confidence intervals

## Loading required package: RPostgreSQL

## Loading required package: DBI

## -- Attaching packages -------------------------------------------------------- tidyverse 1.2.1 --

## v ggplot2 2.2.1     v purrr   0.2.4
## v tibble  1.4.1     v dplyr   0.7.4
## v tidyr   0.8.0     v stringr 1.2.0
## v readr   1.1.1     v forcats 0.2.0

## -- Conflicts ----------------------------------------------------------- tidyverse_conflicts() --
## x dplyr::filter() masks stats::filter()
## x dplyr::lag()    masks stats::lag()

## 
## Attaching package: 'psych'

## The following objects are masked from 'package:ggplot2':
## 
##     %+%, alpha

Test connection

## [1] "Connecting to database"
## [1] "Connected!"

Explore Postgres DB

Filter For Pokersite/Columns

Create final df

• Filter by desired stats
• Groupby to aggreegate by player
• Build desired stats

## # A tibble: 1 x 11
##   playe~  vpip   pfr total_~ money~   rake thre~ bb_p~ total~ money~  wwsf
##   <chr>  <dbl> <dbl>   <int>  <int>  <int> <dbl> <dbl>  <dbl>  <dbl> <dbl>
## 1 Riley~  22.4  17.4  520105 2.00e6 4.40e6  6.00  5.46 0.0800 0.0400  42.7

## create db
db_for_ci<- all_players_finished_db %>% 
    filter(.,total_hands>2500) 
    #filter(.,playername=='$HIPITLOSER')
    
## create vectors to store sd(sample), n-samples, sample means
sample_parameters <- describe(db_for_ci$bb_per_100)
s <- sample_parameters$sd
n <- db_for_ci$total_hands/100
a <- db_for_ci$bb_per_100


## view sample parameters 
sample_parameters

##    vars    n   mean    sd median trimmed   mad     min   max  range  skew
## X1    1 1080 -12.79 23.27  -8.34  -10.23 18.21 -178.16 44.62 222.78 -1.58
##    kurtosis   se
## X1     5.25 0.71

## make confidence intervals
names <- as.character(db_for_ci$playername)
left <- round(a-qnorm(0.975)*s/sqrt(n),2)
right <- round(a+qnorm(0.975)*s/sqrt(n),2)

##build df
df_with_intervals <- as_data_frame(cbind(names,left,right))

df_with_intervals[,2:3] <- lapply(df_with_intervals[,2:3],function(x){as.numeric(x)})

a <- df_with_intervals %>% 
  filter(.,(right< 0.0 & left< 0.0 )| (right> 0.0 & left > 0.0))

kable(a)

