Summary: Description of the X and Y data. More detail of the AAII data. Read the individual data files combine them into X (independent) and Y (dependent) files; add calculated (i.e., derived) fields (aka features); discuss missing data.
Fields (Features) In Model Crucial to the development of the model is the choice of features, which I sometimes refer to as X or independent variables and response variables which I sometimes refer to as Y or dependent variables. Here we describe the raw data from AAII, what we use and what we discard as well as new variables created by transformation.
Response (Y) Variable For the response variable we consider the next 1, 3, 6 and 12 months returns. The purpose of extending the horizon to 12 months specifically is to consider a model that would be well suited for taxable investors in the U.S. who enjoy substantially lower tax rates on capital gains on stocks held for a year and a day. Whichever of these four is chosen leads to a regression-style model. I considered creating a categorical variable which would be TRUE if the stock achieved some threshold of return such as doubling within a year. This categorical variable would be conistent with the research in “The Anatomy of a Stock Market Winner” article. It’s my thinking that creating such a categorical variable for our model would be discarding information and lead to a worse performing model. Not that it’s necessarily bad (maybe it should be done), but such a categorical variable would change the model into one of anomoly detection.
Overview of AAII data files The AAII Stock Investor Pro field definitions run to 86 pages. ‘Data Category’ within that document indicates the dbf file in which the data are located. The following tables summarize the data available from AAII files. The primary purpose is to help understand the code and models and to give an idea of the features that are available.
| DB File | Contents | Example of Content |
|---|---|---|
| SI_CI | Company Info | Name, Ticker |
| SI_BSA | Balance Sheet Annual | A/P, Total Assets last 7 years |
| SI_BSQ | Balance Sheet Quarter | A/P, Total Assets last 8 quarters |
| SI_CFA | Cash Flow Annual | CF/Sh last 7 fiscal years |
| SI_CFQ | Cash Flow Quarter | CF/Sh last 8 quarters |
| SI_EE | Earnings Estimates | Median/High/Low est. for next year |
| SI_GR | Growth Rates | 1,3,5 Yr growth in EPS |
| SI_ISA | Income Statement Annual | EPS last 7 fiscal years |
| SI_ISQ | Income Statement Quarter | EPS last 8 fiscal quarters |
| SI_RAT | Ratios | Gross margin |
| SI_PERC | Percent Rank | % Rank-Beta, 3Yr Avg PE |
| SI_MLT | Multiples | Average P/B for 7 fiscal years |
| SI_DATE | Dates | Ending dates of fiscal years |
| SI_VAL | Valuations | Valuation based on PE |
| SI_PSD | Price and Share Data | Mkt Cap, Beta, Shares out |
| SI_PSDC | Prices - Monthly Close | For last 120 months |
| SI_PSDD | Prices - Dates | For the 120 months and years |
The following data are not used in the model and are not imported (as of 10/30/2015). They could be used in the future.
| DB File | Contents | Example of Content |
|---|---|---|
| SI_MGAVG | Sector Medians | Medians of fields |
| SI_MGAV2 | Industry Medians | |
| SI_PSDH | Prices - Monthly High | For last 120 months |
| SI_PSDL | Prices - Monthly Low | For last 120 months |
| SI_PSDV | Prices - Monthly Volume | For last 120 months |
| SI_PSDA | Prices - Annual | H/L/C for 7 Years |
| DRPS | Div. Reinvest. Plan | Is one available |
| SI_AVG | Summary of Universe | High/Low/Median/StdDev of fields |
Some fields in the AAII files do not make sense to use such as the city of the company’s headquarters. Others make sense to use as part of a transformation. Below are the
Code Reference
convertdbf2rdata.r converts the dbf files to rdata files.
CreateData.r creates an rdata file for the x data and another for the y data. Can do this for all install dates. Missing X values are replaced by the median of the other values. Also, companies must have a share price of at least $5 per share and $250 million.
Below are summary data for the xdata file created from the SIP install of January 31,2003. The NA values are not replaced to give an indication of the frequency of missing data. The fields can be cross-referenced with the AAII Stock Investor Pro field definitions and in CreateData.r which includes the formulas for features which are derived.
source("CreateData.r")
xdata<-create_xdata_file(2,NA)
summary(xdata)## COMPANY_ID TICKER COMPANY ADR
## Length:2618 Length:2618 Length:2618 FALSE:2266
## Class :character Class :character Class :character TRUE : 352
## Mode :character Mode :character Mode :character
##
##
##
##
## IND_2_DIG OPTIONABLE SP EXCHANGE PRICE
## 09 :631 FALSE: 920 400: 378 A: 38 Min. : 5.00
## 07 :468 TRUE :1698 500: 474 M: 848 1st Qu.: 13.20
## 10 :385 600: 439 N:1679 Median : 20.68
## 08 :241 x :1327 O: 53 Mean : 51.14
## 01 :171 x: 0 3rd Qu.: 30.70
## 06 :147 Max. :67600.00
## (Other):575
## PR_PRH_52W PRCHG_04W PRCHG_13W PRCHG_26W
## Min. : 16.00 Min. : -45.00 Min. : -71.00 Min. : -66.00
## 1st Qu.: 60.00 1st Qu.: -9.00 1st Qu.: -9.00 1st Qu.: -10.00
## Median : 74.00 Median : -4.00 Median : -1.00 Median : 1.00
## Mean : 71.38 Mean : 16.04 Mean : 39.13 Mean : 47.51
## 3rd Qu.: 86.00 3rd Qu.: 1.00 3rd Qu.: 7.00 3rd Qu.: 13.00
## Max. :100.00 Max. :51641.00 Max. :99686.00 Max. :62171.00
## NA's :6 NA's :20 NA's :37
## PRCHG_52W RS_04W RS_13W
## Min. : -84.000 Min. : -41.0 Min. :-70.000
## 1st Qu.: -28.000 1st Qu.: -3.0 1st Qu.: -4.000
## Median : -10.000 Median : 2.0 Median : 4.000
## Mean : 4.294 Mean : 23.2 Mean : 6.093
## 3rd Qu.: 7.000 3rd Qu.: 7.0 3rd Qu.: 13.000
## Max. :23900.000 Max. :54839.0 Max. :284.000
## NA's :95 NA's :6 NA's :21
## RS_26W RS_52W RSW_4Q SHRINST
## Min. : -66.00 Min. : -79.00 Min. : -34.00 Min. : 0.00
## 1st Qu.: -9.00 1st Qu.: -6.00 1st Qu.: -5.00 1st Qu.:27.65
## Median : 2.00 Median : 18.00 Median : -1.00 Median :57.75
## Mean : 48.98 Mean : 36.79 Mean : 27.74 Mean :51.91
## 3rd Qu.: 14.00 3rd Qu.: 40.00 3rd Qu.: 3.00 3rd Qu.:77.80
## Max. :62792.00 Max. :31375.00 Max. :39836.00 Max. :95.00
## NA's :37 NA's :95 NA's :88 NA's :18
## SHRINSTN SHRINSD INSDPT INSDST
## Min. : 0.0 Min. : 0.00 Min. : 0.000 Min. : 0.000
## 1st Qu.: 147.0 1st Qu.: 3.00 1st Qu.: 0.000 1st Qu.: 0.000
## Median : 278.0 Median : 13.00 Median : 0.000 Median : 0.000
## Mean : 440.7 Mean : 22.05 Mean : 1.184 Mean : 3.089
## 3rd Qu.: 521.2 3rd Qu.: 35.00 3rd Qu.: 1.000 3rd Qu.: 3.000
## Max. :4425.0 Max. :100.00 Max. :120.000 Max. :146.000
## NA's :18 NA's :2 NA's :12 NA's :12
## FLOAT BETA MKTCAP PRCHG_AM3Y
## Min. : 0.00 Min. :-953.200 Min. : 250.1 Min. :-75.130
## 1st Qu.: 21.02 1st Qu.: 0.360 1st Qu.: 510.7 1st Qu.: -1.265
## Median : 44.70 Median : 0.730 Median : 1150.0 Median : 11.740
## Mean : 186.77 Mean : 1.333 Mean : 5525.2 Mean : 13.402
## 3rd Qu.: 127.47 3rd Qu.: 1.240 3rd Qu.: 3603.7 3rd Qu.: 24.110
## Max. :9851.60 Max. : 849.560 Max. :253958.5 Max. :719.240
## NA's :207 NA's :367
## PRCHG_SD3Y PRCHG_GM3Y INS_PR_SHR PRP_2YH
## Min. : 6.07 Min. :-75.900 Min. :-88.6000 Min. : 2.83
## 1st Qu.: 30.31 1st Qu.:-12.500 1st Qu.: -0.0700 1st Qu.: 50.62
## Median : 39.88 Median : 3.400 Median : 0.0000 Median : 68.44
## Mean : 47.98 Mean : 2.723 Mean : -0.2884 Mean : 65.13
## 3rd Qu.: 57.32 3rd Qu.: 16.100 3rd Qu.: 0.0000 3rd Qu.: 82.39
## Max. :1326.77 Max. :163.800 Max. : 28.6900 Max. :100.00
## NA's :367 NA's :363 NA's :41 NA's :195
## DD_A3M PR_PRL_52W SHR_AQ1_AQ2 SHR_AQ1_AQ3
## Min. : 0 Min. : 0 Min. : 0.6108 Min. : 0.5106
## 1st Qu.: 1268 1st Qu.: 14 1st Qu.: 0.9991 1st Qu.: 0.9993
## Median : 4687 Median : 26 Median : 1.0008 Median : 1.0032
## Mean : 23629 Mean :Inf Mean : 1.0162 Mean : 1.0445
## 3rd Qu.: 16176 3rd Qu.: 45 3rd Qu.: 1.0046 3rd Qu.: 1.0138
## Max. :1838662 Max. :Inf Max. :10.0009 Max. :14.4387
## NA's :20 NA's :42 NA's :43
## SHR_AQ1_AQ4 SHR_AQ1_AQ5 SHR_AQ1_AQ6 SHR_AQ1_AQ7
## Min. : 0.1513 Min. : 0.1676 Min. : 0.1162 Min. : 0.09991
## 1st Qu.: 0.9995 1st Qu.: 0.9994 1st Qu.: 0.9987 1st Qu.: 0.99927
## Median : 1.0070 Median : 1.0094 Median : 1.0125 Median : 1.01664
## Mean : 1.0671 Mean : 1.0903 Mean : 1.1234 Mean : 1.13913
## 3rd Qu.: 1.0300 3rd Qu.: 1.0435 3rd Qu.: 1.0667 3rd Qu.: 1.08212
## Max. :19.3822 Max. :19.7073 Max. :25.5730 Max. :29.50814
## NA's :55 NA's :61 NA's :95 NA's :117
## SHR_AQ1_AQ8 SHR_AQ1_AY1 SHR_AQ1_AY2 SHR_AQ1_AY3
## Min. : 0.1000 Min. : 0.5449 Min. : 0.0907 Min. : 0.06177
## 1st Qu.: 0.9991 1st Qu.: 0.9995 1st Qu.: 0.9983 1st Qu.: 0.98957
## Median : 1.0207 Median : 1.0067 Median : 1.0203 Median : 1.03582
## Mean : 1.1302 Mean : 1.0738 Mean : 1.1536 Mean : 1.41660
## 3rd Qu.: 1.1016 3rd Qu.: 1.0389 3rd Qu.: 1.1108 3rd Qu.: 1.19725
## Max. :22.4188 Max. :18.5938 Max. :30.5458 Max. :105.22240
## NA's :191 NA's :40 NA's :44 NA's :48
## SHR_AQ1_AY4 SHR_AQ1_AY5 SHR_AQ1_AY6
## Min. : 0.06183 Min. : 0.06311 Min. : 0.06708
## 1st Qu.: 0.98306 1st Qu.: 0.98573 1st Qu.: 0.99026
## Median : 1.05570 Median : 1.08860 Median : 1.12599
## Mean : 1.48363 Mean : 1.73171 Mean : 2.07243
## 3rd Qu.: 1.27014 3rd Qu.: 1.38943 3rd Qu.: 1.51991
## Max. :92.44928 Max. :95.57211 Max. :210.42588
## NA's :84 NA's :160 NA's :272
## SHR_AQ1_AY7 AVD10_SHRQ1 AVM03_SHRQ1 AVD10_AVM03
## Min. : 0.1039 Min. : 0.000 Min. : 0.00 Min. :0.00000
## 1st Qu.: 0.9928 1st Qu.: 1.699 1st Qu.: 37.61 1st Qu.:0.03892
## Median : 1.1772 Median : 4.068 Median : 88.13 Median :0.04817
## Mean : 2.1531 Mean : 6.638 Mean : 132.37 Mean :0.05077
## 3rd Qu.: 1.6888 3rd Qu.: 8.246 3rd Qu.: 167.63 3rd Qu.:0.05898
## Max. :215.7500 Max. :120.210 Max. :2970.42 Max. :0.33333
## NA's :423 NA's :42 NA's :57 NA's :32
## INSTPS_SHRAQ1 INSTSS_SHRAQ1 INSTNET_SHRAQ1
## Min. : 0 Min. : 0 Min. :-1210440.8
## 1st Qu.: 3489 1st Qu.: 2627 1st Qu.: -517.0
## Median : 7769 Median : 6407 Median : 686.5
## Mean : 8950 Mean : 7840 Mean : 1109.9
## 3rd Qu.:12482 3rd Qu.: 10442 3rd Qu.: 2781.7
## Max. :81716 Max. :1211003 Max. : 81547.8
## NA's :58 NA's :58 NA's :58
## INSDPS_SHRAQ1 INSDSS_SHRAQ1 INSDTNET
## Min. : 0.000 Min. : 0.00 Min. :-146.000
## 1st Qu.: 0.000 1st Qu.: 