3407,269,88,11065,6986,1571
|
||||||
|
May 1997,730,7,6088,3072,6082,2135,1,40404,11,116,,1293,275,100,124,45629,1741,23903,542,202,33,22,746,1269,1330,1268,3507,284,100,11614,7359,1647
|
||||||
|
Apr 1997,706,6,5766,2817,5924,2189,1,39915,9,106,,1274,344,133,124,44467,1679,23260,541,204,32,18,664,1228,1295,455,3508,274,82,11273,6862,1461
|
||||||
|
Mar 1997,730,6,6052,2862,6037,2275,1,41262,10,115,,1359,258,134,127,45840,1704,23882,543,200,31,22,771,1298,1385,683,3646,290,88,11302,7448,1615
|
||||||
|
Feb 1997,659,7,5494,2614,5523,2023,1,38746,9,101,,1242,149,119,121,41756,1543,21347,494,193,29,22,706,1183,1210,823,3168,261,77,10358,6481,1497
|
||||||
|
Jan 1997,730,6,6001,2767,5967,2169,1,42767,10,104,,1324,269,137,138,45150,1653,23508,570,175,31,23,715,1299,1240,1112,3477,284,81,10944,6997,1624
|
||||||
|
Dec 1996,714,6,6330,2734,5405,2023,1,43163,9,103,,1319,293,145,135,45587,1666,23862,569,223,32,28,626,1343,1250,877,3627,290,82,11268,7325,1567
|
||||||
|
Nov 1996,662,8,6158,2674,5280,1945,1,42104,10,102,,1258,274,146,135,43803,1644,23379,539,197,29,25,638,1334,1290,867,3312,287,78,10903,6321,1618
|
||||||
|
Oct 1996,744,8,6112,2872,5488,2107,1,42757,10,104,,1343,292,156,150,45663,1737,23888,541,226,34,30,672,1417,1360,900,3531,302,90,11516,7256,1696
|
||||||
|
Sep 1996,698,8,6151,2761,5123,2039,1,42019,9,104,,1344,444,139,126,44037,1591,23235,537,214,30,31,680,1364,1390,918,3406,291,89,11134,6797,1634
|
||||||
|
Aug 1996,654,8,6325,2820,5709,2029,1,41126,9,105,,1390,15,148,134,45202,1621,24082,565,218,31,25,680,1446,1400,865,3492,297,86,11262,7170,1639
|
||||||
|
Jul 1996,654,8,5968,2807,5498,2152,1,40821,10,107,,1382,402,142,154,45439,1618,23865,579,224,34,28,747,1394,1310,911,3573,300,87,11088,7077,1620
|
||||||
|
Jun 1996,611,8,5837,2674,5221,2063,1,42581,10,103,,1322,284,137,147,44396,1530,23325,544,194,31,25,763,1394,1295,884,3409,296,86,10893,6979,1560
|
||||||
|
May 1996,712,6,5995,2708,5294,2085,1,41573,10,107,,1370,289,148,150,46406,1615,24068,560,196,32,26,796,1459,1310,919,3619,298,89,11164,7342,1622
|
||||||
|
Apr 1996,778,6,5947,2618,5318,2135,2,41014,10,107,,1325,475,149,148,45382,1625,22753,553,216,35,28,782,1449,1260,909,3546,293,90,10687,7355,1581
|
||||||
|
Mar 1996,727,6,6155,2663,5538,2138,1,45086,11,110,,1349,97,136,146,47159,1706,23968,474,202,30,23,806,1500,1375,958,3425,306,91,11538,7432,1647
|
||||||
|
Feb 1996,678,5,6041,2419,5119,2054,1,42988,8,101,,1234,395,125,130,43547,1520,22245,385,201,32,19,764,1305,1110,879,3382,284,91,10375,6900,1555
|
||||||
|
Jan 1996,673,6,6345,2565,5486,2183,1,44767,10,104,,1283,342,119,125,46721,1636,23740,447,212,31,20,861,1461,1225,950,3468,298,99,10323,7425,1662
|
||||||
|
Dec 1995,631,6,6503,2552,5486,2339,1,45461,9,106,,1359,139,122,140,46751,1692,23877,456,208,34,21,795,1536,1281,937,3597,307,103,10862,7180,1687
|
||||||
|
Nov 1995,670,6,6274,2471,5309,2269,1,44155,10,105,,1326,297,152,125,45725,1651,23100,444,217,33,23,779,1534,1332,876,3522,302,102,10467,7294,1652
|
||||||
|
Oct 1995,699,7,6514,2526,5392,2207,1,45727,8,110,,1401,289,179,152,47110,1712,23905,426,230,35,24,777,1536,1357,885,3591,315,105,10522,7440,1691
|
||||||
|
Sep 1995,672,7,6403,2418,5218,2179,1,41323,11,109,,1365,362,173,153,45107,1625,22981,447,211,31,24,731,1552,1348,930,3512,308,102,9956,6956,1609
|
||||||
|
Aug 1995,708,7,6443,2494,5632,2256,0,44391,10,114,,1408,314,155,164,46620,1673,23714,450,229,30,27,768,1557,1408,994,3754,318,110,10213,7410,1620
|
||||||
|
Jul 1995,641,7,6573,2418,5512,2273,1,43444,11,105,,1393,119,158,164,46681,1646,23529,479,220,29,25,880,1620,1353,947,3594,309,111,10282,7237,1640
|
||||||
|
Jun 1995,707,7,6481,2345,5348,2162,1,44510,10,110,,1353,424,180,184,45594,1736,22931,488,214,29,31,675,1500,1336,941,3637,310,109,10046,7251,1603
|
||||||
|
May 1995,739,5,6477,2498,5585,2421,1,47051,12,114,,1402,292,182,185,47706,1674,23741,491,224,34,30,710,1654,1369,995,3671,322,115,10206,7411,1726
|
||||||
|
Apr 1995,690,5,6232,2508,5282,2421,1,45334,10,116,,1380,326,164,175,46696,1636,22880,503,208,29,26,696,1560,1337,970,3642,320,113,9818,7269,1730
|
||||||
|
Mar 1995,780,6,6394,2479,5467,2573,1,47262,10,121,,1431,210,179,192,48410,1667,23395,521,226,38,27,727,1606,1454,1022,3836,334,122,10321,7588,1735
|
||||||
|
Feb 1995,647,5,7879,2194,4935,2311,1,44178,9,110,,1291,388,138,157,44190,1524,21273,474,199,29,21,649,1467,1226,931,3585,308,118,9590,7049,1553
|
||||||
|
Jan 1995,673,4,6712,2431,5342,2566,1,48819,9,124,,1419,332,157,156,49056,1674,23651,514,389,32,25,723,1608,1389,956,3826,339,133,10602,7405,1740
|
||||||
|
Dec 1994,777,5,6470,2324,5575,2407,0,50714,10,123,,1427,261,210,154,49430,1690,24420,538,64,35,25,775,1598,1435,1045,3925,345,136,10661,7746,1727
|
||||||
|
Nov 1994,719,6,6422,2244,5293,2255,1,45537,11,120,,1390,483,219,155,47771,1630,23472,522,231,39,25,793,1550,1379,977,3815,337,127,10347,7250,1648
|
||||||
|
Oct 1994,715,6,6715,2339,5388,2326,1,49709,10,123,,1446,320,212,171,48888,1650,24344,525,173,36,26,732,1491,1387,998,3894,352,139,10537,7393,1729
|
||||||
|
Sep 1994,697,7,6632,2246,5328,2315,1,45425,10,118,,1371,271,211,171,47681,1641,23449,487,225,38,26,809,1475,1412,1002,3853,346,141,10317,7310,1705
|
||||||
|
Aug 1994,757,7,6128,2326,5522,2379,1,46487,12,123,,1398,352,221,164,49347,1710,24087,497,239,38,31,769,1554,1469,1027,4007,355,140,10723,7551,1729
|
||||||
|
Jul 1994,716,6,5874,2333,5480,2396,1,46337,11,124,,1408,276,205,147,49488,1677,24253,527,223,33,27,740,1563,1419,1010,3973,358,167,10549,7456,1734
|
||||||
|
Jun 1994,780,6,6686,2270,5324,2381,1,45502,10,119,,1315,331,227,175,48323,1650,23499,491,232,32,25,738,1531,1445,992,3898,347,162,10296,7668,1693
|
||||||
|
May 1994,755,6,6946,2380,5570,2562,0,48916,10,123,,1368,369,220,178,50644,1688,24384,529,230,34,27,889,1599,1495,1040,4049,365,137,10729,7934,1766
|
||||||
|
Apr 1994,753,6,6742,2280,5499,2381,1,45130,9,116,,1340,559,214,179,49384,1591,23622,510,213,38,25,884,1494,1479,978,3791,330,125,10504,7484,1733
|
||||||
|
Mar 1994,861,4,7057,2341,5826,2533,1,49076,10,127,,1414,57,220,170,51465,1770,24233,494,266,38,22,879,1523,1610,1084,4115,369,135,10987,8138,1814
|
||||||
|
Feb 1994,684,4,6556,2122,5238,2283,1,44718,10,114,,1237,431,182,156,46561,1621,21966,482,211,33,20,722,1379,1357,982,3500,335,124,9858,7124,1617
|
||||||
|
Jan 1994,544,4,7299,2370,5803,2395,0,51398,10,124,,1414,303,177,99,51754,1805,24331,490,186,24,20,838,1588,1262,1072,3912,377,166,10975,7919,1766
|
||||||
|
Dec 1993,708,6,7301,2490,5977,2526,1,51789,11,126,,1459,272,156,154,51551,1874,24891,499,229,31,26,782,1610,1400,1030,4043,384,123,11560,7680,1795
|
||||||
|
Nov 1993,665,6,6965,2478,5766,2452,1,50103,11,126,,1422,296,174,168,50183,1777,24253,480,215,35,27,841,1582,1460,1225,3957,375,122,11226,7765,1714
|
||||||
|
Oct 1993,727,7,7330,2626,5822,2433,0,49925,12,132,,1491,293,184,171,51726,1832,25114,501,240,37,27,826,1662,1400,1243,4005,426,132,11647,8078,1795
|
||||||
|
Sep 1993,721,6,7140,2548,5531,2347,1,44123,12,125,,1442,408,174,176,50005,1849,24209,479,228,34,26,835,1632,1505,1050,4085,391,129,11221,7889,1735
|
||||||
|
Aug 1993,661,4,7375,2587,5711,2426,1,47365,11,124,,1504,443,171,177,51853,1814,25025,489,254,35,30,832,1656,1525,1163,4112,408,137,11753,8134,1811
|
||||||
|
Jul 1993,679,6,7477,2625,5712,2429,1,44683,10,125,,1451,317,164,173,51722,1920,24874,470,235,35,29,834,1553,1450,1153,4871,417,140,11728,8268,1836
|
||||||
|
