From 0b8ad28dc75d7d6984bcc8a1b8183e4d1f94b946 Mon Sep 17 00:00:00 2001 From: Siddharth Urankar Date: Tue, 23 Apr 2024 15:17:06 -0400 Subject: [PATCH 01/11] added sample test --- ...ultiple Regression and Interaction Model.R | 49 +++++++++++++++++++ 1 file changed, 49 insertions(+) create mode 100644 CLOCKS Multiple Regression and Interaction Model.R diff --git a/CLOCKS Multiple Regression and Interaction Model.R b/CLOCKS Multiple Regression and Interaction Model.R new file mode 100644 index 0000000..837892e --- /dev/null +++ b/CLOCKS Multiple Regression and Interaction Model.R @@ -0,0 +1,49 @@ +# Set the working directory to the desired path +setwd() +dir() + + +CLOCKS = read.table(file="GFCLOCKS.txt", header=TRUE) +ls() +dimnames(CLOCKS) +CLOCKS + +Y = CLOCKS[,"PRICE"] +X1 = CLOCKS[,"AGE"] +X2 = CLOCKS[,"NUMBIDS"] +n = length(Y) + +print(n) + +plot(X1,Y,xlim=c(100,200),ylim=c(500,2200),xlab="Age of clock",ylab = "Price of clock") +plot(X2,Y,xlim=c(5,20),ylim=c(500,2200),xlab="No of bidders",ylab = "Price of clock") + +summary(X1) +summary(X2) +summary(Y) + +#Building the multiple regression + +model= lm(Y~X1 + X2) + +summary(model) + + +#pt and qt class 3/4 +# qt gives t value of alpha/2 and df. Test is 2 sided so both tails will have same value. +qt(0.05/2, df=29) #don't specify lower tail gives negative + +qt(0.05/2,df = 29, lower.tail = F) #specify lower tail gives positive + +#Finding CI for B1 (age of clocks) +#lower tail false for t to be positive +CI95.age = c(12.74,12.74) #12.74 is B1cap value from previous output +CI95.age[1] = CI95.age[1] - qt(0.025,df=29,lower.tail=F)*0.9047 #0.9047 is SE of B1 from previous r output +CI95.age[2] = CI95.age[2] + qt(0.025,df=29,lower.tail=F)*8.73 #8.73 is SE of B2 from previous R output +CI95.age + +#interaction model + +IntModel = lm(Y~X1+X2+X1:X2) +summary(IntModel) #Even though age is not significant (p=0.66) we keep it because interaction term x1:x2 is significant (p=1.35e-06) + From 2d35c1019c65aeab812d7ee794ed1d222d85da28 Mon Sep 17 00:00:00 2001 From: Siddharth Urankar Date: Tue, 23 Apr 2024 15:36:26 -0400 Subject: [PATCH 02/11] Rearrange --- EXECSAL2.txt | 101 +++++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 101 insertions(+) create mode 100644 EXECSAL2.txt diff --git a/EXECSAL2.txt b/EXECSAL2.txt new file mode 100644 index 0000000..0e4c98b --- /dev/null +++ b/EXECSAL2.txt @@ -0,0 +1,101 @@ +id Y X1 X2 X3 X4 X5 X6 X7 X8 X9 X10 +1 11.4436 12 15 1 240 170 1 44 5 0 21 +2 11.7753 25 14 1 510 160 1 53 9 0 28 +3 11.3874 20 14 0 370 170 1 56 5 0 26 +4 11.2172 3 19 1 170 170 1 26 9 0 24 +5 11.6553 19 12 1 520 150 1 43 7 0 27 +6 11.1619 14 13 0 420 160 1 53 9 0 27 +7 11.6457 18 18 1 290 170 1 43 7 0 22 +8 11.1927 2 17 1 200 180 1 31 10 0 26 +9 11.5954 14 13 1 560 180 1 43 7 0 23 +10 11.1360 4 16 1 230 160 1 36 10 0 25 +11 11.5327 8 18 1 540 150 1 39 8 1 21 +12 11.5268 19 15 1 90 180 1 47 7 1 30 +13 11.9144 23 16 1 560 180 1 47 7 1 23 +14 10.9526 5 15 0 470 150 1 44 7 1 21 +15 11.3783 3 16 1 340 190 1 33 6 1 29 +16 11.7830 22 17 1 70 200 1 50 7 1 22 +17 11.4109 24 14 0 160 180 1 49 6 1 26 +18 11.6579 22 16 1 160 190 1 51 9 1 25 +19 11.5405 13 18 1 110 180 1 33 7 1 24 +20 11.8629 21 16 1 410 180 1 59 7 0 24 +21 11.4175 10 13 1 370 190 1 49 7 0 26 +22 11.2037 11 12 1 180 170 1 39 5 0 25 +23 11.5229 12 19 1 60 200 1 39 7 0 24 +24 11.3551 10 19 1 60 180 1 37 8 0 27 +25 11.8372 26 17 1 110 200 1 48 9 0 24 +26 11.3181 7 15 1 280 190 1 45 6 0 23 +27 11.3563 7 19 1 110 180 1 29 10 0 23 +28 11.2292 10 19 0 300 170 1 41 6 0 23 +29 11.3794 23 14 0 220 170 1 53 6 0 27 +30 11.7527 12 15 1 570 200 1 41 9 0 26 +31 11.2910 6 16 1 240 180 1 33 9 0 25 +32 11.4175 15 16 0 300 150 1 38 6 0 25 +33 11.6046 15 18 1 260 170 1 41 8 0 22 +34 11.1662 8 13 1 150 160 1 37 5 0 29 +35 11.5560 18 19 0 350 160 1 38 10 0 29 +36 11.1732 2 13 1 370 190 1 26 6 0 21 +37 11.3551 13 14 1 150 160 1 52 10 0 21 +38 11.3998 12 17 0 480 190 1 33 9 0 20 +39 11.7345 21 15 1 310 180 1 52 7 0 22 +40 10.6643 3 12 0 340 150 1 23 7 0 25 +41 11.7361 20 16 1 520 160 1 43 6 0 28 +42 11.7134 20 19 1 200 170 1 44 9 0 26 +43 11.5815 20 17 0 490 160 1 40 5 0 30 +44 11.0186 1 15 0 570 180 1 30 8 0 30 +45 10.9988 2 17 1 70 160 1 37 6 0 23 +46 11.4690 9 17 1 300 160 1 37 10 0 20 +47 11.3574 11 17 0 190 160 1 41 6 0 25 +48 11.3953 21 13 0 500 160 1 47 8 0 24 +49 11.8706 20 20 1 390 170 1 47 6 0 21 +50 11.6009 17 16 0 520 180 0 49 9 0 24 +51 11.9621 24 12 1 530 200 0 60 9 0 23 +52 11.0837 2 17 0 590 190 0 28 9 0 27 +53 11.5703 9 13 1 560 170 0 45 8 0 22 +54 11.2159 2 18 0 600 190 0 38 6 0 23 +55 11.2810 13 12 0 390 170 0 48 8 0 24 +56 11.5768 14 18 1 110 170 0 53 9 0 26 +57 11.5750 18 13 1 190 190 0 55 10 0 25 +58 11.2567 10 14 1 110 160 0 34 9 0 30 +59 11.7707 21 13 1 430 190 0 59 9 0 26 +60 11.3218 11 14 0 440 150 0 31 8 0 23 +61 11.7448 26 15 1 210 190 0 54 7 0 27 +62 11.7110 22 18 1 320 160 0 57 5 0 22 +63 11.4742 3 16 1 560 180 0 38 10 0 29 +64 11.7668 17 18 1 450 190 0 53 8 0 24 +65 11.1872 2 16 1 410 180 0 35 6 0 24 +66 10.9819 4 18 0 70 150 0 43 6 0 20 +67 11.2810 8 17 1 90 190 0 34 8 0 25 +68 11.4731 13 15 1 290 160 0 33 6 0 23 +69 11.4606 3 18 1 530 180 0 27 8 0 24 +70 11.3964 13 16 0 420 170 0 47 8 0 25 +71 11.5973 25 19 0 150 200 0 49 10 0 28 +72 11.4648 11 15 1 500 190 0 44 8 0 21 +73 11.1732 2 17 0 430 190 0 36 8 0 20 +74 12.0634 26 17 1 570 190 0 49 6 0 29 +75 11.5806 20 20 1 90 150 0 59 9 0 27 +76 11.5129 19 12 1 340 160 0 54 9 0 22 +77 11.5199 12 13 1 440 170 0 41 8 0 27 +78 11.9369 22 18 1 500 160 0 55 7 0 24 +79 11.4648 13 13 0 570 180 0 37 6 0 27 +80 11.2554 2 15 1 560 190 0 34 10 0 22 +81 11.3457 15 14 1 160 170 0 54 9 1 25 +82 11.4360 12 13 1 390 190 0 35 6 1 24 +83 11.3609 13 19 0 370 200 0 40 7 1 29 +84 11.2823 5 17 1 330 160 0 40 6 1 22 +85 11.2910 8 17 0 560 170 0 42 7 1 25 +86 11.6448 21 20 0 590 180 0 46 8 1 27 +87 11.2709 5 16 1 290 200 0 28 9 1 24 +88 11.3771 9 18 0 440 180 0 37 7 1 28 +89 11.5415 19 15 0 480 190 0 42 10 1 28 +90 11.6639 23 19 1 130 150 0 55 9 0 24 +91 10.8493 3 12 0 440 190 0 38 10 0 22 +92 11.5759 13 19 1 310 150 0 51 6 0 29 +93 11.5991 22 17 0 370 200 0 55 10 0 29 +94 11.1065 9 12 0 180 160 0 39 7 0 22 +95 11.6182 7 19 1 520 200 0 40 10 0 22 +96 11.3278 10 18 0 90 180 0 34 10 0 28 +97 11.9798 25 18 1 590 160 0 64 10 0 21 +98 11.7159 10 19 1 480 200 0 48 5 0 26 +99 11.1169 3 19 1 80 160 0 27 7 0 28 +100 11.4917 16 17 0 380 160 0 50 7 0 29 From 7ab16f8ec0f7119f9add44f2301fea6792f0fe20 Mon Sep 17 00:00:00 2001 From: Siddharth Urankar Date: Tue, 23 Apr 2024 15:39:14 -0400 Subject: [PATCH 03/11] Executive data variable screening --- Executive_data_variable_screening.R | 60 +++++++++++++++++++++++++++++ 1 file changed, 60 insertions(+) create mode 100644 Executive_data_variable_screening.R diff --git a/Executive_data_variable_screening.R b/Executive_data_variable_screening.R new file mode 100644 index 0000000..c1451a6 --- /dev/null +++ b/Executive_data_variable_screening.R @@ -0,0 +1,60 @@ +#EXAUSTIVE SEARCH VARIABLE SCREENING + +#leaps does 'exhaustive search' for us +library(leaps) + +#set directory +setwd("C:/Users/chawl/OneDrive - University of Cincinnati/Prissha/SPRING24/PROB STAT 2") +dir() + +#load data +exsal = read.table(file="EXECSAL2.txt", header=TRUE) +ls() + +dimnames(exsal) + +Y=exsal[,"Y"] +X1=exsal[,"X1"] +X2=exsal[,"X2"] +X3=exsal[,"X3"] +X4=exsal[,"X4"] +X5=exsal[,"X5"] +X6=exsal[,"X6"] +X7=exsal[,"X7"] +X8=exsal[,"X8"] +X9=exsal[,"X9"] +X10=exsal[,"X10"] + +#conducting