0.00 1st Qu.: -3.000
## Median : 0.000 Median : 0.00 Median : 0.000
## Mean : 81.894 Mean : 427.95 Mean : -1.904
## 3rd Qu.: 1.488 3rd Qu.: 81.79 3rd Qu.: 0.000
## Max. :28692.500 Max. :144776.12 Max. : 114.000
## NA's :52 NA's :52 NA's :12
## DD_A3M_MKTCAP RPE RPE_EY0 RPE_EY1
## Min. : 0.000 Min. : 1.0 Min. : 0.00 Min. : 0.00
## 1st Qu.: 1.772 1st Qu.: 34.0 1st Qu.: 28.00 1st Qu.: 29.00
## Median : 4.294 Median : 58.0 Median : 52.00 Median : 51.50
## Mean : 6.467 Mean : 55.8 Mean : 50.84 Mean : 51.47
## 3rd Qu.: 8.202 3rd Qu.: 78.0 3rd Qu.: 74.00 3rd Qu.: 74.00
## Max. :148.628 Max. :100.0 Max. :100.00 Max. :100.00
## NA's :20 NA's :502 NA's :587 NA's :552
## RPE_EY2 RPE_1T RPE_A3Y RPE_A5Y
## Min. : 0.00 Min. : 1.00 Min. : 0.00 Min. : 0.0
## 1st Qu.: 30.00 1st Qu.: 37.00 1st Qu.: 34.00 1st Qu.: 32.0
## Median : 53.00 Median : 59.00 Median : 57.00 Median : 57.0
## Mean : 52.77 Mean : 56.73 Mean : 55.45 Mean : 55.2
## 3rd Qu.: 76.00 3rd Qu.: 79.00 3rd Qu.: 78.00 3rd Qu.: 78.0
## Max. :100.00 Max. :100.00 Max. :100.00 Max. :100.0
## NA's :1603 NA's :668 NA's :956 NA's :1262
## RPE_A7Y RPEA_Y1 RPEA_Y2 RPEA_Y3
## Min. : 0.00 Min. : 1.00 Min. : 0.00 Min. : 0.00
## 1st Qu.: 32.00 1st Qu.: 35.00 1st Qu.: 36.00 1st Qu.: 33.00
## Median : 56.00 Median : 57.00 Median : 58.00 Median : 54.00
## Mean : 54.47 Mean : 55.43 Mean : 56.05 Mean : 53.36
## 3rd Qu.: 78.00 3rd Qu.: 78.00 3rd Qu.: 78.00 3rd Qu.: 75.00
## Max. :100.00 Max. :100.00 Max. :100.00 Max. :100.00
## NA's :1528 NA's :563 NA's :517 NA's :572
## RPEA_Y4 RPEA_Y5 RPEH_A3Y RPEH_A5Y
## Min. : 0.00 Min. : 0.00 Min. : 0.0 Min. : 0.0
## 1st Qu.: 34.00 1st Qu.: 32.00 1st Qu.: 33.0 1st Qu.: 32.0
## Median : 56.00 Median : 54.00 Median : 56.0 Median : 56.0
## Mean : 54.73 Mean : 53.23 Mean : 54.9 Mean : 54.8
## 3rd Qu.: 77.00 3rd Qu.: 76.00 3rd Qu.: 77.0 3rd Qu.: 78.0
## Max. :100.00 Max. :100.00 Max. :100.0 Max. :100.0
## NA's :701 NA's :800 NA's :948 NA's :1254
## RPEH_A7Y RPEL_A3Y RPEL_A5Y RPEL_A7Y
## Min. : 0.00 Min. : 0.00 Min. : 0.00 Min. : 0.00
## 1st Qu.: 32.00 1st Qu.: 36.25 1st Qu.: 33.75 1st Qu.: 34.00
## Median : 55.00 Median : 59.00 Median : 58.00 Median : 57.00
## Mean : 54.01 Mean : 56.77 Mean : 56.07 Mean : 55.25
## 3rd Qu.: 77.00 3rd Qu.: 79.00 3rd Qu.: 80.00 3rd Qu.: 79.00
## Max. :100.00 Max. :100.00 Max. :100.00 Max. :100.00
## NA's :1521 NA's :948 NA's :1254 NA's :1521
## RPE_AEPS3Y RPBVPS RPBVPS_1T RPBVPS_A3Y
## Min. : 1.00 Min. : 2.00 Min. : 0.00 Min. : 0.00
## 1st Qu.: 33.00 1st Qu.: 47.00 1st Qu.: 48.00 1st Qu.: 40.00
## Median : 57.00 Median : 66.00 Median : 66.00 Median : 59.00
## Mean : 55.18 Mean : 63.28 Mean : 63.71 Mean : 57.54
## 3rd Qu.: 78.00 3rd Qu.: 82.00 3rd Qu.: 82.00 3rd Qu.: 77.00
## Max. :100.00 Max. :100.00 Max. :100.00 Max. :100.00
## NA's :446 NA's :80 NA's :167 NA's :329
## RPBVPS_A5Y RPBVPS_A7Y RPSPS RPSPS_1T
## Min. : 0.00 Min. : 0.00 Min. : 4.00 Min. : 1.00
## 1st Qu.: 40.00 1st Qu.: 39.00 1st Qu.: 42.00 1st Qu.: 39.00
## Median : 60.00 Median : 60.00 Median : 62.00 Median : 60.00
## Mean : 58.44 Mean : 57.63 Mean : 60.59 Mean : 58.42
## 3rd Qu.: 78.00 3rd Qu.: 78.00 3rd Qu.: 82.00 3rd Qu.: 79.00
## Max. :100.00 Max. :100.00 Max. :100.00 Max. :100.00
## NA's :627 NA's :951 NA's :90 NA's :213
## RPSPS_A3Y RPSPS_A5Y RPSPS_A7Y RPCFPS
## Min. : 1.00 Min. : 0.00 Min. : 1.00 Min. : 1.00
## 1st Qu.: 32.00 1st Qu.: 33.00 1st Qu.: 32.00 1st Qu.: 33.00
## Median : 54.00 Median : 56.00 Median : 54.00 Median : 56.00
## Mean : 52.44 Mean : 54.24 Mean : 53.57 Mean : 55.37
## 3rd Qu.: 72.00 3rd Qu.: 76.00 3rd Qu.: 76.00 3rd Qu.: 78.00
## Max. :100.00 Max. :100.00 Max. :100.00 Max. :100.00
## NA's :249 NA's :531 NA's :825 NA's :280
## RPCFPS_1T RPCFPS_A3Y RPCFPS_A5Y RPCFPS_A7Y
## Min. : 1.00 Min. : 0.00 Min. : 0.00 Min. : 0.00
## 1st Qu.: 34.00 1st Qu.: 30.00 1st Qu.: 30.00 1st Qu.: 29.00
## Median : 59.00 Median : 56.00 Median : 55.00 Median : 54.00
## Mean : 56.47 Mean : 54.11 Mean : 53.93 Mean : 53.07
## 3rd Qu.: 79.00 3rd Qu.: 78.00 3rd Qu.: 79.00 3rd Qu.: 78.00
## Max. :100.00 Max. :100.00 Max. :100.00 Max. :100.00
## NA's :437 NA's :587 NA's :892 NA's :1166
## RPFCPS RPFCPS_1T RPFCPS_A3Y RPFCPS_A5Y
## Min. : 0.00 Min. : 0.00 Min. : 0.00 Min. : 0.00
## 1st Qu.: 41.00 1st Qu.: 41.00 1st Qu.: 33.00 1st Qu.: 32.00
## Median : 61.00 Median : 62.00 Median : 60.00 Median : 56.50
## Mean : 59.67 Mean : 60.01 Mean : 56.84 Mean : 55.25
## 3rd Qu.: 80.00 3rd Qu.: 81.00 3rd Qu.: 80.00 3rd Qu.: 80.00
## Max. :100.00 Max. :100.00 Max. :100.00 Max. :100.00
## NA's :1068 NA's :1086 NA's :1775 NA's :2118
## RPFCPS_A7Y RYIELD RYIELD_1T RYIELD_A3Y
## Min. : 0.00 Min. : 0.0 Min. : 0.00 Min. : 0.00
## 1st Qu.: 31.00 1st Qu.: 0.0 1st Qu.: 0.00 1st Qu.: 17.00
## Median : 55.00 Median : 74.0 Median : 74.00 Median : 41.00
## Mean : 53.97 Mean : 48.3 Mean : 47.77 Mean : 44.61
## 3rd Qu.: 79.00 3rd Qu.: 86.0 3rd Qu.: 85.00 3rd Qu.: 72.00
## Max. :100.00 Max. :100.0 Max. :100.00 Max. :100.00
## NA's :2291 NA's :93 NA's :1335
## RYIELD_A5Y RYIELD_A7Y RPE_TO_G5F RPE_TO_G5E
## Min. : 0.00 Min. : 0.00 Min. : 0.00 Min. : 0.0
## 1st Qu.: 18.00 1st Qu.: 18.00 1st Qu.: 28.00 1st Qu.: 26.0
## Median : 42.00 Median : 41.00 Median : 53.00 Median : 50.0
## Mean : 44.54 Mean : 44.75 Mean : 51.63 Mean : 50.1
## 3rd Qu.: 72.00 3rd Qu.: 71.00 3rd Qu.: 76.00 3rd Qu.: 75.0
## Max. :100.00 Max. :100.00 Max. :100.00 Max. :100.0
## NA's :1470 NA's :1620 NA's :1283 NA's :702
## RPE_TO_DG5 RSALES_G1F RSALES_G3F RSALES_G5F
## Min. : 0.00 Min. : 0.00 Min. : 0.00 Min. : 0.00
## 1st Qu.: 29.00 1st Qu.: 37.00 1st Qu.: 35.00 1st Qu.: 33.00
## Median : 52.00 Median : 56.00 Median : 54.00 Median : 55.00
## Mean : 51.65 Mean : 54.95 Mean : 53.94 Mean : 54.06
## 3rd Qu.: 77.00 3rd Qu.: 74.25 3rd Qu.: 74.00 3rd Qu.: 74.00
## Max. :100.00 Max. :100.00 Max. :100.00 Max. :100.00
## NA's :1201 NA's :18 NA's :62 NA's :274
## RSALES_G7F RSALES_G1T RGOPINC_G1 RGOPINC_G3
## Min. : 0.00 Min. : 0.00 Min. : 0.00 Min. : 0.0
## 1st Qu.: 34.00 1st Qu.: 37.00 1st Qu.: 38.00 1st Qu.: 38.0
## Median : 56.00 Median : 59.00 Median : 57.00 Median : 56.0
## Mean : 54.93 Mean : 56.39 Mean : 54.78 Mean : 55.7
## 3rd Qu.: 76.00 3rd Qu.: 77.00 3rd Qu.: 73.00 3rd Qu.: 74.0
## Max. :100.00 Max. :100.00 Max. :100.00 Max. :100.0
## NA's :573 NA's :191 NA's :377 NA's :410
## RGOPINC_G5 RGOPINC_G7 RNETINC_G1 RNETINC_G3
## Min. : 0.00 Min. : 0.00 Min. : 0.00 Min. : 0.00
## 1st Qu.: 37.00 1st Qu.: 36.00 1st Qu.: 31.00 1st Qu.: 39.00
## Median : 56.00 Median : 58.00 Median : 52.00 Median : 60.00
## Mean : 55.73 Mean : 56.25 Mean : 52.27 Mean : 58.36
## 3rd Qu.: 76.00 3rd Qu.: 78.00 3rd Qu.: 73.00 3rd Qu.: 79.00
## Max. :100.00 Max. :100.00 Max. :100.00 Max. :100.00
## NA's :581 NA's :837 NA's :83 NA's :53
## RNETINC_G5 RNETINC_G7 REPS_G1F REPS_G3F
## Min. : 0.00 Min. : 0.00 Min. : 0.00 Min. : 0.00
## 1st Qu.: 41.25 1st Qu.: 40.00 1st Qu.: 29.00 1st Qu.: 35.00
## Median : 63.00 Median : 64.00 Median : 49.00 Median : 55.00
## Mean : 60.29 Mean : 60.85 Mean : 50.18 Mean : 54.65
## 3rd Qu.: 82.00 3rd Qu.: 84.00 3rd Qu.: 70.00 3rd Qu.: 74.00
## Max. :100.00 Max. :100.00 Max. :100.00 Max. :100.00
## NA's :256 NA's :579 NA's :81 NA's :55
## REPS_G5F REPS_G7F REPS_G1T REPSC_G1F
## Min. : 0.00 Min. : 0.00 Min. : 0.00 Min. : 0.00
## 1st Qu.: 38.00 1st Qu.: 39.00 1st Qu.: 27.00 1st Qu.: 29.00
## Median : 58.00 Median : 60.00 Median : 47.00 Median : 49.00
## Mean : 56.55 Mean : 58.48 Mean : 49.23 Mean : 50.46
## 3rd Qu.: 78.00 3rd Qu.: 81.00 3rd Qu.: 69.00 3rd Qu.: 70.00
## Max. :100.00 Max. :100.00 Max. :100.00 Max. :100.00
## NA's :262 NA's :570 NA's :258 NA's :86
## REPSC_G3F REPSC_G5F REPSC_G7F REPSC_G1T
## Min. : 0.0 Min. : 0.00 Min. : 0.00 Min. : 0.00
## 1st Qu.: 36.0 1st Qu.: 38.00 1st Qu.: 41.00 1st Qu.: 28.00
## Median : 55.0 Median : 58.00 Median : 60.00 Median : 48.00
## Mean : 54.8 Mean : 56.88 Mean : 58.75 Mean : 49.58
## 3rd Qu.: 73.0 3rd Qu.: 78.00 3rd Qu.: 81.00 3rd Qu.: 69.00
## Max. :100.0 Max. :100.00 Max. :100.00 Max. :100.00
## NA's :55 NA's :264 NA's :571 NA's :256
## RCFPS_G1F RCFPS_G3F RCFPS_G5F RCFPS_G7F
## Min. : 0.00 Min. : 0.00 Min. : 0.00 Min. : 0.0
## 1st Qu.: 32.00 1st Qu.: 39.00 1st Qu.: 40.00 1st Qu.: 51.0
## Median : 49.00 Median : 55.00 Median : 58.00 Median : 72.0
## Mean : 50.09 Mean : 55.05 Mean : 57.44 Mean : 66.7
## 3rd Qu.: 66.00 3rd Qu.: 72.00 3rd Qu.: 77.00 3rd Qu.: 88.0
## Max. :100.00 Max. :100.00 Max. :100.00 Max. :100.0
## NA's :46 NA's :53 NA's :256 NA's :803
## RCFPS_G1T RFCFPS_G1F RFCFPS_G3F RFCFPS_G5F
## Min. : 0.0 Min. : 0.00 Min. : 0.00 Min. : 0.00
## 1st Qu.: 30.0 1st Qu.: 25.00 1st Qu.: 29.00 1st Qu.: 30.00
## Median : 47.0 Median : 48.00 Median : 53.00 Median : 55.00
## Mean : 48.5 Mean : 50.74 Mean : 53.41 Mean : 53.88
## 3rd Qu.: 64.0 3rd Qu.: 80.00 3rd Qu.: 80.00 3rd Qu.: 79.00
## Max. :100.0 Max. :100.00 Max. :100.00 Max. :100.00
## NA's :214 NA's :407 NA's :358 NA's :629
## RFCFPS_G7F RFCFPS_G1T RDPS_G1F RDPS_G3F
## Min. : 0.00 Min. : 0.00 Min. : 0.00 Min. : 0.00
## 1st Qu.: 27.00 1st Qu.: 25.00 1st Qu.: 6.00 1st Qu.: 8.00
## Median : 51.50 Median : 47.00 Median : 6.00 Median : 8.00
## Mean : 50.90 Mean : 50.62 Mean : 31.79 Mean : 37.74
## 3rd Qu.: 74.75 3rd Qu.: 80.25 3rd Qu.: 88.00 3rd Qu.: 87.00
## Max. :100.00 Max. :100.00 Max. :100.00 Max. :100.00
## NA's :1372 NA's :754 NA's :49 NA's :145
## RDPS_G5F RDPS_G7F RDPS_G1T RSALES_12M
## Min. : 0.00 Min. : 0.0 Min. : 0.00 Min. : 1.00
## 1st Qu.: 9.00 1st Qu.: 10.0 1st Qu.: 5.00 1st Qu.: 67.00
## Median : 9.00 Median : 10.0 Median : 5.00 Median : 80.00
## Mean : 40.25 Mean : 42.9 Mean : 28.68 Mean : 76.92
## 3rd Qu.: 87.00 3rd Qu.: 87.0 3rd Qu.: 88.00 3rd Qu.: 91.00
## Max. :100.00 Max. :100.0 Max. :100.00 Max. :100.00
## NA's :409 NA's :720 NA's :197 NA's :112
## RSALES_Y1 RSALES_Y2 RSALES_Y3 RSALES_Y4
## Min. : 0.00 Min. : 0.00 Min. : 0.00 Min. : 0.00
## 1st Qu.: 67.00 1st Qu.: 68.00 1st Qu.: 67.00 1st Qu.: 67.00
## Median : 81.00 Median : 81.00 Median : 81.00 Median : 81.00
## Mean : 77.12 Mean : 77.69 Mean : 77.09 Mean : 76.38
## 3rd Qu.: 91.00 3rd Qu.: 91.00 3rd Qu.: 91.00 3rd Qu.: 91.00
## Max. :100.00 Max. :100.00 Max. :100.00 Max. :100.00
