diff --git a/README.md b/README.md
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--- a/README.md
+++ b/README.md
@@ -1 +1,37 @@
-# baseball-data
\ No newline at end of file
+# Summary
+A CSV dataset of baseball players and their characteristics and statistics was parsed and an interactive data visualization was created using common web development languages (HTML5, CSS3, JavasScript) and the D3 library. The focus of this visualization was handedness of the player on batting average and amount of home runs hit (HRs).
+# Data Cleaning
+We cleaned the original dataset of 1157 baseball players (stored in *baseball_data.csv*) by removing any players that did not score a homerun or have a batting average. To expedite the cleaning process, these players were removed directly with Excel. This new dataset contains 871 players and is stored in *baseball_data2.csv*.
+# Explanatory Outcomes
+While the user can interact with the visualization, there are two key takeaways that we wanted to clearly illustrate through the bar charts:
+- On average, left-handed players have slightly better batting average than right-handed and ambidextrous players (0.253 vs 0.240 and 0.244 respectively).
+- On average, left-handed players hit more HRs than right-handed and ambidextrous players (69.9 vs 58.8 and 40.3 respectively).
+
+To help quantify this difference, we used a two-sample independent t-test. At a 90% confidence level, all of these performance differences are statistically significant. More statistical details can be found in the *baseball_data.xlsx* file.
+# Design
+## Visual Encoding
+The most important fields, the two performance indicators (batting avg and home runs hit), are encoded by x position and y position respectively. Since handedness is the variable that we wish to show a difference in, we encoded this through color for easy comparison. Additionally, we made this variable interactive by allowing the user to sort the data by handedness through interacting with the buttons on the right side. Clicking on these buttons highlights visual elements that pertain to that hand type.
+## Scatter Plot
+We decided to use a large scatter plot to allow the user to see trends in the data and interact with it to find their own data story. The data points on the scatter plot allow for additional user interaction by displaying the player’s information in a statistics-like tooltip upon hovering and clicking.
+## Bar Charts
+After some feedback, we also added a ‘summary statistics’ portion for quick explanatory visualization while retaining exploratory functionality with the whole dataset. Bar charts were used to allow quick comparison. The visual encoding of handedness is color to be consistent with the scatter plot. No axes were used as bar width and values in the bars were sufficient to encode the data and the colors were sufficient to encode the handedness.
+# Feedback
+The visualization was updated based on collected feedback. Version 1.0 represents the visualization before the feedback and Version 2.0 represents the visualization after the feedback. 
+
+Please note, only Version 2.0 can be seen in the browser via the link: https://dominickhacnguyen.github.io/baseball-data/. Version 1.0 can be viewed by downloading it separately and viewing it locally. 
+
+Below is the feedback that was collected:
+-	Brother noticed that there were two circles that would show up green (left handed) even though the red (right handed) button was selected. Refer to *Version1.0_Issue.jpg*.
+> - To resolve this, we went back to the csv file and found out that there were duplicates in the name field. 
+> -	Initially, we had assumed that the ‘name’ field was unique and bound the filtered data to the data circles with the name field in the ‘key’ function. However, upon further analysis of the data in Excel, we found two data points that had the same name to another data point. 
+> -	Thus, to rectify this, we added an ‘id’ field and put a unique value for each record.
+-	Mother mentioned the selected toggle button for handedness should be emphasized when the data is changed. 
+> -	Therefore, we highlighted the selected button by increasing its opacity and fading the unselected buttons. 
+-	Father noted that while the visualization was brilliant and clean, it was difficult to determine relationships by showing the whole dataset. 
+> -	Taking this feedback, we added a ‘summary statistics’ segment to compare player characteristics on performance statistics.