names	left	right
$HIPITLOSER	36.43	52.81
10jqka155	-31.37	-21.23
1CEMAN1CEMAN	-28.60	-13.92
41lax	-16.96	-3.62
a13309	13.13	27.45
a3839873	-31.15	-14.59
AA5454	-57.04	-41.08
ab51194	-18.54	-4.76
ACBigBlock	9.93	17.53
AceRoth1981	5.01	20.59
Acesup88	-57.57	-39.47
adkent56	-18.57	-7.99
adversity45	10.14	25.48
Aggrofish92	15.81	27.19
Ainmhithe	-18.82	-1.94
AJ115453168	-59.48	-45.80
ajdaboys	-18.93	-8.85
aleksnj	22.39	38.19
AliSH	3.61	14.07
allin24	-52.50	-45.08
allingoodfun	4.74	15.02
Allyoucaneat	-28.18	-10.86
altaid2002	-21.77	-10.25
Alterbridge	-25.61	-11.33
AmateurPoker	-19.24	-12.28
AMilkyMIst	-43.40	-28.68
andymntfrd55	-31.80	-14.30
AnnieEdison	4.43	6.87
apatania16	-16.40	-0.72
archegos	-21.03	-8.23
artfuldodger	-58.08	-42.34
arun_an66	-12.02	-5.10
arvind47	-50.24	-42.30
asher27	7.03	22.85
aspelunker	2.94	5.80
avatarhabitz	1.41	12.77
axn87	9.83	20.65
ayymoneyy	-37.86	-20.26
b.02060694.c	-19.74	-3.46
badbeat	-50.13	-33.21
Badfish3313	-13.05	-1.79
BadNewsMuze	-31.88	-17.30
Ballbuster64	1.84	13.72
Ballin	15.67	31.23
BalognaSangwich	-15.98	-0.12
banker	-46.11	-33.23
banZ 908	10.93	28.07
barreto21	-10.07	-4.35
Bartgang135	-16.69	-2.13
Basnator	4.17	21.77
batowl33	0.04	7.86
bbballday1979	-19.98	-2.46
bbissick23	2.55	5.37
bdeja	-24.55	-13.01
beaps	-19.52	-9.44
bearden	15.20	32.30
Beejiezel1626	-37.09	-24.03
BellasDaddy716	-31.57	-20.43
BetaO1936	-92.27	-79.33
bethbehrs	4.31	5.75
BETT0RthanU	-3.42	-1.08
Bg20one	-39.65	-28.35
BigBaller1	-12.09	-7.75
BigBuxBuro	-13.94	-5.68
bigdog10	-23.54	-8.68
Bigfish99	-21.94	-14.68
biggdummy	-47.65	-30.79
billydamarlin	15.27	20.95
BillyNorc	-20.84	-14.34
Blaffe01	-9.76	-2.58
Blazedog	-21.45	-4.87
Blessed	-12.90	-2.22
bletal2	-46.04	-28.62
blgfromnj82	12.00	27.94
Bling890	1.00	6.72
bloodclot13	-34.01	-15.85
Bluemoon5385	-37.38	-21.00
bluenorange.	-12.39	-4.27
BOBAER	-63.27	-50.35
BOBBY_DIGITAL	-17.78	-1.58
bobhutt99	-34.08	-18.84
Bogey89	-33.82	-22.94
Boogle99	-25.44	-7.82
BOONYANI	-37.06	-26.04
borgatabill	0.51	11.47
BorgataNice	-63.49	-48.65
born2run	-16.57	-6.59
bourquin73	-44.02	-29.52
boxxcarr	-16.37	-3.01
boyequity	10.05	21.79
Bpengle	-43.19	-31.87
BrianBacanof18	-53.85	-40.73
BrigBeach	-21.36	-8.60
Brooklyn64	-42.43	-32.69
brownhands_	4.08	18.38
btbillie	-22.37	-5.69
Bub242	-20.13	-4.97
BucNasty	-16.42	-7.54
Bulleye180	9.20	23.26
bullrun	-24.93	-16.23
bvinnieb	-24.70	-6.50
byeo89	-6.31	-0.37
byeoz	5.39	16.25
cake_dealer	-18.29	-6.65
callmemayb99	-37.79	-31.79
cangri79	-35.77	-20.59
Capo4lifee	-18.66	-3.40
Carl_LaFong1010	-27.26	-15.32
Carlos2478	-31.79	-16.23
Carocks14	-29.03	-12.39
cash63	-107.85	-99.33
cashforme2	-132.61	-117.11