Jun 1993,719,7,7377,2573,5570,2369,1,45609,13,122,,1429,486,178,161,50734,1832,23671,449,161,41,33,796,1471,1420,1152,4190,414,141,11517,8153,1817
|
||||||
|
May 1993,661,7,7514,2636,5580,2870,1,48606,11,124,,1489,351,164,181,52838,1873,24910,475,230,33,29,869,1486,1447,1142,4116,424,166,11963,8103,1838
|
||||||
|
Apr 1993,726,7,7279,2553,5633,2239,1,47610,11,124,,1450,516,183,178,51690,1928,23763,453,383,38,31,843,1469,1482,1160,4250,409,186,11521,8185,1875
|
||||||
|
Mar 1993,732,6,7663,2694,5912,2573,1,50812,12,131,,1497,393,174,172,53801,2007,24878,436,129,34,29,863,1507,1551,1220,4345,422,185,11959,8746,1940
|
||||||
|
Feb 1993,604,5,6597,2441,5360,2280,1,45585,9,115,,1349,445,147,170,48839,1858,22584,385,209,30,23,789,1427,1279,1079,3584,378,163,10779,7416,1734
|
||||||
|
Jan 1993,680,6,7651,2664,5848,2454,1,51284,10,128,,1465,375,167,167,54148,2049,24918,488,247,36,26,865,1623,1486,1179,4067,421,255,11798,8208,1930
|
||||||
|
Dec 1992,778,7,7866,2662,5837,2418,1,52841,10,128,,1487,586,173,168,54274,2095,25282,479,270,36,34,897,1637,1655,1230,4517,435,369,12076,8597,1882
|
||||||
|
Nov 1992,724,7,7748,2605,5626,2335,1,50213,10,125,,1494,285,162,156,52601,1982,24722,462,238,36,30,787,1570,1610,1096,4036,429,376,11421,7755,1848
|
||||||
|
Oct 1992,797,9,7973,2737,5816,2557,1,52576,11,132,,1551,458,170,184,54834,2123,25620,469,262,39,37,897,1620,1600,1300,4421,451,360,12593,8454,1885
|
||||||
|
Sep 1992,747,8,7827,2679,5679,2468,1,51011,12,125,,1516,481,164,178,52929,2027,24833,453,248,40,36,877,1488,1609,1274,4344,443,341,11242,8187,1876
|
||||||
|
Aug 1992,733,9,8127,2772,5889,2434,1,50681,12,133,,1573,482,171,180,54719,2134,25680,456,246,40,37,893,1591,1618,1310,4375,449,324,11052,8597,1933
|
||||||
|
Jul 1992,757,8,8259,2755,5888,2477,1,51291,12,129,,1544,467,175,185,54505,2153,25916,407,253,38,37,791,1592,1652,1342,4533,458,320,12254,8630,1959
|
||||||
|
Jun 1992,787,8,7943,2685,5746,2458,1,51094,13,130,,1504,451,184,160,52661,2118,25157,457,261,46,36,779,1547,1619,1291,4459,450,305,11858,8392,1901
|
||||||
|
May 1992,748,8,8306,2807,5991,2561,1,52152,12,132,,1582,446,171,158,54953,2152,26128,454,241,46,33,810,1558,1592,1344,4511,476,316,12225,8524,1991
|
||||||
|
Apr 1992,813,8,8044,2745,5830,2546,1,52233,13,127,,1541,575,189,183,54054,2072,25256,429,248,49,32,882,1589,1600,1300,4589,466,271,11926,8708,1851
|
||||||
|
Mar 1992,805,8,8346,2861,6048,2532,1,55345,13,131,,1603,354,205,179,56220,2112,26155,431,265,41,35,881,1623,1618,1365,4668,478,252,12339,8968,2028
|
||||||
|
Feb 1992,737,8,7877,2707,5719,2435,1,52428,13,128,,1487,440,162,168,52552,2021,24461,444,234,45,22,861,1533,1527,1321,4319,454,237,11644,8233,1902
|
||||||
|
Jan 1992,770,9,8495,2878,5903,2566,1,55457,11,138,,1599,454,211,168,56323,2192,26278,483,250,44,35,905,1677,1604,1408,4841,487,250,12445,8762,1664
|
||||||
|
Dec 1991,735,9,8472,2921,5997,2716,1,53267,13,139,,1614,490,194,167,56544,2279,26714,482,258,42,36,907,1693,1583,1354,4572,498,255,12456,8742,1800
|
||||||
|
Nov 1991,732,7,8079,2821,5752,2557,1,52952,13,135,,1579,583,194,145,55424,2147,26112,481,230,43,34,860,1617,1512,1315,4375,480,210,11904,8542,1797
|
||||||
|
Oct 1991,810,9,8289,2928,5984,2623,1,57118,13,138,,1639,325,229,178,57160,2236,27033,496,261,42,42,901,1460,1678,1388,4712,502,254,12116,8987,1856
|
||||||
|
Sep 1991,735,9,8081,2827,5680,2551,1,53604,14,133,,1597,461,202,156,55302,2204,26209,426,248,40,33,813,1409,1589,1353,4551,485,264,12226,8574,2022
|
||||||
|
Aug 1991,767,10,8502,3037,5882,2643,1,53657,12,145,,1656,475,213,156,57332,2322,27264,379,255,41,37,855,1619,1688,1445,4847,500,256,12538,9081,2038
|
||||||
|
Jul 1991,789,8,8393,3075,5790,2646,1,55039,14,144,,1660,499,222,166,57078,2386,27101,327,265,41,37,848,1585,1751,1491,4910,492,259,12183,9207,2097
|
||||||
|
Jun 1991,733,10,8115,2997,5712,2634,1,52700,11,135,,1589,443,201,153,55333,2274,26378,192,241,40,35,806,1511,1547,1419,4645,477,278,12011,8911,2021
|
||||||
|
May 1991,795,11,8429,3139,6026,2720,1,54890,13,138,,1686,417,218,180,58502,2328,27239,383,246,42,34,849,1503,1701,1518,4986,493,319,12501,9405,2033
|
||||||
|
Apr 1991,798,9,8344,3033,5932,2608,2,53933,10,138,,1645,545,219,169,57138,2314,26396,419,269,40,35,824,1491,1378,1525,4914,480,329,12321,9285,2213
|
||||||
|
Mar 1991,731,10,8637,3146,6080,2664,1,58496,12,142,,1709,388,198,162,59299,2285,27190,372,254,43,32,915,1623,1662,1563,4984,494,340,12500,9505,2277
|
||||||
|
Feb 1991,776,9,7879,2847,5538,2418,1,53410,11,131,,1539,425,214,157,54071,1947,24735,358,260,34,37,827,1495,1430,1500,4691,446,311,11759,8658,2062
|
||||||
|
Jan 1991,755,10,8708,3120,6044,2602,1,57283,13,144,,1666,434,227,174,59433,2333,27126,410,227,37,35,900,1631,1549,1649,4741,485,338,12555,9197,2251
|
||||||
|
Dec 1990,756,6,8551,3099,5748,2417,1,56966,11,140,,1626,420,207,167,57822,2352,27009,465,225,35,35,794,1583,1461,1629,4500,471,338,12468,8574,2244
|
||||||
|
Nov 1990,806,10,8578,3059,5660,2505,1,52373,14,142,,1648,499,200,174,56998,2253,26615,408,265,40,40,803,1400,1682,1606,4698,474,347,12192,9394,2255
|
||||||
|
Oct 1990,875,10,8859,3139,5836,2598,1,58416,12,145,,1680,517,227,198,58804,2280,27482,401,280,42,38,810,1609,1711,1665,5014,504,358,12606,9758,2304
|
||||||
|
Sep 1990,811,9,8382,3020,5454,2528,1,51046,12,135,,1628,448,217,177,55515,2219,26124,389,251,36,32,794,1551,1623,1553,4524,497,338,12186,9038,2218
|
||||||
|
Aug 1990,905,11,8715,3103,5657,2552,1,53538,12,140,,1684,466,242,188,57292,2341,27004,396,297,46,34,849,1526,1760,1656,4902,513,356,12503,9822,2291
|
||||||
|
Jul 1990,727,11,8592,3071,5560,2561,1,52286,10,134,,1669,449,207,155,56603,2256,26962,451,156,45,32,897,1532,1761,1639,4640,507,331,12250,9399,2293
|
||||||
|
Jun 1990,814,12,8586,2994,5407,2514,1,48373,12,130,,1592,425,210,165,54665,2225,26307,466,243,38,31,844,1463,1569,1583,4389,482,337,11997,8998,2279
|
||||||
|
May 1990,796,9,8952,3121,5671,2659,2,54725,12,133,,1685,440,227,177,57044,2272,27310,522,251,43,34,901,1622,1628,1701,4651,500,343,12563,9572,2388
|
||||||
|
Apr 1990,813,12,8578,3026,5499,2557,1,54069,12,133,,1631,436,215,176,55382,2271,26530,538,246,47,33,855,1558,1595,1625,4500,492,325,12058,9145,2294
|
||||||
|
Mar 1990,915,11,8979,3137,5766,2646,2,56381,13,143,,1708,446,228,194,57594,2264,27453,497,262,45,33,1044,1615,1737,1716,4639,500,313,12577,9556,2410
|
||||||
|
Feb 1990,799,10,8097,2827,5211,2349,2,51350,11,130,,1554,392,208,178,52687,2034,24750,553,238,42,33,951,1467,1578,1537,4211,453,311,11568,8616,2227
|
||||||
|
Jan 1990,991,10,8987,3121,5781,2567,2,57786,15,143,,1705,471,253,194,58072,2267,27322,589,286,47,40,844,1612,1849,1766,4760,496,314,12614,10401,2401
|
||||||
|
Dec 1989,724,11,8970,3115,5611,2451,2,59027,10,142,,1689,363,185,147,55881,2214,27652,566,227,36,33,844,1555,1453,1689,4288,488,257,12090,8955,2425
|
||||||
|
Nov 1989,810,12,8731,3084,5642,2478,1,57449,12,137,,1674,422,222,184,55925,2236,26858,586,271,42,38,887,1472,1708,1686,4525,484,265,12595,9456,2207
|
||||||
|
Oct 1989,830,13,9031,3159,5793,2580,2,58198,11,138,,1751,455,236,192,57467,2361,27820,665,285,46,38,882,1495,1757,1816,4642,515,291,12506,9903,2425
|
||||||
|
Sep 1989,808,11,8877,2980,5534,2424,1,56260,10,131,,1706,413,224,184,55717,2257,26915,626,260,43,40,916,1637,1699,1735,4483,505,290,12389,9540,2365
|
||||||
|
Aug 1989,870,13,8705,3098,5737,2557,2,57963,12,135,,1760,458,247,191,57916,2380,28112,608,284,42,45,982,1750,1782,1840,4780,522,285,12764,9816,2433