+# Resources
+- https://stackoverflow.com/questions/1248081/get-the-browser-viewport-dimensions-with-javascript
+- http://bl.ocks.org/d3noob/5d621a60e2d1d02086bf
+- http://bl.ocks.org/weiglemc/6185069 
+- https://bl.ocks.org/mbostock/7322386 
+- https://www.medcalc.org/calc/comparison_of_means.php 
diff --git a/Version1.0_Issue.JPG b/Version1.0_Issue.JPG
new file mode 100644
index 0000000..6dc4230
Binary files /dev/null and b/Version1.0_Issue.JPG differ
diff --git a/baseball_data.csv b/baseball_data.csv
new file mode 100644
index 0000000..646aecc
--- /dev/null
+++ b/baseball_data.csv
@@ -0,0 +1,872 @@
+name,handedness,height,weight,avg,HR
+Jerry Reuss,L,77,200,0.167,1
+Ray Burris,R,77,200,0.151,1
+Dick Ruthven,R,75,190,0.183,1
+Jose Arcia,R,75,170,0.215,1
+Jim Barr,R,75,205,0.162,1
+Gary Nolan,R,74,197,0.138,1
+Bob Randall,R,74,175,0.257,1
+Woody Woodward,R,74,180,0.236,1
+Don Wilson,R,74,195,0.146,1
+Joe Niekro,R,73,185,0.156,1
+Denny McLain,R,73,185,0.133,1
+Bruce Miller,R,73,185,0.246,1
+Duane Kuiper,L,72,175,0.271,1
+Steve Blass,R,72,165,0.172,1
+Bob Heise,R,72,175,0.247,1
+Ray Culp,R,72,200,0.123,1
+Mario Soto,R,72,174,0.132,1
+Darrell Brown,B,72,184,0.274,1
+Joe Strain,R,70,169,0.25,1
+Brock Davis,L,70,160,0.26,1
+Pepe Frias,R,70,159,0.24,1
+Gil Garrido,R,69,150,0.237,1
+Sam McDowell,L,77,190,0.154,2
+Danny Ainge,R,76,175,0.22,2
+Woodie Fryman,R,75,197,0.138,2
+Jerry Koosman,R,74,205,0.119,2
+Ken Holtzman,R,74,175,0.163,2
+Mike Ramsey,B,73,170,0.24,2
+Barry Evans,R,73,180,0.251,2
+Fritz Peterson,B,72,185,0.159,2
+Angel Salazar,R,72,180,0.212,2
+Mike Champion,R,72,185,0.229,2
+Frank Taveras,R,72,155,0.255,2
+Glenn Burke,R,72,195,0.237,2
+Chico Ruiz,B,72,169,0.24,2
+Al Downing,R,71,175,0.127,2
+Jose Tartabull,L,71,165,0.261,2
+Tom Lawless,R,71,170,0.207,2
+Mike Edwards,R,70,154,0.25,2
+Nate Oliver,R,70,160,0.226,2
+Jack Perconte,L,70,160,0.27,2
+Rick Peters,B,69,170,0.277,2
+Rudy Meoli,L,69,165,0.212,2
+Enzo Hernandez,R,68,155,0.224,2
+Ron Theobald,R,68,165,0.248,2
+Jim Lonborg,R,77,200,0.136,3
+Dave Skaggs,R,74,200,0.241,3
+Jerry Zimmerman,R,74,185,0.204,3
+Jerry Dybzinski,R,74,180,0.234,3
+Mike Fischlin,R,73,165,0.22,3
+Joe Nossek,R,72,178,0.228,3
+Rodney Scott,B,72,160,0.236,3
+Mark Wagner,R,72,165,0.243,3
+Rob Andrews,R,72,185,0.251,3
+Don Mason,L,71,160,0.205,3
+Skip Jutze,R,71,190,0.215,3
+Bobby Mitchell,L,70,170,0.243,3
+Bryan Little,B,70,160,0.245,3