## NA's :5 NA's :4 NA's :10 NA's :51
## RSALES_Y5 RGPM_12M RGPM_Y1 RGPM_Y2
## Min. : 0.00 Min. : 0.00 Min. : 0.00 Min. : 1.00
## 1st Qu.: 65.00 1st Qu.: 32.00 1st Qu.: 32.50 1st Qu.: 31.00
## Median : 81.00 Median : 55.00 Median : 55.00 Median : 54.00
## Mean : 75.33 Mean : 54.27 Mean : 54.23 Mean : 53.59
## 3rd Qu.: 91.00 3rd Qu.: 78.00 3rd Qu.: 78.00 3rd Qu.: 77.00
## Max. :100.00 Max. :100.00 Max. :100.00 Max. :100.00
## NA's :131 NA's :532 NA's :475 NA's :481
## RGPM_Y3 RGPM_Y4 RGPM_Y5 RNPM_12M
## Min. : 0.00 Min. : 0.00 Min. : 0.00 Min. : 1.00
## 1st Qu.: 31.00 1st Qu.: 30.00 1st Qu.: 30.00 1st Qu.: 51.00
## Median : 54.00 Median : 54.00 Median : 52.00 Median : 68.00
## Mean : 53.19 Mean : 52.81 Mean : 52.55 Mean : 65.25
## 3rd Qu.: 76.00 3rd Qu.: 76.00 3rd Qu.: 76.00 3rd Qu.: 83.00
## Max. :100.00 Max. :100.00 Max. :100.00 Max. :100.00
## NA's :486 NA's :517 NA's :581 NA's :66
## RNPM_Y1 RNPM_Y2 RNPM_Y3 RNPM_Y4
## Min. : 0.00 Min. : 1.00 Min. : 0.00 Min. : 0.00
## 1st Qu.: 50.00 1st Qu.: 50.00 1st Qu.: 48.00 1st Qu.: 46.00
## Median : 68.00 Median : 67.00 Median : 66.00 Median : 65.00
## Mean : 65.38 Mean : 64.87 Mean : 63.71 Mean : 62.57
## 3rd Qu.: 84.00 3rd Qu.: 84.00 3rd Qu.: 84.00 3rd Qu.: 82.00
## Max. :100.00 Max. :100.00 Max. :100.00 Max. :100.00
## NA's :19 NA's :30 NA's :37 NA's :81
## RNPM_Y5 RPAYOUT_12 RPAYOUT_Y1 RPAYOUT_Y2
## Min. : 0.00 Min. : 0.00 Min. : 0.00 Min. : 0.00
## 1st Qu.: 44.00 1st Qu.: 0.00 1st Qu.: 0.00 1st Qu.: 0.00
## Median : 63.00 Median : 59.00 Median : 59.00 Median : 59.00
## Mean : 60.66 Mean : 45.85 Mean : 45.89 Mean : 46.77
## 3rd Qu.: 81.00 3rd Qu.: 81.00 3rd Qu.: 81.00 3rd Qu.: 80.00
## Max. :100.00 Max. :100.00 Max. :100.00 Max. :100.00
## NA's :172 NA's :601 NA's :593 NA's :484
## RPAYOUT_Y3 RPAYOUT_Y4 RPAYOUT_Y5 RASSETS_Q1
## Min. : 0.00 Min. : 0.00 Min. : 0.00 Min. : 0.00
## 1st Qu.: 0.00 1st Qu.: 0.00 1st Qu.: 0.00 1st Qu.: 69.00
## Median : 61.00 Median : 62.00 Median : 63.00 Median : 82.00
## Mean : 46.92 Mean : 47.43 Mean : 47.05 Mean : 78.86
## 3rd Qu.: 81.00 3rd Qu.: 81.75 3rd Qu.: 82.00 3rd Qu.: 92.00
## Max. :100.00 Max. :100.00 Max. :100.00 Max. :100.00
## NA's :432 NA's :512 NA's :562
## RASSETS_Y1 RASSETS_Y2 RASSETS_Y3 RASSETS_Y4
## Min. : 0.00 Min. : 0.00 Min. : 0.00 Min. : 0.00
## 1st Qu.: 69.00 1st Qu.: 68.00 1st Qu.: 68.00 1st Qu.: 65.25
## Median : 82.00 Median : 82.00 Median : 82.00 Median : 82.00
## Mean : 79.02 Mean : 78.24 Mean : 76.81 Mean : 74.30
## 3rd Qu.: 91.00 3rd Qu.: 91.00 3rd Qu.: 91.00 3rd Qu.: 91.00
## Max. :100.00 Max. :100.00 Max. :100.00 Max. :100.00
##
## RASSETS_Y5 RROA_12M RROA_Y1 RROA_Y2
## Min. : 0.00 Min. : 4.00 Min. : 1.00 Min. : 0.00
## 1st Qu.: 63.00 1st Qu.: 54.00 1st Qu.: 53.00 1st Qu.: 54.00
## Median : 81.00 Median : 72.00 Median : 72.00 Median : 71.00
## Mean : 70.86 Mean : 68.54 Mean : 68.39 Mean : 67.09
## 3rd Qu.: 92.00 3rd Qu.: 85.00 3rd Qu.: 85.00 3rd Qu.: 84.00
## Max. :100.00 Max. :100.00 Max. :100.00 Max. :100.00
## NA's :48 NA's :5
## RROA_Y3 RROA_Y4 RROA_Y5 RROE_12M
## Min. : 2.00 Min. : 1.0 Min. : 0.00 Min. : 1.00
## 1st Qu.: 51.00 1st Qu.: 48.0 1st Qu.: 45.00 1st Qu.: 45.00
## Median : 68.00 Median : 67.0 Median : 64.50 Median : 63.00
## Mean : 65.67 Mean : 64.3 Mean : 62.02 Mean : 59.87
## 3rd Qu.: 84.00 3rd Qu.: 83.0 3rd Qu.: 81.00 3rd Qu.: 78.00
## Max. :100.00 Max. :100.0 Max. :100.00 Max. :100.00
## NA's :56 NA's :145 NA's :294 NA's :53
## RROE_Y1 RROE_Y2 RROE_Y3 RROE_Y4
## Min. : 1.00 Min. : 0.00 Min. : 0.00 Min. : 0.00
## 1st Qu.: 46.00 1st Qu.: 48.00 1st Qu.: 46.00 1st Qu.: 43.00
## Median : 65.00 Median : 67.00 Median : 65.00 Median : 63.00
## Mean : 61.52 Mean : 62.87 Mean : 61.45 Mean : 59.35
## 3rd Qu.: 80.00 3rd Qu.: 81.00 3rd Qu.: 79.00 3rd Qu.: 78.00
## Max. :100.00 Max. :100.00 Max. :100.00 Max. :100.00
## NA's :10 NA's :15 NA's :64 NA's :151
## RROE_Y5 RCURR_Q1 RCURR_Y1 RCURR_Y2
## Min. : 0.00 Min. : 0.00 Min. : 1.00 Min. : 1.00
## 1st Qu.: 43.00 1st Qu.: 30.00 1st Qu.: 29.00 1st Qu.: 25.00
## Median : 62.00 Median : 51.00 Median : 50.00 Median : 43.00
## Mean : 59.05 Mean : 52.08 Mean : 50.19 Mean : 46.52
## 3rd Qu.: 78.00 3rd Qu.: 73.00 3rd Qu.: 70.00 3rd Qu.: 66.00
## Max. :100.00 Max. :100.00 Max. :100.00 Max. :100.00
## NA's :310 NA's :639 NA's :617 NA's :617
## RCURR_Y3 RCURR_Y4 RCURR_Y5 RQUICK_Q1
## Min. : 0.00 Min. : 0.00 Min. : 0.00 Min. : 0.00
## 1st Qu.: 23.00 1st Qu.: 23.00 1st Qu.: 24.00 1st Qu.: 31.00
## Median : 44.00 Median : 41.00 Median : 43.00 Median : 51.00
## Mean : 45.38 Mean : 45.51 Mean : 44.66 Mean : 51.53
## 3rd Qu.: 66.00 3rd Qu.: 67.00 3rd Qu.: 65.00 3rd Qu.: 73.00
## Max. :100.00 Max. :100.00 Max. :100.00 Max. :100.00
## NA's :656 NA's :723 NA's :850 NA's :949
## RQUICK_Y1 RQUICK_Y2 RQUICK_Y3 RQUICK_Y4
## Min. : 0.00 Min. : 0.00 Min. : 0.0 Min. : 0.00
## 1st Qu.: 30.00 1st Qu.: 23.00 1st Qu.: 21.0 1st Qu.: 25.00
## Median : 50.00 Median : 44.00 Median : 42.0 Median : 42.00
## Mean : 49.74 Mean : 46.68 Mean : 45.3 Mean : 45.13
## 3rd Qu.: 70.00 3rd Qu.: 67.00 3rd Qu.: 67.0 3rd Qu.: 67.00
## Max. :100.00 Max. :100.00 Max. :100.0 Max. :100.00
## NA's :927 NA's :925 NA's :951 NA's :999
## RQUICK_Y5 RTL_TA_Q1 RTL_TA_Y1 RTL_TA_Y2
## Min. : 0.00 Min. : 0.00 Min. : 0.00 Min. : 1.00
## 1st Qu.: 23.00 1st Qu.:28.00 1st Qu.:29.50 1st Qu.:33.00
## Median : 40.00 Median :48.00 Median :50.00 Median :53.00
## Mean : 44.28 Mean :47.01 Mean :48.54 Mean :51.58
## 3rd Qu.: 65.00 3rd Qu.:65.00 3rd Qu.:67.00 3rd Qu.:70.00
## Max. :100.00 Max. :98.00 Max. :98.00 Max. :99.00
## NA's :1090 NA's :31 NA's :3 NA's :5
## RTL_TA_Y3 RTL_TA_Y4 RTL_TA_Y5 RLTD_TC_Q1
## Min. : 1.00 Min. : 0.00 Min. : 0.00 Min. : 0.00
## 1st Qu.:33.25 1st Qu.:33.00 1st Qu.: 33.00 1st Qu.: 38.00
## Median :53.00 Median :52.00 Median : 53.00 Median : 62.00
## Mean :52.16 Mean :51.73 Mean : 52.27 Mean : 54.06
## 3rd Qu.:71.00 3rd Qu.:71.00 3rd Qu.: 72.00 3rd Qu.: 79.00
## Max. :99.00 Max. :99.00 Max. :100.00 Max. :100.00
## NA's :56 NA's :147 NA's :295 NA's :46
## RLTD_TC_Y1 RLTD_TC_Y2 RLTD_TC_Y3 RLTD_TC_Y4
## Min. : 0.00 Min. : 0.00 Min. : 0.00 Min. : 0.00
## 1st Qu.: 39.00 1st Qu.: 40.00 1st Qu.: 38.00 1st Qu.: 37.00
## Median : 62.00 Median : 63.00 Median : 62.00 Median : 62.00
## Mean : 54.78 Mean : 55.28 Mean : 54.79 Mean : 54.55
## 3rd Qu.: 79.00 3rd Qu.: 79.00 3rd Qu.: 79.00 3rd Qu.: 78.00
## Max. :100.00 Max. :100.00 Max. :100.00 Max. :100.00
## NA's :28 NA's :33 NA's :85 NA's :172
## RLTD_TC_Y5 RLTD_EQ_Q1 RLTD_EQ_Y1 RLTD_EQ_Y2
## Min. : 0.00 Min. : 0.00 Min. : 0.00 Min. : 0.00
## 1st Qu.: 36.00 1st Qu.: 40.00 1st Qu.: 40.00 1st Qu.: 41.00
## Median : 61.00 Median : 64.00 Median : 64.00 Median : 64.00
## Mean : 53.86 Mean : 55.64 Mean : 56.22 Mean : 56.54
## 3rd Qu.: 78.00 3rd Qu.: 81.50 3rd Qu.: 81.00 3rd Qu.: 81.00
## Max. :100.00 Max. :100.00 Max. :100.00 Max. :100.00
## NA's :322 NA's :107 NA's :97 NA's :103
## RLTD_EQ_Y3 RLTD_EQ_Y4 RLTD_EQ_Y5 RINVTRN_12
## Min. : 0.00 Min. : 0.00 Min. : 0.00 Min. : 0.00
## 1st Qu.: 40.00 1st Qu.: 39.00 1st Qu.: 37.00 1st Qu.: 33.00
## Median : 63.00 Median : 63.00 Median : 62.00 Median : 56.00
## Mean : 55.96 Mean : 55.45 Mean : 54.49 Mean : 54.11
## 3rd Qu.: 80.00 3rd Qu.: 80.00 3rd Qu.: 79.00 3rd Qu.: 76.00
## Max. :100.00 Max. :100.00 Max. :100.00 Max. :100.00
## NA's :169 NA's :277 NA's :414 NA's :1094
## RINVTRN_Y1 RINVTRN_Y2 RINVTRN_Y3 RINVTRN_Y4
## Min. : 0.00 Min. : 0.00 Min. : 0.00 Min. : 0.00
## 1st Qu.: 33.00 1st Qu.: 33.00 1st Qu.: 36.00 1st Qu.: 35.00
## Median : 56.00 Median : 56.00 Median : 57.00 Median : 56.00
## Mean : 54.54 Mean : 54.92 Mean : 55.34 Mean : 55.36
## 3rd Qu.: 77.00 3rd Qu.: 77.00 3rd Qu.: 77.00 3rd Qu.: 77.00
## Max. :100.00 Max. :100.00 Max. :100.00 Max. :100.00
## NA's :1007 NA's :1009 NA's :1051 NA's :1138
## RINVTRN_Y5 RTA_TRN_12 RTA_TRN_Y1 RTA_TRN_Y2
## Min. : 0.00 Min. : 0.00 Min. : 0.00 Min. : 0.00
## 1st Qu.: 35.00 1st Qu.: 22.00 1st Qu.: 25.00 1st Qu.: 30.00
## Median : 57.00 Median : 44.00 Median : 47.00 Median : 49.00
## Mean : 55.04 Mean : 44.68 Mean : 46.24 Mean : 49.96
## 3rd Qu.: 76.00 3rd Qu.: 68.00 3rd Qu.: 71.00 3rd Qu.: 70.00
## Max. :100.00 Max. :100.00 Max. :100.00 Max. :100.00
## NA's :1233 NA's :220 NA's :116 NA's :115
## RTA_TRN_Y3 RTA_TRN_Y4 RTA_TRN_Y5 RPRICE
## Min. : 0.00 Min. : 0.00 Min. : 0.00 Min. : 49.00
## 1st Qu.: 29.00 1st Qu.:28.00 1st Qu.: 27.00 1st Qu.: 68.00
## Median : 48.00 Median :49.00 Median : 46.00 Median : 81.00
## Mean : 49.76 Mean :49.01 Mean : 48.55 Mean : 79.32
## 3rd Qu.: 73.00 3rd Qu.:70.00 3rd Qu.: 70.00 3rd Qu.: 91.00
## Max. :100.00 Max. :99.00 Max. :100.00 Max. :100.00
## NA's :164 NA's :246 NA's :383
## RPRICEH_52 RPRICEL_52 RPR_PRH_52 RLTD_WC_Q1
## Min. : 38.00 Min. : 0.00 Min. :13.00 Min. : 0.00
## 1st Qu.: 70.00 1st Qu.: 68.00 1st Qu.:50.00 1st Qu.: 37.75
## Median : 82.00 Median : 81.00 Median :66.00 Median : 65.00
## Mean : 79.72 Mean : 78.95 Mean :64.57 Mean : 56.03
## 3rd Qu.: 91.00 3rd Qu.: 91.00 3rd Qu.:82.00 3rd Qu.: 84.00
## Max. :100.00 Max. :100.00 Max. :99.00 Max. :100.00
## NA's :1130
## RAVM_03M RAVD_10D RRS_04W RRS_13W
## Min. : 0.00 Min. : 0.00 Min. : 2.00 Min. : 3.00
## 1st Qu.: 62.00 1st Qu.: 64.00 1st Qu.: 27.00 1st Qu.:31.00
## Median : 79.00 Median : 79.00 Median : 41.00 Median :46.00
## Mean : 72.97 Mean : 73.66 Mean : 43.82 Mean :47.99
## 3rd Qu.: 90.00 3rd Qu.: 90.00 3rd Qu.: 63.00 3rd Qu.:65.00
## Max. :100.00 Max. :100.00 Max. :100.00 Max. :99.00
## NA's :20 NA's :2 NA's :6 NA's :21
## RRS_26W RRS_52W RRSW_4Q RBETA
## Min. : 8.0 Min. : 10.00 Min. : 6.00 Min. : 0.0
## 1st Qu.: 40.0 1st Qu.: 46.00 1st Qu.: 37.00 1st Qu.: 29.0
## Median : 57.0 Median : 60.00 Median : 50.00 Median : 48.0
## Mean : 56.3 Mean : 59.73 Mean : 51.04 Mean : 48.8
## 3rd Qu.: 73.0 3rd Qu.: 75.00 3rd Qu.: 65.00 3rd Qu.: 67.0
## Max. :100.0 Max. :100.00 Max. :100.00 Max. :100.0
## NA's :37 NA's :95 NA's :88 NA's :207
## RMKTCAP RFLOAT RSHRINSTN RSHRINST
## Min. : 67.00 Min. : 0.00 Min. : 0.0 Min. : 0.00
## 1st Qu.: 76.00 1st Qu.: 62.00 1st Qu.: 69.0 1st Qu.:57.00
## Median : 84.00 Median : 78.00 Median : 82.0 Median :77.50
## Mean : 83.87 Mean : 74.19 Mean : 77.3 Mean :69.72
## 3rd Qu.: 92.00 3rd