|
||||||
|
Jul 1989,790,13,9107,3133,5765,2546,2,53484,12,138,,1766,439,200,181,58015,2344,28143,598,278,44,41,980,1767,1749,1807,4636,538,269,13275,9870,2437
|
||||||
|
Jun 1989,868,13,8870,2943,5585,2553,2,55828,10,131,,1760,451,248,191,56383,2345,27260,588,286,44,47,937,1668,1706,1823,4641,536,257,12747,9692,2068
|
||||||
|
May 1989,912,13,9276,3089,5918,2666,2,61174,14,139,,1824,468,256,192,59073,2324,28341,638,297,46,50,990,1731,1768,1828,4849,532,270,13255,10202,2495
|
||||||
|
Apr 1989,860,11,9025,2989,5681,2622,2,56700,10,127,,1769,623,221,192,57725,2270,27494,594,263,46,41,951,1696,1638,1787,4715,532,253,12927,10096,2309
|
||||||
|
Mar 1989,954,10,9381,3149,5977,2680,2,52265,9,135,,1813,480,238,206,59812,2290,28413,612,309,52,45,987,1746,1752,1869,4946,533,266,13212,10466,2486
|
||||||
|
Feb 1989,805,8,8280,2827,5339,2368,2,54939,12,123,,1600,375,205,178,53515,2062,25735,558,252,42,36,893,1553,1505,1719,4104,484,242,11840,8762,2237
|
||||||
|
Jan 1989,984,9,9462,3178,6132,2730,3,60692,11,136,,1844,467,216,205,60740,2320,28431,650,299,49,44,1012,1743,1861,1969,4876,561,271,13695,10735,2528
|
||||||
|
Dec 1988,934,9,9102,3171,5915,2675,2,61862,10,138,,1868,467,207,212,60635,2324,28718,601,296,48,42,1128,1745,1795,1886,4828,534,275,13721,10660,2549
|
||||||
|
Nov 1988,836,9,8907,3146,5758,2649,2,60800,14,134,,1837,445,213,194,59159,2239,28237,573,288,53,45,1071,1691,1779,1830,4569,516,274,13428,10100,2562
|
||||||
|
Oct 1988,964,10,9385,3292,5997,2758,3,62315,11,139,,1911,440,227,214,61450,2352,29837,573,286,46,44,1091,1706,1790,1898,4765,532,283,13530,10370,2719
|
||||||
|
Sep 1988,971,10,9069,3174,5789,2671,1,60584,13,132,,1878,454,230,209,59019,2240,28861,627,298,50,44,1095,1754,1860,1876,4745,500,275,12541,10284,2632
|
||||||
|
Aug 1988,982,9,9356,3324,6020,2789,2,62268,13,138,,1977,476,251,228,61476,2508,30011,668,310,53,47,1047,1781,1970,1886,5053,518,284,14248,10814,2757
|
||||||
|
Jul 1988,945,10,9645,3348,5931,2796,1,60764,14,135,,1970,444,234,206,61624,2300,30208,683,258,48,44,1077,1835,1844,1932,4802,506,277,13700,10588,2759
|
||||||
|
Jun 1988,1033,9,9456,3289,5831,2760,2,59523,14,134,,1933,490,262,228,60347,2189,29348,658,320,49,51,1106,1712,1971,1923,5065,491,266,13341,10763,2740
|
||||||
|
May 1988,986,10,9922,3413,5944,2753,2,62492,16,141,,2020,473,253,222,62750,2292,30380,672,310,51,54,1217,1625,1931,1969,5077,497,272,14283,11252,2957
|
||||||
|
Apr 1988,994,8,9756,3292,5871,2719,5,60877,13,138,,1947,497,242,223,61281,2255,29347,641,303,55,48,1190,1674,1876,1977,4976,473,259,13835,10924,2824
|
||||||
|
Mar 1988,1094,10,9940,3379,6195,2743,3,64668,12,144,,2040,432,262,252,63853,2319,30678,685,422,50,53,1219,1744,2000,2070,5201,477,263,14463,11222,2859
|
||||||
|
Feb 1988,996,10,9400,3159,5821,2510,1,60020,13,138,,1918,441,230,229,59979,2191,28559,652,281,50,47,1203,1703,1821,1950,4872,459,242,13547,10958,2740
|
||||||
|
Jan 1988,980,10,10046,3356,6162,2528,1,61971,14,149,,2042,400,215,205,63922,2344,30547,712,293,48,44,1161,1827,1839,2053,4872,475,261,14368,10937,2918
|
||||||
|
Dec 1987,1010,11,9871,3424,6156,2520,3,63325,11,143,,2092,512,285,236,63682,2355,30807,720,342,53,57,1189,1758,2100,2125,5022,504,268,14542,10793,2917
|
||||||
|
Nov 1987,942,10,9535,3290,6011,2307,1,62042,7,137,,2063,447,245,216,62107,2250,30043,698,308,50,52,1173,1711,1900,2089,4762,491,258,14172,10791,2890
|
||||||
|
Oct 1987,1017,12,9819,3399,6287,2492,1,61563,10,142,,2120,490,274,240,64129,2350,31126,713,334,54,56,1204,1594,2000,2172,5099,509,269,15061,11624,3079
|
||||||
|
Sep 1987,989,11,9260,3338,6036,2423,2,56232,11,133,,2022,471,269,239,61622,2254,29985,686,330,55,57,1167,1692,1983,2118,5008,494,259,14132,10973,2986
|
||||||
|
Aug 1987,1006,11,9705,3382,6134,2465,1,59143,14,141,,2098,473,274,234,63399,2334,30919,701,213,47,61,1142,1778,2007,2199,4972,506,263,14846,11193,2934
|
||||||
|
Jul 1987,1010,11,9632,3509,6064,2468,1,59202,11,141,,2091,493,279,247,63677,2447,30897,703,342,54,59,1184,1803,2050,2198,5199,514,260,14758,11416,3056
|
||||||
|
Jun 1987,1007,11,9380,3382,5805,2396,1,57899,9,139,,2041,477,285,228,61837,2331,29950,657,313,51,65,1167,1741,1995,2175,5005,509,244,14004,11178,2927
|
||||||
|
May 1987,1040,11,9727,3546,6057,2409,1,61357,6,141,,2142,489,280,237,64459,2429,30965,728,205,45,64,1244,1766,1982,2219,5004,521,264,14701,11055,3100
|
||||||
|
Apr 1987,1023,10,9516,3514,5903,2349,2,59707,7,132,,2104,477,300,236,63738,2326,30062,685,345,45,63,1225,1669,1985,2168,5324,510,255,14868,11675,2943
|
||||||
|
Mar 1987,1123,11,9822,3617,6182,2422,1,61007,8,134,,2173,493,288,259,66167,2423,31106,701,343,55,64,1267,1783,2080,2218,4604,510,266,15650,12093,2875
|
||||||
|
Feb 1987,977,10,8951,3291,5566,2169,1,51879,8,123,,1966,459,258,229,60010,2178,28128,590,330,56,56,1077,1579,1898,2016,4710,484,239,13477,10640,2851
|
||||||
|
Jan 1987,1009,11,10048,3659,6127,2382,1,62598,7,137,,2148,462,265,234,66135,2426,30621,689,333,49,56,1193,1733,2000,2275,5176,540,267,14816,10947,3231
|
||||||
|
Dec 1986,1142,12,9262,3697,6165,2391,1,56019,7,135,,2157,499,321,250,66475,2399,30818,693,447,53,72,1261,1709,2110,2061,5274,569,254,15830,12158,3168
|
||||||
|
Nov 1986,1105,12,9579,3599,6027,2322,1,56483,6,135,,2093,438,311,209,64604,2473,29661,709,477,44,70,1185,1631,1901,2027,4842,556,252,15172,11103,3174
|
||||||
|
Oct 1986,1142,11,9947,3666,6284,2431,2,59748,7,137,,2195,528,321,278,66638,2515,30758,697,368,56,72,1292,1564,2158,2129,5097,582,236,14597,11965,3143
|
||||||
|
Sep 1986,1105,12,9559,3527,5941,2316,1,53449,7,132,,2159,503,311,269,64891,2456,29780,569,227,52,70,1251,1651,2158,2011,5260,567,204,14255,11599,2968
|
||||||
|
Aug 1986,1142,13,10039,3727,6132,2410,2,56146,7,135,,2237,497,321,235,67529,2533,30754,752,371,47,72,1285,1786,2017,2149,5188,593,217,14925,11618,3163
|
||||||
|
Jul 1986,1142,14,10228,3777,6344,2406,2,58980,8,132,,2264,553,321,269,68621,2505,31790,804,527,59,72,1287,1780,2241,2182,5643,596,224,15834,12380,3243
|
||||||
|
Jun 1986,1105,14,10044,3786,6316,2393,1,56597,8,128,,2233,552,311,246,66802,2435,31129,824,361,55,70,1292,1717,2201,2179,5542,586,220,14243,12058,2931
|
||||||
|
May 1986,1142,15,10535,3979,6503,2529,2,59748,8,124,,2338,552,321,266,70407,2585,32521,889,381,54,72,1376,1834,2267,2267,5727,627,236,15283,12577,3449
|
||||||
|
Apr 1986,1105,14,10441,3908,6305,2473,1,55092,8,124,,2318,582,311,294,69397,2529,31879,842,559,57,70,1352,1812,2376,2152,5879,567,231,15157,12799,3395
|
||||||
|
Mar 1986,1142,15,10988,4065,6743,2640,2,57673,9,142,,2420,583,321,283,73344,2569,33669,854,232,54,72,1424,1953,2502,2251,6171,642,262,15939,13754,3554
|
||||||
|
Feb 1986,1028,13,9666,3758,6154,2358,1,53402,17,125,,2210,552,292,263,66752,2384,31042,808,547,52,69,1322,1768,2650,2045,5710,573,266,14544,12593,3333
|
||||||
|
Jan 1986,1142,16,11049,4139,6798,2640,2,57973,18,137,,2448,636,321,283,74135,2614,34258,942,262,61,72,1451,1917,2664,2235,6701,640,305,16012,14501,3651
|
||||||
|
Dec 1985,1273,16,10254,4006,6701,2527,2,57404,20,134,,2417,689,411,279,73822,2576,34228,931,381,52,96,1650,1988,2540,2180,6480,579,300,15140,14057,3594
|
||||||
|
Nov 1985,1232,15,10297,4097,6345,2457,2,54121,22,129,,2397,587,399,255,71690,2506,32908,875,427,60,92,1597,1680,2571,2252,5931,572,263,16226,13161,3487
|
||||||
|
Oct 1985,1273,16,11011,4318,6553,2552,2,57338,23,134,,2537,700,412,330,73585,2619,34104,955,436,64,96,1650,1820,2726,2323,6746,609,253,15110,14263,3582