+Winston Llenas,R,70,165,0.23,3
+Manny Castillo,B,69,160,0.242,3
+Ron Brand,R,67,167,0.239,3
+Onix Concepcion,R,66,160,0.239,3
+Larry Dierker,R,76,215,0.136,4
+Terry Harmon,R,74,180,0.233,4
+Denny Lemaster,R,73,182,0.13,4
+Burt Hooton,R,73,210,0.123,4
+Tom Matchick,L,73,173,0.215,4
+Tommy Dean,R,72,165,0.18,4
+Joe Lovitto,B,72,185,0.216,4
+Mike Richardt,R,72,170,0.226,4
+Pat Corrales,R,72,180,0.216,4
+Juan Marichal,R,72,185,0.165,4
+Vida Blue,B,72,189,0.104,4
+Ron Gardenhire,R,72,175,0.232,4
+Mario Mendoza,R,71,170,0.215,4
+John Donaldson,L,71,160,0.238,4
+Julio Gonzalez,R,71,162,0.235,4
+Jackie Gutierrez,R,71,175,0.237,4
+Junior Kennedy,R,71,175,0.248,4
+Jerry Terrell,R,71,165,0.253,4
+Rafael Landestoy,B,70,165,0.237,4
+Elio Chacon,R,69,160,0.232,4
+Mike Krukow,R,77,205,0.193,5
+Scot Thompson,L,75,195,0.262,5
+Tommy John,R,75,180,0.157,5
+Alan Wiggins,B,74,160,0.259,5
+Andy Messersmith,R,73,200,0.17,5
+Tom Nieto,R,73,193,0.205,5
+Frank Quilici,R,73,170,0.214,5
+Roger Metzger,B,72,165,0.231,5
+Lenny Faedo,R,72,170,0.251,5
+Wallace Johnson,B,72,173,0.255,5
+Joaquin Andujar,B,72,170,0.127,5
+Steve Barber,L,72,195,0.115,5
+Luis Tiant,R,72,180,0.164,5
+Steve Jeltz,B,71,180,0.21,5
+Albert Hall,B,71,155,0.251,5
+Ray Sadecki,L,71,180,0.191,5
+Andre Robertson,R,70,155,0.251,5
+Ron Clark,R,70,175,0.189,5
+Mike Brumley,L,70,195,0.229,5
+Gene Clines,R,69,170,0.277,5
+Mike Sadek,R,69,165,0.226,5
+Luis Alvarado,R,69,162,0.214,5
+Ken Suarez,R,69,175,0.227,5
+Jim French,L,68,180,0.196,5
+Steve Renko,R,77,230,0.215,6
+Gaylord Perry,R,76,205,0.131,6
+Terry Humphrey,R,75,185,0.211,6
+Bob Knepper,L,75,195,0.137,6
+Ron Stone,L,74,185,0.241,6
+Luis Pujols,R,74,175,0.193,6
+Wilbur Howard,B,74,170,0.25,6
+Rod Kanehl,R,73,180,0.241,6
+Rick Sweet,B,73,200,0.234,6
+John Vukovich,R,73,187,0.161,6
+Tucker Ashford,R,73,195,0.218,6
+Ken Rudolph,R,73,180,0.213,6
+Brad Wellman,R,72,170,0.231,6
+Bob Davis,R,72,180,0.197,6
+Miguel Dilone,B,72,160,0.265,6
+Ty Cline,L,72,170,0.238,6
+Julio Gotay,R,72,180,0.26,6
+Catfish Hunter,R,72,190,0.226,6
+Hank Allen,R,72,190,0.241,6
+Frank Tepedino,L,71,185,0.241,6
+Dal Maxvill,R,71,157,0.217,6
+Rich Morales,R,71,170,0.195,6
+Rich Chiles,L,71,170,0.254,6
+Dave Hilton,R,71,191,0.213,6
+Buddy Biancalana,B,71,160,0.205,6
+Tim Blackwell,B,71,170,0.228,6
+Mike Squires,L,71,185,0.26,6
+Bobby Klaus,R,70,170,0.208,6
+Dave Roberts,L,75,195,0.194,7
+Tony Muser,L,74,180,0.259,7