Qu.: 90.00 3rd Qu.: 91.0 3rd Qu.:90.00
## Max. :100.00 Max. :100.00 Max. :100.0 Max. :98.00
## NA's :18 NA's :18
## RSHRINSD REPS_EG5 ROPM_12M ROPM_Y1
## Min. : 0.00 Min. : 0.00 Min. : 0.00 Min. : 0.00
## 1st Qu.: 13.00 1st Qu.: 22.00 1st Qu.: 52.00 1st Qu.: 52.00
## Median : 32.00 Median : 42.00 Median : 69.00 Median : 69.00
## Mean : 38.54 Mean : 44.19 Mean : 65.55 Mean : 65.41
## 3rd Qu.: 62.00 3rd Qu.: 66.00 3rd Qu.: 82.00 3rd Qu.: 82.00
## Max. :100.00 Max. :100.00 Max. :100.00 Max. :100.00
## NA's :2 NA's :542 NA's :60 NA's :17
## ROPM_Y2 ROPM_Y3 ROPM_Y4 ROPM_Y5
## Min. : 0.00 Min. : 0.0 Min. : 0.00 Min. : 0.00
## 1st Qu.: 51.00 1st Qu.: 50.0 1st Qu.: 48.00 1st Qu.: 45.00
## Median : 68.00 Median : 67.0 Median : 66.00 Median : 65.00
## Mean : 64.56 Mean : 63.8 Mean : 62.74 Mean : 61.35
## 3rd Qu.: 81.00 3rd Qu.: 81.0 3rd Qu.: 81.00 3rd Qu.: 80.00
## Max. :100.00 Max. :100.0 Max. :100.00 Max. :100.00
## NA's :26 NA's :33 NA's :77 NA's :166
## RTIE_12M RTIE_Y1 RTIE_Y2 RTIE_Y3
## Min. : 0.00 Min. : 0.00 Min. : 0.00 Min. : 0.00
## 1st Qu.: 52.00 1st Qu.: 51.00 1st Qu.: 52.00 1st Qu.: 47.00
## Median : 71.00 Median : 71.00 Median : 71.00 Median : 68.00
## Mean : 66.23 Mean : 66.79 Mean : 66.41 Mean : 64.34
## 3rd Qu.: 86.00 3rd Qu.: 86.00 3rd Qu.: 85.00 3rd Qu.: 85.00
## Max. :100.00 Max. :100.00 Max. :100.00 Max. :100.00
## NA's :961 NA's :829 NA's :790 NA's :787
## RTIE_Y4 RTIE_Y5 RARTURN_12 RARTURN_Y1
## Min. : 0.00 Min. : 0.00 Min. : 0.00 Min. : 0.00
## 1st Qu.: 46.00 1st Qu.: 41.00 1st Qu.: 28.00 1st Qu.: 30.00
## Median : 66.00 Median : 64.50 Median : 54.00 Median : 55.00
## Mean : 62.89 Mean : 61.36 Mean : 52.34 Mean : 53.34
## 3rd Qu.: 84.00 3rd Qu.: 83.00 3rd Qu.: 77.00 3rd Qu.: 78.00
## Max. :100.00 Max. :100.00 Max. :100.00 Max. :100.00
## NA's :822 NA's :894 NA's :499 NA's :377
## RARTURN_Y2 RARTURN_Y3 RARTURN_Y4 RARTURN_Y5
## Min. : 0.00 Min. : 0.00 Min. : 0.00 Min. : 0.00
## 1st Qu.: 30.00 1st Qu.: 31.00 1st Qu.: 31.00 1st Qu.: 30.00
## Median : 54.00 Median : 57.00 Median : 56.00 Median : 56.00
## Mean : 54.29 Mean : 54.97 Mean : 54.61 Mean : 54.07
## 3rd Qu.: 79.00 3rd Qu.: 79.00 3rd Qu.: 79.00 3rd Qu.: 78.00
## Max. :100.00 Max. :100.00 Max. :100.00 Max. :100.00
## NA's :401 NA's :480 NA's :617 NA's :775
## REPSDC_G1F REPSDC_G3F REPSDC_G5F REPSDC_G7F
## Min. : 0.00 Min. : 0.0 Min. : 0.00 Min. : 0.00
## 1st Qu.: 30.00 1st Qu.: 35.5 1st Qu.: 38.00 1st Qu.: 41.00
## Median : 49.00 Median : 55.0 Median : 58.00 Median : 60.00
## Mean : 50.51 Mean : 54.8 Mean : 56.95 Mean : 58.76
## 3rd Qu.: 70.00 3rd Qu.: 73.0 3rd Qu.: 78.00 3rd Qu.: 81.00
## Max. :100.00 Max. :100.0 Max. :100.00 Max. :100.00
## NA's :85 NA's :55 NA's :264 NA's :571
## REPSDC_G1T PE PE_EY0 PE_EY1
## Min. : 0.00 Min. : 1.10 Min. : 2.60 Min. : 2.10
## 1st Qu.: 28.00 1st Qu.: 12.80 1st Qu.: 11.70 1st Qu.: 10.40
## Median : 48.00 Median : 17.40 Median : 15.40 Median : 13.35
## Mean : 49.64 Mean : 29.78 Mean : 22.63 Mean : 18.26
## 3rd Qu.: 69.00 3rd Qu.: 25.70 3rd Qu.: 21.90 3rd Qu.: 18.27
## Max. :100.00 Max. :982.00 Max. :824.00 Max. :723.50
## NA's :255 NA's :502 NA's :587 NA's :552
## PE_EY2 PBVPS PSPS PCFPS
## Min. : 0.70 Min. : 0.120 Min. : 0.050 Min. : 0.50
## 1st Qu.: 9.40 1st Qu.: 1.260 1st Qu.: 0.700 1st Qu.: 7.10
## Median : 12.20 Median : 1.830 Median : 1.420 Median : 10.70
## Mean : 17.78 Mean : 3.701 Mean : 4.209 Mean : 15.42
## 3rd Qu.: 16.60 3rd Qu.: 2.880 3rd Qu.: 2.950 3rd Qu.: 15.90
## Max. :950.00 Max. :567.670 Max. :915.740 Max. :428.20
## NA's :1603 NA's :80 NA's :90 NA's :280
## PFCPS YIELD PE_TO_G5F PE_TO_G5E
## Min. : 0.200 Min. : 0.00 Min. : 0.100 Min. : 0.100
## 1st Qu.: 8.825 1st Qu.: 0.00 1st Qu.: 0.600 1st Qu.: 0.900
## Median : 15.900 Median : 0.70 Median : 1.100 Median : 1.200
## Mean : 36.005 Mean : 1.83 Mean : 2.901 Mean : 1.677
## 3rd Qu.: 31.100 3rd Qu.: 2.70 3rd Qu.: 2.100 3rd Qu.: 1.700
## Max. :916.500 Max. :28.90 Max. :143.000 Max. :100.000
## NA's :1068 NA's :1283 NA's :702
## PE_TO_DG5F PE_AEPS3Y PGFPS IW_RV
## Min. : 0.100 Min. : 1.00 Min. : 2.00 Min. : 5.00
## 1st Qu.: 0.600 1st Qu.: 13.30 1st Qu.: 10.40 1st Qu.: 59.00
## Median : 1.000 Median : 18.50 Median : 14.40 Median : 81.00
## Mean : 3.157 Mean : 29.41 Mean : 30.02 Mean : 97.04
## 3rd Qu.: 1.900 3rd Qu.: 28.10 3rd Qu.: 20.73 3rd Qu.: 104.00
## Max. :227.300 Max. :826.90 Max. :1568.30 Max. :3491.00
## NA's :1201 NA's :446 NA's :2026 NA's :1303
## IW_EYIELD PE_TO_YG5E EYIELD_12M THUMB
## Min. : 0.000 Min. : 0.100 Min. : 0.070 Min. : 0.13
## 1st Qu.: 0.000 1st Qu.: 0.900 1st Qu.: 3.882 1st Qu.: 12.66
## Median : 1.100 Median : 1.200 Median : 5.740 Median : 18.02
## Mean : 1.661 Mean : 1.944 Mean : 6.450 Mean : 27.02
## 3rd Qu.: 2.200 3rd Qu.: 1.700 3rd Qu.: 7.787 3rd Qu.: 23.53
## Max. :13.600 Max. :63.800 Max. :87.410 Max. :6908.11
## NA's :1490 NA's :901 NA's :528 NA's :774
## PEH_Y1 PEH_Y2 PEH_Y3 PEH_Y4
## Min. : 1.74 Min. : 1.21 Min. : 0.17 Min. : 2.21
## 1st Qu.: 17.33 1st Qu.: 15.62 1st Qu.: 14.87 1st Qu.: 17.43
## Median : 24.45 Median : 22.75 Median : 22.83 Median : 25.48
## Mean : 54.05 Mean : 52.15 Mean : 72.42 Mean : 75.51
## 3rd Qu.: 39.77 3rd Qu.: 40.41 3rd Qu.: 45.89 3rd Qu.: 47.61
## Max. :8465.00 Max. :5112.50 Max. :8238.10 Max. :5300.00
## NA's :556 NA's :513 NA's :561 NA's :687
## PEH_Y5 PEL_Y1 PEL_Y2 PEL_Y3
## Min. : 0.88 Min. : 0.70 Min. : 0.20 Min. : 0.13
## 1st Qu.: 19.59 1st Qu.: 10.38 1st Qu.: 9.32 1st Qu.: 8.10
## Median : 26.12 Median : 14.22 Median : 13.16 Median : 11.82
## Mean : 61.90 Mean : 26.95 Mean : 24.22 Mean : 25.45
## 3rd Qu.: 42.49 3rd Qu.: 21.55 3rd Qu.: 20.50 3rd Qu.: 20.00
## Max. :20094.00 Max. :3770.00 Max. :1710.00 Max. :2100.00
## NA's :796 NA's :556 NA's :515 NA's :561
## PEL_Y4 PEL_Y5 PERH_A5Y PERL_A5Y
## Min. : 0.99 Min. : 0.48 Min. : 0.270 Min. : 0.270
## 1st Qu.: 10.16 1st Qu.: 10.48 1st Qu.: 0.820 1st Qu.: 0.960
## Median : 14.09 Median : 14.30 Median : 1.130 Median : 1.250
## Mean : 29.22 Mean : 30.25 Mean : 1.932 Mean : 1.859
## 3rd Qu.: 23.00 3rd Qu.: 21.13 3rd Qu.: 1.780 3rd Qu.: 1.790
## Max. :2225.00 Max. :10187.50 Max. :160.110 Max. :159.920
## NA's :687 NA's :796 NA's :1254 NA's :1255
## PERA_5Y PERV PERVP PERAPE
## Min. : 0.280 Min. : 0.28 Min. : 0.83 Min. : 4.28
## 1st Qu.: 0.895 1st Qu.: 19.84 1st Qu.: 64.93 1st Qu.: 13.87
## Median : 1.190 Median : 30.39 Median : 89.09 Median : 18.42
## Mean : 1.892 Mean : 43.44 Mean : 110.19 Mean : 29.33
## 3rd Qu.: 1.780 3rd Qu.: 44.25 3rd Qu.: 112.32 3rd Qu.: 27.61
## Max. :160.010 Max. :4861.17 Max. :5429.31 Max. :2480.19
## NA's :1255 NA's :1308 NA's :1307 NA's :1255
## YIELDH_A7Y PF_TO_F_GR PEv1T PEvA3Y
## Min. : 0.000 Min. : 0.0200 Min. : 0.0115 Min. : 0.0275
## 1st Qu.: 0.000 1st Qu.: 0.2775 1st Qu.: 0.6194 1st Qu.: 0.6388
## Median : 1.430 Median : 0.6500 Median : 0.8426 Median : 0.8777
## Mean : 2.513 Mean : 2.5764 Mean : 1.4756 Mean : 1.0442
## 3rd Qu.: 3.460 3rd Qu.: 1.7000 3rd Qu.: 1.1327 3rd Qu.: 1.0824
## Max. :137.140 Max. :145.5000 Max. :110.7429 Max. :71.7778
## NA's :814 NA's :1578 NA's :855 NA's :1022
## PEvA5Y PEvA7Y PEvA_Y1 PEvA_Y2
## Min. : 0.0559 Min. : 0.0615 Min. : 0.0254 Min. : 0.0122
## 1st Qu.: 0.5910 1st Qu.: 0.6011 1st Qu.: 0.6939 1st Qu.: 0.6193
## Median : 0.8194 Median : 0.8126 Median : 0.8652 Median : 0.9113
## Mean : 0.9754 Mean : 0.9737 Mean : 1.1768 Mean : 1.5095
## 3rd Qu.: 1.0422 3rd Qu.: 1.0231 3rd Qu.: 1.0346 3rd Qu.: 1.2443
## Max. :34.9189 Max. :32.5714 Max. :80.4545 Max. :146.6667
## NA's :1303 NA's :1553 NA's :660 NA's :764
## PEvA_Y3 PEvA_Y4 PEvA_Y5 PEvA_Y6
## Min. : 0.0044 Min. : 0.0193 Min. : 0.0148 Min. : 0.0128
## 1st Qu.: 0.6376 1st Qu.: 0.5458 1st Qu.: 0.5392 1st Qu.: 0.5433
## Median : 0.9751 Median : 0.8356 Median : 0.7853 Median : 0.8051
## Mean : 1.4425 Mean : 1.2542 Mean : 1.3532 Mean : 1.2264
## 3rd Qu.: 1.3625 3rd Qu.: 1.2164 3rd Qu.: 1.1757 3rd Qu.: 1.1141
## Max. :96.5200 Max. :147.5806 Max. :107.1765 Max. :44.4390
## NA's :842 NA's :937 NA's :1022 NA's :1089
## PEvA_Y7 PEvH_A3Y PEvH_A5Y PEvH_A7Y
## Min. : 0.0204 Min. : 0.0217 Min. : 0.0051 Min. : 0.0071
## 1st Qu.: 0.5856 1st Qu.: 0.4731 1st Qu.: 0.4455 1st Qu.: 0.4613
## Median : 0.8949 Median : 0.6889 Median : 0.6404 Median : 0.6471
## Mean : 1.4462 Mean : 0.8168 Mean : 0.7640 Mean : 0.7737
## 3rd Qu.: 1.2612 3rd Qu.: 0.8674 3rd Qu.: 0.8316 3rd Qu.: 0.8237
## Max. :63.7681 Max. :52.0268 Max. :26.3673 Max. :25.5000
## NA's :1223 NA's :1016 NA's :1297 NA's :1547
## PEvL_A3Y PEvL_A5Y PEvL_A7Y PBVPSv1T
## Min. : 0.0374 Min. : 0.0100 Min. : 0.0140 Min. : 0.0686
## 1st Qu.: 0.9325 1st Qu.: 0.8604 1st Qu.: 0.8465 1st Qu.: 0.6475
## Median : 1.1943 Median : 1.1261 Median : 1.0929 Median : 0.8366
## Mean : 1.4923 Mean : 1.3824 Mean : 1.3266 Mean : 1.1348
## 3rd Qu.: 1.4747 3rd Qu.: 1.4254 3rd Qu.: 1.3825 3rd Qu.: 1.0096
## Max. :114.0000 Max. :51.3377 Max. :44.8092 Max. :497.2500
## NA's :1016 NA's :1297 NA's :1547 NA's :183
## PBVPSvA3Y PBVPSvA5Y PBVPSvA7Y PBVPSvA_Y1
## Min. : 0.0100 Min. : 0.0080 Min. : 0.0213 Min. : 0.02854
## 1st Qu.: 0.6065 1st Qu.: 0.5499 1st Qu.: 0.5408 1st Qu.: 0.75258
## Median : 0.8379 Median : 0.7748 Median : 0.7462 Median : 0.89116
## Mean : 0.8625 Mean : 0.8297 Mean : 0.8057 Mean : 0.92943
## 3rd Qu.: 1.0304 3rd Qu.: 0.9854 3rd Qu.: 0.9618 3rd Qu.: 1.01869
## Max. :23.8860 Max. :31.7006 Max. :22.0763 Max. :14.40533
## NA's :336 NA's :633 NA's :956 NA's :107
## PBVPSvA_Y2 PBVPSvA_Y3 PBVPSvA_Y4 PBVPSvA_Y5
## Min. : 0.01734 Min. : 0.0034 Min. : 0.0046 Min. : 0.0019
## 1st Qu.: 0.62128 1st Qu.: 0.5021 1st Qu.: 0.4684 1st Qu.: 0.4662
## Median : 0.84562 Median : 0.8195 Median : 0.7480 Median : 0.7134
## Mean : 0.99416 Mean : 0.9705 Mean : 0.9281 Mean : 0.9430
## 3rd Qu.: 1.06799 3rd Qu.: 1.1340 3rd Qu.: 1.0697 3rd Qu.: 1.0000
## Max. :55.25000 Max. :61.8735 Max. :66.6948 Max. :58.0282
## NA's :192 NA's :331 NA's :486 NA's :609
## PBVPSvA_Y6 PBVPSvA_Y7 PSPSv1T PSPSvA3Y
## Min. : 0.0072 Min. : 0.0033 Min. : 0.0162 Min. :0.01328
## 1st Qu.: 0.4431 1st Qu.: 0.4955 1st Qu.: 0.6954 1st Qu.:0.63252
## Median : 0.6835 Median : 0.7755 Median : 0.8834 Median :0.86983
## Mean : 0.8986 Mean : 1.0690 Mean : 1.2050 Mean :0.89294
## 3rd Qu.: 