the exhaustive search: we get 10 models +CandModels = regsubsets(Y~X1+X2+X3+X4+X5+X6+X7+X8+X9+X10,data=exsal,nvmax=10,nbest=1) + + +# Compute r^2, adj r^2, cp for these 10 models +ModelSummary=summary(CandModels) +Rsq = ModelSummary$rsq +adjRsq = ModelSummary$adjr2 +Cp=ModelSummary$cp + +#display as table, round to 2 decimals +round(rbind(Rsq,adjRsq,Cp),2) + +#build the 3 chosen models-4,5,6 +best4pred = lm(Y~X1+X2+X3+X4,data=exsal) +best5pred = lm(Y~X1+X2+X3+X4+X5,data=exsal) +best6pred = lm(Y~X1+X2+X3+X4+X5+X9,data=exsal) + +#conduct anova test for these models 4 and 5 +anova(best4pred,best5pred) + +#5 was better from last anova, so run anova for 5 and 6 +anova(best5pred,best6pred) + +#SO 5 IS MOST SIGNIFICANT, CHECK BETA VALUES +best5pred$coefficients + +#Just for backup compare 5 and 6 +anova(best5pred,best6pred) + +#We confirm that 5 was more significant + + From 38442d5b80d1acad4a403358568122a6bcb61c75 Mon Sep 17 00:00:00 2001 From: Siddharth Urankar Date: Tue, 23 Apr 2024 15:40:16 -0400 Subject: [PATCH 04/11] Express --- EXPRESS.txt | 21 +++++++++++++++++++++ 1 file changed, 21 insertions(+) create mode 100644 EXPRESS.txt diff --git a/EXPRESS.txt b/EXPRESS.txt new file mode 100644 index 0000000..75d219e --- /dev/null +++ b/EXPRESS.txt @@ -0,0 +1,21 @@ +Weight Distance Cost +5.90 47 2.6 +3.20 145 3.9 +4.40 202 8.0 +6.60 160 9.2 +0.75 280 4.4 +0.70 80 1.5 +6.50 240 14.5 +4.50 53 1.9 +0.60 100 1.0 +7.50 190 14.0 +5.10 240 11.0 +2.40 209 5.0 +0.30 160 2.0 +6.20 115 6.0 +2.70 45 1.1 +3.50 250 8.0 +4.10 95 3.3 +8.10 160 12.1 +7.00 260 15.5 +1.10 90 1.7 From 95b2d230803ccc2ccde46a22c2ec3b4f83d33f16 Mon Sep 17 00:00:00 2001 From: Siddharth Urankar Date: Tue, 23 Apr 2024 15:40:57 -0400 Subject: [PATCH 05/11] Express nested models --- EXPRESS_nested_models.R | 50 +++++++++++++++++++++++++++++++++++++++++ 1 file changed, 50 insertions(+) create mode 100644 EXPRESS_nested_models.R diff --git a/EXPRESS_nested_models.R b/EXPRESS_nested_models.R new file mode 100644 index 0000000..bf567e7 --- /dev/null +++ b/EXPRESS_nested_models.R @@ -0,0 +1,50 @@ +#set directory +setwd() +dir() + +#load data +del = read.table(file="EXPRESS.txt", header=TRUE) +ls() +dimnames(del) +del + +#get vectors of variables +y = del[,"Cost"] #other way of writing: x1 = del[,1] meaning column 1 of data +x1 = del[,"Weight"] +x2 = del[,"Distance"] +n = length(Y) +n + +#make vectors for remaining variables-square terms +x1sq = x1^2 +x2sq = x2^2 + +#Fit 2 models +ReducedModel = lm(y~x1+x2+x1:x2) + +CompleteModel = lm(y~x1+x2+x1sq+x2sq+x1:x2) + +summary_R=summary(ReducedModel) +summary_C=summary(CompleteModel) + +#degree of freedom + +df_SSE_R = length(y)-3-1 # 3 because 3 predictors-x1,x2,x1:x2 +df_SSE_C = length(y)-5-1 + +# Finding SSE (SSE is sigma^2 * df) + +SSE_R = summary_R$sigma^2*df_SSE_R +SSE_C = summary_C$sigma^2*df_SSE_C + +# Finding F stat + +F_stat = (SSE_R-SSE_C)/(5-3)/(SSE_C/df_SSE_C) + +# Finding p value + +pf(F_stat, df1=2, df2=df_SSE_C, lower.tail = F) #Lower tail false because test is one sided + +# Doing the comparison of models directly using code + +anova(ReducedModel, CompleteModel) From aee41c2edb907cc8cbe2b75408620b003dfd5d55 Mon Sep 17 00:00:00 2001 From: Siddharth Urankar Date: Tue, 23 Apr 2024 15:41:45 -0400 Subject: [PATCH 06/11] GFCLOCKS --- GFCLOCKS.txt | 33 +++++++++++++++++++++++++++++++++ 1 file changed, 33 insertions(+) create mode 100644 GFCLOCKS.txt diff --git a/GFCLOCKS.txt b/GFCLOCKS.txt new file mode 100644 index 0000000..7d49084 --- /dev/null +++ b/GFCLOCKS.txt @@ -0,0 +1,33 @@ +AGE NUMBIDS PRICE AGE-BID +127 13 1235 1651 +115 12 1080 1380 +127 7 845 889 +150 9 1522 1350 +156 6 1047 936 +182 11 1979 2002 +156 12 1822 1872 +132 10 1253 1320 +137 9 1297 1233 +113 9 946 1017 +137 15 1713 2055 +117 11 1024 1287 +137 8 1147 1096 +153 6 1092 918 +117 13 1152 1521 +126 10 1336 1260 +170 14 2131 2380 +182 8 1550 1456 +162 11 1884 1782 +184 10 2041 1840 +143 6 845 858 +159 9 1483 1431 +108 14 1055 1512 +175 8 1545 1400 +108 6 729 648 +179 9 1792 1611 +111 15 1175 1665 +187 8 1593 1496 +111 7 785 777 +115 7 744 805 +194 5 1356 970 +168 7 1262 1176 From e49216f8e704b78ac2472df04be1c14bb44f87ec Mon Sep 17 00:00:00 2001 From: Siddharth Urankar Date: Tue, 23 Apr 2024 15:42:33 -0400 Subject: [PATCH 07/11] LAX to JFK --- lax_to_jfk.csv | 2856 ++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 2856 insertions(+) create mode 100644 lax_to_jfk.csv diff --git a/lax_to_jfk.csv b/lax_to_jfk.csv new file mode 100644 index 0000000..10ad383 --- /dev/null +++ b/lax_to_jfk.csv @@ -0,0 +1,2856 @@ +Month,DayOfWeek,FlightDate,Reporting_Airline,Origin,Dest,CRSDepTime,CRSArrTime,DepTime,ArrTime,ArrDelay,ArrDelayMinutes,CarrierDelay,WeatherDelay,NASDelay,SecurityDelay,LateAircraftDelay,DepDelay,DepDelayMinutes,DivDistance,DivArrDelay +3,5,2003-03-28,UA,LAX,JFK,2210,0615,2209,0617,2,2,NA,NA,NA,NA,NA,-1,0,NA,NA +11,4,2018-11-29,AS,LAX,JFK,1045,1912,1049,1851,-21,0,NA,NA,NA,NA,NA,4,4,NA,NA +8,5,2015-08-28,UA,LAX,JFK,0805,1634,0757,1620,-14,0,NA,NA,NA,NA,NA,-8,0,NA,NA +4,7,2003-04-20,DL,LAX,JFK,2205,0619,2212,0616,-3,0,NA,NA,NA,NA,NA,7,7,NA,NA +11,3,2005-11-30,UA,LAX,JFK,0840,1653,0836,1640,-13,0,NA,NA,NA,NA,NA,-4,0,NA,NA +4,1,1992-04-06,UA,LAX,JFK,1450,2308,1452,2248,-20,0,NA,NA,NA,NA,NA,2,2,NA,NA +12,1,2012-12-03,VX,LAX,JFK,1040,1900,1038,1901,1,1,NA,NA,NA,NA,NA,-2,0,NA,NA +12,3,2004-12-01,HP,LAX,JFK,2200,0613,2158,0533,-40,0,NA,NA,NA,NA,NA,-2,0,NA,NA +2,4,1997-02-13,UA,LAX,JFK,0800,1615,0802,1640,25,25,NA,NA,NA,NA,NA,2,2,NA,NA +3,4,2016-03-10,DL,LAX,JFK,2245,0712,2300,0719,7,7,NA,NA,NA,NA,NA,15,15,NA,NA +10,4,1999-10-14,AA,LAX,JFK,2300,0717,2302,0722,5,5,NA,NA,NA,NA,NA,2,2,NA,NA +8,5,2018-08-03,B6,LAX,JFK,0013,0839,0034,0913,34,34,11,0,23,0,0,21,21,NA,NA +6,4,2006-06-01,AA,LAX,JFK,1515,2332,1507,2353,21,21,0,0,21,0,0,-8,0,NA,NA +2,3,1999-02-03,AA,LAX,JFK,0700,1508,0658,1448,-20,0,NA,NA,NA,NA,NA,-2,0,NA,NA +8,7,1995-08-27,AA,LAX,JFK,0900,1715,0859,1729,14,14,NA,NA,NA,NA,NA,-1,0,NA,NA +3,6,1990-03-31,PA (1),LAX,JFK,0830,1640,1505,0402,682,682,NA,NA,NA,NA,NA,395,395,NA,NA +6,4,1996-06-13,AA,LAX,JFK,0700,1507,0659,1511,4,4,NA,NA,NA,NA,NA,-1,0,NA,NA +7,4,2003-07-24,AA,LAX,JFK,2315,0736,2311,0735,-1,0,NA,NA,NA,NA,NA,-4,0,NA,NA +12,5,2018-12-07,AS,LAX,JFK,1530,2357,1511,2305,-52,0,NA,NA,NA,NA,NA,-19,0,NA,NA +1,4,1996-01-25,DL,LAX,JFK,2300,0703,2300,0641,-22,0,NA,NA,NA,NA,NA,0,0,NA,NA +7,2,1992-07-21,AA,LAX,JFK,2300,0708,2259,0658,-10,0,NA,NA,NA,NA,NA,-1,0,NA,NA +8,3,1990-08-29,TW,LAX,JFK,1600,0003,1603,0015,12,12,NA,NA,NA,NA,NA,3,3,NA,NA +4,1,2016-04-11,DL,LAX,JFK,1255,2130,1248,2111,-19,0,NA,NA,NA,NA,NA,-7,0,NA,NA +1,7,2007-01-28,UA,LAX,JFK,0845,1656,0838,1713,17,17,0,0,17,0,0,-7,0,NA,NA +1,2,2000-01-18,UA,LAX,JFK,0800,1609,0812,1606,-3,0,NA,NA,NA,NA,NA,12,12,NA,NA +6,5,2013-06-28,AA,LAX,JFK,1200,2045,1328,2220,95,95,5,0,7,0,83,88,88,NA,NA +9,4,2015-09-03,AA,LAX,JFK,1515,2359,1511,2337,-22,0,NA,NA,NA,NA,NA,-4,0,NA,NA +5,4,1997-05-15,UA,LAX,JFK,1300,2124,1300,2129,5,5,NA,NA,NA,NA,NA,0,0,NA,NA +8,2,2010-08-24,DL,LAX,JFK,0800,1630,0800,1634,4,4,NA,NA,NA,NA,NA,0,0,NA,NA +11,4,1999-11-25,TW,LAX,JFK,1230,2038,1229,2050,12,12,NA,NA,NA,NA,NA,-1,0,NA,NA +9,1,2005-09-26,DL,LAX,JFK,0800,1622,0755,1552,-30,0,NA,NA,NA,NA,NA,-5,0,NA,NA +9,1,2010-09-27,DL,LAX,JFK,1330,2208,1426,2316,68,68,0,0,68,0,0,56,56,NA,NA +7,5,1997-07-11,UA,LAX,JFK,0700,1511,0700,1514,3,3,NA,NA,NA,NA,NA,0,0,NA,NA 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+3,6,2004-03-27,DL,LAX,JFK,2200,0604,2215,0634,30,30,15,0,15,0,0,15,15,NA,NA +3,7,2020-03-01,AA,LAX,JFK,1700,0115,1733,0203,48,48,33,0,15,0,0,33,33,NA,NA +2,3,2016-02-17,AA,LAX,JFK,1330,2153,1326,2131,-22,0,NA,NA,NA,NA,NA,-4,0,NA,NA +12,2,1998-12-01,UA,LAX,JFK,1430,2232,1431,2223,-9,0,NA,NA,NA,NA,NA,1,1,NA,NA +6,5,2018-06-01,DL,LAX,JFK,0615,1443,0612,1442,-1,0,NA,NA,NA,NA,NA,-3,0,NA,NA +2,1,2015-02-16,AA,LAX,JFK,2330,0751,2328,0744,-7,0,NA,NA,NA,NA,NA,-2,0,NA,NA +9,3,2018-09-05,B6,LAX,JFK,1342,2204,1337,2148,-16,0,NA,NA,NA,NA,NA,-5,0,NA,NA +1,1,1996-01-29,UA,LAX,JFK,1115,1926,1138,1920,-6,0,NA,NA,NA,NA,NA,23,23,NA,NA +1,3,2016-01-06,VX,LAX,JFK,1345,2205,1346,2201,-4,0,NA,NA,NA,NA,NA,1,1,NA,NA +10,4,2002-10-03,AA,LAX,JFK,2200,0617,2157,0605,-12,0,NA,NA,NA,NA,NA,-3,0,NA,NA +3,2,2016-03-15,VX,LAX,JFK,0735,1555,0732,1538,-17,0,NA,NA,NA,NA,NA,-3,0,NA,NA +11,7,1998-11-29,UA,LAX,JFK,1600,0002,1558,2351,-11,0,NA,NA,NA,NA,NA,-2,0,NA,NA +1,7,1990-01-14,AA,LAX,JFK,1200,2013,1157,1957,-16,0,NA,NA,NA,NA,NA,-3,0,NA,NA +1,1,2007-01-01,UA,LAX,JFK,1600,0005,1559,0007,2,2,NA,NA,NA,NA,NA,-1,0,NA,NA +5,6,1988-05-14,AA,LAX,JFK,0830,1710,0829,1646,-24,0,NA,NA,NA,NA,NA,-1,0,NA,NA +1,7,1994-01-02,UA,LAX,JFK,0730,1548,0732,1549,1,1,NA,NA,NA,NA,NA,2,2,NA,NA +4,1,2000-04-17,UA,LAX,JFK,0900,1721,0859,1705,-16,0,NA,NA,NA,NA,NA,-1,0,NA,NA +6,7,2003-06-08,DL,LAX,JFK,1230,2052,1228,2052,0,0,NA,NA,NA,NA,NA,-2,0,NA,NA +10,6,1996-10-19,AA,LAX,JFK,0700,1509,0700,1610,61,61,NA,NA,NA,NA,NA,0,0,NA,NA +10,3,2015-10-21,DL,LAX,JFK,2255,0720,2254,0723,3,3,NA,NA,NA,NA,NA,-1,0,NA,NA +7,5,2012-07-06,UA,LAX,JFK,0605,1422,0600,1427,5,5,NA,NA,NA,NA,NA,-5,0,NA,NA +1,3,2010-01-06,DL,LAX,JFK,2125,0543,2118,0540,-3,0,NA,NA,NA,NA,NA,-7,0,NA,NA +5,5,2009-05-15,AA,LAX,JFK,2115,0535,2119,0533,-2,0,NA,NA,NA,NA,NA,4,4,NA,NA +7,4,2000-07-06,AA,LAX,JFK,2200,0622,2158,0610,-12,0,NA,NA,NA,NA,NA,-2,0,NA,NA From 55e7ad5f74ca9fd9c30a9eba44ee04676adddd36 Mon Sep 17 00:00:00 2001 From: Siddharth Urankar Date: Tue, 23 Apr 2024 15:43:38 -0400 Subject: [PATCH 08/11] NFL12 --- NFL12_14.txt | 97 ++++++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 97 insertions(+) create mode 100644 NFL12_14.txt diff --git a/NFL12_14.txt b/NFL12_14.txt new file mode 100644 index 0000000..eec0736 --- /dev/null +++ b/NFL12_14.txt @@ -0,0 +1,97 @@ +"Team" "Year" "Wins" "TotalPts" "Pts_G" "ScrmPlays" "TotalYards" "Yds_P" "First" "PassFirst" "RushFirst" "ThirdMd" "ThirdAtt" "ThirdPct" "RZMd" "RZAtt" "RZPct" "PassAtt" "PassComp" "PassYds" "PassTD" "PassPct" "PassYds_Att" "PassYds_Comp" "PassInt" "IntPct" "Sacks" "SackYds" "SackPct" "QBRating" "RushAtt" "RushYds" "RushTD" "RushAvg" "TFL" "TFLPct" "Pen" "PenYds" "RatioRush_Pass" "RatioRushTD_PassTD" "OppTotalPts" "OppPts_G" "OppScrmPlays" "OppTotalYards" "OppYds_P" "OppFirst" "OppThirdMd" "OppThirdAtt" "OppThirdPct" "OppRZMd" "OppRZAtt" "OppRZPct" "OppSacks" "OppSackPct" "OppRushYds" "OppRushAvg" "OppTFL" "OppTFLPct" "OppPen" "OppPenYds" +"ArizonaCardinals" 2012 5 250 15.6 1018 4209 4.1 246 168 58 58 230 25.2 16 40 40 608 337 3005 11 55.4 4.9 8.9 21 0.0345394736842105 58 378 8.7 60.51 352 1204 10 3.4 94 26.7 102 857 0.578947368421053 0.909090909090909 357 22.3 1041 5405 5.2 288 73 222 32.9 20 45 44.4 38 7.1 2192 4.3 69 13.6 100 810 +"AtlantaFalcons" 2012 13 419 26.2 1021 5906 5.8 342 246 70 92 204 45.1 37 63 58.7 615 422 4509 32 68.6 7.3 10.7 14 0.0227642276422764 28 210 4.4 97.67 378 1397 12 3.7 69 18.3 55 415 0.614634146341463 0.375 299 18.7 991 5849 5.9 298 81 200 40.5 19 42 45.2 29 5 1971 4.8 70 17 83 641 +"BaltimoreRavens" 2012 10 398 24.9 1042 5640 5.4 314 182 98 80 217 36.9 28 49 57.1 560 334 3739 22 59.6 6.7 11.2 11 0.0196428571428571 38 257 6.4 84.52 444 1901 17 4.3 72 16.2 121 1127 0.792857142857143 0.772727272727273 344 21.5 1086 5615 5.2 326 83 232 35.8 23 53 43.4 37 6.2 1965 4 80 16.3 107 929 +"BuffaloBills" 2012 6 344 21.5 983 5486 5.6 301 176 103 77 198 38.9 24 48 50 511 309 3269 24 60.5 6.4 10.6 17 0.0332681017612524 30 161 5.5 80.92 442 2217 12 5 66 14.9 104 871 0.864970645792564 0.5 435 27.2 1042 5806 5.6 349 92 209 44 38 55 69.1 36 6.3 2333 5 72 15.3 80 693 +"CarolinaPanthers" 2012 7 357 22.3 988 5771 5.8 328 171 123 88 204 43.1 27 46 58.7 490 284 3683 19 58 7.5 13 12 0.0244897959183673 36 244 6.8 84.42 462 2088 22 4.5 84 18.2 98 835 0.942857142857143 1.15789473684211 363 22.7 1010 5329 5.3 325 73 202 36.1 27 50 54 39 6.6 1761 4.2 63 15.1 86 711 +"ChicagoBears" 2012 10 375 23.4 999 4969 5 292 163 99 80 219 36.5 23 46 50 485 287 2999 21 59.2 6.2 10.4 16 0.0329896907216495 44 299 8.3 77.85 470 1970 11 4.2 76 16.2 102 811 0.969072164948454 0.523809523809524 277 17.3 1021 5050 4.9 286 78 220 35.5 21 41 51.2 41 6.5 1627 4.2 79 20.4 78 704 +"CincinnatiBengals" 2012 10 391 24.4 1016 5323 5.2 292 173 95 74 217 34.1 31 57 54.4 540 335 3578 28 62 6.6 10.7 16 0.0296296296296296 46 229 7.8 86.33 430 1745 11 4.1 56 13 99 857 0.796296296296296 0.392857142857143 320 20 1034 5115 4.9 307 79 219 36.1 21 41 51.2 51 8.3 1715 4.1 85 20.1 90 779 +"ClevelandBrowns" 2012 5 302 18.9 998 5028 5 279 185 71 67 218 30.7 17 39 43.6 566 328 3435 16 58 6.1 10.5 18 0.0318021201413428 36 233 6 71.83 396 1593 12 4 68 17.2 113 1005 0.699646643109541 0.75 368 23 1095 5821 5.3 345 85 223 38.1 30 53 56.6 38 6 1898 4.2 59 12.9 120 1008 +"DallasCowboys" 2012 8 376 23.5 1049 5994 5.7 338 237 76 93 212 43.9 25 49 51 658 434 4729 29 66 7.2 10.9 19 0.0288753799392097 36 263 5.2 89.65 355 1265 8 3.6 71 20 117 853 0.53951367781155 0.275862068965517 400 25 986 5687 5.8 317 81 202 40.1 30 55 54.5 34 6.2 2003 4.5 59 13.4 89 726 +"DenverBroncos" 2012 13 481 30.1 1090 6366 5.8 380 232 112 96 213 45.1 39 66 59.1 588 402 4534 37 68.4 7.7 11.3 11 0.0187074829931973 21 137 3.4 104.37 481 1832 12 3.8 64 13.3 100 805 0.818027210884354 0.324324324324324 289 18.1 1015 4652 4.6 287 66 216 30.6 24 41 58.5 52 8.5 1458 3.6 83 20.5 123 951 +"DetroitLions" 2012 4 372 23.2 1160 6540 5.6 382 272 84 97 228 42.5 33 55 60 740 445 4927 22 60.1 6.7 11.1 17 0.022972972972973 29 212 3.8 80.28 391 1613 17 4.1 62 15.9 103 944 0.528378378378378 0.772727272727273 437 27.3 998 5458 5.5 305 76 208 36.5 20 39 51.3 34 5.9 1889 4.5 96 22.9 93 789 +"GreenBayPackers" 2012 11 433 27.1 1042 5751 5.5 341 213 85 90 213 42.3 32 47 68.1 558 374 4049 40 67 7.3 10.8 8 0.014336917562724 51 293 8.4 106.09 433 1702 9 3.9 72 16.6 103 923 0.775985663082437 0.225 336 21 1033 5388 5.2 308 83 218 38.1 29 47 61.7 47 7.6 1896 4.5 73 17.5 123 1055 +"HoustonTexans" 2012 12 416 26 1090 5953 5.5 341 205 114 83 221 37.6 32 57 56.1 554 354 3830 22 63.9 6.9 10.8 13 0.0234657039711191 28 216 4.8 87.6 508 2123 19 4.2 85 16.7 108 873 0.916967509025271 0.863636363636364 331 20.7 1015 5172 5.1 292 71 215 33 20 40 50 44 7 1560 4 88 22.6 90 863 +"IndianapolisColts" 2012 11 357 22.3 1109 5799 5.2 360 208 110 98 229 42.8 26 48 54.2 628 339 4128 23 54 6.6 12.2 18 0.0286624203821656 41 246 6.1 74.72 440 1671 11 3.8 83 18.9 94 801 0.700636942675159 0.478260869565217 387 24.2 995 5988 6 325 75 197 38.1 27 53 50.9 32 5.6 2200 5.1 65 15.2 128 1208 +"JacksonvilleJaguars" 2012 2 255 15.9 994 4788 4.8 269 157 76 64 216 29.6 16 36 44.4 586 328 3419 20 56 5.8 10.4 17 0.0290102389078498 50 327 7.9 72.33 358 1369 5 3.8 71 19.8 101 955 0.610921501706485 0.25 444 27.8 1100 