+Jim Maloney,L,74,190,0.201,7
+Mel Stottlemyre,R,73,178,0.16,7
+Don Hahn,R,73,180,0.236,7
+Jerry Kenney,L,73,170,0.237,7
+Phil Niekro,R,73,180,0.169,7
+Marv Breeding,R,72,175,0.25,7
+Bill Fahey,L,72,200,0.241,7
+Ted Martinez,R,72,165,0.24,7
+Stan Papi,R,72,170,0.218,7
+Carl Morton,R,72,200,0.156,7
+Orlando Mercado,R,72,180,0.199,7
+Doug Griffin,R,72,160,0.245,7
+Al Weis,B,72,160,0.219,7
+Jim Rooker,R,72,195,0.201,7
+Junior Moore,R,71,185,0.264,7
+Doug Flynn,R,71,165,0.238,7
+Bud Harrelson,B,71,160,0.236,7
+Jim Fairey,L,70,190,0.235,7
+Greg Gross,L,70,160,0.287,7
+Jim Norris,L,70,175,0.264,7
+Mario Guerrero,R,70,155,0.257,7
+Curt Ford,L,70,150,0.245,7
+Juan Bonilla,R,69,170,0.256,7
+Sonny Jackson,L,69,150,0.251,7
+Lynn Jones,R,69,175,0.252,7
+Jerry Remy,L,69,165,0.275,7
+Sandy Valdespino,L,68,170,0.23,7
+Hal Lanier,R,74,180,0.228,8
+Bob Meacham,B,73,175,0.236,8
+Russ Gibson,R,73,195,0.228,8
+Pedro Gonzalez,R,72,176,0.244,8
+Sal Butera,R,72,190,0.227,8
+Jimmy Stewart,B,72,165,0.237,8
+Phil Mankowski,L,72,180,0.264,8
+Jeff Torborg,R,72,195,0.214,8
+Dick Tracewski,R,71,160,0.213,8
+Merritt Ranew,L,71,170,0.247,8
+Ed Romero,R,71,160,0.247,8
+Domingo Ramos,R,70,154,0.24,8
+Steve Hovley,L,70,188,0.258,8
+Broderick Perkins,L,70,180,0.271,8
+Boots Day,L,69,160,0.256,8
+Rick Rhoden,R,75,195,0.238,9
+Joe Simpson,L,75,175,0.242,9
+Tim Cullen,R,73,185,0.22,9
+Rick Sofield,L,73,195,0.243,9
+Jim Lyttle,L,72,180,0.248,9
+Jack Heidemann,R,72,175,0.211,9
+Joe Keough,L,72,185,0.246,9
+Rick Auerbach,R,72,165,0.22,9
+Bob Barton,R,72,175,0.226,9
+Luis Melendez,R,72,165,0.248,9
+Bobby Cox,R,71,180,0.225,9
+Tim Flannery,L,71,175,0.255,9
+Bob Bailor,R,71,170,0.264,9
+Dave McNally,R,71,185,0.133,9
+Gene Locklear,L,70,165,0.274,9
+Jim Pankovits,R,70,170,0.25,9
+George Smith,R,70,170,0.205,9
+Bill Sharp,L,70,178,0.255,9
+Wayne Tolleson,B,69,160,0.241,9
+J.R. Richard,R,80,222,0.168,10
+Ted Cox,R,75,195,0.245,10
+Bruce Boisclair,L,74,185,0.263,10
+Carl Taylor,R,74,200,0.266,10
+Paul Dade,R,73,185,0.27,10
+Brian Giles,R,73,165,0.228,10
+Dick Bertell,R,72,200,0.25,10
+Ron Davis,R,72,175,0.233,10
+Dave Rosello,R,71,160,0.236,10
+Bombo Rivera,R,70,187,0.265,10
+Fred Stanley,R,70,165,0.216,10
+Tom Poquette,L,70,175,0.268,10
+Howie Goss,R,76,204,0.216,11
+Ken Walters,R,73,180,0.231,11
+Phil Linz,R,73,180,0.235,11
+Jeff Stone,L,72,175,0.277,11
+Mike Phillips,L,72,170,0.24,11