0.9687 3rd Qu.: 1.1194 3rd Qu.: 1.1056 3rd Qu.:1.08571
## Max. :70.5836 Max. :107.3458 Max. :459.5000 Max. :6.90977
## NA's :747 NA's :929 NA's :267 NA's :303
## PSPSvA5Y PSPSvA7Y PSPSvA_Y1 PSPSvA_Y2
## Min. :0.0102 Min. :0.0078 Min. : 0.06695 Min. : 0.0108
## 1st Qu.:0.5850 1st Qu.:0.5684 1st Qu.: 0.77391 1st Qu.: 0.6641
## Median :0.8058 Median :0.7892 Median : 0.91304 Median : 0.9077
## Mean :0.8482 Mean :0.8360 Mean : 0.97833 Mean : 1.0114
## 3rd Qu.:1.0500 3rd Qu.:1.0279 3rd Qu.: 1.04938 3rd Qu.: 1.1694
## Max. :7.4113 Max. :8.4312 Max. :77.75000 Max. :25.5000
## NA's :584 NA's :874 NA's :96 NA's :179
## PSPSvA_Y3 PSPSvA_Y4 PSPSvA_Y5
## Min. : 0.00769 Min. : 0.0120 Min. : 0.0023
## 1st Qu.: 0.52427 1st Qu.: 0.4910 1st Qu.: 0.4870
## Median : 0.85136 Median : 0.7757 Median : 0.7500
## Mean : 1.03828 Mean : 0.9657 Mean : 1.0882
## 3rd Qu.: 1.22386 3rd Qu.: 1.1325 3rd Qu.: 1.0750
## Max. :48.66667 Max. :85.3439 Max. :339.1630
## NA's :302 NA's :449 NA's :580
## PSPSvA_Y6 PSPSvA_Y7 PCFPSv1T PCFPSvA3Y
## Min. : 0.0022 Min. : 0.0025 Min. : 0.0146 Min. : 0.0095
## 1st Qu.: 0.4763 1st Qu.: 0.5167 1st Qu.: 0.6696 1st Qu.: 0.6774
## Median : 0.7361 Median : 0.8453 Median : 0.8916 Median : 0.9000
## Mean : 0.9750 Mean : 1.1118 Mean : 1.0851 Mean : 0.9737
## 3rd Qu.: 1.0651 3rd Qu.: 1.2884 3rd Qu.: 1.1368 3rd Qu.: 1.1109
## Max. :106.7296 Max. :60.7255 Max. :36.9138 Max. :16.8529
## NA's :712 NA's :870 NA's :545 NA's :648
## PCFPSvA5Y PCFPSvA7Y PCFPSvA_Y1 PCFPSvA_Y2
## Min. : 0.0154 Min. : 0.0208 Min. : 0.0280 Min. : 0.0032
## 1st Qu.: 0.6328 1st Qu.: 0.6146 1st Qu.: 0.7351 1st Qu.: 0.6990
## Median : 0.8438 Median : 0.8174 Median : 0.8882 Median : 0.9556
## Mean : 0.9169 Mean : 0.8969 Mean : 1.0201 Mean : 1.1638
## 3rd Qu.: 1.0548 3rd Qu.: 1.0293 3rd Qu.: 1.0482 3rd Qu.: 1.2459
## Max. :10.5885 Max. :11.8465 Max. :22.6561 Max. :25.7000
## NA's :936 NA's :1194 NA's :354 NA's :463
## PCFPSvA_Y3 PCFPSvA_Y4 PCFPSvA_Y5 PCFPSvA_Y6
## Min. : 0.0133 Min. : 0.0230 Min. : 0.0074 Min. : 0.0094
## 1st Qu.: 0.6336 1st Qu.: 0.5630 1st Qu.: 0.5357 1st Qu.: 0.5249
## Median : 0.9714 Median : 0.8613 Median : 0.7831 Median : 0.7630
## Mean : 1.1709 Mean : 1.0261 Mean : 1.0221 Mean : 0.9780
## 3rd Qu.: 1.3280 3rd Qu.: 1.1832 3rd Qu.: 1.1159 3rd Qu.: 1.0515
## Max. :21.4286 Max. :17.8582 Max. :26.8923 Max. :27.9348
## NA's :549 NA's :680 NA's :786 NA's :877
## PCFPSvA_Y7 PFCPSv1T PFCPSvA3Y PFCPSvA5Y
## Min. : 0.0173 Min. : 0.0121 Min. : 0.0246 Min. : 0.0414
## 1st Qu.: 0.5643 1st Qu.: 0.4130 1st Qu.: 0.3767 1st Qu.: 0.3364
## Median : 0.8640 Median : 0.7130 Median : 0.6346 Median : 0.5315
## Mean : 1.1333 Mean : 1.6504 Mean : 1.0635 Mean : 0.8134
## 3rd Qu.: 1.2082 3rd Qu.: 1.1873 3rd Qu.: 0.9522 3rd Qu.: 0.8447
## Max. :40.7937 Max. :164.5000 Max. :36.0559 Max. :16.1706
## NA's :1008 NA's :1530 NA's :1862 NA's :2160
## PFCPSvA7Y PFCPSvA_Y1 PFCPSvA_Y2 PFCPSvA_Y3
## Min. : 0.0480 Min. : 0.0083 Min. : 0.0049 Min. : 0.0085
## 1st Qu.: 0.3313 1st Qu.: 0.5565 1st Qu.: 0.3610 1st Qu.: 0.3190
## Median : 0.5228 Median : 0.8261 Median : 0.6842 Median : 0.6558
## Mean : 0.8187 Mean : 1.2510 Mean : 1.7152 Mean : 1.8532
## 3rd Qu.: 0.8692 3rd Qu.: 1.0914 3rd Qu.: 1.2251 3rd Qu.: 1.2404
## Max. :17.1457 Max. :53.7500 Max. :164.5000 Max. :164.5000
## NA's :2320 NA's :1291 NA's :1571 NA's :1634
## PFCPSvA_Y4 PFCPSvA_Y5 PFCPSvA_Y6 PFCPSvA_Y7
## Min. : 0.0073 Min. : 0.0087 Min. : 0.0081 Min. : 0.0021
## 1st Qu.: 0.2533 1st Qu.: 0.2478 1st Qu.: 0.2476 1st Qu.: 0.2557
## Median : 0.5660 Median : 0.5388 Median : 0.5561 Median : 0.5549
## Mean : 1.4354 Mean : 1.1516 Mean : 1.2254 Mean : 1.4686
## 3rd Qu.: 1.0477 3rd Qu.: 0.9899 3rd Qu.: 1.0288 3rd Qu.: 1.1585
## Max. :93.6066 Max. :39.4706 Max. :40.6190 Max. :95.8571
## NA's :1743 NA's :1822 NA's :1843 NA's :1955
## YIELDv1T YIELDvA3Y YIELDvA5Y YIELDvA7Y
## Min. : 0 Min. : 0.0000 Min. : 0.0000 Min. : 0.0000
## 1st Qu.: 1 1st Qu.: 0.8812 1st Qu.: 0.9122 1st Qu.: 0.9091
## Median : 1 Median : 1.0545 Median : 1.1053 Median : 1.1250
## Mean :Inf Mean : 1.1707 Mean : 1.2011 Mean : 1.2073
## 3rd Qu.: 1 3rd Qu.: 1.3103 3rd Qu.: 1.3636 3rd Qu.: 1.3884
## Max. :Inf Max. :15.0000 Max. :15.0000 Max. :12.5000
## NA's :1124 NA's :1335 NA's :1470 NA's :1620
## YIELDvA_Y1 YIELDvA_Y2 YIELDvA_Y3 YIELDvA_Y4
## Min. : 0.0000 Min. : 0.0000 Min. : 0.0000 Min. : 0.0000
## 1st Qu.: 0.9762 1st Qu.: 0.8706 1st Qu.: 0.7677 1st Qu.: 0.8333
## Median : 1.0909 Median : 1.0667 Median : 1.0000 Median : 1.1500
## Mean : 1.2154 Mean : 1.2315 Mean : 1.3147 Mean : 1.3772
## 3rd Qu.: 1.2632 3rd Qu.: 1.3779 3rd Qu.: 1.4000 3rd Qu.: 1.5504
## Max. :51.0000 Max. :15.0000 Max. :22.0000 Max. :16.0000
## NA's :1201 NA's :1198 NA's :1248 NA's :1302
## YIELDvA_Y5 YIELDvA_Y6 YIELDvA_Y7 SALES_G1F
## Min. : 0.0000 Min. : 0.0000 Min. : 0.0000 Min. :-96.90
## 1st Qu.: 0.8889 1st Qu.: 0.8641 1st Qu.: 0.7284 1st Qu.: -4.50
## Median : 1.2500 Median : 1.2778 Median : 1.0851 Median : 4.55
## Mean : 1.5669 Mean : 1.5267 Mean : 1.2976 Mean : 11.20
## 3rd Qu.: 1.7500 3rd Qu.: 1.7071 3rd Qu.: 1.5000 3rd Qu.: 17.43
## Max. :53.6667 Max. :20.0000 Max. :22.5000 Max. :585.70
## NA's :1358 NA's :1431 NA's :1516 NA's :18
## SALES_G3F SALES_G5F SALES_G7F SALES_G1T
## Min. :-60.90 Min. :-51.60 Min. :-45.20 Min. :-89.200
## 1st Qu.: 3.30 1st Qu.: 4.60 1st Qu.: 5.80 1st Qu.: -7.000
## Median : 10.40 Median : 11.90 Median : 13.00 Median : 3.200
## Mean : 19.48 Mean : 19.20 Mean : 18.45 Mean : 8.355
## 3rd Qu.: 22.60 3rd Qu.: 22.82 3rd Qu.: 23.20 3rd Qu.: 14.950
## Max. :795.90 Max. :328.50 Max. :284.60 Max. :600.000
## NA's :62 NA's :274 NA's :573 NA's :191
## SALES_G1Q5 SALES_G2Q6 SALES_G3Q7 SALES_G4Q8
## Min. :-87.900 Min. :-89.10 Min. :-100.000 Min. :-97.200
## 1st Qu.: -2.975 1st Qu.: -5.20 1st Qu.: -9.100 1st Qu.:-11.975
## Median : 6.400 Median : 4.60 Median : 2.400 Median : 1.600
## Mean : 15.023 Mean : 12.47 Mean : 8.659 Mean : 7.484
## 3rd Qu.: 19.100 3rd Qu.: 17.70 3rd Qu.: 15.000 3rd Qu.: 15.300
## Max. :979.600 Max. :792.30 Max. : 603.600 Max. :616.200
## NA's :52 NA's :89 NA's :110 NA's :188
## SALES_G3LS SALES_G5LS SALES_G7R2 GOPINC_G1F
## Min. :-89.60 Min. :-50.30 Min. : 0.00 Min. :-530.50
## 1st Qu.: 3.60 1st Qu.: 4.80 1st Qu.:61.42 1st Qu.: -6.90
## Median : 10.20 Median : 11.50 Median :86.20 Median : 6.10
## Mean : 14.93 Mean : 15.85 Mean :73.80 Mean : 12.89
## 3rd Qu.: 20.30 3rd Qu.: 21.10 3rd Qu.:94.70 3rd Qu.: 20.60
## Max. :237.40 Max. :154.70 Max. :99.90 Max. : 887.30
## NA's :65 NA's :279 NA's :432 NA's :377
## GOPINC_G3F GOPINC_G5F GOPINC_G7F GOPIN_G1T
## Min. :-184.40 Min. :-106.80 Min. :-72.10 Min. :-256.20
## 1st Qu.: 1.60 1st Qu.: 3.50 1st Qu.: 4.50 1st Qu.: -6.30
## Median : 10.10 Median : 11.30 Median : 12.50 Median : 5.70
## Mean : 18.94 Mean : 18.82 Mean : 18.19 Mean : 13.86
## 3rd Qu.: 23.50 3rd Qu.: 24.00 3rd Qu.: 24.60 3rd Qu.: 20.10
## Max. : 625.00 Max. : 332.10 Max. :272.40 Max. : 999.20
## NA's :410 NA's :581 NA's :837 NA's :537
## GOPIN_G1Q5 GOPIN_G2Q6 GOPIN_G3Q7 GOPIN_G4Q8
## Min. :-700.00 Min. :-698.900 Min. :-762.10 Min. :-700.00
## 1st Qu.: -1.80 1st Qu.: -4.775 1st Qu.: -7.70 1st Qu.: -15.43
## Median : 9.50 Median : 7.300 Median : 5.60 Median : 2.75
## Mean : 23.08 Mean : 17.041 Mean : 14.69 Mean : 10.15
## 3rd Qu.: 25.43 3rd Qu.: 22.900 3rd Qu.: 20.43 3rd Qu.: 20.32
## Max. : 950.00 Max. : 978.800 Max. : 961.50 Max. : 942.80
## NA's :426 NA's :460 NA's :470 NA's :534
## PTI_G1F PTI_G3F PTI_G5F
## Min. :-964.000 Min. :-837.400 Min. :-488.000
## 1st Qu.: -41.100 1st Qu.: -19.550 1st Qu.: -12.400
## Median : 5.000 Median : 6.500 Median : 8.100
## Mean : 4.289 Mean : 5.671 Mean : 7.385
## 3rd Qu.: 43.200 3rd Qu.: 28.050 3rd Qu.: 23.700
## Max. : 990.800 Max. : 784.700 Max. : 315.500
## NA's :71 NA's :54 NA's :255
## PTI_G7F PTI_G1T PTI_G1Q5 PTI_G2Q6
## Min. :-291.100 Min. :-967.00 Min. :-909.10 Min. :-959.20
## 1st Qu.: -5.475 1st Qu.: -29.30 1st Qu.: -13.70 1st Qu.: -22.02
## Median : 10.900 Median : 12.60 Median : 20.40 Median : 17.10
## Mean : 10.098 Mean : 19.99 Mean : 41.38 Mean : 35.98
## 3rd Qu.: 24.375 3rd Qu.: 57.20 3rd Qu.: 81.30 3rd Qu.: 67.70
## Max. : 214.800 Max. : 998.40 Max. : 972.30 Max. : 959.50
## NA's :560 NA's :245 NA's :125 NA's :150
## PTI_G3Q7 PTI_G4Q8 OPINC_G1F
## Min. :-964.00 Min. :-987.500 Min. :-979.300
## 1st Qu.: -26.85 1st Qu.: -59.950 1st Qu.: -30.825
## Median : 14.60 Median : 3.200 Median : 4.800
## Mean : 24.51 Mean : 4.242 Mean : 3.029
## 3rd Qu.: 59.48 3rd Qu.: 48.200 3rd Qu.: 33.225
## Max. : 961.90 Max. : 994.700 Max. : 982.400
## NA's :188 NA's :247 NA's :66
## OPINC_G3F OPINC_G5F OPINC_G7F OPIN_G1T
## Min. :-844.900 Min. :-712.700 Min. :-290.90 Min. :-981.50
## 1st Qu.: -12.900 1st Qu.: -7.000 1st Qu.: -2.20 1st Qu.: -19.30
## Median : 6.200 Median : 8.350 Median : 10.40 Median : 11.70
## Mean : 6.276 Mean : 8.739 Mean : 10.76 Mean : 21.78
## 3rd Qu.: 25.300 3rd Qu.: 23.525 3rd Qu.: 23.40 3rd Qu.: 45.40
## Max. : 533.300 Max. : 258.700 Max. : 214.80 Max. : 998.40
## NA's :60 NA's :258 NA's :565 NA's :252
## OPIN_G1Q5 OPIN_G2Q6 OPIN_G3Q7 OPIN_G4Q8
## Min. :-982.50 Min. :-904.20 Min. :-964.00 Min. :-980.6000
## 1st Qu.: -8.90 1st Qu.: -12.50 1st Qu.: -17.38 1st Qu.: -48.2000
## Median : 16.80 Median : 14.50 Median : 13.40 Median : 3.3000
## Mean : 40.05 Mean : 33.21 Mean : 25.49 Mean : -0.0514
## 3rd Qu.: 67.60 3rd Qu.: 56.52 3rd Qu.: 47.38 3rd Qu.: 36.8750
## Max. : 993.30 Max. : 974.60 Max. : 970.40 Max. : 983.3000
## NA's :117 NA's :142 NA's :164 NA's :244
## NETINC_G1F NETINC_G3F NETINC_G5F
## Min. :-963.200 Min. :-984.100 Min. :-315.200
## 1st Qu.: -50.700 1st Qu.: -23.300 1st Qu.: -15.275
## Median : 3.500 Median : 6.400 Median : 7.500
## Mean : 4.087 Mean : 3.571 Mean : 5.578
## 3rd Qu.: 44.850 3rd Qu.: 28.800 3rd Qu.: 23.500
## Max. : 966.700 Max. : 496.300 Max. : 305.200
## NA's :83 NA's :53 NA's :256
## NETINC_G7F NETIN_G1T NETIN_G1Q5 NETIN_G2Q6
## Min. :-222.200 Min. :-956.400 Min. :-955.60 Min. :-970.70
## 1st Qu.: -10.700 1st Qu.: -37.850 1st Qu.: -14.57 1st Qu.: -22.80
## Median : 10.000 Median : 11.600 Median : 22.50 Median : 18.70
## Mean : 7.166 Mean : 9.759 Mean : 39.89 Mean : 36.68
## 