6088 5.5 364 89 215 41.4 35 66 53 20 3.6 2256 4.1 51 9.4 101 820 +"KansasCityChiefs" 2012 2 211 13.2 1015 5108 5 286 144 118 70 212 33 10 37 27 475 273 2713 8 57.5 5.7 9.9 20 0.0421052631578947 40 224 7.8 61.85 500 2395 9 4.8 84 16.8 92 733 1.05263157894737 1.125 425 26.6 973 5704 5.9 301 79 202 39.1 34 64 53.1 27 5.5 2171 4.5 71 14.7 81 670 +"MiamiDolphins" 2012 7 288 18 981 4984 5.1 288 158 93 78 207 37.7 21 38 55.3 504 293 3182 13 58.1 6.3 10.9 13 0.0257936507936508 37 243 6.8 74.69 440 1802 15 4.1 73 16.6 82 724 0.873015873015873 1.15384615384615 317 19.8 1073 5708 5.3 320 87 238 36.6 23 54 42.6 42 6.5 1734 4 78 18.1 121 1045 +"MinnesotaVikings" 2012 10 379 23.7 1001 5385 5.4 306 163 113 78 210 37.1 28 52 53.8 483 300 2751 18 62.1 5.7 9.2 12 0.0248447204968944 32 184 6.2 79.65 486 2634 16 5.4 83 17.1 90 830 1.00621118012422 0.888888888888889 348 21.8 1083 5600 5.2 345 95 230 41.3 31 51 60.8 44 6.7 1692 4 75 17.6 111 949 +"NewEnglandPatriots" 2012 12 557 34.8 1191 6846 5.7 444 256 151 110 226 48.7 49 70 70 641 402 4662 34 62.7 7.3 11.6 9 0.0140405616224649 27 182 4 96.48 523 2184 25 4.2 72 13.8 97 840 0.81591263650546 0.735294117647059 331 20.7 1046 5972 5.7 340 82 205 40 24 46 52.2 37 5.9 1630 3.9 71 17.1 101 932 +"NewOrleansSaints" 2012 7 461 28.8 1067 6574 6.2 352 267 64 91 207 44 39 57 68.4 671 423 4997 43 63 7.4 11.8 19 0.0283159463487332 26 190 3.7 95.21 370 1577 10 4.3 53 14.3 104 911 0.551415797317437 0.232558139534884 454 28.4 1089 7042 6.5 380 80 208 38.5 39 70 55.7 30 4.7 2361 5.2 60 13.1 102 835 +"NewYorkGiants" 2012 9 429 26.8 968 5687 5.9 327 187 103 78 192 40.6 34 62 54.8 539 323 3825 26 59.9 7.1 11.8 15 0.0278293135435993 20 142 3.6 86.07 409 1862 18 4.6 51 12.5 72 578 0.758812615955473 0.692307692307692 344 21.5 1016 6134 6 317 84 198 42.4 23 50 46 33 5.8 2066 4.6 69 15.4 102 900 +"NewYorkJets" 2012 6 281 17.6 1034 4787 4.6 299 162 102 80 217 36.9 23 47 48.9 493 272 2891 14 55.2 5.9 10.6 19 0.0385395537525355 47 287 8.7 65.9 494 1896 12 3.8 66 13.4 83 708 1.00202839756592 0.857142857142857 375 23.4 1019 5174 5.1 293 84 226 37.2 24 41 58.5 30 5.7 2138 4.3 67 13.5 109 805 +"OaklandRaiders" 2012 4 290 18.1 1032 5504 5.3 300 200 72 77 220 35 18 42 42.9 629 376 4084 24 59.8 6.5 10.9 16 0.0254372019077901 27 208 4.1 81.07 376 1420 4 3.8 79 21 108 939 0.597774244833068 0.166666666666667 443 27.7 995 5672 5.7 304 83 212 39.2 30 54 55.6 25 4.5 1897 4.3 76 17.1 101 925 +"PhiladelphiaEagles" 2012 4 280 17.5 1079 5665 5.3 332 190 111 83 222 37.4 22 50 44 618 367 3791 18 59.4 6.1 10.3 15 0.0242718446601942 48 284 7.2 76.73 413 1874 10 4.5 110 26.6 98 813 0.668284789644013 0.555555555555556 444 27.8 994 5491 5.5 317 83 203 40.9 30 55 54.5 30 5.8 2021 4.2 78 16.3 118 996 +"PittsburghSteelers" 2012 8 336 21 1023 5324 5.2 307 202 80 94 224 42 27 49 55.1 574 354 3787 27 61.7 6.6 10.7 14 0.024390243902439 37 225 6.1 86.48 412 1537 8 3.7 77 18.7 92 938 0.717770034843206 0.296296296296296 314 19.6 951 4413 4.6 273 73 206 35.4 22 42 52.4 37 6.6 1450 3.7 65 16.6 100 882 +"SanDiegoChargers" 2012 7 350 21.9 988 4756 4.8 293 184 81 82 217 37.8 22 47 46.8 528 338 3295 26 64 6.2 9.7 15 0.0284090909090909 49 311 8.5 86.01 411 1461 4 3.6 80 19.5 103 796 0.778409090909091 0.153846153846154 350 21.9 1012 5223 5.2 316 90 214 42.1 28 40 70 38 6.3 1542 3.8 74 18.2 102 798 +"SanFrancisco49ers" 2012 11 397 24.8 969 5789 6 322 172 128 68 194 35.1 28 55 50.9 436 289 3298 23 66.3 7.6 11.4 8 0.018348623853211 41 253 8.6 98.78 492 2491 18 5.1 70 14.2 109 960 1.12844036697248 0.782608695652174 273 17.1 1012 4710 4.7 284 71 215 33 22 36 61.1 38 6.3 1507 3.7 67 16.5 93 758 +"SeattleSeahawks" 2012 11 412 25.8 974 5610 5.8 311 153 129 80 199 40.2 31 54 57.4 405 259 3031 27 64 7.5 11.7 10 0.0246913580246914 33 203 7.5 98.49 536 2579 16 4.8 67 12.5 110 890 1.32345679012346 0.592592592592593 245 15.3 968 4899 5.1 295 76 198 38.4 17 38 44.7 36 6 1649 4.5 56 15.2 102 902 +"St.LouisRams" 2012 7 299 18.7 1002 5264 5.3 287 189 79 67 209 32.1 19 37 51.4 557 332 3550 22 59.6 6.4 10.7 14 0.0251346499102334 35 233 5.9 81 410 1714 5 4.2 77 18.8 130 978 0.736086175942549 0.227272727272727 348 21.8 1041 5482 5.3 327 80 213 37.6 27 53 50.9 52 8.7 1880 4.3 96 21.7 90 758 +"TampaBayBuccaneers" 2012 7 389 24.3 1008 5820 5.8 301 188 89 76 212 35.8 28 47 59.6 566 311 3983 27 54.9 7 12.8 17 0.0300353356890459 26 161 4.4 80.58 416 1837 13 4.4 59 14.2 101 819 0.734982332155477 0.481481481481481 394 24.6 1031 6078 5.9 329 88 219 40.2 30 54 55.6 27 4.1 1320 3.5 105 27.9 103 851 +"TennesseeTitans" 2012 6 330 20.6 957 5010 5.2 260 166 70 83 217 38.2 18 36 50 540 318 3323 17 58.9 6.2 10.4 16 0.0296296296296296 39 254 6.7 74.95 378 1687 10 4.5 80 21.2 106 847 0.7 0.588235294117647 471 29.4 1086 5999 5.5 358 85 214 39.7 37 58 63.8 39 6.5 2035 4.2 81 16.8 86 717 +"WashingtonRedskins" 2012 10 436 27.2 994 6131 6.2 341 171 144 68 190 35.8 32 53 60.4 442 291 3422 24 65.8 7.7 11.8 8 0.0180995475113122 33 244 6.9 99.76 519 2709 23 5.2 68 13.1 116 985 1.17420814479638 0.958333333333333 388 24.2 1031 6043 5.9 340 95 215 44.2 30 52 57.7 32 4.8 1532 4.2 61 16.8 100 811 +"ArizonaCardinals" 2013 10 379 23.7 1037 5542 5.3 329 205 84 74 210 35.2 26 50 52 574 363 4002 24 63.2 7 11 22 0.0383275261324042 41 289 6.7 81.8 422 1540 12 3.6 74 17.5 96 744 0.735191637630662 0.5 324 20.2 1042 5079 4.9 309 78 221 35.3 26 48 54.2 47 7 1351 3.7 92 24.9 111 960 +"AtlantaFalcons" 2013 4 353 22.1 1024 5490 5.4 330 227 64 89 207 43 27 52 51.9 659 445 4243 26 67.5 6.4 9.5 17 0.0257966616084977 44 298 6.3 87.59 321 1247 11 3.9 83 25.9 91 788 0.487101669195751 0.423076923076923 443 27.7 1003 6070 6.1 326 96 209 45.9 34 57 59.6 32 5.8 2173 4.8 59 13 104 885 +"BaltimoreRavens" 2013 8 320 20 1090 4918 4.5 295 189 68 92 253 36.4 24 52 46.2 619 363 3590 19 58.6 5.8 9.9 23 0.037156704361874 48 324 7.2 69.87 423 1328 7 3.1 91 21.5 112 942 0.683360258481422 0.368421052631579 352 22 1032 5368 5.2 284 78 233 33.5 20 41 48.8 40 6.8 1687 3.8 76 17.3 126 1196 +"BuffaloBills" 2013 6 339 21.2 1116 5410 4.8 301 149 113 83 244 34 21 44 47.7 522 299 3103 16 57.3 5.9 10.4 15 0.028735632183908 48 270 8.4 72.83 546 2307 15 4.2 92 16.8 110 954 1.04597701149425 0.9375 388 24.2 1089 5334 4.9 308 91 245 37.1 24 51 47.1 56 9.1 2063 4.4 98 20.8 108 931 +"CarolinaPanthers" 2013 12 366 22.9 999 5069 5.1 319 169 122 91 208 43.8 29 50 58 473 292 3043 24 61.7 6.4 10.4 13 0.0274841437632135 43 336 8.3 85.8 483 2026 14 4.2 81 16.8 80 671 1.02114164904863 0.583333333333333 241 15.1 975 4820 4.9 278 76 212 35.8 17 41 41.5 60 9.6 1391 4 92 26.1 84 753 +"ChicagoBears" 2013 8 445 27.8 1013 6109 6 344 215 102 83 197 42.1 35 60 58.3 580 374 4279 32 64.5 7.4 11.4 13 0.0224137931034483 30 169 4.9 95.61 403 1830 13 4.5 68 16.9 85 708 0.694827586206897 0.40625 478 29.9 1021 6313 6.2 353 83 200 41.5 34 59 57.6 31 5.8 2583 5.3 64 13.3 69 647 +"CincinnatiBengals" 2013 11 430 26.9 1097 5894 5.4 330 205 101 92 225 40.9 34 46 73.9 587 364 4139 33 62 7.1 11.4 20 0.0340715502555366 29 182 4.7 87.68 481 1755 14 3.6 59 12.3 102 1000 0.819420783645656 0.424242424242424 305 19.1 1042 4888 4.7 282 74 225 32.9 18 36 50 43 6.5 1544 4 66 17.1 69 692 +"ClevelandBrowns" 2013 4 308 19.2 1078 5423 5 301 200 77 83 237 35 19 36 52.8 681 379 4040 26 55.7 5.9 10.7 20 0.0293685756240822 49 332 6.7 73.67 348 1383 4 4 65 18.7 104 920 0.511013215859031 0.153846153846154 406 25.4 1107 5319 4.8 328 109 