+Rufino Linares,R,72,170,0.27,11
+Al Gallagher,R,72,180,0.263,11
+Tony Cloninger,R,72,210,0.192,11
+Larry Milbourne,B,72,161,0.254,11
+Barbaro Garbey,R,70,170,0.267,11
+Steve Nicosia,R,70,185,0.248,11
+Jimmie Schaffer,R,69,170,0.223,11
+Bob Forsch,R,76,200,0.213,12
+Sonny Siebert,R,75,190,0.173,12
+Tommie Reynolds,R,74,190,0.226,12
+Larry Haney,R,74,195,0.215,12
+Jim Mason,L,74,185,0.203,12
+Larry Harlow,L,74,185,0.248,12
+Tom Seaver,R,73,195,0.154,12
+Brian Asselstine,L,73,175,0.254,12
+Garry Hancock,L,72,175,0.247,12
+Ron Pruitt,R,72,185,0.269,12
+Dick Phillips,L,72,180,0.229,12
+Dan Briggs,L,72,180,0.195,12
+Alan Knicely,R,72,190,0.213,12
+Doug Clemens,L,72,180,0.229,12
+Jackie Hernandez,R,71,165,0.208,12
+Tim Corcoran,L,71,175,0.27,12
+Kiko Garcia,R,71,180,0.239,12
+John Stephenson,L,71,180,0.216,12
+Larry Cox,R,70,178,0.221,12
+Bobby Valentine,R,70,189,0.26,12
+Rich Coggins,L,68,170,0.265,12
+Fergie Jenkins,R,77,205,0.165,13
+Steve Carlton,L,76,210,0.201,13
+Tommie Aaron,R,75,190,0.229,13
+Gary Woods,R,74,185,0.243,13
+Danny Goodwin,L,73,195,0.236,13
+Richie Scheinblum,B,73,180,0.263,13
+Rafael Santana,R,73,165,0.246,13
+Steve Dillard,R,73,180,0.243,13
+Rick Joseph,R,73,192,0.243,13
+Ted Kubiak,B,72,175,0.231,13
+Kevin Bell,R,72,195,0.222,13
+Jim Anderson,R,72,170,0.218,13
+Mike Fiore,L,72,175,0.227,13
+Tom O'Malley,L,72,180,0.256,13
+Tito Landrum,R,71,175,0.249,13
+Vic Harris,B,71,165,0.217,13
+Bob Burda,L,71,174,0.224,13
+Sandy Alomar,B,69,140,0.245,13
+Roberto Pena,R,68,170,0.245,13
+Tim Harkness,L,74,182,0.235,14
+John Hale,L,74,195,0.201,14
+Ken Hubbs,R,74,175,0.247,14
+Rod Gilbreath,R,74,180,0.248,14
+Jim Beauchamp,R,74,190,0.231,14
+Darrel Chaney,B,74,188,0.217,14
+Vern Fuller,R,73,170,0.232,14
+Don Kessinger,B,73,170,0.252,14
+Tom Veryzer,R,73,175,0.241,14
+Phil Gagliano,R,73,180,0.238,14
+Bob Uecker,R,73,190,0.2,14
+Bill Plummer,R,73,190,0.188,14
+Bob Molinaro,L,72,190,0.264,14
+Dane Iorg,L,72,180,0.276,14
+Ken Retzer,L,72,185,0.264,14
+Paul Popovich,B,72,175,0.233,14
+Dave Edwards,R,72,170,0.237,14
+Greg Pryor,R,72,180,0.25,14
+Johnny Oates,L,71,188,0.25,14
+Mickey Klutts,R,71,170,0.241,14
+Ed Stroud,L,71,180,0.237,14
+Bubba Morton,R,70,175,0.267,14
+Dick Simpson,R,76,176,0.207,15
+Jerry May,R,74,190,0.234,15
+Doc Edwards,R,74,215,0.238,15
+Don Leppert,R,74,220,0.229,15
+Daryl Sconiers,L,74,185,0.265,15
+Gene Michael,B,74,183,0.229,15
+Rick Wise,R,73,180,0.195,15