catch41623	-15.66	-6.52
catfoodcritiC	3.70	6.88
cb123579	3.50	6.38
cbone61	-38.71	-29.39
ccrider	-36.83	-21.27
cdynasty24	-69.86	-52.16
CFOODTONY	-31.06	-13.86
Ch_CheckRaise	-15.58	-1.96
Chem1	-17.62	-12.48
ChevyCruise	1.86	11.86
ChipBandit04	-33.58	-23.80
CHIPEATER	32.27	50.03
chipleade101	18.92	31.26
chosco	-36.09	-19.07
chrisn1994	-13.95	-0.47
christophern	1.46	10.96
chrisw123	-16.36	-7.92
clams	-36.75	-18.89
Clothesovrbros	-40.39	-23.97
clubberland	-24.82	-8.10
Clutch1624	-6.28	-1.96
cncly1314	2.12	10.42
CNOTE	-46.33	-28.69
CoachTuna	-27.83	-14.63
code00red	7.87	11.25
Coley912	-22.99	-14.27
coltrane	4.64	9.40
conArtist5	1.20	16.48
Cooldude83	-17.80	-0.96
coopadoop	-20.99	-6.05
CoopaDoop	-15.72	-4.78
CopyNinja	6.55	14.87
Cp4591904	-28.93	-17.41
CRaFTe	-23.50	-9.24
crazyjoedavola	-18.42	-2.72
creature92	-20.98	-6.14
Crewfts	-32.46	-14.28
croatico	-61.43	-51.31
Crooko52	-13.71	-5.83
crystalman	-42.85	-29.63
CtoGramm	6.17	24.37
cubcaptain	-102.77	-84.67
cubsfan1972	-24.59	-8.25
Curry	-16.53	-0.95
d_boy	-18.75	-3.19
Dancer	-43.75	-33.13
dankpoetess	-12.37	-3.59
Danuts	-6.87	-0.11
dapunisher1	-9.71	-0.85
dave277799	-78.21	-63.71
daxesh	-75.81	-58.59
deadace	-26.51	-10.27
deadnlovinit	-31.62	-15.30
deerpathdave	-35.23	-21.95
Defender85	19.87	31.53
denden08	-19.68	-11.82
dereksmalls	-7.28	-0.04
diathermal	7.18	15.56
Diesel554	2.17	7.03
Dieselssubs	-38.41	-20.93
DinoBravo	4.70	7.94
Divv2014	-42.91	-25.59
djace973	-72.46	-54.70
djweed	-35.50	-21.40
dmir717	-31.70	-15.56
Doboy	-18.60	-10.32
dogtag114	-26.25	-11.57
Dominicatornyc	7.40	22.60
dominickd	-58.82	-49.60
donaldraper	14.74	30.76
donaldservais	-38.24	-20.32
Donate_here	0.88	4.10
Donator888	-19.81	-2.43
donkeylove	-7.16	-0.62
dontbluffme	-11.51	-6.67
DoorKnob	1.14	6.70
doritosallda	11.23	28.09
dp0330	-18.56	-6.76
dragon	-6.32	-1.54
drewski1	-52.76	-41.04
DRoll	-49.48	-38.30
DroppingDeuces	-34.19	-17.01
DrPu55y55	-58.50	-48.42
dsalespro	-11.47	-5.01
DuchessDara	-20.28	-10.36
DuckSAAuce	2.36	17.18
dugg5800	-74.62	-57.26
Dustoff1980	6.10	13.18
eagle1	-36.26	-20.76
EatMyNuts	9.39	15.23
EightWhites	-10.88	-3.14
eilyisum	-29.09	-13.71
Eilyisum	-29.43	-13.85
El-Chapo	15.47	25.17
Ellethebear	-18.19	-1.67
ELMEJOR45	1.39	12.53
emilyrose	-22.92	-9.98
empsteelers	-43.91	-29.23
EmptyPockets	-25.00	-16.24
ErikJHeezeman	-25.42	-7.44
ErnieB	-66.58	-52.24
Eskimo_Frenzy	5.70	12.96
excalibur3264	-21.31	-14.15
ezalldee	-87.14	-72.10
eZZZgAAme	-9.40	-0.76
faithinfive	-11.74	-0.18
FatNsweatyNJ	12.00	21.32
FEARKILLS	-56.02	-40.10
Felixmillan	-13.89	-1.69
fenerbahce	-33.72	-21.46
fhantom	1.20	11.34
FINRA714	-15.92	-7.16
fish28	-18.20	-10.66