244 44.7 32 50 64 40 6.2 1781 3.9 65 14.1 95 745 +"DallasCowboys" 2013 8 439 27.4 957 5458 5.7 325 213 80 63 180 35 35 51 68.6 586 375 3954 33 64 6.7 10.5 12 0.0204778156996587 35 272 5.6 93.76 336 1504 12 4.5 63 18.8 102 867 0.573378839590444 0.363636363636364 432 27 1094 6645 6.1 388 91 210 43.3 40 62 64.5 34 5.2 2056 4.7 70 16 112 875 +"DenverBroncos" 2013 13 606 37.9 1156 7319 6.3 435 293 107 95 205 46.3 51 67 76.1 675 461 5444 55 68.3 8.1 11.8 10 0.0148148148148148 20 128 2.9 113.59 461 1875 16 4.1 49 10.6 117 1000 0.682962962962963 0.290909090909091 399 24.9 1074 5696 5.3 339 83 218 38.1 37 60 61.7 41 6.3 1626 3.9 94 22.4 97 807 +"DetroitLions" 2013 7 395 24.7 1102 6274 5.7 350 221 106 95 221 43 35 56 62.5 634 371 4477 29 58.5 7.1 12.1 19 0.0299684542586751 24 173 3.6 83.03 444 1797 15 4 61 13.7 110 925 0.700315457413249 0.517241379310345 376 23.5 982 5546 5.6 290 64 211 30.3 16 42 38.1 33 5.5 1596 4.2 77 20.4 87 681 +"GreenBayPackers" 2013 8 417 26.1 1074 6404 6 351 201 119 89 216 41.2 33 65 50.8 570 366 4268 25 64.2 7.5 11.7 16 0.0280701754385965 45 270 7.3 89.71 459 2136 17 4.7 74 16.1 86 801 0.805263157894737 0.68 428 26.8 1015 5956 5.9 330 78 204 38.2 35 57 61.4 44 7.5 2000 4.6 80 18.5 99 883 +"HoustonTexans" 2013 2 276 17.2 1089 5556 5.1 307 198 90 83 231 35.9 20 41 48.8 633 371 3813 19 58.6 6 10.3 22 0.0347551342812006 42 370 6.2 71.55 414 1743 7 4.2 81 19.6 112 1138 0.654028436018957 0.368421052631579 428 26.8 970 5081 5.2 282 75 217 34.6 32 48 66.7 32 6.2 1958 4.3 71 15.6 102 809 +"IndianapolisColts" 2013 11 391 24.4 1023 5468 5.3 318 191 88 80 213 37.6 28 50 56 582 350 3725 23 60.1 6.4 10.6 10 0.0171821305841924 32 227 5.2 84.88 409 1743 15 4.3 55 13.4 66 576 0.702749140893471 0.652173913043478 336 21 1026 5713 5.6 319 79 210 37.6 24 41 58.5 42 7.3 2002 4.5 60 13.4 112 990 +"JacksonvilleJaguars" 2013 4 247 15.4 1020 4701 4.6 271 176 71 70 225 31.1 18 41 43.9 592 349 3441 16 59 5.8 9.9 21 0.035472972972973 50 310 7.8 69.66 378 1260 7 3.3 94 24.9 96 797 0.638513513513513 0.4375 449 28.1 1090 6069 5.6 353 96 226 42.5 39 65 60 31 5.3 2107 4.1 58 11.4 87 729 +"KansasCityChiefs" 2013 11 430 26.9 1030 5395 5.2 323 179 110 74 213 34.7 33 57 57.9 546 333 3340 24 61 6.1 10 8 0.0146520146520147 41 221 7 86.94 443 2055 17 4.6 71 16 101 774 0.811355311355311 0.708333333333333 305 19.1 1067 5885 5.5 303 78 229 34.1 19 37 51.4 47 7.4 1923 4.5 69 16.1 112 852 +"MiamiDolphins" 2013 8 317 19.8 1001 5007 5 278 205 61 76 217 35 26 46 56.5 594 357 3567 24 60.1 6 10 19 0.031986531986532 58 399 8.9 77.33 349 1440 8 4.1 96 27.5 70 598 0.587542087542088 0.333333333333333 335 20.9 1106 5750 5.2 327 91 238 38.2 26 56 46.4 42 6.8 1998 4.1 68 14 95 748 +"MinnesotaVikings" 2013 5 391 24.4 1013 5508 5.4 309 173 106 78 214 36.4 25 48 52.1 546 325 3427 18 59.5 6.3 10.5 19 0.0347985347985348 44 218 7.5 74.33 423 2081 23 4.9 75 17.7 70 695 0.774725274725275 1.27777777777778 480 30 1132 6365 5.6 368 102 231 44.2 39 63 61.9 42 6.1 1774 4 84 19 100 1003 +"NewEnglandPatriots" 2013 12 444 27.8 1138 6152 5.4 378 225 110 83 221 37.6 36 65 55.4 628 380 4087 25 60.5 6.5 10.8 11 0.017515923566879 39 256 5.8 85.6 471 2065 19 4.4 61 13 69 625 0.75 0.76 338 21.1 1118 5969 5.3 338 98 232 42.2 28 50 56 48 7.5 2145 4.5 69 14.3 110 951 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0.0385356454720617 44 289 7.8 71.61 437 2000 16 4.6 70 16 116 912 0.842003853564547 0.941176470588235 453 28.3 1029 5819 5.7 330 91 211 43.1 37 62 59.7 38 6.5 1727 3.9 84 19 87 686 +"PhiladelphiaEagles" 2013 10 442 27.6 1054 6676 6.3 355 197 133 83 213 39 30 57 52.6 508 310 4110 32 61 8.1 13.3 9 0.0177165354330709 46 296 8.3 100.26 500 2566 19 5.1 91 18.2 95 846 0.984251968503937 0.59375 382 23.9 1150 6304 5.5 368 93 231 40.3 26 49 53.1 37 5.2 1668 3.8 73 16.5 106 855 +"PittsburghSteelers" 2013 8 379 23.7 1023 5401 5.3 312 207 81 82 216 38 28 53 52.8 586 377 4017 28 64.3 6.9 10.7 14 0.0238907849829352 43 289 6.8 90.23 394 1384 9 3.5 77 19.5 80 677 0.672354948805461 0.321428571428571 370 23.1 1036 5395 5.2 303 91 230 39.6 31 55 56.4 34 5.6 1849 4.3 60 13.9 92 800 +"SanDiegoChargers" 2013 9 396 24.8 1060 6293 5.9 373 230 104 101 206 49 30 59 50.8 544 378 4328 32 69.5 8 11.4 11 0.0202205882352941 30 150 5.2 104.32 486 1965 9 4 52 10.7 95 765 0.893382352941177 0.28125 348 21.8 959 5864 6.1 327 70 180 38.9 28 45 62.2 35 6 1725 4.6 64 17 100 850 +"SanFrancisco49ers" 2013 12 406 25.4 961 5180 5.4 286 148 115 77 211 36.5 31 55 56.4 417 244 2979 21 58.5 7.1 12.2 8 0.0191846522781775 39 231 8.6 89.4 505 2201 18 4.4 87 17.2 103 845 1.21103117505995 0.857142857142857 272 17 1020 5071 5 284 76 223 34.1 22 41 53.7 38 6.1 1535 3.9 72 18.1 96 878 +"SeattleSeahawks" 2013 13 417 26.1 973 5424 5.6 307 160 116 76 204 37.3 32 57 56.1 420 267 3236 27 63.6 7.7 12.1 9 0.0214285714285714 44 272 9.5 99.66 509 2188 14 4.3 78 15.3 128 1183 1.21190476190476 0.518518518518518 231 14.4 990 4378 4.4 282 76 216 35.2 13 36 36.1 44 7.7 1626 3.9 70 16.6 98 879 +"St.LouisRams" 2013 7 348 21.8 968 4877 5 282 165 82 73 212 34.4 25 49 51 506 301 3125 22 59.5 6.2 10.4 11 0.0217391304347826 36 235 6.6 82.82 426 1752 10 4.1 76 17.8 123 1009 0.841897233201581 0.454545454545455 364 22.8 1014 5520 5.4 337 78 201 38.8 31 61 50.8 53 9.2 1646 3.7 100 22.7 105 978 +"TampaBayBuccaneers" 2013 4 288 18 981 4432 4.5 269 157 75 69 221 31.2 19 37 51.4 514 291 2820 22 56.6 5.5 9.7 12 0.0233463035019455 47 361 8.4 76.66 420 1612 6 3.8 83 19.8 121 1136 0.817120622568093 0.272727272727273 389 24.3 1020 5568 5.5 324 80 204 39.2 28 56 50 35 6 1762 4 87 19.9 105 1012 +"TennesseeTitans" 2013 7 362 22.6 1032 5390 5.2 311 172 103 94 227 41.4 28 49 57.1 533 328 3496 22 61.5 6.6 10.7 16 0.0300187617260788 37 214 6.5 81.95 462 1894 16 4.1 76 16.5 101 900 0.866791744840525 0.727272727272727 381 23.8 1027 5408 5.3 329 69 201 34.3 32 50 64 36 6.2 1796 4 68 15.2 95 779 +"WashingtonRedskins" 2013 3 334 20.9 1107 5915 5.3 329 198 112 95 235 40.4 26 50 52 611 355 3751 20 58.1 6.1 10.6 19 0.0310965630114566 43 306 6.6 74.04 453 2164 14 4.8 76 16.8 99 802 0.741407528641571 0.7 478 29.9 993 5665 5.7 329 66 194 34 38 60 63.3 36 6.5 1769 4 77 17.4 83 697 +"ArizonaCardinals" 2014 11 310 19.4 993 5116 5.2 302 191 67 90 224 40.2 16 38 42.1 568 320 3808 21 56.3 6.7 11.9 12 0.0211267605633803 28 182 4.7 80.49 397 1308 6 3.3 77 19.4 91 707 0.698943661971831 0.285714285714286 299 18.7 1012 5891 5.8 300 81 216 37.5 18 41 43.9 35 5.7 1739 4.4 86 21.6 130 1192 +"AtlantaFalcons" 2014 6 381 23.8 1035 6051 5.8 330 233 75 93 210 44.3 27 44 61.4 632 418 4553 28 66.1 7.2 10.9 15 0.0237341772151899 31 205 4.7 92.1 372 1498 11 4 63 16.9 97 840 0.588607594936709 0.392857142857143 417 26.1 1038 6372 6.1 358 95 203 46.8 33 58 56.9 22 3.7 1894 4.2 56 12.4 91 744 +"BaltimoreRavens" 2014 10 409 25.6 1022 5835 5.7 345 194 113 84 205 41 33 63 52.4 555 344 3819 27 62 6.9 11.1 12 0.0216216216216216 19 167 3.3 89.61 448 2016 16 4.5 69 15.4 111 870 0.807207207207207 0.592592592592593 302 18.9 1034 5381 5.2 311 89 221 40.3 23 54 42.6 50 7.8 1408 3.6 74 19 110 1007 +"BuffaloBills" 2014 9 343 21.4 1020 5096 5 273 186 65 84 229 36.7 22 51 43.1 579 363 3614 23 62.7 6.2 10 13 0.0224525043177893 39 242 6.3 84.22 402 1482 7 3.7 82 20.4 124 1022 0.694300518134715 0.304347826086957 289 18.1 1027 4988 4.9 302 73 220 33.2 22 44 50 52 8.5 1705 4.1 96 23.1 104 849 +"CarolinaPanthers" 2014 7 339 21.2 1062 5546 5.2 347 