|
||||||
|
Sep 1985,1232,13,10730,4184,6361,2455,2,56008,29,131,,2478,667,399,293,70643,2516,32739,912,435,64,82,1597,1767,2551,2277,6247,583,251,15078,12879,3565
|
||||||
|
Aug 1985,1273,18,10979,4346,6613,2539,2,55642,32,135,,2558,684,412,312,73533,2616,33350,885,441,66,84,1650,1808,2652,2377,6517,601,281,15141,13917,3558
|
||||||
|
Jul 1985,1273,14,10885,4332,6574,2486,2,56079,29,139,,2508,714,412,302,73337,2637,33154,890,516,64,84,1650,1863,2706,2343,6218,586,272,15897,13647,3526
|
||||||
|
Jun 1985,1232,14,10502,4257,6414,2462,2,56118,18,131,,2438,642,399,293,70958,2547,32302,969,419,64,89,1597,1751,2450,2315,6044,569,251,15298,12834,3366
|
||||||
|
May 1985,1273,14,11097,4347,6697,2608,2,58532,15,136,,2576,677,412,300,74004,2554,33536,1007,448,70,92,1650,1886,2591,2350,6642,605,239,15800,14210,3379
|
||||||
|
Apr 1985,1232,14,10702,4259,6593,2569,2,53510,13,139,,2409,697,399,325,73839,2488,32173,1004,455,74,89,1597,1761,2600,2173,6580,580,240,15372,13782,3185
|
||||||
|
Mar 1985,1273,15,11184,4425,6825,2626,3,57859,14,141,,2564,675,412,346,74105,2619,32925,1029,572,75,92,1528,1862,2537,2283,6311,588,245,15871,13910,3355
|
||||||
|
Feb 1985,1149,12,9945,3919,6064,2301,2,52563,12,121,,2341,506,372,252,66371,2370,30091,939,356,59,83,1377,1634,2062,2103,5604,514,212,14082,12250,2982
|
||||||
|
Jan 1985,1273,14,10928,4367,6790,2664,3,51059,16,126,,2545,552,412,268,73331,2593,32492,1062,282,74,92,1501,1761,2279,2324,6087,557,232,15394,13829,3213
|
||||||
|
Dec 1984,1305,16,10232,4424,6858,2424,3,53316,29,124,,2539,678,363,294,74466,2682,32342,1157,461,70,71,1600,1763,2555,2300,6350,549,243,15862,13945,3152
|
||||||
|
Nov 1984,1262,15,10093,4299,6645,2343,2,53420,27,122,,2515,600,351,296,72024,2641,31822,1149,481,71,69,1548,1695,2476,2344,6342,548,236,15311,14265,3219
|
||||||
|
Oct 1984,1305,17,10486,4515,6806,2424,2,53677,29,121,,2636,714,363,329,74016,2730,32928,1178,638,80,71,1600,1662,2623,2568,6628,565,237,16100,13941,3187
|
||||||
|
Sep 1984,1262,18,10498,4332,6484,2346,3,52819,27,112,,2408,616,351,363,71958,2696,31288,1162,282,71,69,1548,1669,2408,2568,6039,549,216,15782,15259,3158
|
||||||
|
Aug 1984,1304,18,10202,4579,6707,2368,3,53393,29,117,,2460,706,363,284,74123,2809,32478,1128,515,76,71,1600,1681,2534,2524,6551,547,185,15831,12207,3238
|
||||||
|
Jul 1984,1304,18,11542,4533,6674,2395,2,52536,29,114,,2472,669,363,273,74382,2855,32193,1173,454,80,71,1600,1753,2470,2521,6294,538,150,15566,14519,3220
|
||||||
|
Jun 1984,1265,18,10324,4337,6478,2433,2,49771,22,114,,2436,664,351,266,72228,2694,31506,1159,447,75,69,1548,1583,2352,2560,6375,533,122,15462,14001,3877
|
||||||
|
May 1984,1308,18,10628,4431,6681,2500,2,54687,23,114,,2588,640,363,301,74806,2796,32305,1216,459,85,71,1600,1673,2399,2748,6694,545,109,16005,14089,3000
|
||||||
|
Apr 1984,1229,19,10101,4261,6396,2435,3,53097,17,102,,2460,623,351,285,72756,2653,31075,1247,518,79,69,1509,1533,2326,2600,6365,500,103,15457,14205,1754
|
||||||
|
Mar 1984,1270,18,10402,4461,6746,2522,4,48671,18,101,,2495,672,363,298,75510,2841,31944,1284,581,81,71,1559,1590,2382,2618,5918,545,104,15790,13633,1941
|
||||||
|
Feb 1984,1187,20,9643,4159,6332,2288,3,50709,17,95,,2346,598,339,287,70374,2615,29846,1257,414,78,67,1459,1578,2032,2518,6144,504,97,14591,14343,1869
|
||||||
|
Jan 1984,1270,20,10118,4321,6529,2367,3,54305,18,104,,2406,597,363,248,76531,2764,31894,1352,276,74,71,1559,1624,2311,2685,6029,529,105,15254,13978,3074
|
||||||
|
Dec 1983,1271,19,9607,4153,6124,2343,6,53053,23,96,,2351,588,364,261,70211,2733,31712,1275,348,67,71,1601,1494,2113,2579,5630,480,111,14643,11258,2446
|
||||||
|
Nov 1983,1230,18,9295,4184,6332,2459,6,51602,23,97,,2382,641,352,263,72827,2674,30781,1406,435,74,68,1549,1565,2462,2608,5932,520,104,14751,13933,2824
|
||||||
|
Oct 1983,1272,21,10112,4339,6554,2557,5,53718,23,104,,2521,638,364,282,74850,2731,32009,1526,482,76,71,1601,1519,2449,2712,6042,548,114,15417,13301,2733
|
||||||
|
Sep 1983,1230,20,9941,4164,6266,2473,5,52126,23,100,,2324,647,352,333,72726,2625,31075,1561,408,80,68,1549,1432,2459,2662,5967,532,71,14863,13049,2460
|
||||||
|
Aug 1983,1272,20,9984,4204,6440,2447,5,52615,23,103,,2468,678,364,338,74393,2689,31826,1581,495,94,71,1601,1588,2541,2487,6344,545,57,15381,13985,2483
|
||||||
|
Jul 1983,1272,20,10179,4247,6303,2634,6,53176,23,98,,2443,620,364,304,74932,2641,31880,1538,434,92,71,1601,1592,2467,2579,6063,543,49,15178,12823,2465
|
||||||
|
Jun 1983,1230,20,9882,4154,6086,2321,5,50617,23,98,,2366,657,352,288,73020,2486,31069,1577,486,106,68,1549,1521,2460,2687,5837,522,47,14643,13345,2357
|
||||||
|
May 1983,1272,17,10106,4244,6307,2400,5,51531,22,101,,2435,669,364,311,75263,2597,32131,1683,427,99,71,1601,1644,2436,2719,5948,547,50,15398,13379,2408
|
||||||
|
Apr 1983,1230,12,9611,4269,6211,2313,5,51622,22,96,,2609,663,352,314,73833,2551,30764,1757,620,96,68,1549,1557,2352,2814,5982,530,46,14924,13678,2401
|
||||||
|
Mar 1983,1272,24,10098,4419,6458,2384,5,53701,22,97,,2451,725,364,386,76046,2683,31133,1908,339,102,71,1601,1599,2560,2434,6084,542,53,15382,13747,2419
|
||||||
|
Feb 1983,1148,21,9522,3983,5798,2218,6,48074,19,89,,2261,649,326,259,69034,2434,28479,1767,450,76,62,1446,1507,2319,2536,5462,509,50,13871,12578,2257
|
||||||
|
Jan 1983,1272,25,9966,4330,6290,2501,6,53692,23,93,,2614,711,364,289,75776,2611,31302,1897,397,94,71,1601,1728,2582,2919,6303,562,58,15166,13528,2281
|
||||||
|
Dec 1982,1238,25,10047,4379,5296,2387,4,52147,17,91,,2560,648,364,269,76102,2708,31416,2046,472,102,71,1601,1743,2416,2412,5815,561,65,15350,13242,1949
|
||||||
|
Nov 1982,1198,26,9724,4119,6076,2401,4,50272,17,89,,2523,704,351,281,74496,2726,30762,1878,458,96,68,1549,1713,2471,2633,5844,554,58,15326,13205,1885
|
||||||
|
Oct 1982,1238,26,10047,4180,6219,2534,4,52879,17,92,,2590,640,364,291,76561,2834,32065,2049,472,103,71,1601,1499,2554,2717,5943,574,51,16066,13533,1949
|
||||||
|
Sep 1982,1198,28,9724,4068,5849,2469,4,51147,17,95,,2546,643,351,290,74624,2734,31048,2008,458,110,68,1549,1548,2512,2631,5985,557,45,15328,13692,1385
|
||||||
|
Aug 1982,1237,29,10047,4141,6015,2554,4,52615,17,102,,2685,659,364,295,76110,2889,31835,2063,472,104,71,1601,1684,2528,2772,5951,581,50,15912,13083,1949
|
||||||
|
Jul 1982,1237,30,10047,4048,5963,2600,4,53015,17,100,,2655,609,364,279,76378,2885,31758,2170,472,101,71,1601,1856,2477,2697,6192,588,47,16131,13055,1949
|
||||||
|
Jun 1982,1198,27,9724,3905,5828,2621,5,49951,17,101,,2562,636,351,230,74349,2779,30756,2141,458,110,68,1549,1710,2370,2828,6055,569,47,15611,13316,1885
|
||||||
|
May 1982,1237,29,10047,3932,6059,2654,4,52921,17,99,,2602,601,364,241,77507,2850,31639,2204,472,108,71,1601,1769,2221,2517,5935,595,47,16233,14153,1948
|
||||||
|
Apr 1982,1198,29,9724,3740,6048,2639,4,50743,17,101,,2584,607,351,272,75983,2510,30572,2154,458,88,68,1549,1567,2258,2508,5965,593,48,15878,10795,1885
|
||||||
|
Mar 1982,1237,29,10047,3807,6183,2725,4,52591,17,105,,2640,617,364,276,78298,2842,31271,2381,472,79,71,1601,1687,2362,2696,6200,606,54,16476,13425,1948
|
||||||
|
Feb 1982,1118,27,9075,3409,5486,2352,4,47783,15,86,,2436,496,330,254,70503,2506,28702,2154,427,61,65,1446,1603,1684,2624,5119,533,46,14703,14030,1760
|
||||||
|
Jan 1982,1237,30,10047,3543,6002,2609,4,52846,17,97,,2538,489,364,249,77306,2784,31352,2378,472,70,71,1601,1635,1857,2427,5521,561,55,15735,13092,1948
|
||||||
|