3rd Qu.: 23.150 3rd Qu.: 55.900 3rd Qu.: 86.78 3rd Qu.: 74.10
## Max. : 191.700 Max. : 987.700 Max. : 965.70 Max. : 982.60
## NA's :579 NA's :259 NA's :140 NA's :161
## NETIN_G3Q7 NETIN_G4Q8 EPS_G1F
## Min. :-947.80 Min. :-938.5000 Min. :-961.100
## 1st Qu.: -36.50 1st Qu.: -66.1000 1st Qu.: -50.000
## Median : 13.30 Median : 4.6000 Median : 2.900
## Mean : 15.25 Mean : -0.0148 Mean : 3.049
## 3rd Qu.: 60.00 3rd Qu.: 51.9000 3rd Qu.: 40.800
## Max. : 997.90 Max. : 993.8000 Max. : 987.500
## NA's :228 NA's :265 NA's :81
## EPS_G3F EPS_G5F EPS_G7F
## Min. :-707.400 Min. :-279.400 Min. :-172.300
## 1st Qu.: -21.100 1st Qu.: -14.400 1st Qu.: -7.525
## Median : 5.600 Median : 5.900 Median : 8.500
## Mean : 4.578 Mean : 4.074 Mean : 6.350
## 3rd Qu.: 26.400 3rd Qu.: 19.300 3rd Qu.: 18.900
## Max. : 483.800 Max. : 202.900 Max. : 158.900
## NA's :55 NA's :262 NA's :570
## EPS_G1T EPS_G1Q5 EPS_G2Q6 EPS_G3Q7
## Min. :-996.700 Min. :-965.90 Min. :-966.70 Min. :-994.100
## 1st Qu.: -38.925 1st Qu.: -15.35 1st Qu.: -24.40 1st Qu.: -36.500
## Median : 9.900 Median : 19.40 Median : 16.70 Median : 12.000
## Mean : 5.261 Mean : 36.13 Mean : 30.47 Mean : 9.239
## 3rd Qu.: 50.800 3rd Qu.: 79.25 3rd Qu.: 64.03 3rd Qu.: 53.800
## Max. : 957.100 Max. : 966.70 Max. : 942.90 Max. : 957.100
## NA's :258 NA's :131 NA's :162 NA's :225
## EPS_G4Q8 EPSC_G1F EPSC_G3F
## Min. :-955.6000 Min. :-969.900 Min. :-707.400
## 1st Qu.: -63.3000 1st Qu.: -43.925 1st Qu.: -18.650
## Median : 2.1000 Median : 4.600 Median : 6.200
## Mean : -0.8611 Mean : 3.873 Mean : 4.514
## 3rd Qu.: 48.0000 3rd Qu.: 40.050 3rd Qu.: 26.000
## Max. : 976.5000 Max. : 987.500 Max. : 474.900
## NA's :261 NA's :86 NA's :55
## EPSC_G5F EPSC_G7F EPSC_G1T EPSC_G1Q5
## Min. :-285.100 Min. :-144.600 Min. :-996.70 Min. :-965.90
## 1st Qu.: -12.500 1st Qu.: -5.300 1st Qu.: -29.50 1st Qu.: -14.00
## Median : 6.850 Median : 9.000 Median : 12.70 Median : 18.60
## Mean : 4.973 Mean : 7.102 Mean : 14.77 Mean : 37.69
## 3rd Qu.: 19.600 3rd Qu.: 19.300 3rd Qu.: 53.30 3rd Qu.: 77.70
## Max. : 206.200 Max. : 158.900 Max. : 920.80 Max. : 966.70
## NA's :264 NA's :571 NA's :256 NA's :120
## EPSC_G2Q6 EPSC_G3Q7 EPSC_G4Q8 EPSC_G2Y3
## Min. :-966.70 Min. :-994.10 Min. :-921.400 Min. :-969.40
## 1st Qu.: -20.50 1st Qu.: -27.50 1st Qu.: -56.700 1st Qu.: -26.00
## Median : 16.70 Median : 14.40 Median : 3.700 Median : 9.70
## Mean : 32.15 Mean : 22.65 Mean : 3.694 Mean : 17.54
## 3rd Qu.: 64.10 3rd Qu.: 57.70 3rd Qu.: 48.300 3rd Qu.: 46.80
## Max. : 942.90 Max. : 918.20 Max. : 976.500 Max. : 969.60
## NA's :161 NA's :189 NA's :251 NA's :75
## EPSC_G3Y4 EPSC_G3LS EPSC_G5LS EPSC_G7R2
## Min. :-996.60 Min. :-148.400 Min. :-89.100 Min. : 0.00
## 1st Qu.: -10.25 1st Qu.: -6.300 1st Qu.: 0.300 1st Qu.:16.20
## Median : 16.20 Median : 9.000 Median : 9.850 Median :54.10
## Mean : 36.86 Mean : 7.437 Mean : 9.463 Mean :50.85
## 3rd Qu.: 57.00 3rd Qu.: 21.000 3rd Qu.: 18.400 3rd Qu.:83.60
## Max. : 987.50 Max. : 129.300 Max. : 87.600 Max. :99.90
## NA's :127 NA's :965 NA's :1232 NA's :1359
## EPSD_G1F EPSD_G3F EPSD_G5F
## Min. :-961.100 Min. :-707.400 Min. :-279.400
## 1st Qu.: -48.975 1st Qu.: -20.600 1st Qu.: -14.100
## Median : 3.100 Median : 5.900 Median : 6.150
## Mean : 2.681 Mean : 4.496 Mean : 4.108
## 3rd Qu.: 40.950 3rd Qu.: 26.350 3rd Qu.: 19.300
## Max. : 995.000 Max. : 483.800 Max. : 198.800
## NA's :80 NA's :55 NA's :262
## EPSD_G7F EPSD_G1T EPSD_G1Q5 EPSD_G2Q6
## Min. :-172.300 Min. :-979.300 Min. :-965.90 Min. :-977.30
## 1st Qu.: -7.350 1st Qu.: -37.525 1st Qu.: -14.90 1st Qu.: -23.80
## Median : 8.500 Median : 9.900 Median : 19.65 Median : 16.25
## Mean : 6.188 Mean : 6.266 Mean : 36.31 Mean : 29.71
## 3rd Qu.: 18.625 3rd Qu.: 50.000 3rd Qu.: 81.12 3rd Qu.: 64.03
## Max. : 154.700 Max. : 961.100 Max. : 966.70 Max. : 966.70
## NA's :570 NA's :258 NA's :128 NA's :162
## EPSD_G3Q7 EPSD_G4Q8 EPSDC_G1F
## Min. :-994.10 Min. :-972.1000 Min. :-969.900
## 1st Qu.: -35.75 1st Qu.: -62.9000 1st Qu.: -42.800
## Median : 12.50 Median : 2.3000 Median : 4.700
## Mean : 9.91 Mean : -0.8152 Mean : 3.602
## 3rd Qu.: 53.30 3rd Qu.: 47.1000 3rd Qu.: 40.600
## Max. : 981.50 Max. : 975.0000 Max. : 966.700
## NA's :223 NA's :259 NA's :85
## EPSDC_G3F EPSDC_G5F EPSDC_G7F EPSDC_G1T
## Min. :-707.400 Min. :-285.10 Min. :-144.600 Min. :-979.30
## 1st Qu.: -18.600 1st Qu.: -12.20 1st Qu.: -5.150 1st Qu.: -28.85
## Median : 6.300 Median : 7.00 Median : 8.900 Median : 12.80
## Mean : 4.413 Mean : 5.00 Mean : 6.941 Mean : 15.87
## 3rd Qu.: 26.000 3rd Qu.: 19.68 3rd Qu.: 19.100 3rd Qu.: 53.30
## Max. : 462.500 Max. : 201.90 Max. : 154.700 Max. : 972.70
## NA's :55 NA's :264 NA's :571 NA's :255
## EPSDC_G1Q5 EPSDC_G2Q6 EPSDC_G3Q7 EPSDC_G4Q8
## Min. :-965.90 Min. :-977.30 Min. :-994.10 Min. :-985.700
## 1st Qu.: -13.25 1st Qu.: -20.00 1st Qu.: -27.25 1st Qu.: -56.350
## Median : 18.80 Median : 16.70 Median : 14.40 Median : 4.400
## Mean : 37.74 Mean : 30.60 Mean : 22.52 Mean : 2.494
## 3rd Qu.: 77.60 3rd Qu.: 63.85 3rd Qu.: 57.10 3rd Qu.: 47.175
## Max. : 950.00 Max. : 940.00 Max. : 983.30 Max. : 975.000
## NA's :119 NA's :163 NA's :187 NA's :248
## EPSDC_G6Q EPSDC_G3LS EPSDC_G5LS EPSDC_G7R2
## Min. :-886.40 Min. :-148.500 Min. :-89.200 Min. : 0.00
## 1st Qu.: -36.25 1st Qu.: -5.800 1st Qu.: 0.300 1st Qu.:16.55
## Median : 10.50 Median : 8.900 Median : 10.000 Median :55.80
## Mean : 12.23 Mean : 7.565 Mean : 9.659 Mean :51.33
## 3rd Qu.: 51.20 3rd Qu.: 20.800 3rd Qu.: 18.600 3rd Qu.:84.05
## Max. : 983.30 Max. : 128.800 Max. : 87.400 Max. :99.90
## NA's :250 NA's :965 NA's :1232 NA's :1359
## CFPS_G1F CFPS_G3F CFPS_G5F
## Min. :-991.700 Min. :-489.500 Min. :-182.400
## 1st Qu.: -24.125 1st Qu.: -4.600 1st Qu.: -1.675
## Median : 1.800 Median : 7.500 Median : 8.300
## Mean : 8.438 Mean : 9.512 Mean : 9.446
## 3rd Qu.: 24.800 3rd Qu.: 21.200 3rd Qu.: 19.100
## Max. : 945.500 Max. : 463.000 Max. : 230.800
## NA's :46 NA's :53 NA's :256
## CFPS_G7F CFPS_G1T FCFPS_G1F FCFPS_G3F
## Min. :-122.90 Min. :-871.40 Min. :-953.1 Min. :-637.40
## 1st Qu.: 20.25 1st Qu.: -19.82 1st Qu.: -50.0 1st Qu.: -14.70
## Median : 39.20 Median : 5.40 Median : 21.3 Median : 22.25
## Mean : 40.74 Mean : 14.84 Mean : 42.9 Mean : 21.27
## 3rd Qu.: 62.90 3rd Qu.: 28.82 3rd Qu.: 110.5 3rd Qu.: 47.92
## Max. : 181.30 Max. : 950.00 Max. : 990.9 Max. : 802.90
## NA's :803 NA's :214 NA's :407 NA's :358
## FCFPS_G5F FCFPS_G7F FCFPS_G1T DPS_G1F
## Min. :-303.90 Min. :-96.00 Min. :-959.50 Min. :-100.000
## 1st Qu.: -10.80 1st Qu.:-17.00 1st Qu.: -39.42 1st Qu.: 0.000
## Median : 15.40 Median :-10.95 Median : 25.20 Median : 0.000
## Mean : 11.73 Mean : -6.74 Mean : 46.77 Mean : 2.307
## 3rd Qu.: 30.70 3rd Qu.: 1.05 3rd Qu.: 117.85 3rd Qu.: 3.400
## Max. : 285.70 Max. :156.80 Max. : 993.90 Max. : 947.400
## NA's :629 NA's :1372 NA's :754 NA's :49
## DPS_G3F DPS_G5F DPS_G7F DPS_G1T
## Min. :-76.700 Min. :-55.800 Min. :-60.300 Min. :-100.000
## 1st Qu.: 0.000 1st Qu.: 0.000 1st Qu.: 0.000 1st Qu.: 0.000
## Median : 0.000 Median : 0.000 Median : 0.000 Median : 0.000
## Mean : 2.419 Mean : 2.795 Mean : 3.136 Mean : 4.377
## 3rd Qu.: 5.500 3rd Qu.: 5.900 3rd Qu.: 7.600 3rd Qu.: 2.200
## Max. :138.100 Max. :113.200 Max. : 91.400 Max. : 800.000
## NA's :145 NA's :409 NA's :720 NA's :197
## SUS_G7F IW_SGB DIV_Y7Y1 EPS_Y7Y1
## Min. :-109.400 Min. : 7.00 Min. :0.000 Min. :0.000
## 1st Qu.: 6.225 1st Qu.: 7.40 1st Qu.:0.000 1st Qu.:3.000
## Median : 11.100 Median : 9.80 Median :1.000 Median :3.000
## Mean : 11.785 Mean :10.87 Mean :2.034 Mean :3.452
## 3rd Qu.: 16.800 3rd Qu.:12.60 3rd Qu.:4.000 3rd Qu.:4.000
## Max. : 114.200 Max. :61.50 Max. :6.000 Max. :6.000
## NA's :1512 NA's :112
## GPM_12M GPM_Y1 GPM_A5Y OPM_12M
## Min. :-207.40 Min. :-189.50 Min. :-68.80 Min. :-766.40
## 1st Qu.: 26.10 1st Qu.: 26.15 1st Qu.: 26.60 1st Qu.: 4.30
## Median : 40.20 Median : 39.70 Median : 39.50 Median : 10.80
## Mean : 43.75 Mean : 43.36 Mean : 43.74 Mean : 10.48
## 3rd Qu.: 60.58 3rd Qu.: 60.15 3rd Qu.: 58.90 3rd Qu.: 21.88
## Max. : 100.20 Max. : 106.40 Max. :102.90 Max. : 149.50
## NA's :532 NA's :475 NA's :585 NA's :60
## OPM_Y1 OPM_A3Y TIE_12M TIE_Y1
## Min. :-950.900 Min. :-626.10 Min. :-658.00 Min. :-626.00
## 1st Qu.: 3.700 1st Qu.: 4.85 1st Qu.: 1.60 1st Qu.: 1.40
## Median : 10.400 Median : 10.80 Median : 3.00 Median : 2.90
## Mean : 7.885 Mean : 10.66 Mean : 12.57 Mean : 12.11
## 3rd Qu.: 21.800 3rd Qu.: 22.00 3rd Qu.: 8.10 3rd Qu.: 7.80
## Max. : 145.200 Max. : 107.00 Max. : 920.00 Max. : 800.00
## NA's :17 NA's :43 NA's :961 NA's :829
## ARTURN_12M ARTURN_Y1 NPM_12M NPM_Y1
## Min. : 0.10 Min. : 0.1 Min. :-720.300 Min. :-978.900
## 1st Qu.: 5.10 1st Qu.: 4.8 1st Qu.: 1.200 1st Qu.: 0.900
## Median : 7.00 Median : 6.7 Median : 5.600 Median : 5.400
## Mean : 15.82 Mean : 15.8 Mean : 1.581 Mean : -1.563
## 3rd Qu.: 10.70 3rd Qu.: 10.5 3rd Qu.: 12.625 3rd Qu.: 12.500
## Max. :876.00 Max. :775.6 Max. : 896.500 Max. : 806.300
## NA's :499 NA's :377 NA's :66 NA's :19
## PAYOUT_12M PAYOUT_Y1 ROA_12M ROA_Y1
## Min. : 0.00 Min. : 0.00 Min. :-184.200 Min. :-537.200
## 1st Qu.: 0.00 1st Qu.: 0.00 1st Qu.: 0.600 1st Qu.: 0.500
## Median : 14.90 Median : 14.90 Median : 2.900 Median : 3.000
## Mean : 37.84 Mean : 38.01 Mean : 2.986 Mean : 2.893
## 3rd Qu.: 45.50 3rd Qu.: 45.90 3rd Qu.: 6.900 3rd Qu.: 6.900
## Max. :806.70 Max. :880.00 Max. : 593.800 Max. : 798.000
## NA's :601 NA's :593 NA's :48
## ROE_12M ROE_Y1 ROE_A5Y CURR_Q1
## Min. :-707.300 Min. :-649.500 Min. :-308.10 Min. : 0.000
## 1st Qu.: 2.000 1st Qu.: 1.700 1st Qu.: 6.20 1st Qu.: 1.100
## Median : 10.000 Median : 10.300 Median : 12.20 Median : 1.700
## Mean : 7.332 Mean : 7.717 Mean : 11.59 Mean : 2.534
## 3rd Qu.: 16.200 3rd Qu.: 16.900 3rd Qu.: 17.90 3rd Qu.: 2.800
## Max. : 896.100 Max. : 881.000 Max. : 559.70 Max. :55.500
## NA's :53 NA's :10 NA's :331 NA's :639
## CURR_Y1 QUICK_Q1 QUICK_Y1 TL_TA_Q1
## Min. : 0.10 Min. :-0.100 Min. : 0.000 Min. : 0.00
## 1st Qu.: 1.10 1st Qu.: 0.800 1st Qu.: 0.800 1st Qu.: 38.10
## Median : 1.70 Median : 1.200 Median : 1.200 Median : 58.30
## Mean : 2.49 Mean : 1.872 Mean : 1.836 Mean : 57.37
## 3rd Qu.: 