+Wayne Krenchicki,L,73,180,0.266,15
+Danny Thompson,R,72,183,0.248,15
+Ray Oyler,R,71,165,0.175,15
+Dave Chalk,R,70,175,0.252,15
+Larry Bowa,B,70,155,0.26,15
+Glenn Borgmann,R,76,210,0.229,16
+Dick Billings,R,73,195,0.227,16
+Steve Huntz,B,73,204,0.206,16
+Ned Yost,R,73,190,0.212,16
+Dave Marshall,L,73,182,0.246,16
+Terry Francona,L,73,190,0.274,16
+Jim Nettles,L,72,186,0.22,16
+Joe Wallis,B,71,180,0.244,16
+Ellie Rodriguez,R,71,185,0.245,16
+Wayne Comer,R,70,175,0.229,16
+Pepe Mangual,R,70,157,0.242,16
+Denny Doyle,L,69,175,0.25,16
+Dick Howser,R,68,155,0.248,16
+Doug Ault,R,75,200,0.236,17
+Billy Smith,B,74,185,0.23,17
+Rob Picciolo,R,74,185,0.234,17
+Hosken Powell,L,73,175,0.259,17
+Tony Scott,B,72,164,0.249,17
+Ray Webster,L,72,185,0.244,17
+Ron Roenicke,B,72,180,0.238,17
+Rick Bosetti,R,71,185,0.25,17
+Bob Brower,R,71,185,0.242,17
+Ted Ford,R,70,180,0.219,17
+Fernando Gonzalez,R,70,165,0.235,17
+Chuck Harrison,R,70,185,0.238,17
+Johnny Jeter,R,73,180,0.244,18
+Rudy Law,L,73,165,0.271,18
+Bruce Benedict,R,73,175,0.242,18
+Harry Spilman,L,73,180,0.237,18
+Rick Leach,L,73,180,0.268,18
+Hector Torres,R,72,175,0.216,18
+Willie Norwood,R,72,185,0.242,18
+Chris Cannizzaro,R,72,190,0.235,18
+Jim Price,R,72,192,0.214,18
+Elliott Maddox,R,71,180,0.261,18
+Doug Camilli,R,71,195,0.199,18
+Bill Voss,L,74,160,0.227,19
+Cap Peterson,R,74,195,0.23,19
+Ron Hodges,L,73,185,0.24,19
+Bobby Clark,R,72,190,0.239,19
+Jim Holt,L,72,180,0.265,19
+Gary Allenson,R,71,185,0.221,19
+Alan Bannister,R,71,170,0.27,19
+Fran Healy,R,77,220,0.25,20
+Doug Frobel,L,76,196,0.201,20
+Thad Bosley,L,75,175,0.272,20
+Steve Swisher,R,74,205,0.216,20
+Bob Jones,L,74,195,0.221,20
+Mark Belanger,R,73,170,0.228,20
+Dave Campbell,R,73,180,0.213,20
+Steve Lombardozzi,R,72,175,0.233,20
+Carmen Fanzone,R,72,200,0.224,20
+Ike Brown,R,72,190,0.256,20
+Rick Renick,R,72,188,0.221,20
+Chuck Hiller,L,71,170,0.243,20
+Billy North,B,71,185,0.261,20
+Rich McKinney,R,71,185,0.225,20
+Ron Washington,R,71,155,0.261,20
+Garth Iorg,R,71,170,0.258,20
+Dave Nelson,R,70,160,0.244,20
+Larvell Blanks,R,68,167,0.253,20
+Bobby Mitchell,R,75,185,0.235,21
+Jerry Narron,L,75,205,0.211,21
+John Wathan,R,74,205,0.262,21
+Hal Breeden,R,74,200,0.243,21
+Dick Nen,L,74,200,0.224,21
+Tom Satriano,L,73,185,0.225,21
+Dave McKay,B,73,195,0.229,21
+Joe Gaines,R,73,190,0.241,21
+Ivan DeJesus,R,71,175,0.254,21
+Dave Cash,R,71,170,0.283,21