Fishbulb	2.79	5.17
FitzroidPoo	2.95	8.39
flash3	-22.42	-11.70
flipper191	8.49	23.29
flyersrock18	-20.76	-8.62
fnord_too	2.76	9.04
foreww	-25.36	-12.40
Fransuave	-41.08	-28.06
friday	-23.11	-11.05
gamble888888	10.67	20.49
gardens	5.37	8.93
gatsby14	-26.41	-11.23
GenesisNemesis	-15.58	-1.84
getit0082	-79.52	-61.58
getrrrdone	-33.24	-16.86
gforce78nj	-12.18	-5.62
GForce78NJ	10.90	25.14
gfung	-19.18	-4.88
ghostryder4life	-162.08	-148.22
girlequity	-15.65	-1.03
Girolid	-17.53	-4.17
gladylove09	-17.51	-6.09
glassman	-31.31	-17.93
globe4999	-9.42	-0.58
GMan5168	-31.98	-19.54
GOATKILLER7	-22.60	-10.48
GOFUMIKE	-19.50	-7.14
goitzm04	-28.87	-18.21
goldmaster	-22.13	-10.91
gotfish	-14.54	-4.40
gr8.2b.in.nj	-32.49	-17.25
greyhound2017	-36.23	-20.95
grista14	1.81	14.87
Gritts	-19.64	-14.06
Gromit	-47.81	-37.37
grtlvind	-16.93	-4.99
Gstaz	-34.62	-20.80
GTLbot	5.02	15.36
GutShotMark	-68.16	-59.20
hahaitzming	-14.78	-3.98
haileywynne	-54.16	-37.12
hannahhunt	19.79	25.35
hastro	18.76	31.70
Hat boy1978	-31.83	-14.49
heisenberg_89	-7.07	-3.31
heisenberg78	-20.04	-5.62
HenryIam	-12.08	-2.82
hergqtceag	-34.46	-16.36
herkojerko	-17.05	-2.09
Hero	3.78	9.22
herobrian	-49.19	-32.31
hesstrucka	-52.90	-40.76
hesstruckusa	-43.55	-25.99
highkick	-26.05	-10.27
himmel706	-8.24	-3.16
hippowine	-42.54	-28.80
HK1960	-114.07	-105.35
holy_roller	-26.94	-14.74
HOPLITE99	-25.77	-15.03
Hoppie62	-86.05	-73.97
HotSaucerman	-37.09	-22.01
HotWife	-37.70	-23.88
Hounddog123	-39.56	-22.12
hoysrevenge	-10.41	-1.55
hunny7878	13.45	31.41
HVACWHAT	-24.63	-9.45
HW517	6.88	20.92
HygieneMan	6.71	9.91
I-M-Lando	-18.22	-3.36
ICameAsARat	-36.56	-19.52
ICEMAN850	-34.81	-21.79
ILovetheDough	-12.00	-2.94
imaunitard	4.77	12.37
imnoangel	-80.84	-65.44
Imperator3	-31.20	-18.82
ImSooNutz	-12.72	-0.96
iMustbreakU	0.78	16.06
inconex123	-6.05	-2.27
iPeel	15.94	32.18
iplaypoker2	-73.38	-66.04
irishmurph	-35.13	-20.55
ironheart	-27.61	-14.37
ithappens24	-21.90	-11.10
ItsButta	27.68	43.94
ItsBvtta	4.48	7.82
J-E-T-S93	8.49	25.79
J_Luv_Soul	-92.42	-74.40
Jackpot88	-35.41	-28.51
JAGTERAHO	-50.46	-39.14
jaiho	-43.58	-29.68
JakeTheSnake99	-100.11	-82.67
Jakey6008	-16.91	-3.23
JamesT	-13.93	-3.27
janesanders	9.05	12.43
JaqenHghar	1.95	7.33
Jarik	-21.10	-10.26
jasons	-47.70	-30.76
JAXSON	-17.25	-2.89
jaydin	-36.30	-21.44
jayf0024	2.65	19.95
jaytina	7.49	22.87
JayWilson22	12.10	20.46
jbiggy35	-32.31	-17.23
jbwilson03	-19.39	-9.33
jcb375	-37.24	-24.96
jcd10290	-74.75	-56.85
jdecree	-18.94	-4.46
jeffreyd626	-36.14	-21.62
Jermz	6.12	10.04
jerryeip	-41.96	-30.88
JerseyGirl	-36.00	-23.28
jesus119	1.48	8.98
jgorm1	-49.09	-35.77
jimmyjet77	-13.28	-1.68