199 117 93 222 41.9 22 47 46.8 545 327 3511 23 60 6.4 10.7 12 0.0220183486238532 42 317 7.2 83.82 475 2035 10 4.3 80 16.8 83 756 0.871559633027523 0.434782608695652 374 23.4 999 5437 5.4 309 89 210 42.4 29 46 63 40 6.6 1792 4.5 66 16.6 97 761 +"ChicagoBears" 2014 5 319 19.9 1005 5233 5.2 322 194 91 78 207 37.7 30 47 63.8 609 396 3792 30 65 6.2 9.6 19 0.0311986863711002 41 243 6.3 85.64 355 1441 8 4.1 72 20.3 113 998 0.582922824302135 0.266666666666667 442 27.6 1009 6034 6 325 85 201 42.3 37 71 52.1 39 6.6 1804 4.3 67 15.9 106 978 +"CincinnatiBengals" 2014 10 365 22.8 1019 5568 5.5 313 164 122 84 211 39.8 28 49 57.1 504 323 3421 20 64.1 6.8 10.6 17 0.0337301587301587 23 130 4.4 82.94 492 2147 19 4.4 54 11 102 812 0.976190476190476 0.95 344 21.5 1067 5746 5.4 337 79 215 36.7 27 55 49.1 20 3.2 1858 4.2 61 13.9 105 876 +"ClevelandBrowns" 2014 7 299 18.7 1010 5193 5.1 294 179 88 61 207 29.5 24 49 49 503 275 3481 12 54.7 6.9 12.7 16 0.0318091451292246 30 206 5.6 71.18 477 1712 17 3.6 89 18.7 116 932 0.94831013916501 1.41666666666667 337 21.1 1118 5844 5.2 348 90 239 37.7 25 54 46.3 31 5 2260 4.5 66 13.2 98 769 +"DallasCowboys" 2014 12 467 29.2 1015 6138 6 342 205 106 95 201 47.3 33 51 64.7 476 328 3784 37 68.9 7.9 11.5 11 0.023109243697479 30 224 5.9 108.91 509 2354 16 4.6 81 15.9 105 839 1.06932773109244 0.432432432432432 352 22 978 5678 5.8 315 89 204 43.6 30 49 61.2 28 4.8 1647 4.2 65 16.6 104 863 +"DenverBroncos" 2014 12 482 30.1 1067 6446 6 360 227 98 94 213 44.1 39 62 62.9 607 399 4661 40 65.7 7.7 11.7 15 0.0247116968698517 17 118 2.7 100.53 443 1785 15 4 54 12.2 120 1045 0.729818780889621 0.375 354 22.1 1032 4883 4.7 311 81 222 36.5 30 52 57.7 41 6 1276 3.7 88 25.2 103 816 +"DetroitLions" 2014 11 321 20.1 1045 5442 5.2 310 210 72 86 223 38.6 25 47 53.2 604 365 4020 22 60.4 6.7 11 12 0.0198675496688742 45 254 6.9 84.04 396 1422 11 3.6 81 20.5 118 989 0.655629139072848 0.5 282 17.6 984 4815 4.9 310 77 207 37.2 26 49 53.1 42 6.6 1109 3.2 104 29.7 99 849 +"GreenBayPackers" 2014 12 486 30.4 1001 6178 6.2 356 222 104 93 197 47.2 37 64 57.8 536 349 4261 38 65.1 7.9 12.2 6 0.0111940298507463 30 186 5.3 108.43 435 1917 14 4.4 65 14.9 92 776 0.811567164179104 0.368421052631579 348 21.8 1054 5541 5.3 339 83 206 40.3 27 48 56.2 41 6.8 1918 4.3 71 15.8 104 945 +"HoustonTexans" 2014 9 372 23.2 1062 5508 5.2 313 171 108 91 235 38.7 26 48 54.2 485 295 3347 22 60.8 6.9 11.3 13 0.0268041237113402 26 113 5.1 85.48 551 2161 12 3.9 75 13.6 94 834 1.1360824742268 0.545454545454545 307 19.2 1077 5571 5.2 329 74 218 33.9 22 46 47.8 37 5.6 1674 4 79 18.8 99 785 +"IndianapolisColts" 2014 11 458 28.6 1105 6496 5.9 370 251 80 89 217 41 33 60 55 661 410 4894 42 62 7.4 11.9 16 0.0242057488653555 29 168 4.2 95.72 415 1602 9 3.9 69 16.6 105 848 0.627836611195159 0.214285714285714 369 23.1 1008 5483 5.4 309 67 201 33.3 33 50 66 41 7 1814 4.3 74 17.5 101 866 +"JacksonvilleJaguars" 2014 3 249 15.6 989 4633 4.7 271 154 86 69 216 31.9 13 32 40.6 557 325 3000 15 58.3 5.4 9.2 18 0.0323159784560144 71 450 11.3 68.66 361 1633 9 4.5 105 29.1 73 573 0.648114901256733 0.6 412 25.8 1085 5932 5.5 329 101 236 42.8 27 56 48.2 45 7.7 2033 4.1 84 16.8 115 886 +"KansasCityChiefs" 2014 9 353 22.1 962 5100 5.3 309 184 92 80 201 39.8 28 48 58.3 493 320 3182 18 64.9 6.5 9.9 6 0.0121703853955375 49 246 9 90.17 420 1918 18 4.6 85 20.2 88 681 0.851926977687627 1 281 17.6 1024 5288 5.2 310 79 216 36.6 21 54 38.9 46 7.8 2036 4.7 71 16.4 107 851 +"MiamiDolphins" 2014 8 388 24.2 1040 5601 5.4 361 226 99 80 200 40 35 68 51.5 595 394 3729 27 66.2 6.3 9.5 12 0.0201680672268908 46 337 7.2 90.1 399 1872 12 4.7 86 21.6 81 635 0.670588235294118 0.444444444444444 373 23.3 1029 5494 5.3 309 98 223 43.9 29 55 52.7 39 6.8 1937 4.3 77 17 105 920 +"MinnesotaVikings" 2014 7 325 20.3 980 5039 5.1 288 171 90 82 210 39 21 39 53.8 517 322 3234 17 62.3 6.3 10 18 0.034816247582205 52 332 9.1 76.5 411 1805 13 4.4 84 20.4 100 836 0.794970986460348 0.764705882352941 343 21.4 1026 5515 5.4 321 90 217 41.5 26 48 54.2 41 7.1 1943 4.3 68 15.1 112 938 +"NewEnglandPatriots" 2014 12 468 29.2 1074 5848 5.4 361 228 96 98 221 44.3 39 67 58.2 610 393 4121 34 64.4 6.8 10.5 9 0.0147540983606557 26 170 4.1 96.35 438 1727 13 3.9 56 12.8 120 1080 0.718032786885246 0.382352941176471 313 19.6 1033 5506 5.3 329 84 209 40.2 22 46 47.8 40 6.5 1669 4 70 16.7 92 752 +"NewOrleansSaints" 2014 7 401 25.1 1095 6582 6 395 258 101 98 203 48.3 39 65 60 659 456 4764 33 69.2 7.2 10.4 17 0.0257966616084977 30 188 4.4 95.81 406 1818 16 4.5 62 15.3 80 670 0.61608497723824 0.484848484848485 424 26.5 1023 6144 6 345 99 215 46 32 51 62.7 34 5.9 2125 4.8 64 14.4 105 889 +"NewYorkGiants" 2014 6 380 23.8 1086 5875 5.4 336 218 83 101 235 43 36 61 59 607 383 4272 30 63.1 7 11.2 14 0.0230642504118616 30 198 4.7 90.85 449 1603 13 3.6 68 15.1 101 896 0.739703459637562 0.433333333333333 400 25 1007 6012 6 326 72 200 36 25 51 49 47 8.3 2162 4.9 78 17.8 105 948 +"NewYorkJets" 2014 4 283 17.7 1052 5225 5 289 154 112 91 234 38.9 17 47 36.2 498 287 2946 16 57.6 5.9 10.3 15 0.0301204819277108 47 260 8.6 72.92 507 2279 11 4.5 83 16.4 109 932 1.01807228915663 0.6875 401 25.1 976 5235 5.4 300 99 219 45.2 29 49 59.2 45 7.7 1489 3.8 69 17.6 91 781 +"OaklandRaiders" 2014 3 253 15.8 994 4515 4.5 248 173 56 80 236 33.9 21 29 72.4 629 365 3280 22 58 5.2 9 16 0.0254372019077901 27 176 4.1 73.23 338 1235 4 3.7 69 20.4 116 939 0.537360890302067 0.181818181818182 452 28.2 1041 5721 5.5 320 85 221 38.5 30 57 52.6 22 3.9 1911 4 76 15.8 116 941 +"PhiladelphiaEagles" 2014 10 474 29.6 1131 6348 5.6 356 218 109 103 237 43.5 29 59 49.2 622 385 4356 27 61.9 7 11.3 21 0.0337620578778135 32 225 4.9 83.25 477 1992 16 4.2 83 17.4 115 995 0.766881028938907 0.592592592592593 400 25 1114 6009 5.4 338 88 232 37.9 25 43 58.1 49 7.7 1771 3.7 95 20 121 1089 +"PittsburghSteelers" 2014 11 436 27.2 1068 6564 6.1 379 243 98 93 208 44.7 29 55 52.7 612 411 4812 33 67.2 7.9 11.7 10 0.0163398692810458 34 185 5.3 101.97 422 1752 10 4.2 65 15.4 103 834 0.689542483660131 0.303030303030303 368 23 945 5654 6 314 71 189 37.6 27 50 54 33 5.7 1597 4.3 61 16.6 97 835 +"SanDiegoChargers" 2014 9 348 21.8 1009 5468 5.4 326 214 75 97 215 45.1 26 48 54.2 574 380 4099 31 66.2 7.1 10.8 18 0.0313588850174216 36 197 5.9 91.94 399 1369 6 3.4 89 22.3 111 967 0.695121951219512 0.193548387096774 348 21.8 988 5412 5.5 307 89 207 43 27 52 51.9 26 4.7 1986 4.5 72 16.4 129 1058 +"SanFrancisco49ers" 2014 8 306 19.1 1010 5238 5.2 303 165 104 86 214 40.2 19 44 43.2 487 292 3063 20 60 6.3 10.5 10 0.0205338809034908 52 344 9.6 83.39 471 2175 10 4.6 95 20.2 116 939 0.967145790554415 0.5 340 21.2 989 5143 5.2 308 88 203 43.3 27 44 61.4 36 6.1 1612 4 76 18.9 122 909 +"SeattleSeahawks" 2014 12 394 24.6 1021 6012 5.9 328 160 144 90 212 42.5 31 60 51.7 454 287 3250 20 63.2 7.2 11.3 7 0.0154185022026432 42 242 8.5 92.85 525 2762 20 5.3 79 15 130 1009 1.15638766519824 1 254 15.9 925 4274 4.6 277 75 202 37.1 22 37 59.5 37 6.8 1304 3.4 83 21.8 70 613 +"St.LouisRams" 2014 6 324 20.2 957 5035 5.3 288 189 79 68 192 35.4 22 44 50 515 327 3400 20 63.5 6.6 10.4 16 0.0310679611650485 47 295 8.4 82.5 395 1635 11 4.1 86 21.8 123 1139 0.766990291262136 0.55 354 22.1 1004 5617 5.6 301 82 212 38.7 18 39 46.2 41 7.1 1766 4.2 90 21.3 105 882 +"TampaBayBuccaneers" 2014 2 277 17.3 937 4672 5 263 162 72 76 203 37.4 21 39 53.8 531 301 3297 21 56.7 6.2 11 20 0.0376647834274953 