Dec 1981,1147,34,11089,3765,6168,2708,2,50307,19,100,,2723,547,317,324,77640,3012,31428,2499,282,86,71,1576,1747,2115,2722,5951,572,55,16575,13291,2150
|
||||||
|
Nov 1981,1147,35,10731,3626,5853,2630,1,48427,19,84,,2572,558,306,266,75135,2976,30525,2563,404,80,69,1486,1659,2025,2617,5566,547,60,16090,13125,2160
|
||||||
|
Oct 1981,1148,33,11089,3879,6058,2774,1,49491,19,85,,2727,547,317,424,78364,3053,31316,2709,323,82,71,1576,1624,2050,2741,5787,580,58,16503,13165,2150
|
||||||
|
Sep 1981,1111,31,10731,3789,5834,2464,1,48212,19,84,,2513,558,306,288,76017,2915,30184,2612,406,77,69,1486,1732,1980,2739,5584,560,60,16174,13565,2160
|
||||||
|
Aug 1981,1148,33,11089,3836,6012,2495,1,49675,19,86,,2630,546,317,267,78356,3006,31158,2650,428,78,71,1576,1764,2090,2775,5643,578,58,16671,13719,2150
|
||||||
|
Jul 1981,1148,29,11089,3841,5937,2523,1,49761,19,85,,2601,590,317,293,78640,2837,31383,2833,419,79,71,1576,1804,2030,2779,5438,548,56,16650,11698,2150
|
||||||
|
Jun 1981,1111,29,10731,3839,5767,2445,1,48967,19,79,,2570,635,306,278,77030,2732,30366,2856,410,73,69,1486,1767,1930,2682,5493,548,57,16385,12891,2160
|
||||||
|
May 1981,1148,30,11089,3974,6053,2498,1,48977,19,79,,2626,530,317,294,79890,2894,31203,3052,400,71,71,1576,1620,2095,2763,5400,554,56,17344,13000,2150
|
||||||
|
Apr 1981,1111,28,10731,3805,5902,2478,1,48235,19,79,,2501,555,306,241,77344,2763,29540,3064,402,69,69,1486,1647,2040,2720,5524,560,57,16792,11905,2160
|
||||||
|
Mar 1981,1148,23,11089,3790,6105,2527,1,50150,19,74,,2592,531,317,316,80734,2871,30515,3167,435,79,71,1576,1715,1960,2807,5546,566,58,17431,13290,2150
|
||||||
|
Feb 1981,1036,24,10016,3493,5593,2255,1,45346,17,60,,2342,465,286,234,72591,2437,27455,3162,374,73,68,1400,1661,1775,2493,4727,504,56,15648,12268,2170
|
||||||
|
Jan 1981,1148,28,11089,3787,6286,2506,1,49789,19,78,,2416,486,317,248,80609,2708,30297,3606,438,71,71,1552,1940,2000,2827,5151,554,69,17316,12139,2150
|
||||||
|
BIN
Class2/R_Base_Example.odt
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Class2/R_Base_Example.odt
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Class2/pdf_images/image_10_1.png
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Class2/pdf_images/image_10_1.png
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|
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Class2/pdf_images/image_11_1.jpeg
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Class2/pdf_images/image_11_1.jpeg
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|
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Class2/pdf_images/image_11_2.png
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Class2/pdf_images/image_11_2.png
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|
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Class2/pdf_images/image_16_1.png
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Class2/pdf_images/image_16_1.png
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|
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Class2/pdf_images/image_1_1.png
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|
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Class2/pdf_images/image_20_1.png
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Class2/pdf_images/image_20_1.png
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|
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Class2/pdf_images/image_23_1.png
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Class2/pdf_images/image_23_1.png
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|
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Class2/pdf_images/image_27_1.png
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Class2/pdf_images/image_27_1.png
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|
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Class2/pdf_images/image_37_1.png
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|
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Class2/pdf_images/image_41_1.png
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Class2/pdf_images/image_41_1.png
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|
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Class2/pdf_images/image_41_2.png
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Class2/pdf_images/image_41_2.png
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|
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Class2/pdf_images/image_44_1.png
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Class2/pdf_images/image_44_1.png
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|
After Width: | Height: | Size: 754 KiB |
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Class2/pdf_images/image_51_1.png
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Class2/pdf_images/image_51_1.png
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|
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Class2/pdf_images/image_57_1.png
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|
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Class2/pdf_images/image_69_1.png
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|
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|
After Width: | Height: | Size: 372 KiB |
221
Class2/presentation.fdb_latexmk
Normal file
221
Class2/presentation.fdb_latexmk
Normal file
@ -0,0 +1,221 @@
|
|||||||
|
# Fdb version 3
|
||||||
|
["pdflatex"] 1756333026 "presentation.tex" "presentation.pdf" "presentation" 1756333027
|
||||||
|
"/etc/texmf/web2c/texmf.cnf" 1750106051 475 c0e671620eb5563b2130f56340a5fde8 ""
|
||||||
|
"/usr/share/texlive/texmf-dist/fonts/map/fontname/texfonts.map" 1577235249 3524 cb3e574dea2d1052e39280babc910dc8 ""
|
||||||
|
"/usr/share/texlive/texmf-dist/fonts/tfm/jknappen/ec/tcss1095.tfm" 1136768653 1536 f0fa079cdc83a6ffeda21e42352cf1ea ""
|
||||||
|
"/usr/share/texlive/texmf-dist/fonts/tfm/jknappen/ec/tctt1095.tfm" 1136768653 1536 52374f37d7a013fe5a15c958e7ebe485 ""
|
||||||
|
"/usr/share/texlive/texmf-dist/fonts/tfm/public/amsfonts/cmextra/cmex7.tfm" 1246382020 1004 54797486969f23fa377b128694d548df ""
|
||||||
|
"/usr/share/texlive/texmf-dist/fonts/tfm/public/amsfonts/cmextra/cmex8.tfm" 1246382020 988 bdf658c3bfc2d96d3c8b02cfc1c94c20 ""
|
||||||
|
"/usr/share/texlive/texmf-dist/fonts/tfm/public/amsfonts/symbols/msam10.tfm" 1246382020 916 f87d7c45f9c908e672703b83b72241a3 ""
|
||||||
|
"/usr/share/texlive/texmf-dist/fonts/tfm/public/amsfonts/symbols/msam7.tfm" 1246382020 928 2dc8d444221b7a635bb58038579b861a ""
|
||||||
|
"/usr/share/texlive/texmf-dist/fonts/tfm/public/amsfonts/symbols/msbm10.tfm" 1246382020 908 2921f8a10601f252058503cc6570e581 ""
|
||||||
|
"/usr/share/texlive/texmf-dist/fonts/tfm/public/amsfonts/symbols/msbm7.tfm" 1246382020 940 228d6584342e91276bf566bcf9716b83 ""
|
||||||
|
"/usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmex10.tfm" 1136768653 992 662f679a0b3d2d53c1b94050fdaa3f50 ""
|
||||||
|
"/usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmmi10.tfm" 1136768653 1528 abec98dbc43e172678c11b3b9031252a ""
|
||||||
|
"/usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmmi6.tfm" 1136768653 1512 f21f83efb36853c0b70002322c1ab3ad ""
|
||||||
|
"/usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmmi8.tfm" 1136768653 1520 eccf95517727cb11801f4f1aee3a21b4 ""
|
||||||
|
"/usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmr10.tfm" 1136768653 1296 45809c5a464d5f32c8f98ba97c1bb47f ""