2.70 3rd Qu.: 2.000 3rd Qu.: 1.900 3rd Qu.: 76.20
## Max. :51.90 Max. :29.400 Max. :32.000 Max. :364.90
## NA's :617 NA's :949 NA's :927 NA's :31
## TL_TA_Y1 LTD_TC_Q1 LTD_TC_Y1 LTD_EQ_Q1
## Min. : 0.00 Min. : 0.00 Min. : 0.000 Min. : 0.00
## 1st Qu.: 38.55 1st Qu.: 1.50 1st Qu.: 2.425 1st Qu.: 1.30
## Median : 59.20 Median : 26.10 Median : 27.300 Median : 34.10
## Mean : 58.30 Mean : 30.17 Mean : 31.063 Mean : 67.64
## 3rd Qu.: 76.70 3rd Qu.: 47.73 3rd Qu.: 48.575 3rd Qu.: 87.75
## Max. :317.50 Max. :655.80 Max. :734.000 Max. :970.90
## NA's :3 NA's :46 NA's :28 NA's :107
## LTD_EQ_Y1 INVTRN_12M INVTRN_Y1 TA_TRN_12M
## Min. : 0.00 Min. : 0.00 Min. : 0.00 Min. : 0.0000
## 1st Qu.: 1.90 1st Qu.: 3.70 1st Qu.: 3.60 1st Qu.: 0.3000
## Median : 36.30 Median : 6.20 Median : 6.10 Median : 0.7000
## Mean : 67.36 Mean : 16.09 Mean : 16.38 Mean : 0.9017
## 3rd Qu.: 89.30 3rd Qu.: 13.10 3rd Qu.: 13.40 3rd Qu.: 1.2000
## Max. :970.90 Max. :758.50 Max. :771.00 Max. :67.9000
## NA's :97 NA's :1094 NA's :1007 NA's :220
## TA_TRN_Y1 LTD_WC_Q1 PTM_12M RDM_12M
## Min. :0.0000 Min. : 0.000 Min. :-720.300 Min. : -0.30
## 1st Qu.:0.3000 1st Qu.: 1.175 1st Qu.: 2.700 1st Qu.: 3.25
## Median :0.7000 Median : 56.450 Median : 8.650 Median : 8.60
## Mean :0.8632 Mean :137.426 Mean : 6.064 Mean : 23.22
## 3rd Qu.:1.2000 3rd Qu.:181.175 3rd Qu.: 18.400 3rd Qu.: 17.40
## Max. :8.1000 Max. :992.700 Max. : 896.500 Max. :893.00
## NA's :116 NA's :1130 NA's :128 NA's :1927
## ROE_A7Y PAYOUT_A7Y OPM_A5Y ERBV
## Min. :-236.10 Min. : 0.000 Min. :-457.9 Min. : 0.040
## 1st Qu.: 7.50 1st Qu.: 1.025 1st Qu.: 5.3 1st Qu.: 5.527
## Median : 12.80 Median : 25.550 Median : 10.7 Median : 9.605
## Mean : 12.39 Mean : 36.739 Mean : 11.7 Mean : 18.997
## 3rd Qu.: 18.20 3rd Qu.: 50.625 3rd Qu.: 21.1 3rd Qu.: 14.787
## Max. : 489.60 Max. :411.200 Max. : 98.8 Max. :6900.000
## NA's :668 NA's :1426 NA's :179 NA's :774
## FSCORE_12M FSCORE_Y1 PR_BV_CHG ARTURN_12M_Y1
## Min. :0.000 Min. :0.000 Min. :-350.150 Min. :-505.4000
## 1st Qu.:4.000 1st Qu.:3.000 1st Qu.: -10.738 1st Qu.: -0.6000
## Median :5.000 Median :5.000 Median : -2.110 Median : 0.1000
## Mean :4.927 Mean :4.545 Mean : -3.031 Mean : 0.1278
## 3rd Qu.:6.000 3rd Qu.:6.000 3rd Qu.: 5.610 3rd Qu.: 0.9000
## Max. :9.000 Max. :9.000 Max. : 254.890 Max. : 204.9000
## NA's :628 NA's :517
## ARTURN_12M_Y2 ARTURN_12M_Y3 ARTURN_12M_Y4
## Min. :-739.9000 Min. :-462.9000 Min. :-757.6000
## 1st Qu.: -0.7000 1st Qu.: -0.8000 1st Qu.: -1.1000
## Median : 0.2000 Median : 0.2000 Median : 0.1000
## Mean : -0.1315 Mean : 0.6058 Mean : 0.0269
## 3rd Qu.: 1.3000 3rd Qu.: 1.6000 3rd Qu.: 1.7000
## Max. : 401.1000 Max. : 452.3000 Max. : 580.5000
## NA's :534 NA's :607 NA's :728
## ARTURN_12M_Y5 ARTURN_12M_Y6 ARTURN_12M_Y7
## Min. :-600.7000 Min. :-439.800 Min. :-490.9000
## 1st Qu.: -1.3000 1st Qu.: -1.600 1st Qu.: -1.7000
## Median : 0.0000 Median : 0.000 Median : 0.0000
## Mean : 0.6063 Mean : 0.078 Mean : -0.3334
## 3rd Qu.: 1.7000 3rd Qu.: 1.725 3rd Qu.: 1.8000
## Max. : 731.7000 Max. : 687.300 Max. : 465.1000
## NA's :869 NA's :1002 NA's :1140
## CURR_Q1_Y1 CURR_Q1_Y2 CURR_Q1_Y3
## Min. :-8.6000 Min. :-49.3000 Min. :-51.5000
## 1st Qu.:-0.1000 1st Qu.: -0.2000 1st Qu.: -0.3000
## Median : 0.0000 Median : 0.1000 Median : 0.1000
## Mean : 0.0417 Mean : -0.0165 Mean : 0.1265
## 3rd Qu.: 0.2000 3rd Qu.: 0.4000 3rd Qu.: 0.5000
## Max. :15.3000 Max. : 17.7000 Max. : 37.7000
## NA's :640 NA's :642 NA's :677
## CURR_Q1_Y4 CURR_Q1_Y5 CURR_Q1_Y6
## Min. :-57.8000 Min. :-40.4000 Min. :-21.0000
## 1st Qu.: -0.3000 1st Qu.: -0.4000 1st Qu.: -0.5000
## Median : 0.1000 Median : 0.0000 Median : 0.0000
## Mean : 0.2489 Mean : 0.1261 Mean : 0.0861
## 3rd Qu.: 0.5000 3rd Qu.: 0.5000 3rd Qu.: 0.5000
## Max. : 45.7000 Max. : 44.4000 Max. : 40.2000
## NA's :744 NA's :869 NA's :1006
## CURR_Q1_Y7 GPM_12M_A5Y GPM_12M_Y1
## Min. :-50.9000 Min. :-87.100 Min. :-68.9000
## 1st Qu.: -0.4000 1st Qu.: -2.700 1st Qu.: -0.6000
## Median : 0.0000 Median : -0.200 Median : 0.0000
## Mean : 0.1565 Mean : -0.216 Mean : 0.4055
## 3rd Qu.: 0.4000 3rd Qu.: 2.100 3rd Qu.: 1.0000
## Max. : 42.4000 Max. :113.000 Max. :188.5000
## NA's :1138 NA's :636 NA's :537
## GPM_12M_Y2 GPM_12M_Y3 GPM_12M_Y4
## Min. :-108.6000 Min. :-185.3000 Min. :-179.9000
## 1st Qu.: -2.3000 1st Qu.: -3.3000 1st Qu.: -3.7000
## Median : 0.0000 Median : -0.2000 Median : -0.3000
## Mean : 0.2611 Mean : 0.1228 Mean : 0.2691
## 3rd Qu.: 2.2000 3rd Qu.: 2.5000 3rd Qu.: 3.1000
## Max. : 160.9000 Max. : 443.8000 Max. : 217.4000
## NA's :543 NA's :546 NA's :573
## GPM_12M_Y5 GPM_12M_Y6 GPM_12M_Y7
## Min. :-114.6000 Min. :-124.7000 Min. :-111.6000
## 1st Qu.: -4.7000 1st Qu.: -4.9000 1st Qu.: -5.3000
## Median : -0.2000 Median : 0.0000 Median : 0.1000
## Mean : -0.1463 Mean : -0.4607 Mean : -0.2181
## 3rd Qu.: 3.4000 3rd Qu.: 4.2000 3rd Qu.: 4.8000
## Max. : 521.6000 Max. : 542.2000 Max. : 302.6000
## NA's :633 NA's :718 NA's :843
## INVTRN_12M_Y1 INVTRN_12M_Y2 INVTRN_12M_Y3
## Min. :-503.7000 Min. :-652.5000 Min. :-539.1000
## 1st Qu.: -0.5000 1st Qu.: -0.8250 1st Qu.: -0.9000
## Median : 0.0000 Median : 0.0000 Median : 0.1000
## Mean : -0.7093 Mean : -0.4406 Mean : -0.0624
## 3rd Qu.: 0.4000 3rd Qu.: 0.8000 3rd Qu.: 1.2000
## Max. : 151.4000 Max. : 155.2000 Max. : 165.7000
## NA's :1117 NA's :1130 NA's :1172
## INVTRN_12M_Y4 INVTRN_12M_Y5 INVTRN_12M_Y6
## Min. :-165.700 Min. :-379.600 Min. :-418.400
## 1st Qu.: -0.800 1st Qu.: -1.000 1st Qu.: -0.900
## Median : 0.100 Median : 0.100 Median : 0.100
## Mean : 2.046 Mean : 1.717 Mean : 2.234
## 3rd Qu.: 1.700 3rd Qu.: 1.800 3rd Qu.: 1.975
## Max. : 388.500 Max. : 515.800 Max. : 541.700
## NA's :1254 NA's :1335 NA's :1420
## INVTRN_12M_Y7 LTD_EQ_Q1_Y1 LTD_EQ_Q1_Y2
## Min. :-243.200 Min. :-473.2000 Min. :-895.000
## 1st Qu.: -0.600 1st Qu.: -3.6000 1st Qu.: -11.000
## Median : 0.600 Median : 0.0000 Median : 0.000
## Mean : 3.749 Mean : -0.6292 Mean : -2.011
## 3rd Qu.: 2.850 3rd Qu.: 0.9000 3rd Qu.: 9.050
## Max. : 575.800 Max. : 909.8000 Max. : 762.800
## NA's :1427 NA's :135 NA's :159
## LTD_EQ_Q1_Y3 LTD_EQ_Q1_Y4 LTD_EQ_Q1_Y5
## Min. :-949.800 Min. :-801.7000 Min. :-781.800
## 1st Qu.: -14.800 1st Qu.: -15.6250 1st Qu.: -12.100
## Median : 0.000 Median : 0.0000 Median : 0.000
## Mean : -1.852 Mean : -0.7016 Mean : 5.397
## 3rd Qu.: 15.100 3rd Qu.: 18.9000 3rd Qu.: 25.900
## Max. : 828.700 Max. : 882.7000 Max. : 875.800
## NA's :228 NA's :338 NA's :469
## LTD_EQ_Q1_Y6 LTD_EQ_Q1_Y7 LTD_TC_Q1_Y1
## Min. :-952.70 Min. :-778.200 Min. :-334.1000
## 1st Qu.: -10.30 1st Qu.: -12.200 1st Qu.: -1.6000
## Median : 0.20 Median : 0.000 Median : 0.0000
## Mean : 10.44 Mean : 9.428 Mean : -0.5285
## 3rd Qu.: 31.70 3rd Qu.: 32.300 3rd Qu.: 0.5000
## Max. : 928.60 Max. : 927.900 Max. : 655.8000
## NA's :621 NA's :792 NA's :61
## LTD_TC_Q1_Y2 LTD_TC_Q1_Y3 LTD_TC_Q1_Y4
## Min. :-441.400 Min. :-903.900 Min. :-371.3000
## 1st Qu.: -4.700 1st Qu.: -6.600 1st Qu.: -7.6500
## Median : 0.000 Median : 0.000 Median : 0.0000
## Mean : -1.661 Mean : -1.149 Mean : -0.6438
## 3rd Qu.: 3.200 3rd Qu.: 6.000 3rd Qu.: 8.0000
## Max. : 655.800 Max. : 655.800 Max. : 607.2000
## NA's :69 NA's :120 NA's :207
## LTD_TC_Q1_Y5 LTD_TC_Q1_Y6 LTD_TC_Q1_Y7
## Min. :-306.300 Min. :-541.500 Min. :-712.700
## 1st Qu.: -6.375 1st Qu.: -6.275 1st Qu.: -6.900
## Median : 0.000 Median : 0.000 Median : 0.000
## Mean : 1.580 Mean : 2.139 Mean : 1.378
## 3rd Qu.: 11.575 3rd Qu.: 13.100 3rd Qu.: 14.025
## Max. : 403.600 Max. : 451.300 Max. : 450.100
## NA's :352 NA's :508 NA's :674
## NPM_12M_Y1 NPM_12M_Y2 NPM_12M_Y3
## Min. :-729.700 Min. :-728.400 Min. :-1398.70
## 1st Qu.: -0.800 1st Qu.: -4.500 1st Qu.: -5.50
## Median : 0.000 Median : 0.100 Median : -0.50
## Mean : 1.363 Mean : -1.496 Mean : -1.18
## 3rd Qu.: 1.900 3rd Qu.: 3.800 3rd Qu.: 3.40
## Max. : 913.900 Max. : 564.500 Max. : 916.30
## NA's :71 NA's :82 NA's :85
## NPM_12M_Y4 NPM_12M_Y5 NPM_12M_Y6
## Min. :-498.000 Min. :-1216.5000 Min. :-1282.700
## 1st Qu.: -5.100 1st Qu.: -5.8000 1st Qu.: -6.200
## Median : -0.200 Median : -0.5000 Median : -0.600
## Mean : 1.641 Mean : 0.6022 Mean : -1.175
## 3rd Qu.: 4.400 3rd Qu.: 4.5000 3rd Qu.: 4.300
## Max. : 971.500 Max. : 865.3000 Max. : 916.400
## NA's :124 NA's :212 NA's :326
## NPM_12M_Y7 OPM_12M_A3Y OPM_12M_A5Y
## Min. :-1175.400 Min. :-280.600 Min. :-336.000
## 1st Qu.: -6.000 1st Qu.: -2.700 1st Qu.: -3.300
## Median : -0.400 Median : 0.300 Median : 0.200
## Mean : -1.211 Mean : 1.362 Mean : 1.636
## 3rd Qu.: 4.500 3rd Qu.: 3.975 3rd Qu.: 4.500
## Max. : 703.900 Max. : 576.300 Max. : 390.700
## NA's :473 NA's :84 NA's :210
## OPM_12M_Y1 OPM_12M_Y2 OPM_12M_Y3
## Min. :-328.100 Min. :-549.400 Min. :-510.9000
## 1st Qu.: -0.400 1st Qu.: -3.800 1st Qu.: -4.9000
## Median : 0.100 Median : 0.300 Median : -0.2000
## Mean : 2.739 Mean : 1.688 Mean : 0.7118
## 3rd Qu.: 2.500 3rd Qu.: 5.300 3rd Qu.: 4.8000
## Max. : 913.000 Max. : 774.100 Max. : 590.1000
## NA's :62 NA's :73 NA's :79
## OPM_12M_Y4 OPM_12M_Y5 OPM_12M_Y6
## Min. :-484.600 Min. :-520.700 Min. :-785.600
## 1st Qu.: -5.100 1st Qu.: -5.900 1st Qu.: -6.100
## Median : -0.200 Median : -0.200 Median : -0.200
## Mean : 3.079 Mean : 3.019 Mean : 1.786
## 3rd Qu.: 5.800 3rd Qu.: 5.700 3rd Qu.: 5.500
## Max. : 983.400 Max. : 889.500 Max. : 903.300
## NA's :118 NA's :205 NA's :318
## OPM_12M_Y7 PAYOUT_12M_A7Y PAYOUT_12M_Y1
## Min. :-734.100 Min. :-225.200 Min. :-733.8000
## 1st Qu.: -6.100 1st Qu.: -5.200 1st Qu.: -0.5000
## Median : 0.000 Median : 0.000 Median : 0.0000
## Mean : 2.152 Mean : 4.637 Mean : -0.2066
## 3rd Qu.: 6.200 3rd Qu.: 4.825 3rd Qu.: 0.3000
## Max. : 732.000 Max. : 698.400 Max. : 666.6000
## NA's :468 NA's :1478 NA's :747
## PAYOUT_12M_Y2 PAYOUT_12M_Y3 PAYOUT_12M_Y4
## Min. :-597.500 Min. :-853.800 Min. :-861.800
## 1st Qu.: -1.300 1st Qu.: -1.700 1st Qu.: -3.000
## Median : 0.000 Median : 0.000 Median : 0.000
## Mean : 4.741 Mean : 4.783 Mean : 3.941
## 3rd Qu.: 5.400 3rd Qu.: 5.900 3rd Qu.: 6.700
## Max. : 650.900 Max. : 698.100 Max. : 716.500
## NA's :823 NA's :809 NA's :862
## PAYOUT_12M_Y5 PAYOUT_12M_Y6 PAYOUT_12M_Y7 QUICK_Q1_Y1