52 326 8.9 72.68 354 1375 7 3.9 78 22 118 939 0.666666666666667 0.333333333333333 410 25.6 1068 5903 5.5 353 93 213 43.7 32 52 61.5 35 5.8 1813 3.9 93 19.8 106 935 +"TennesseeTitans" 2014 2 254 15.9 919 4859 5.3 258 159 75 59 196 30.1 19 39 48.7 513 299 3412 20 58.3 6.7 11.4 16 0.0311890838206628 50 326 8.9 78.37 356 1447 6 4.1 70 19.7 111 961 0.693957115009747 0.3 438 27.4 1099 5968 5.4 357 94 227 41.4 37 63 58.7 39 6.7 2194 4.3 89 17.3 93 731 +"WashingtonRedskins" 2014 4 301 18.8 1006 5738 5.7 318 186 88 62 197 31.5 23 48 47.9 547 364 4047 18 66.5 7.4 11.1 18 0.0329067641681901 58 414 9.6 85.62 401 1691 15 4.2 87 21.7 120 1129 0.73308957952468 0.833333333333333 438 27.4 978 5707 5.8 307 89 207 43 25 48 52.1 37 6.6 1722 4.1 72 17.1 144 1164 From 050a4ece690b251f42c692ce74a34aa168377d72 Mon Sep 17 00:00:00 2001 From: Siddharth Urankar Date: Tue, 23 Apr 2024 15:44:34 -0400 Subject: [PATCH 09/11] NLF Hypothesis Testing --- ...othesis_Testing_and_Confidence_Intervals.R | 92 +++++++++++++++++++ 1 file changed, 92 insertions(+) create mode 100644 NLF_Hypothesis_Testing_and_Confidence_Intervals.R diff --git a/NLF_Hypothesis_Testing_and_Confidence_Intervals.R b/NLF_Hypothesis_Testing_and_Confidence_Intervals.R new file mode 100644 index 0000000..a57cef9 --- /dev/null +++ b/NLF_Hypothesis_Testing_and_Confidence_Intervals.R @@ -0,0 +1,92 @@ +#ACTIVITY 1 + +dir() +NFLdata = read.table(file="NFL12_14.txt", header=TRUE) +ls() +NFLdata + +Y = NFLdata[,"Wins"] +X = NFLdata[,"PassPct"] +n = length(Y) + +print(n) + +summary(X) +summary(Y) + +#Check summary for ,=min and max values and set xlim and ylim + +plot(X,Y,xlim=c(53,71),ylim=c(0.5,13.9),xlab="Percentage of completions per pass attempts (%)",ylab="Regular season wins") + +#ACTIVITY 2 + +#1 +xbar = mean(X) +ybar = mean(Y) + +print(xbar) +print(ybar) +#2 +XtimesY = X * Y +#3 +sumXtimesY = sum(XtimesY) +print(sumXtimesY) +#4 +SSxy = sumXtimesY - n * xbar * ybar +print(SSxy) +#5 +Xsquared = X^2 +#6 +sumXsquared = sum(Xsquared) +print(sumXsquared) +#7 +SSxx = sumXsquared - n * xbar^2 +print(SSxx) +#8 +beta1hat = SSxy / SSxx +beta0hat = ybar - beta1hat * xbar + +print(beta0hat) +print(beta1hat) + +#ACTIVITY 3 + +#1 +Yhat = beta0hat + beta1hat * X +print(Yhat) +#2 +epsilon_hat = Y - Yhat +print(epsilon_hat) +#3 +SSE = sum(epsilon_hat^2) +print(SSE) +#4 +MSE = SSE/(n-2) +print(MSE) +#5 +s = sqrt( MSE ) +print(s) +#6 +CV = 100 * s / ybar +print(CV) + +#ACTIVITY 4 + +#1 +tstat = beta1hat / ( s/sqrt(SSxx) ) +print(tstat) +#2 +DF = n - 2 +pvalue = 2 * pt(tstat,df=DF,lower.tail=F) +print(pvalue) + +#Since p-value is 10^-7 so very smaller than alpha 0.05 and 0.02 (10^-2), we reject the null hypothesis. + +#Activity 5 + +SEbeta1 = s / sqrt(SSxx) + +t1 = qt(0.025,df=DF,lower.tail=F) +CI1 = beta1hat + c(-1,1) * t1 * SEbeta1 +print(CI1) + From de6467a3e5b2a1afd94603e726713784e509bf87 Mon Sep 17 00:00:00 2001 From: Siddharth Urankar Date: Tue, 23 Apr 2024 15:45:04 -0400 Subject: [PATCH 10/11] NLF12 --- NLF12_CandidateModelSelection.R | 44 +++++++++++++++++++++++++++++++++ 1 file changed, 44 insertions(+) create mode 100644 NLF12_CandidateModelSelection.R diff --git a/NLF12_CandidateModelSelection.R b/NLF12_CandidateModelSelection.R new file mode 100644 index 0000000..1d8c7b5 --- /dev/null +++ b/NLF12_CandidateModelSelection.R @@ -0,0 +1,44 @@ +#leaps does 'exhaustive search' for us +library(leaps) + +#set directory +setwd("C:/Users/chawl/OneDrive - University of Cincinnati/Prissha/SPRING24/PROB STAT 2") +dir() + +#load data ACTIVITY 1 + +NFLData = read.table(file="NFL12_14.txt", header=TRUE) +dimnames(NFLData) + +#make candidate models ACTIVITY 2 +CandModels <- regsubsets( Wins ~ First + ThirdAtt + ThirdPct + RZAtt + RZPct + RatioRush_Pass + OppFirst + OppThirdMd, data=NFLData , nbest=1, nvmax=8 ) # CHECK the numbers for options "nbest" and "nvmax" by referring to its help documentation. Type "? regsubsets" + +summary(CandModels) + +# Activity 3. + +Rsq = summary(CandModels)$rsq +adjRsq = summary(CandModels)$adjr2 +Cp = summary(CandModels)$cp +ModelNo = 1:length(Rsq) + +round(rbind(ModelNo,Rsq,adjRsq,Cp),4) + +par(mfrow=c(2,2)) +plot(ModelNo, Rsq, xlab="Model No.", ylab="Coeff. of Determination", type="b", pch=20) +plot(ModelNo, adjRsq, xlab="Model No.", ylab="Adj. Coeff. of Determination", type="b", pch=20) +plot(ModelNo, Cp, xlab="Model No.", ylab="Cp statistic", type="b", pch=20) + +# Activity 4 + +M3 <- lm( Wins ~ RZAtt+RZPct+RatioRush_Pass, data=NFLData ) +M4 <- lm( Wins ~ RZAtt + RZPct+RatioRush_Pass +OppFirst, data=NFLData ) +M5 <- lm( Wins ~ RZAtt + RZPct+RatioRush_Pass +OppFirst+ThirdPct, data=NFLData) + +summary(M3) +summary(M4) +summary(M5) + +anova(M3,M4) +anova(M4,M5) +anova(M3,M5) From 6c52f86cbf7e38a4968e70d5dda6f92f10187420 Mon Sep 17 00:00:00 2001 From: Siddharth Urankar Date: Tue, 23 Apr 2024 15:45:45 -0400 Subject: [PATCH 11/11] Subairline --- SUBAIRLINE_visulization_corelation.R | 327 +++++++++++++++++++++++++++ 1 file changed, 327 insertions(+) create mode 100644 SUBAIRLINE_visulization_corelation.R diff --git a/SUBAIRLINE_visulization_corelation.R b/SUBAIRLINE_visulization_corelation.R new file mode 100644 index 0000000..bad7d5b --- /dev/null +++ b/SUBAIRLINE_visulization_corelation.R @@ -0,0 +1,327 @@ +library(tidyverse) + +sub_airline <- read.csv("C:/Users/chawl/OneDrive - University of Cincinnati/Prissha/IBM DATA ANALYSIS/lax_to_jfk/lax_to_jfk.csv") +head(sub_airline, 3) +dim(sub_airline) +write_csv(sub_airline, "lax_to_jfk.csv") +sapply(sub_airline, typeof) +sub_airline %>% + filter(Month == 1) %>% + group_by(Reporting_Airline) %>% + summarize(avg_carrier_delay = mean(CarrierDelay, na.rm = TRUE)) + +# group_by / summarize workflow example +sub_airline %>% + group_by(Reporting_Airline) %>% + summarize(avg_carrier_delay = mean(CarrierDelay, na.rm = TRUE)) # use mean value + + +# group_by / summarise workflow example +sub_airline %>% + group_by(Reporting_Airline) %>% + summarize(sd_carrier_delay = sd(CarrierDelay, na.rm = TRUE)) # use standard deviation + +sub_airline %>% + group_by(Reporting_Airline) %>% + summarize(avg_arr_delay = mean(ArrDelay, na.rm = TRUE)) + +is.na(c(1, NA)) #> FALSE TRUE +is.na(paste(c(1, NA))) #> FALSE FALSE + +anyNA(c(1, NA)) + +map(sub_airline, ~sum(is.na(.))) + + +# counting missing values +sub_airline %>% + summarize(count = sum(is.na(CarrierDelay))) + +# Check dimensions of the dataset +dim(sub_airline) + +drop_na_cols <- sub_airline %>% select(-DivDistance, -DivArrDelay) +dim(drop_na_cols) +head(drop_na_cols) + +# Drop the missing values +drop_na_rows <- drop_na_cols %>% drop_na(CarrierDelay) +dim(drop_na_rows) +head(drop_na_rows) + +# Replace the missing values in five columns +replace_na <- drop_na_rows %>% replace_na(list(CarrierDelay = 0, + WeatherDelay = 0, + NASDelay = 0, + SecurityDelay = 0, + LateAircraftDelay = 0)) +head(replace_na) + + +carrier_mean<- mean(drop_na_rows$CarrierDelay) +cardel_rep_mean <- sub_airline %>% + replace_na(list(CarrierDelay=carrier_mean)) + +head(cardel_rep_mean) + +# Convert CarrierDelay column from integer to double in sub_airline dataframe +sub_airline$CarrierDelay <- as.double(sub_airline$CarrierDelay) + +# Check the structure of the dataframe after conversion +str(sub_airline) + + +sub_airline %>% + summarize_all(class) %>% + gather(variable, class) + +glimpse(sub_airline) +glimpse(drop_na_rows) + + +date_airline <- replace_na %>% + separate(FlightDate, sep = "-", into = c("year", "month", "day")) + +head(date_airline) + + +library(dplyr) + +date_airline %>% + select(year, month, day) %>% + mutate_all(type.convert, as.is = TRUE) %>% + mutate_if(is.character, as.numeric) + +simple_scale <- sub_airline$ArrDelay / max(sub_airline$ArrDelay) +head(simple_scale) + +simple_scale_2 <- sub_airline$DepDelay / max(sub_airline$DepDelay) +head(simple_scale_2) + +minmax_scale <- (sub_airline$ArrDelay - min(sub_airline$ArrDelay)) / + (max(sub_airline$ArrDelay) - min(sub_airline$ArrDelay)) +head(minmax_scale) + +z_scale <- (sub_airline$ArrDelay - mean(sub_airline$ArrDelay)) / sd(sub_airline$ArrDelay) +head(z_scale) + +z_scale_2<-(sub_airline$DepDelay - mean(sub_airline$DepDelay))/sd(sub_airline$DepDelay) +head(z_scale_2) + +ggplot(data = sub_airline, mapping = aes(x = ArrDelay)) + + geom_histogram(bins = 100, color = "white", fill = "red") + + coord_cartesian(xlim = c(-73, 682)) + +binning <- sub_airline %>% + mutate(quantile_rank = ntile(sub_airline$ArrDelay,4)) + +head(binning) + +ggplot(data = binning, mapping = aes(x = quantile_rank)) + + geom_histogram(bins = 4, color = "white", fill = "red") + +sub_airline %>% + mutate(dummy = 1) %>% # column with single value + spread( + key = Reporting_Airline, # column to spread + value = dummy, + fill = 0) %>% + slice(1:5) + +sub_airline %>% + spread(Reporting_Airline, ArrDelay) %>% + slice(1:5) + +sub_airline %>% # start with data + mutate(Reporting_Airline = factor(Reporting_Airline, + labels = c("AA", "AS", "DL", "UA", "B6", "PA (1)", "HP", "TW", "VX")))%>% + ggplot(aes(Reporting_Airline)) + + stat_count(width = 0.5) + + labs(x = "Number of data points in each airline") + +sub_airline %>% + mutate(dummy = 1) %>% # column with single value + spread( + key = Month, # column to spread + value = dummy, + fill = 0) %>% + slice(1:5) + +sub_airline %>% + spread(Month, DepDelay) %>% + slice(1:5) + +###lab3 + +ggplot(data = sub_airline, mapping = aes(x = Reporting_Airline, y = ArrDelay)) + + geom_boxplot(fill = "bisque",color = "black", alpha = 0.3) + + geom_jitter(aes(color = 'blue'), alpha=0.2) + + labs(x = "Airline") + + ggtitle("Arrival Delays by Airline") + + guides(color = FALSE) + + theme_minimal() + + coord_cartesian(ylim = quantile(sub_airline$ArrDelay, c(0, 0.99))) + +# Load Alaska data, deleting rows that have missing departure delay or arrival delay data +alaska_flights <- sub_airline %>% + filter(Reporting_Airline == "AS") %>% + filter(!is.na(DepDelay) & !is.na(ArrDelay)) %>% + filter(DepDelay < 40) + +ggplot(data = alaska_flights, mapping = aes(x = DepDelay, y = ArrDelay)) + + geom_point() + + ggtitle("Alaska Flight Depature Delays vs Arrival Delays") + +# list the data types for each column +str(sub_airline) +class(sub_airline$ArrDelayMinutes) + +sub_airline %>% + cor.test(~DepDelayMinutes+ArrDelayMinutes,data=.) + + +ggplot(data = sub_airline, mapping = aes(x = WeatherDelay, y = ArrDelayMinutes)) + + geom_point() + + geom_smooth(method = "lm", na.rm = TRUE) + +cor(sub_airline$WeatherDelay, sub_airline$ArrDelayMinutes, use = "complete.obs") + +cor(sub_airline$CarrierDelay, sub_airline$ArrDelayMinutes) + +cor(sub_airline$CarrierDelay, + sub_airline$ArrDelayMinutes, + use = "complete.obs") + +ggplot(data = sub_airline, mapping = aes(x = CarrierDelay, y = ArrDelayMinutes)) + + geom_point() + + geom_smooth(method = "lm", na.rm = TRUE) + + + +summary_airline_delays <- sub_airline %>% + group_by(Reporting_Airline) %>% + summarize(count = n(), + mean = mean(ArrDelayMinutes, na.rm = TRUE), + std_dev = sd(ArrDelayMinutes, na.rm = TRUE), + min = min(ArrDelayMinutes, na.rm = TRUE), + median = median(ArrDelayMinutes, na.rm=TRUE), + iqr = IQR(ArrDelayMinutes, na.rm = TRUE), + max = max(ArrDelayMinutes, na.rm = TRUE)) + +summary_airline_delays + +sapply(sub_airline, typeof) + +sub_airline %>% + count(Reporting_Airline) + +avg_delays <- sub_airline %>% + group_by(Reporting_Airline, DayOfWeek) %>% + summarize(mean_delays = mean(ArrDelayMinutes), .groups = 'keep') + +head(avg_delays) + + +sorted <- avg_delays %>% + arrange(desc(mean_delays)) + +head(sorted) + +avg_delays %>% + ggplot(aes(x = Reporting_Airline, + y = DayOfWeek, + fill = mean_delays)) + + # set the tile's borders to be white with size 0.2 + geom_tile(color = "white", size = 0.2) + + # define gradient color scales + scale_fill_gradient(low = "yellow", high = "red") + + + + + +library(lubridate) +# Let's take a simple average across Reporting_Airline and DayOfWeek +avg_delays <- sub_airline %>% + group_by(Reporting_Airline, DayOfWeek) %>% + summarize(mean_delays = mean(ArrDelayMinutes), .groups = 'keep') %>% + # create a new variable "bins" from mean_delays + # make the first range -0.1 to 0.1 to include zero values + mutate(bins = cut(mean_delays,breaks = c(-0.1,0.1,10,20,30,50, max(mean_delays)), + labels = c("0","0-10","10-20","20-30","30-50",">50"))) %>% + mutate(bins = factor(as.character(bins),levels = rev(levels(bins)))) + + +ggplot(avg_delays, aes(x = Reporting_Airline, + y = lubridate::wday(DayOfWeek, label = TRUE), + fill = bins)) + + geom_tile(colour = "white", size = 0.2) + + geom_text(aes(label = round(mean_delays, 3))) + + guides(fill = guide_legend(title = "Delays Time Scale"))+ + labs(x = "Reporting Airline",y = "Day of Week",title = "Average Arrival Delays")+ + # Define color palette for the scale + scale_fill_manual(values = c("#d53e4f", "#f46d43", "#fdae61", "#fee08b", "#e6f598", "#abdda4")) + + +x<-sub_airline %>% + group_by(Reporting_Airline) %>% + summarize(mean_delays=mean(ArrDelayMinutes)) + +x + +sub_airline %>% + select(DepDelayMinutes, ArrDelayMinutes) %>% + cor(method = "pearson") + +sub_airline %>% + cor.test(~DepDelayMinutes + ArrDelayMinutes, data = .) + + +correlation <- sub_airline %>% + select(ArrDelayMinutes, DepDelayMinutes, + CarrierDelay, WeatherDelay, NASDelay, SecurityDelay, LateAircraftDelay) %>% + cor(use = "pairwise.complete.obs", method = "pearson") + +correlation + +install.packages("corrplot") + +library(corrplot) + +numerics_airline <- sub_airline %>% + select(ArrDelayMinutes, DepDelayMinutes, CarrierDelay, + WeatherDelay, NASDelay, SecurityDelay, LateAircraftDelay) + +airlines_cor <- cor(numerics_airline, method = "pearson", use='pairwise.complete.obs') + +col <- colorRampPalette(c("#BB4444", "#EE9988", "#FFFFFF", "#77AADD", "#4477AA")) + +corrplot(airlines_cor, method = "color", col = col(200), + type = "upper", order = "hclust", + addCoef.col = "black", # Add coefficient of correlation + tl.col = "black", tl.srt = 45, #Text label color and rotation +) + + +summary_airline_delays <- sub_airline %>% + group_by(Reporting_Airline) %>% + summarize(Average_Delays = mean(ArrDelayMinutes, na.rm = TRUE)) + +summary_airline_delays %>% + ggplot(aes(x = Reporting_Airline, y = Average_Delays)) + + geom_bar(stat = "identity") + + ggtitle("Average Arrival Delays by Airline") + +aa_as_subset <- sub_airline %>% + select(ArrDelay, Reporting_Airline) %>% + filter(Reporting_Airline == 'AA' | Reporting_Airline == 'AS') + +ad_aov <- aov(ArrDelay ~ Reporting_Airline, data = aa_as_subset) +summary(ad_aov) + +aa_pa_subset <- sub_airline %>% + select(ArrDelay, Reporting_Airline) %>% + filter(Reporting_Airline == 'AA' | Reporting_Airline == 'PA (1)') + +ad_aov <- aov(ArrDelay ~ Reporting_Airline, data = aa_pa_subset) +summary(ad_aov) \ No newline at end of file