jimmyk692	-26.82	-18.54
JJ2MG2	-27.65	-12.25
jkgrants	0.98	16.78
Jlado	-35.50	-22.52
jlaytz14	7.73	22.87
JLBARDU	-23.79	-11.65
jmascis	-54.32	-46.38
jmonster	-39.17	-22.43
jocar23	-17.46	-4.54
joe2225	-16.15	-5.39
JOE5782	4.82	9.78
Joeblk005	-20.33	-8.05
JoeGame9666	-31.17	-16.87
joejoek22	-16.35	-0.01
JOEYACE12344	-19.21	-11.99
Joeybekool	-90.28	-78.32
john1032	-61.86	-50.66
johncomp	-10.98	-2.66
Johnlaz99	-34.15	-19.47
Johnny-Guns	-16.18	-3.10
JohnnyBadd	-17.58	-10.46
johnsnow	7.79	11.29
Jojodocco	-22.82	-12.06
Joker55	-29.26	-20.96
jokershows	-53.66	-35.60
Jolanta	-57.64	-45.00
Jonuzi	15.80	21.14
JRCOMPS6815	-71.54	-55.18
JROCK23	5.81	12.77
JRpoker	-80.40	-63.72
jsoto424	-20.59	-2.93
juanonjuan	5.44	14.72
jusreid30	-34.85	-23.89
Just1Time33	-32.76	-19.44
justcards21	-10.48	-2.86
Justjuice00	-19.51	-7.79
JustOneGoodArm	-22.31	-8.75
juve10	-35.19	-23.13
jwy5034	-9.73	-2.87
K9diro	-17.62	-3.50
kakapee123	-187.04	-169.28
KALHONAHO	-76.06	-59.78
Kandi33	-21.71	-3.85
kannan83	-31.36	-14.20
Karachay	-52.46	-38.26
karpathian	-40.45	-27.23
KB_Legal	-19.93	-11.01
Kevykev9	-33.71	-19.43
Khoury1040	-20.29	-4.13
kilgoretrout	4.19	21.39
Kill_Matt	-34.38	-21.32
kingking69	-17.03	-4.07
KKKK_JIM	1.99	3.99
kmclaugh84	-12.49	-1.19
knicksfan67	-34.07	-18.19
knittingboy	-24.46	-11.08
KnTl1NdT	-32.04	-18.20
Kolaa927	-15.41	-5.99
Konvict	8.23	11.25
KoolGFlores	1.16	13.66
KR1024	-24.54	-11.26
KRAMER58	-27.42	-12.28
KrookedTyrant	1.23	12.87
kruxscali	-36.45	-19.61
kstAcKs973	-32.79	-16.43
kucmyda99	-18.00	-9.14
leakygrinders	-31.02	-16.48
lee145	-26.27	-16.55
leecris55	-26.47	-17.07
leinad	8.99	18.33
LeMonstre68	-46.12	-37.22
LeveLwithMe	-16.05	-5.53
lexander	7.66	24.66
Li0n11	-75.29	-57.51
Lichto2002	-26.07	-15.37
LIFE0FODDS	5.66	13.62
Lightman	-28.94	-13.08
limited77	-22.52	-17.38
lion00king11	-38.52	-26.52
liontrade	3.96	8.74
LOGIC	12.32	26.90
logic1515	-11.70	-2.00
LoLuMaD	-14.95	-3.51
LOLYOUFOLD	8.03	14.17
loriesman09	-46.33	-28.23
lou1146	-11.45	-4.07
love2shove	12.73	23.07
luchael	-12.91	-6.97
Lucky10	-61.48	-43.66
luckytiger1997	-26.44	-9.32
lylelanely	-24.02	-10.30
macys	4.06	21.12
MadBum	8.65	14.33
MagicATEball	21.63	37.73
magicperl	-20.00	-3.20
majoda2	-10.06	-4.28
mako59	-82.48	-65.12
ManuGinobili20	6.77	11.97
mapped	-21.08	-2.84
Mapz_	-24.01	-7.55
Marakix0	-34.82	-27.46
markus	-7.35	-0.33
martha125	-17.87	-2.31
martymcfly	-21.29	-5.11
matcha-tho	14.89	31.81
matman001	-23.77	-10.21
matttheman	-16.49	-6.01
MattyIce21	-30.98	-15.66
Mavrick	-54.80	-40.04
maxxx	-53.18	-40.80
Mazz10	10.81	21.65
mbsepharo	-37.33	-22.85
mdthomas75	-25.15	-12.21
megahorse	-11.32	-0.76
merrrrrd	21.13	38.67