|
||||||
|
"/usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmss10.tfm" 1136768653 1316 b636689f1933f24d1294acdf6041daaa ""
|
||||||
|
"/usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmss12.tfm" 1136768653 1324 37b971caf729d7edd9cbb9f9b0ea76eb ""
|
||||||
|
"/usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmss8.tfm" 1136768653 1296 d77f431d10d47c8ea2cc18cf45346274 ""
|
||||||
|
"/usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmssbx10.tfm" 1136768653 1272 e2d13f0df30bf3ad990bb9d028e37f34 ""
|
||||||
|
"/usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmsy10.tfm" 1136768653 1124 6c73e740cf17375f03eec0ee63599741 ""
|
||||||
|
"/usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmsy6.tfm" 1136768653 1116 933a60c408fc0a863a92debe84b2d294 ""
|
||||||
|
"/usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmsy8.tfm" 1136768653 1120 8b7d695260f3cff42e636090a8002094 ""
|
||||||
|
"/usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmtt10.tfm" 1136768653 768 1321e9409b4137d6fb428ac9dc956269 ""
|
||||||
|
"/usr/share/texlive/texmf-dist/fonts/tfm/public/sansmathaccent/mathkerncmssi10.tfm" 1336178347 1696 aaa5bbd1f47f001247d42218ce371101 ""
|
||||||
|
"/usr/share/texlive/texmf-dist/fonts/tfm/public/sansmathaccent/mathkerncmssi8.tfm" 1336178347 1676 fb6c6a335484692abff897d6e8965829 ""
|
||||||
|
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||||||
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||||||
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||||||
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||||||
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||||||
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"pdf_images//image_16_1.png" 1756350424 124539 ee4b94f68f5fc27e1ff8d48eb4526815 ""
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"pdf_images//image_23_1.png" 1756350424 614581 a917a8e32c6573a4af73eda5c82563f5 ""
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"presentation.aux" 1756333027 2907 30387202e7741f8a092f072c485c06aa "pdflatex"
|
||||||
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"presentation.nav" 1756333027 1590 108381f56bff761272dd6c1507df0034 "pdflatex"
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"presentation.out" 1756333027 0 d41d8cd98f00b204e9800998ecf8427e "pdflatex"
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||||||
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|
||||||
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|
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|
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|
||||||
1297
Class2/presentation.fls
Normal file
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509
Class2/presentation.tex
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@ -0,0 +1,509 @@
|
|||||||
|
\documentclass{beamer}
|
||||||
|
\usepackage{graphicx}
|
||||||
|
\usepackage{multicol}
|
||||||
|
\usepackage{hyperref}
|
||||||
|
\usepackage{lipsum} % for placeholder text
|
||||||
|
\graphicspath{{pdf_images/}}
|
||||||
|
\begin{document}
|
||||||
|
%%%%%%%%%%%%%%%%%%
|
||||||
|
\begin{frame}{Class Exercise}
|
||||||
|
In this class we will be starting with the question
|
||||||
|
\vspace{1em}
|
||||||
|
|
||||||
|
``Which states have oil production rates that are similar to Wyoming?''
|
||||||
|
\begin{itemize}
|
||||||
|
\onslide<2->{\item Method applied: correlation matrix}
|
||||||
|
\onslide<3->{\item Data needed: Oil production volumes for each US state over time}
|
||||||
|
\onslide<4->{\item \href{https://www.eia.gov/dnav/pet/pet_crd_crpdn_adc_mbbl_m.htm}{Petroleum \& Other Liquids from the EIA}
|
||||||
|
}
|
||||||
|
\end{itemize}
|
||||||
|
\end{frame}
|
||||||
|
|
||||||
|
|
||||||
|
\begin{frame}{Loading Data}
|
||||||
|
|
||||||
|
% Top half: two columns
|
||||||
|
\vspace{-0.5em}
|
||||||
|
\begin{columns}[T,onlytextwidth]
|
||||||
|
\column{0.5\textwidth}
|
||||||
|
\textbf{Functions to read data}
|
||||||
|
\begin{enumerate}
|
||||||
|
\item \texttt{read.csv("FilePath")}
|
||||||
|
\item \texttt{read.delim("FilePath")}
|
||||||
|
\item \texttt{read.table("FilePath")}
|
||||||
|
\end{enumerate}
|
||||||
|
|
||||||
|
\column{0.48\textwidth}
|
||||||
|
\textbf{Important inputs}
|
||||||
|
\begin{enumerate}
|
||||||
|
\item \texttt{file}
|
||||||
|
\item \texttt{header}
|
||||||
|
\item \texttt{skip}
|
||||||
|
\item \texttt{colnames}
|
||||||
|
\end{enumerate}
|
||||||
|
\end{columns}
|
||||||
|
|
||||||
|
\vspace{1em}
|
||||||
|
|
||||||
|
% Bottom half: full width
|
||||||
|
\textbf{Notes}
|
||||||
|
\begin{itemize}
|
||||||
|
\item You can load data directly from a URL or point the file variable to the local computer.
|
||||||
|
\item R uses \texttt{/} for file path, based on Unix standards.
|
||||||
|
\item Enclose URLs or paths with single quotes when they include a space.
|
||||||
|
\item You can see where R starts looking for a file (default working directory) with \texttt{getwd()}.
|
||||||
|
\end{itemize}
|
||||||
|
\end{frame}
|
||||||
|
%%%%%%%%%%%%%%
|
||||||
|
\begin{frame}{Other data loading options}
|
||||||
|
Other libraries can be installed to load data in other ways. Keep these in mind for future projects.
|
||||||
|
|
||||||
|
\begin{itemize}
|
||||||
|
\item \texttt{read xls(x)}: library \texttt{read excel}
|
||||||
|
\item \texttt{getSymbols}: library \texttt{quantmod}
|
||||||
|
\item \texttt{fredr}: library \texttt{fredr}
|
||||||
|
\item \texttt{vroom}: library \texttt{vroom}
|
||||||
|
\item \texttt{read html}: library \texttt{rvest}
|
||||||
|
\item \texttt{read csv}: library \texttt{tidyverse}
|
||||||
|
\item \texttt{read sheet}: library \texttt{googlesheets4}
|
||||||
|
\end{itemize}
|
||||||
|
|
||||||
|
\vspace{1em}
|
||||||
|
Almost any type of data can be loaded. Search the web for the right library.
|
||||||
|
|
||||||
|
\end{frame}
|
||||||
|
%%%%%%%%%%%%%%%%%%
|
||||||
|
\begin{frame}{Class Exercise}
|
||||||
|
\huge
|
||||||
|
Download relevant data
|
||||||
|
|
||||||
|
\normalsize
|
||||||
|
It is good practice to store the data is a separate folder in the location of the Rscript. Such as a "Data" folder.
|
||||||
|
\end{frame}
|
||||||
|
%%%%%%%%
|
||||||
|
\begin{frame}{Variables}
|
||||||
|
\onslide<1->{
|
||||||
|
Variables store any type of data.\\
|
||||||
|
\vspace{1em}
|
||||||
|
Can be a single values, a row of data, or a table of data.
|
||||||
|
|
||||||
|
|
||||||
|
\vspace{1em}
|
||||||
|
}
|
||||||
|
\onslide<2->{
|
||||||
|
\begin{center}
|
||||||
|
\includegraphics[width=0.3\textwidth]{image_16_1}
|
||||||
|
\end{center}
|
||||||
|
}
|
||||||
|
|
||||||
|
\end{frame}
|
||||||
|
%%%%%%%%%%%%%%%%%%%%%
|
||||||
|
\begin{frame}{Variable Tips}
|
||||||
|
|
||||||
|
\begin{itemize}
|
||||||
|
\item Variables can be created with either \texttt{< -}, \texttt{- >}, or \texttt{=}. But arrows are best practice.
|
||||||
|
\item You can view the names of all variables being used with \texttt{ls()}.
|
||||||
|
\item You can delete a variable with \texttt{rm(variable)}.
|
||||||
|
\item Variables can be re-assigned using themselves: \texttt{a = 1} then \texttt{a = a + 1} means \texttt{a = 2}.
|
||||||
|
\end{itemize}
|
||||||
|
|
||||||
|
\end{frame}
|
||||||
|
%%%%%%%%%%%%%%%%%%%%%%%%%%%
|
||||||
|
\begin{frame}{Data Frames}
|
||||||
|
|
||||||
|
Think of data frames as a table, with rows and columns.