## Min. :-954.40 Min. :-799.500 Min. :-720.300 Min. :-8.2000
## 1st Qu.: -2.30 1st Qu.: -2.100 1st Qu.: -2.675 1st Qu.:-0.1000
## Median : 0.00 Median : 0.000 Median : 0.000 Median : 0.0000
## Mean : 6.39 Mean : 8.038 Mean : 6.318 Mean : 0.0246
## 3rd Qu.: 8.90 3rd Qu.: 10.600 3rd Qu.: 10.450 3rd Qu.: 0.1000
## Max. : 717.90 Max. : 717.400 Max. : 721.100 Max. :15.3000
## NA's :907 NA's :952 NA's :1068 NA's :968
## QUICK_Q1_Y2 QUICK_Q1_Y3 QUICK_Q1_Y4
## Min. :-37.2000 Min. :-18.6000 Min. :-34.000
## 1st Qu.: -0.2000 1st Qu.: -0.2000 1st Qu.: -0.200
## Median : 0.1000 Median : 0.1000 Median : 0.100
## Mean : 0.0293 Mean : 0.1622 Mean : 0.256
## 3rd Qu.: 0.3000 3rd Qu.: 0.4000 3rd Qu.: 0.400
## Max. : 17.7000 Max. : 17.5000 Max. : 21.000
## NA's :968 NA's :992 NA's :1038
## QUICK_Q1_Y5 QUICK_Q1_Y6 QUICK_Q1_Y7
## Min. :-33.5000 Min. :-22.5000 Min. :-50.9000
## 1st Qu.: -0.3000 1st Qu.: -0.3000 1st Qu.: -0.3000
## Median : 0.0000 Median : 0.0000 Median : 0.0000
## Mean : 0.1928 Mean : 0.1376 Mean : 0.1849
## 3rd Qu.: 0.4000 3rd Qu.: 0.4000 3rd Qu.: 0.4000
## Max. : 24.0000 Max. : 24.2000 Max. : 25.2000
## NA's :1125 NA's :1231 NA's :1324
## ROA_12M_Y1 ROA_12M_Y2 ROA_12M_Y3
## Min. :-243.2000 Min. :-379.200 Min. :-152.500
## 1st Qu.: -0.8000 1st Qu.: -3.700 1st Qu.: -4.400
## Median : 0.0000 Median : -0.300 Median : -0.600
## Mean : 0.0618 Mean : -0.108 Mean : -1.026
## 3rd Qu.: 1.0000 3rd Qu.: 1.500 3rd Qu.: 1.300
## Max. : 511.9000 Max. : 901.000 Max. : 236.200
## NA's :48 NA's :51 NA's :94
## ROA_12M_Y4 ROA_12M_Y5 ROA_12M_Y6
## Min. :-191.50 Min. :-450.6000 Min. :-230.7000
## 1st Qu.: -4.50 1st Qu.: -5.6000 1st Qu.: -5.9000
## Median : -0.50 Median : -1.0000 Median : -1.2000
## Mean : 1.02 Mean : 0.4814 Mean : -0.5541
## 3rd Qu.: 1.60 3rd Qu.: 1.3000 3rd Qu.: 1.0000
## Max. : 475.60 Max. : 802.3000 Max. : 802.3000
## NA's :180 NA's :325 NA's :491
## ROA_12M_Y7 ROE_12M_A5Y ROE_12M_A7Y
## Min. :-172.4000 Min. :-562.000 Min. :-643.800
## 1st Qu.: -6.3000 1st Qu.: -9.100 1st Qu.: -9.900
## Median : -1.0000 Median : -1.700 Median : -2.300
## Mean : -0.3869 Mean : -4.122 Mean : -4.215
## 3rd Qu.: 1.4000 3rd Qu.: 2.350 3rd Qu.: 2.500
## Max. : 901.8000 Max. :1055.300 Max. :1026.000
## NA's :652 NA's :363 NA's :685
## ROE_12M_Y1 ROE_12M_Y2 ROE_12M_Y3
## Min. :-872.800 Min. :-872.400 Min. :-962.500
## 1st Qu.: -2.800 1st Qu.: -10.000 1st Qu.: -12.700
## Median : -0.100 Median : -1.700 Median : -2.700
## Mean : -1.102 Mean : -2.642 Mean : -5.679
## 3rd Qu.: 2.200 3rd Qu.: 3.500 3rd Qu.: 2.900
## Max. :1171.700 Max. : 963.400 Max. :1304.400
## NA's :62 NA's :64 NA's :105
## ROE_12M_Y4 ROE_12M_Y5 ROE_12M_Y6
## Min. :-945.400 Min. :-914.000 Min. :-908.10
## 1st Qu.: -13.200 1st Qu.: -14.500 1st Qu.: -15.00
## Median : -2.200 Median : -3.300 Median : -3.90
## Mean : -7.062 Mean : -6.399 Mean : -5.12
## 3rd Qu.: 4.000 3rd Qu.: 3.800 3rd Qu.: 3.80
## Max. : 893.100 Max. : 944.000 Max. : 956.50
## NA's :190 NA's :345 NA's :502
## ROE_12M_Y7 TA_TRN_12M_Y1 TA_TRN_12M_Y2
## Min. :-842.900 Min. :-4.7000 Min. :-6.90000
## 1st Qu.: -15.400 1st Qu.:-0.1000 1st Qu.:-0.10000
## Median : -3.400 Median : 0.0000 Median : 0.00000
## Mean : -6.224 Mean : 0.0194 Mean :-0.03628
## 3rd Qu.: 4.700 3rd Qu.: 0.0000 3rd Qu.: 0.00000
## Max. : 948.700 Max. :67.3000 Max. :67.50000
## NA's :665 NA's :221 NA's :223
## TA_TRN_12M_Y3 TA_TRN_12M_Y4 TA_TRN_12M_Y5
## Min. :-7.90000 Min. :-6.0000 Min. :-14.4000
## 1st Qu.:-0.20000 1st Qu.:-0.2000 1st Qu.: -0.3000
## Median : 0.00000 Median : 0.0000 Median : -0.1000
## Mean :-0.06726 Mean :-0.1085 Mean : -0.2118
## 3rd Qu.: 0.00000 3rd Qu.: 0.0000 3rd Qu.: 0.0000
## Max. :67.70000 Max. :67.5000 Max. : 5.4000
## NA's :263 NA's :338 NA's :471
## TA_TRN_12M_Y6 TA_TRN_12M_Y7 TIE_12M_Y1
## Min. :-13.5000 Min. :-19.6000 Min. :-684.500
## 1st Qu.: -0.4000 1st Qu.: -0.4000 1st Qu.: -0.100
## Median : -0.1000 Median : -0.1000 Median : 0.100
## Mean : -0.2429 Mean : -0.3085 Mean : 1.691
## 3rd Qu.: 0.0000 3rd Qu.: 0.0000 3rd Qu.: 1.500
## Max. : 5.3000 Max. : 4.0000 Max. : 552.400
## NA's :626 NA's :782 NA's :1028
## TIE_12M_Y2 TIE_12M_Y3 TIE_12M_Y4
## Min. :-805.700 Min. :-751.400 Min. :-805.000
## 1st Qu.: -1.100 1st Qu.: -1.600 1st Qu.: -2.200
## Median : 0.300 Median : 0.200 Median : 0.200
## Mean : 3.011 Mean : 2.301 Mean : 2.086
## 3rd Qu.: 2.675 3rd Qu.: 2.200 3rd Qu.: 2.900
## Max. : 828.300 Max. :1453.700 Max. : 864.600
## NA's :1024 NA's :1031 NA's :1079
## TIE_12M_Y5 TIE_12M_Y6 TIE_12M_Y7
## Min. :-982.000 Min. :-824.0000 Min. :-637.700
## 1st Qu.: -3.200 1st Qu.: -3.8000 1st Qu.: -2.900
## Median : 0.100 Median : 0.0000 Median : 0.200
## Mean : -2.059 Mean : -0.6999 Mean : 1.786
## 3rd Qu.: 2.100 3rd Qu.: 1.7000 3rd Qu.: 2.200
## Max. :1284.700 Max. : 969.0000 Max. : 898.900
## NA's :1151 NA's :1245 NA's :1401
## TL_TA_Q1_Y1 TL_TA_Q1_Y2 TL_TA_Q1_Y3
## Min. :-297.6000 Min. :-353.000 Min. :-193.700
## 1st Qu.: -1.7000 1st Qu.: -4.575 1st Qu.: -6.100
## Median : 0.0000 Median : -0.500 Median : -0.500
## Mean : -0.8174 Mean : -1.790 Mean : -1.825
## 3rd Qu.: 1.0000 3rd Qu.: 2.800 3rd Qu.: 4.500
## Max. : 344.6000 Max. : 333.600 Max. : 346.500
## NA's :32 NA's :36 NA's :82
## TL_TA_Q1_Y4 TL_TA_Q1_Y5 TL_TA_Q1_Y6
## Min. :-371.00 Min. :-397.7000 Min. :-467.2000
## 1st Qu.: -7.30 1st Qu.: -6.7750 1st Qu.: -6.9000
## Median : -0.30 Median : 0.3000 Median : 0.6000
## Mean : -2.14 Mean : -0.9512 Mean : -0.1006
## 3rd Qu.: 5.70 3rd Qu.: 7.9000 3rd Qu.: 9.6000
## Max. : 300.70 Max. : 264.9000 Max. : 241.7000
## NA's :172 NA's :316 NA's :483
## TL_TA_Q1_Y7 EPSSD_EY0 EPSN_EY0 EPSUM_EY0
## Min. :-317.8000 Min. : 0.000 Min. : 1.000 Min. : 0.00
## 1st Qu.: -7.6000 1st Qu.: 0.010 1st Qu.: 4.000 1st Qu.: 0.00
## Median : 0.6000 Median : 0.020 Median : 7.000 Median : 0.00
## Mean : -0.5591 Mean : 0.106 Mean : 8.613 Mean : 1.72
## 3rd Qu.: 9.6000 3rd Qu.: 0.070 3rd Qu.:12.000 3rd Qu.: 2.00
## Max. : 255.2000 Max. :73.660 Max. :43.000 Max. :32.00
## NA's :650 NA's :410 NA's :410
## EPSDM_EY0 EPSDMP_EY0 EPSSD_EY1 EPSN_EY1
## Min. : 0.000 Min. :-847.200 Min. : 0.0000 Min. : 0.000
## 1st Qu.: 0.000 1st Qu.: -1.000 1st Qu.: 0.0400 1st Qu.: 3.000
## Median : 0.000 Median : 0.000 Median : 0.0800 Median : 5.000
## Mean : 1.829 Mean : -1.215 Mean : 0.3222 Mean : 6.824
## 3rd Qu.: 2.000 3rd Qu.: 0.300 3rd Qu.: 0.1700 3rd Qu.: 9.000
## Max. :24.000 Max. : 600.000 Max. :316.8900 Max. :41.000
## NA's :410 NA's :425 NA's :667 NA's :410
## EPSUM_EY1 EPSDM_EY1 EPSDMP_EY1 EPSSD_EY2
## Min. : 0.0000 Min. : 0.0000 Min. :-650.0000 Min. :0.000
## 1st Qu.: 0.0000 1st Qu.: 0.0000 1st Qu.: -1.7000 1st Qu.:0.060
## Median : 0.0000 Median : 0.0000 Median : 0.0000 Median :0.120
## Mean : 0.8705 Mean : 0.9579 Mean : -0.2205 Mean :0.214
## 3rd Qu.: 1.0000 3rd Qu.: 1.0000 3rd Qu.: 0.5000 3rd Qu.:0.250
## Max. :28.0000 Max. :24.0000 Max. : 600.0000 Max. :2.100
## NA's :410 NA's :410 NA's :640 NA's :2055
## EPSN_EY2 EPSUM_EY2 EPSDM_EY2 EPSDMP_EY2
## Min. : 0.000 Min. : 0.0000 Min. :0.000 Min. :-90.5000
## 1st Qu.: 0.000 1st Qu.: 0.0000 1st Qu.:0.000 1st Qu.: -0.9000
## Median : 0.000 Median : 0.0000 Median :0.000 Median : 0.0000
## Mean : 1.138 Mean : 0.1141 Mean :0.115 Mean : 0.0751
## 3rd Qu.: 2.000 3rd Qu.: 0.0000 3rd Qu.:0.000 3rd Qu.: 0.0000
## Max. :21.000 Max. :13.0000 Max. :4.000 Max. :120.0000
## NA's :410 NA's :410 NA's :410 NA's :1765
## EPSSD_EQ0 EPSN_EQ0 EPSUM_EQ0 EPSDM_EQ0
## Min. :0.0000 Min. : 0.000 Min. : 0.000 Min. : 0.000
## 1st Qu.:0.0100 1st Qu.: 3.000 1st Qu.: 0.000 1st Qu.: 0.000
## Median :0.0200 Median : 6.000 Median : 0.000 Median : 0.000
## Mean :0.0326 Mean : 7.178 Mean : 1.021 Mean : 1.283
## 3rd Qu.:0.0300 3rd Qu.:10.000 3rd Qu.: 1.000 3rd Qu.: 1.000
## Max. :1.3300 Max. :41.000 Max. :30.000 Max. :22.000
## NA's :758 NA's :410 NA's :410 NA's :410
## EPSDMP_EQ0 EPSSD_EQ1 EPSN_EQ1 EPSUM_EQ1
## Min. :-800.000 Min. :0.000 Min. : 0.00 Min. : 0.0000
## 1st Qu.: -2.400 1st Qu.:0.010 1st Qu.: 1.00 1st Qu.: 0.0000
## Median : 0.000 Median :0.020 Median : 4.00 Median : 0.0000
## Mean : -2.093 Mean :0.037 Mean : 5.29 Mean : 0.7495
## 3rd Qu.: 0.000 3rd Qu.:0.040 3rd Qu.: 8.00 3rd Qu.: 1.0000
## Max. : 475.000 Max. :0.720 Max. :40.00 Max. :22.0000
## NA's :658 NA's :1007 NA's :410 NA's :410
## EPSDM_EQ1 EPSDMP_EQ1 EPS_EG5 EPSPM_EG5
## Min. : 0.0000 Min. :-700.0000 Min. :-2.90 Min. :-2.90
## 1st Qu.: 0.0000 1st Qu.: -2.0000 1st Qu.:10.20 1st Qu.:10.30
## Median : 0.0000 Median : 0.0000 Median :13.70 Median :14.00
## Mean : 0.9343 Mean : -0.6885 Mean :15.32 Mean :15.47
## 3rd Qu.: 1.0000 3rd Qu.: 0.0000 3rd Qu.:18.62 3rd Qu.:18.90
## Max. :19.0000 Max. : 500.0000 Max. :98.00 Max. :98.00
## NA's :410 NA's :791 NA's :542 NA's :560
## EPSSD_EG5 EPSH_EG5 EPSL_EG5 EPSN_EG5
## Min. : 0.000 Min. : -2.90 Min. :-10.00 Min. : 0.000
## 1st Qu.: 1.800 1st Qu.: 13.00 1st Qu.: 7.00 1st Qu.: 2.000
## Median : 3.000 Median : 18.00 Median : 10.00 Median : 5.000
## Mean : 4.263 Mean : 20.64 Mean : 11.09 Mean : 6.097
## 3rd Qu.: 5.300 3rd Qu.: 25.00 3rd Qu.: 14.00 3rd Qu.: 9.000
## Max. :92.300 Max. :166.00 Max. : 98.00 Max. :28.000
## NA's :825 NA's :542 NA's :542 NA's :410
## EPSUM_EG5 EPSDM_EG5 QS_PERC QS_SD
## Min. :0.0000 Min. :0.0000 Min. :-700.000 Min. : 0.0000
## 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.: 0.000 1st Qu.: 0.0100
## Median :0.0000 Median :0.0000 Median : 2.800 Median : 0.0100
## Mean :0.1051 Mean :0.2378 Mean : 6.169 Mean : 0.0559
## 3rd Qu.:0.0000 3rd Qu.:0.0000 3rd Qu.: 11.800 3rd Qu.: 0.0200
## Max. :6.0000 Max. :6.0000 Max. : 600.000 Max. :57.9800
## NA's :410 NA's :410 NA's :654 NA's :756
## QS_SUE_Q1 EPS_GH1E0 EPS_EY0EY1 EPS_EY1EY2
## Min. :-65.5000 Min. :-98.900 Min. :-56.2 Min. :-98.10
## 1st Qu.: 0.0000 1st Qu.: 1.475 1st Qu.: 9.3 1st Qu.: 10.00
## Median : 1.0000 Median : 13.100 Median : 15.1 Median : 15.85
## Mean : 0.8398 Mean : 35.511 Mean : 38.0 Mean : 31.74
## 3rd Qu.: 2.0000 3rd Qu.: 37.400 3rd Qu.: 28.9 3rd Qu.: 28.80
## Max. : 24.0000 Max. :900.000 Max. :975.0 Max. :900.00
## NA's :1015 NA's :590 NA's :489 NA's :1572
## INSTALLDT
## Length:2618
## Class :character
## Mode :character 
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