mike1214	-49.84	-35.56
mikey_mcv	-10.16	-0.94
MikeyCasino	0.36	8.84
Mikeyd323	-25.52	-14.08
Mindcandy	-44.65	-28.99
minus110	-9.38	-0.58
mirandas	-45.50	-32.64
misclick	11.36	20.76
misterrover	11.28	28.38
mixedfish	-16.24	-5.66
mjnuts	-74.08	-57.94
MogSaysKupo	-27.90	-14.64
Mohan251987	-84.74	-66.52
morandi	-17.30	-0.84
Mpylarinos	-16.68	-3.72
Mr.Jaxon	-19.44	-8.58
Mr.Polo	-14.01	-1.89
MRF973	-22.03	-7.65
mrgrandmaster	-35.88	-22.72
Mrguppy31	-19.59	-8.59
mrnittyny	-32.39	-20.69
mrswag123	-90.64	-76.24
MTS28	-42.78	-24.88
MuchoDonkU	-37.74	-25.62
Muggy	-23.05	-13.85
Mullski1	-29.86	-16.16
mush20	-20.42	-10.04
mysteryspot	3.64	13.38
MYSTICMOUNTAIN	6.90	10.28
MyTurn	-93.74	-75.68
Nam67	-24.70	-11.92
Nando	-63.87	-49.31
nantucketkid46	-25.73	-8.29
Nasty_Nayeem	-27.87	-13.11
NBRicFlair	4.99	15.83
netanah	-22.37	-6.21
nev319	-15.52	-6.12
ng9pb	-12.35	-7.17
Ni-hand2014	10.21	19.71
Nicknick1	-20.94	-8.58
NILKNARF	1.19	13.41
njbruce	-56.38	-42.60
njpro9999	-31.18	-12.98
nmamo33	-19.17	-3.69
Noodle846	11.34	27.82
NOOOORESPECT	8.19	12.33
nopants	0.36	3.22
notime4that	7.49	20.75
nso12	-10.61	-2.11
obiewon	-37.79	-20.49
ohm127	-14.65	-4.19
OilBirner	-43.60	-30.98
oldgrneyes	0.09	15.83
oliveralo	-36.07	-24.29
ondemand	-31.42	-23.98
ONE-N-ONLY	-38.70	-20.58
one_eyed_jax	-20.55	-13.29
oneofakind409	-46.16	-32.64
onlycyb	-40.75	-27.71
ontherun187	1.97	13.07
oopsIdiditagain	3.51	12.71
oorannob	17.69	29.87
oscarbeane	-11.22	-1.94
otr187	-26.28	-9.24
owens87	1.40	6.12
owlking1	-39.25	-22.67
Paddlenut	-27.47	-14.83
PADDLENUT	-18.74	-4.98
paipingprung	9.06	26.42
PamCertainly	4.13	7.83
panaayush21	-23.42	-8.24
pandochka_s	0.32	10.10
papaburgundy	2.95	17.61
Papo353	-24.68	-10.76
PauliePokernut	-77.18	-60.02
paulpar8	-31.19	-14.85
PayneKilla	5.24	9.10
pd55473	-23.94	-9.44
peddicom77	-33.93	-28.75
peeveorama	6.45	14.45
peltzman	3.57	7.11
penman41	-20.15	-4.29
PermPanther	-17.55	-4.01
PhilipNAllen	-24.21	-10.37
philzgirl	0.41	8.53
philzguy	5.96	13.26
Piperatt	-83.55	-74.61
pitt72	-28.06	-18.42
pjbrennan08	-64.92	-47.26
pjuliana2014	-41.17	-34.61
pocketfire76	-34.79	-25.95
PocketProfits	0.03	8.31
pockettwo	-31.63	-14.19
pogo9837	-52.58	-38.12
pokaprayer	-25.48	-7.98
Poker_Player	-29.48	-16.86
Poker888	-21.08	-15.36
pokeras	-69.51	-53.27
pokerbully	-33.64	-27.22
POKERDORMS	2.05	12.33
pokerface13	-74.90	-60.28
Pokerface22	-73.12	-63.30
PokerHouse69	-27.53	-10.09
pokerlphpro8	-23.14	-13.70
Pokerplayer39	-42.50	-27.48
PokerSailor	-16.36	-2.28
Polishcatholic	0.16	4.76
PoolGator	-26.88	-20.82
Pprybo	-45.02	-34.36
pumpalicious	-17.71	-3.73
Purplebandit	-25.52	-8.00
q.kwesi112	-20.28	-10.80