|
||||||
|
|
||||||
|
|
||||||
|
The specific data in a data frame named \texttt{TBL} can be accessed with:
|
||||||
|
\onslide<2->{
|
||||||
|
\begin{itemize}
|
||||||
|
\onslide<2->{ \item \texttt{TBL[row\_num, column\_num]}}
|
||||||
|
\onslide<3->{ \item \texttt{TBL[row\_num, "column\_name"]}}
|
||||||
|
\onslide<4->{ \item \texttt{TBL\$column\_name[row\_num]}}
|
||||||
|
\end{itemize}
|
||||||
|
}
|
||||||
|
|
||||||
|
|
||||||
|
\onslide<5->{
|
||||||
|
You can use these to assign values just as you would a variable.\\
|
||||||
|
\texttt{TBL[4,5] <- 7} will change the value of row 4, column 5 of the data frame to 7.
|
||||||
|
}
|
||||||
|
|
||||||
|
\onslide<5->{
|
||||||
|
\vspace{1em}
|
||||||
|
Row or column names can be viewed or assigned with \texttt{colnames()} and \texttt{rownames()}.
|
||||||
|
}
|
||||||
|
\end{frame}
|
||||||
|
|
||||||
|
|
||||||
|
%%%%%%%%%%%%%%%%%%%%%%%
|
||||||
|
\begin{frame}{Vectors}
|
||||||
|
|
||||||
|
% Slide 1 (Page 10)
|
||||||
|
\only<1>{
|
||||||
|
|
||||||
|
Think of vectors as single rows of data.\\
|
||||||
|
Data frames are made up of many vectors put together.
|
||||||
|
}
|
||||||
|
|
||||||
|
% Slide 2 (Page 11)
|
||||||
|
\only<2>{
|
||||||
|
|
||||||
|
You can pull out a vector from a data frame. To get a column you can use:
|
||||||
|
\begin{itemize}
|
||||||
|
\item \texttt{TBL\$column\_name}
|
||||||
|
\item \texttt{TBL[, column\_num]}
|
||||||
|
\item \texttt{TBL[, "column\_name"]}
|
||||||
|
\end{itemize}
|
||||||
|
|
||||||
|
Rows are typically not named, so to extract a row you can use:
|
||||||
|
\begin{itemize}
|
||||||
|
\item \texttt{TBL[row\_num, ]}
|
||||||
|
\end{itemize}
|
||||||
|
|
||||||
|
The \texttt{\$} extracts a column by name.\\
|
||||||
|
Use \texttt{colnames()} or \texttt{names()} to view or modify column names.
|
||||||
|
}
|
||||||
|
|
||||||
|
% Slide 3 (Page 13)
|
||||||
|
|
||||||
|
% Slide 6 (Page 16)
|
||||||
|
\only<3>{
|
||||||
|
\begin{center}
|
||||||
|
\includegraphics[width=0.45\textwidth]{image_23_1} % Replace with actual image if available
|
||||||
|
\end{center}
|
||||||
|
}
|
||||||
|
|
||||||
|
\only<4>{
|
||||||
|
|
||||||
|
A vector can be created in several ways. The most common is:
|
||||||
|
\begin{itemize}
|
||||||
|
\item \texttt{c(item1, item2, item3, ...)}
|
||||||
|
\item \texttt{1:100} creates a sequence from 1 to 100
|
||||||
|
\item \texttt{seq(0, 100, by = 5)} creates a sequence from 0 to 100 by 5
|
||||||
|
\item \texttt{rep("a", 100)} creates a vector of "a" repeated 100 times
|
||||||
|
\end{itemize}
|
||||||
|
}
|
||||||
|
|
||||||
|
% Slide 4 (Page 14)
|
||||||
|
\only<5>{
|
||||||
|
|
||||||
|
These can be combined:
|
||||||
|
\begin{itemize}
|
||||||
|
\item \texttt{rep(1:10, 5)} creates a vector from 1 to 10 repeated 5 times (length 50)
|
||||||
|
\item \texttt{c("a", rep(1:10, 5), "b")} starts with "a", repeats 1 to 10 five times, ends with "b"
|
||||||
|
\end{itemize}
|
||||||
|
}
|
||||||
|
|
||||||
|
% Slide 5 (Page 15)
|
||||||
|
\only<6>{
|
||||||
|
|
||||||
|
Like data frames, vector values can be accessed with \texttt{[ ]}, but vectors are one-dimensional.
|
||||||
|
|
||||||
|
Example:
|
||||||
|
\begin{itemize}
|
||||||
|
\item \texttt{a = c(1, 3, 5.8, 7)}
|
||||||
|
\item \texttt{a[2]} is 3
|
||||||
|
\item \texttt{a[3]} is 5.8
|
||||||
|
\item \texttt{a[2] * a[4]} is 21
|
||||||
|
\end{itemize}
|
||||||
|
}
|
||||||
|
\end{frame}
|
||||||
|
%%%%%%%%%%%%%%%%%%%%%
|
||||||
|
%%%%%%%%
|
||||||
|
\begin{frame}{Class Exercise}
|
||||||
|
\huge
|
||||||
|
Review existing column names
|
||||||
|
\end{frame}
|
||||||
|
|
||||||
|
|
||||||
|
%%%%%%%%%%%%%%%%
|
||||||
|
\begin{frame}{Manipulating Data Frames}
|
||||||
|
\only<1-7>{
|
||||||
|
Some useful R functions to review and update data frames.
|
||||||
|
\begin{itemize}
|
||||||
|
\onslide<2->{\item{\texttt{ncol()}: Provides the number of columns}}
|
||||||
|
\onslide<3->{\item{\texttt{nrow()}: Provides the number of rows}}
|
||||||
|
\onslide<4->{\item{\texttt{length()}: For data frames, gives the number of columns; for matrices/vectors/lists, gives the number of entries}}
|
||||||
|
\onslide<5->{\item{\texttt{rank()}: Provides an index score of a vector from smallest to largest}}
|
||||||
|
\onslide<6->{\item{\texttt{order()}: Provides the index of a vector that goes from smallest to largest}}
|
||||||
|
\onslide<7->{\item{\texttt{sort()}: Rearranges a vector from smallest to largest}}
|
||||||
|
\end{itemize}
|
||||||
|
}
|
||||||
|
\only<8->{
|
||||||
|
|
||||||
|
\begin{center}
|
||||||
|
\includegraphics[width=0.45\textwidth]{image_57_1}
|
||||||
|
\end{center}
|
||||||
|
}
|
||||||
|
|
||||||
|
\end{frame}
|
||||||
|
|
||||||
|
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
|
||||||
|
\begin{frame}{Validate Data Frames}
|
||||||
|
\only<1-7>{
|
||||||
|
\onslide<1->{
|
||||||
|
After loading a data set, you need to look for errors. Common issues include:
|
||||||
|
}
|
||||||
|
|
||||||
|
\onslide<2->{
|
||||||
|
\begin{itemize}
|
||||||
|
\onslide<2->{ \item Missing values (\texttt{NA})}
|
||||||
|
\onslide<3->{ \item Wrong data type for the column (number, date, words)}
|
||||||
|
\onslide<4->{ \item Numbers treated as words}
|
||||||
|
\onslide<5->{ \item Values entered incorrectly}
|
||||||
|
\onslide<6->{ \item Implausible data (too large or too small)}
|
||||||
|
\end{itemize}
|
||||||
|
}
|
||||||
|
|
||||||
|
\onslide<7->{
|
||||||
|
What is likely to be an issue varies case by case.\\
|
||||||
|
Consider the unique issues for any data you are loading.
|
||||||
|
}
|
||||||
|
}
|
||||||
|
\only<8->{
|
||||||
|
\onslide<8->{
|
||||||
|
Some useful functions to review data:
|
||||||
|
\begin{itemize}
|
||||||
|
\item \texttt{summary()}: Provides summary statistics for a data frame
|
||||||
|
\item \texttt{head()}, \texttt{tail()}: Show the top or bottom of a data frame
|
||||||
|
\item \texttt{plot()}: Visually plots a vector (can be pulled from a data frame)
|
||||||
|
\item \texttt{hist()}: Provides a histogram of values in a vector
|
||||||
|
\item \texttt{class()}: Lists the data type of any object (check each column)
|
||||||
|
\end{itemize}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
|
||||||
|
\end{frame}
|
||||||
|
|
||||||
|
%%%%%%%%%%%%%%%%
|
||||||
|
\begin{frame}{Data Types}
|
||||||
|
\begin{enumerate}
|
||||||
|
\item \textbf{numeric} (All numbers)
|
||||||
|
\item \textbf{integer} (Whole numbers)
|
||||||
|
\item \textbf{character} (Letters and words)
|
||||||
|
\item \textbf{logical} (True or False)
|
||||||
|
\item \textbf{factor} (Categories)
|
||||||
|
\item \textbf{date} (Time variables)
|
||||||
|
\end{enumerate}
|
||||||
|
|
||||||
|
\vspace{1em}
|
||||||
|
You can convert one type to another with \texttt{as.type}.\\
|
||||||
|
For example:
|
||||||
|
\begin{itemize}
|
||||||
|
\item \texttt{as.numeric(1)} is \texttt{1.00}
|
||||||
|
\item \texttt{as.integer(1.00)} is \texttt{1}
|
||||||
|
\end{itemize}
|
||||||
|
|
||||||
|
\end{frame}
|
||||||
|
%%%%%%%%%%%%%%%%%%%%%%%%%
|
||||||
|
|
||||||
|
% Numeric Slide
|
||||||
|
\begin{frame}{Numeric}
|
||||||
|
\onslide<1->{All numbers. Very flexible but can slow down calculations.}
|
||||||
|
|
||||||
|
\vspace{1em}
|
||||||
|
\onslide<2->{Examples:
|
||||||
|
\begin{itemize}
|
||||||
|
\item \texttt{1.001}, \texttt{Inf}, \texttt{-Inf}, \texttt{0}, \texttt{1}, \texttt{-1.08}, \texttt{100.999999}
|
||||||
|
\end{itemize}
|
||||||
|
}
|
||||||
|
|
||||||
|
\vspace{1em}
|
||||||
|
\onslide<3->{\textbf{Note:} \texttt{"1.001"} is not numeric — it's a character.}
|
||||||
|
\end{frame}
|
||||||
|
|
||||||
|
% Integer Slide
|
||||||
|
\begin{frame}{Integer}
|
||||||
|
\onslide<1->{All whole numbers.}
|
||||||
|
|
||||||
|
\vspace{1em}
|
||||||
|
\onslide<2->{Examples:
|
||||||
|
\begin{itemize}
|
||||||
|
\item \texttt{1}, \texttt{2}, \texttt{-100}
|
||||||
|
\end{itemize}
|
||||||
|
}
|
||||||
|
\end{frame}
|
||||||
|
|
||||||
|
% Logical Slide
|
||||||
|
\begin{frame}{Logical}
|
||||||
|
\onslide<1->{A true or false value.