+Jim Wohlford,R,71,175,0.26,21
+Jerry White,B,70,164,0.253,21
+Biff Pocoroba,B,70,175,0.257,21
+Nelson Mathews,R,76,195,0.223,22
+Tom Egan,R,76,218,0.2,22
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+Oscar Gamble,L,71,160,0.265,200
+Buddy Bell,R,73,180,0.279,201
+Gene Tenace,R,72,190,0.241,201
+Richie Hebner,L,73,195,0.276,203
+Rico Carty,R,75,200,0.299,204
+Richie Zisk,R,73,200,0.287,207
+Jason Thompson,L,76,200,0.261,208
+Rico Petrocelli,R,72,175,0.251,210
+Chet Lemon,R,72,190,0.273,215
+Bob Horner,R,73,195,0.277,218
+Joe Pepitone,L,74,185,0.258,219
+Al Oliver,L,72,195,0.303,219
+Tony Oliva,L,73,175,0.304,220
+Bobby Grich,R,74,180,0.266,224
+Gary Matthews,R,74,185,0.281,234
+Ben Oglivie,L,74,160,0.273,235
+Doug DeCinces,R,74,190,0.259,237
+Jeff Burroughs,R,73,200,0.261,240
+Rick Monday,L,75,193,0.264,241
+Cecil Cooper,L,74,165,0.298,241
+Dusty Baker,R,74,183,0.278,242
+Sal Bando,R,72,195,0.254,242
+Deron Johnson,R,74,200,0.244,245
+Ken Singleton,B,76,210,0.282,246
+Ted Simmons,B,71,193,0.285,248
+Tony Armas,R,71,182,0.252,251
+Joe Torre,R,74,212,0.297,252
+Bobby Murcer,L,71,160,0.277,252
+Andre Thornton,R,75,200,0.254,253
+John Mayberry,L,75,215,0.253,255
+Larry Parrish,R,75,190,0.263,256
+George Hendrick,R,75,195,0.278,267
+Gorman Thomas,R,74,210,0.225,268
+Joe Morgan,L,67,160,0.271,268
+George Scott,R,74,200,0.268,271
+Steve Garvey,R,70,192,0.294,272
+Jimmy Wynn,R,70,160,0.25,291
+Rusty Staub,L,74,190,0.279,292
+Fred Lynn,L,73,185,0.283,306
+Greg Luzinski,R,73,220,0.276,307
+Reggie Smith,B,72,180,0.287,314
+Ron Cey,R,70,185,0.261,316
+Willie Horton,R,71,209,0.273,325
+Bobby Bonds,R,73,190,0.268,332
+Don Baylor,R,73,190,0.26,338
+Boog Powell,L,76,230,0.266,339
+Ron Santo,R,72,190,0.277,342
+George Foster,R,73,180,0.274,348
+Dick Allen,R,71,187,0.292,351
+Lee May,R,75,195,0.267,354
+Tony Perez,R,74,175,0.279,379
+Jim Rice,R,74,200,0.298,382
+Johnny Bench,R,73,197,0.267,389
+Graig Nettles,L,72,180,0.248,390
+Darrell Evans,L,74,200,0.248,414
+Dave Kingman,R,78,210,0.236,442
+Carl Yastrzemski,L,71,175,0.285,452
+Willie Stargell,L,74,188,0.282,475
+Mike Schmidt,R,74,195,0.267,548
+Reggie Jackson,L,72,195,0.262,563
diff --git a/baseball_data.xlsx b/baseball_data.xlsx
new file mode 100644
index 0000000..e5ec3bb
Binary files /dev/null and b/baseball_data.xlsx differ
diff --git a/index.css b/index.css
index f1e2121..b8ac477 100644
--- a/index.css
+++ b/index.css