Qazzy	-15.80	-7.98
qd7777	-77.55	-59.39
Qiang	-22.47	-14.13
quad7777	-63.34	-49.64
Rannbankura	-50.27	-32.25
ratpack	-20.03	-5.45
RayFinkle	5.71	21.63
RayHurley	-16.03	-10.01
razor928	-54.80	-40.44
razorr928	-43.23	-29.23
RCM77	-32.64	-20.80
rdb253	-29.13	-17.83
rdfilo	-16.77	-1.27
rhinothunder	9.13	18.83
Rhyno1Poker	-30.29	-14.43
RichardSherman	2.02	7.38
richierich1950	-41.37	-27.11
richiethec	-19.83	-8.75
Ridgeback52	-18.21	-10.19
RileyFreeman	4.83	6.09
rmseel	-43.34	-26.92
Robbit	-25.08	-7.62
Robcards	0.37	6.63
Rock1980	-71.37	-56.41
RockD45	-15.32	-5.10
rocstar	12.19	20.29
roguetrader	-19.05	-5.79
romet05	-19.37	-2.19
Romioe	-13.07	-7.19
Rosa.Parx	1.88	19.72
rpat99	-54.40	-37.00
rren0429	-26.87	-19.19
Rrggbb35	-20.64	-6.24
runbich	-10.07	-3.07
RussellBK	12.89	25.97
RyanO3	-29.36	-13.86
Ryle2	-28.48	-16.94
S99875S	5.33	15.05
Sailor_Ripley	-45.05	-34.87
Sally44	-19.69	-10.09
samcat111	-35.48	-25.12
SAMCRO_1120	-30.24	-14.58
samsay	14.90	31.10
sandman9876	-15.27	-7.57
Sandokan	-52.70	-40.78
Sandshark	-50.09	-42.79
sangalfie	-38.68	-22.40
SauceOnYou	6.08	11.74
savnor	-33.13	-15.59
SayMyName	15.20	27.58
saywhat_agan	5.14	7.08
scallopsbl	-26.94	-15.40
ScaredMoney	7.67	15.33
SCARYFAST	-85.52	-74.48
Schlep rock	-23.63	-11.47
schlizthewiz	5.99	21.05
Scorionsting	-57.29	-47.07
Scorpio744	-14.37	-3.83
scubaguy56	-42.35	-28.15
sdrawkcab	-35.21	-17.73
Seabreeze8	-28.37	-17.99
seen-on-TV	-36.24	-20.00
selsk32285	-25.68	-9.86
SexySuzanne	3.82	12.46
shalik	-56.39	-40.75
shamrocka77	-20.75	-2.79
shapshap42	-9.57	-6.75
sharpeye18	-32.16	-16.16
Shaun341	-25.18	-11.56
shekel99	-18.04	-1.96
shelah629	-38.03	-23.61
shiksaslayer	-18.69	-11.21
shipitson8	9.05	21.31
shoney85	-35.79	-19.39
sidrock	-35.74	-24.28
signal	-85.52	-68.78
SJPSandman	-22.63	-9.79
Skinnyfatman	-32.20	-15.50
skopje	-22.22	-9.76
slde2	-22.68	-7.72
Sleeper99	-35.88	-26.48
Slider1	-34.30	-16.84
slip257	-37.49	-20.93
slipin’jimmy	10.09	20.91
slowmotion	-13.97	-5.35
smallglasses	-26.11	-11.99
smaug81243	19.40	28.82
Smitty1011965	-59.74	-45.18
Smoeseph	8.02	14.00
Smokeythebee	-60.18	-43.30
smoss822	-23.99	-6.49
snoopdog17	-60.56	-44.12
soave11	-16.85	-10.79
soccermom	-43.51	-28.17
soduediligent	-34.07	-21.63
SomeGuyNJ	-5.40	-2.60
Sparks3	-68.67	-53.67
sprakanite77	-51.27	-35.23
stAcksnAcker	-38.49	-22.53
Standouts	4.40	20.06
Starfighter	-76.24	-59.68
Stefan225	-25.22	-11.86
stellamoose	-13.74	-0.30
Stellamoose	-18.70	-10.14
Stephen.Tyler	-37.50	-26.06
Steve24242444	-18.84	-6.64
stevek482	-15.84	-1.50
Steven123	-15.03	-3.31
Stevenhayhurst	-53.82	-36.68
stevenmadara	4.07	19.57
stevox122	0.24	13.76
stickyking	-17.81	-4.57
stooppppp	6.54	19.88