|
||||||
|
|
||||||
|
\vspace{1em}
|
||||||
|
Displays as \texttt{TRUE}/\texttt{FALSE}, but in the background is an integer:}
|
||||||
|
\onslide<2->{
|
||||||
|
\begin{itemize}
|
||||||
|
\item \texttt{TRUE} = 1
|
||||||
|
\item \texttt{FALSE} = 0
|
||||||
|
\end{itemize}
|
||||||
|
}
|
||||||
|
|
||||||
|
\onslide<3->{Examples:
|
||||||
|
\begin{itemize}
|
||||||
|
\item \texttt{TRUE}, \texttt{FALSE}, \texttt{1}, \texttt{0}
|
||||||
|
\end{itemize}
|
||||||
|
}
|
||||||
|
\end{frame}
|
||||||
|
|
||||||
|
% Character Slide
|
||||||
|
\begin{frame}{Character}
|
||||||
|
\onslide<1->{All characters, treated as words.}
|
||||||
|
|
||||||
|
\vspace{1em}
|
||||||
|
\onslide<2->{For example, \texttt{1} can be a character if written as \texttt{'1'}.
|
||||||
|
|
||||||
|
\begin{itemize}
|
||||||
|
\item As an integer: \texttt{1 + 1 == 2} → \texttt{TRUE}
|
||||||
|
\item As a character: \texttt{'1' + '1'} → error
|
||||||
|
\end{itemize}
|
||||||
|
}
|
||||||
|
|
||||||
|
\onslide<3->{Examples:
|
||||||
|
\begin{itemize}
|
||||||
|
\item \texttt{m}, \texttt{M}, \texttt{' '}, \texttt{@}, \texttt{'1'}
|
||||||
|
\end{itemize}
|
||||||
|
}
|
||||||
|
\end{frame}
|
||||||
|
|
||||||
|
% Factor Slide
|
||||||
|
\begin{frame}{Factor}
|
||||||
|
\onslide<1->{Levels of an input. Looks like a word or character but is treated as a distinct group.}
|
||||||
|
|
||||||
|
\vspace{1em}
|
||||||
|
|
||||||
|
\onslide<2->{In the background, an integer is assigned to each group, but R knows not to perform math on an unordered factor.}
|
||||||
|
|
||||||
|
\vspace{1em}
|
||||||
|
\onslide<3->{\textbf{Unordered examples:}
|
||||||
|
\begin{itemize}
|
||||||
|
\item \texttt{female/male}, \texttt{Wyoming/Colorado/Nebraska}
|
||||||
|
\end{itemize}
|
||||||
|
}
|
||||||
|
|
||||||
|
\onslide<5->{\textbf{Ordered examples:}
|
||||||
|
\begin{itemize}
|
||||||
|
\item \texttt{Low/Medium/High}
|
||||||
|
\end{itemize}
|
||||||
|
}
|
||||||
|
|
||||||
|
|
||||||
|
\onslide<7->{
|
||||||
|
\vspace{1em}
|
||||||
|
Useful for analysis where different groups respond to a policy differently.}
|
||||||
|
\end{frame}
|
||||||
|
|
||||||
|
% Dates Slide
|
||||||
|
\begin{frame}{Dates}
|
||||||
|
\onslide<1->{Dates are stored as an integer in the background of R. Each is the number of seconds since January 1, 1970.}
|
||||||
|
|
||||||
|
|
||||||
|
\onslide<2->{\vspace{1em}
|
||||||
|
\begin{center}
|
||||||
|
\includegraphics[width=0.9\textwidth]{image_37_1}
|
||||||
|
\end{center}
|
||||||
|
\vspace{1em}
|
||||||
|
Dates can be printed in any format. R knows to display the date in a human-readable format.
|
||||||
|
|
||||||
|
|
||||||
|
}
|
||||||
|
\end{frame}
|
||||||
|
|
||||||
|
% Other Non-Data Types Slide
|
||||||
|
\begin{frame}{Other Non-Data Types}
|
||||||
|
\begin{itemize}
|
||||||
|
\item \textbf{vector}
|
||||||
|
\end{itemize}
|
||||||
|
\begin{itemize}
|
||||||
|
\item \textbf{data frame}
|
||||||
|
\end{itemize}
|
||||||
|
\begin{itemize}
|
||||||
|
\item \textbf{matrix}: Like a data frame but must use the same data type
|
||||||
|
\end{itemize}
|
||||||
|
\begin{itemize}
|
||||||
|
\item \textbf{list}: Like a vector but can store a data frame
|
||||||
|
\end{itemize}
|
||||||
|
\end{frame}
|
||||||
|
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
|
||||||
|
\begin{frame}{Data Conversion}
|
||||||
|
\only<1>{
|
||||||
|
You can convert data types in R using the \texttt{as.type} functions. Here are key points to understand:
|
||||||
|
|
||||||
|
\begin{itemize}
|
||||||
|
\small
|
||||||
|
\item \texttt{as.numeric('1')} converts the character \texttt{'1'} to the numeric \texttt{1.00}.
|
||||||
|
\item \texttt{as.integer(1.00)} converts the numeric \texttt{1.00} to the integer \texttt{1}.
|
||||||
|
\item \texttt{as.logical('1')} will fail to convert directly, but \texttt{as.logical(as.numeric('1'))} will return \texttt{TRUE}.
|
||||||
|
\end{itemize}
|
||||||
|
}
|
||||||
|
\only<2->{ R makes educated guesses when converting types, but not all types are compatible. If a conversion fails, R will insert \texttt{NA} values.
|
||||||
|
\vspace{1em}
|
||||||
|
|
||||||
|
}
|
||||||
|
\only<3->{When converting a data frame to a matrix using \texttt{as.matrix()}, all elements must be of the same type.}
|
||||||
|
\vspace{1em}
|
||||||
|
|
||||||
|
\only<4->{ For example, if a column contains the word \texttt{"zero"}, it will become \texttt{NA} in the matrix, not \texttt{0}.}
|
||||||
|
|
||||||
|
|
||||||
|
\end{frame}
|
||||||
|
%%%%%%%%%%%%%%%%%%%%%%%%
|
||||||
|
\begin{frame}{Working with Characters}
|
||||||
|
\only<1-9>{
|
||||||
|
Key functions\:
|
||||||
|
\begin{itemize}
|
||||||
|
\onslide<2->{\item{\texttt{paste}: Combines two strings with spaces}}
|
||||||
|
\onslide<3->{\item{\texttt{paste0}: Combines two strings without spaces}}
|
||||||
|
\onslide<4->{\item{\texttt{grep}: Finds matching characters}}
|
||||||
|
\onslide<5->{\item{\texttt{grepl}: Finds matching characters returns TRUE or FALSE}}
|
||||||
|
\onslide<6->{\item{\texttt{toupper}, \texttt{tolower}: Converts the whole string to upper or lower case}}
|
||||||
|
\onslide<7->{\item{\texttt{substr}: Selects only part of the string}}
|
||||||
|
\onslide<8->{\item{\texttt{sub}: Replaces the first occurrence}}
|
||||||
|
\onslide<9->{\item{\texttt{gsub}: Replaces all occurrences}}
|
||||||
|
\end{itemize}
|
||||||
|
}
|
||||||
|
|
||||||
|
|
||||||
|
\only<10>{
|
||||||
|
\begin{center}
|
||||||
|
\includegraphics[width=0.6\textwidth]{image_51_1} % Replace with actual image if available
|
||||||
|
\end{center}
|
||||||
|
}
|
||||||
|
|
||||||
|
\end{frame}
|
||||||
|
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
|
||||||
|
\begin{frame}{Using Logicals}
|
||||||
|
\only<1>{
|
||||||
|
The logical data type can be used to conditionally perform calculations or to select data.
|
||||||
|
|
||||||
|
\vspace{1em}
|
||||||
|
Some important functions related to logicals include:
|
||||||
|
\begin{itemize}
|
||||||
|
\item \texttt{which}, \texttt{which.min}, \texttt{which.max}
|
||||||
|
\item \texttt{is.na}
|
||||||
|
\item \texttt{is.infinite}
|
||||||
|
\item \texttt{is.nan}
|
||||||
|
\item \texttt{==} (double equals)
|
||||||
|
\item \texttt{>}, \texttt{<}, \texttt{>=}, \texttt{<=}
|
||||||
|
\item \texttt{!} (logical NOT)
|
||||||
|
\end{itemize}
|
||||||
|
}
|
||||||
|
\only<2->{
|
||||||
|
\begin{columns}
|
||||||
|
\column{0.5\textwidth}
|
||||||
|
\includegraphics[width=\textwidth]{image_41_1}
|
||||||
|
\column{0.5\textwidth}
|
||||||
|
\includegraphics[width=\textwidth]{image_41_2}
|
||||||
|
\end{columns}
|
||||||
|
}
|
||||||
|
|
||||||
|
\end{frame}
|
||||||
|
|
||||||
|
\begin{frame}{Class Exercise}
|
||||||
|
\huge
|
||||||
|
Correct all observed issues
|
||||||
|
\normalsize
|
||||||
|
\end{frame}
|
||||||
|
|
||||||
|
|
||||||
|
|
||||||
|
\end{document}
|
||||||
Loading…
x
Reference in New Issue
Block a user