stranger	-44.94	-28.10
StUngarjr1	-49.63	-31.89
SugarJ	-12.15	-3.37
sugarraytgi	-17.21	-7.67
SUMBUM	3.50	8.28
sumzyy	0.05	14.21
SuperKirby	-14.93	-3.15
superlith	-14.81	-0.49
Supremenj	-30.13	-13.25
syzygy2	-18.44	-4.94
szajbus_jeden	-17.69	-7.81
Takemychips	-24.18	-9.04
Taormina	-32.80	-24.14
TasteThumtax	16.12	31.70
TCVIG	-67.28	-59.48
td1995	5.09	22.15
tdbank1201	-47.89	-30.31
Tdharrin352	-30.39	-13.55
TESPO11	-90.88	-74.82
tfamularo	-82.81	-68.69
ThatsUnpossible	3.66	5.90
The_Kid23	-21.32	-5.70
theborg123	-22.40	-17.28
TheDoors87	23.78	35.50
TheForestAgain	1.44	6.26
TheHead47	-19.91	-2.37
theinkman52	-31.49	-24.13
theratpack	-90.13	-74.95
Thereeldeal32	-79.41	-64.07
TheSportsPost	7.90	17.02
thething	8.48	12.28
thin_white_duke	2.83	6.85
thisisjohng1	2.52	14.36
Tiberius	15.03	19.71
TightTightTight	-20.71	-9.21
Tinder	3.73	8.49
titrater	0.87	17.83
tj0072	-35.79	-20.11
tmckinney	-37.57	-25.99
tnlee212	-13.48	-2.12
Toadvine	6.52	13.14
tony5151	-37.92	-27.22
tonypro50	-78.08	-64.52
toobro	-14.65	-4.61
toonicee	-19.07	-4.95
TouaTokuchi1	10.38	26.30
track123	-17.20	-2.04
Trexcreations	-40.41	-27.09
truckstick	-70.53	-56.65
tss22	3.21	16.53
TTTTTTTTWO	2.67	7.03
TullyNut	-18.58	-5.80
turtle102	-17.37	-8.61
tvenella	-14.55	-5.89
TVHobo	-64.40	-46.80
ty4urcash	-30.27	-16.87
tydonkman	-10.88	-4.04
TYWEBB77	-137.25	-124.51
uglyface123	-34.87	-28.89
unavainabien	-59.08	-45.86
unbroken	3.47	16.47
UncleArgyle	-40.08	-30.04
UncleJerome55	8.21	21.53
UnclePauly	-29.31	-17.75
Ungabunga16	-28.12	-18.64
urindanger	5.62	19.92
usclax31	-43.71	-33.33
VALHALLA202	-25.76	-10.98
vanushka	-31.00	-15.60
Venkat354	-23.80	-9.90
verbal kint	-16.34	-0.78
vetzy	6.21	19.13
vfnoir420	-49.13	-33.51
vick2001	-58.91	-47.31
VicSr300	-76.98	-65.46
Vijay	-64.46	-51.68
Villian81321	17.40	25.00
vin5iesel	4.56	22.76
Vladimir	-17.88	-10.72
vladz1992	-14.20	-7.20
vzlineman	-30.86	-23.74
w9019632	-14.82	-3.54
Walmart1	-9.32	-4.82
warmapplepyz	-37.30	-26.08
WatWouldMosesDo	17.60	34.76
Wes123	-45.94	-31.60
WhoaJah	14.50	31.60
WillAtkinson	9.00	10.96
willet	16.23	30.77
WintNYC	-44.47	-34.03
Wmerck	-49.00	-33.06
wrestler	-8.67	-0.47
WRESTLER	-9.17	-4.67
Wyeth	-19.16	-6.60
xerxes	-23.86	-17.74
xristosz	-32.45	-22.33
yangxing	-13.37	-4.49
Yankees1	-34.78	-25.00
yankfan1984	-21.93	-6.33
yarbs	-10.81	-0.41
yCantiwin	-15.39	-5.51
YeahImJeffEck	-31.35	-19.19
yeaman	-80.96	-62.78
yehua87	-23.36	-8.44
yesfan104	-44.27	-26.15
yesfan464	-45.68	-27.96
YinkaDare	28.45	41.79
yjs12102	8.22	20.74
ynot19	-20.36	-4.62
yoo0rii	-33.83	-22.13
younowho	-33.86	-15.64
Zdvol632	17.80	32.46
Zeltsy22	-34.10	-18.82
zeta5424	0.06	17.62