@@ -9,11 +9,24 @@ body {
 	margin: 0;
 	fill: #23adff;
 	font-weight: bold;
+	position: absolute;
+	top: 5vh;
+	left: 7vw;
+}
+svg {
+	position: absolute;
+	top: 5vh;
+	left: 1vw;
 }
 .info {
+	position: absolute;
 	font-size: 3vmin;
 	color: #FFFFFF;
 }
+#subtext {
+	top: 12vh;
+	left: 7vw;
+}
 #legendTitle {
 	position: absolute;
 	font-size: 3.5vmin;
@@ -30,6 +43,11 @@ body {
 	stroke: #FFFFFF;
 	shape-rendering: crispEdges;
 }
+#outcome {
+	top: 47vh;
+	left: 7vw;
+	width: 40vw;
+}
 h2, h3, p {
 	display: inline-block;
 }
@@ -71,3 +89,37 @@ div.hand_buttons div {
 div.hand_buttons div:hover {
 	cursor: pointer;
 }
+.summaryChart {
+	color: #FFFFFF;
+}
+h1 {
+	font-size: 1.5vw;
+}
+.bar {
+	font-size: 2vmin;
+	text-align: right;
+	padding-right: 1vmin;
+	margin: 5px;
+	color: #000000;
+	font-weight: bold;
+}
+
+#battingAvgSummary {
+	position: absolute;
+	top: 22vh;
+	left: 8vw;
+}
+#hrAvgSummary {
+	position: absolute;
+	top: 22vh;
+	left: 26vw;
+}
+.red {
+	color: #f44242;
+}
+.green {
+	color: #42f480;
+}
+.blue {
+	color: #23adff;
+}
\ No newline at end of file
diff --git a/index.html b/index.html
index 66e441f..471dfaf 100644
--- a/index.html
+++ b/index.html
@@ -3,10 +3,26 @@
 	<head>
 		<meta charset="utf-8">
 		<script src="https://d3js.org/d3.v3.min.js"></script>
+		<script src="index.js"></script>
 		<link rel="stylesheet" href="index.css">
 	</head>
 	<body>
-		<script src="index.js"></script>
+		<h1 id="title">Baseball Data</h1>
+		<div id="subtext" class="info">
+			Does handedness have an effect on a baseball player's performance? 
+			<br>
+			Click on a player to see more stats!
+		</div>
+		<div id="outcome" class="info">
+			On average, compared to <span class="red">right-handed</span>
+			and <span class="blue">ambidextrous</span> players,
+			<span class="green">left-handed</span> players:
+			<ul>
+				<li>have slightly better batting averages</li>
+				<li>hit more homeruns</li>
+			</ul>
+			At a 90% confidence level, these differences are statistically significant.
+		</div>
 		<script>d3.csv("baseball_data2.csv", draw);</script>
 	</body>
-</html>
+</html>
\ No newline at end of file
diff --git a/index.js b/index.js
index 951cc7d..989e134 100644
--- a/index.js
+++ b/index.js
@@ -1,56 +1,84 @@
-function draw(data){
-	var margin = {top: 20, right: 20, bottom: 20, left: 40},
-	    buffer = 75,
-	    chartWidth = window.innerWidth,
-	    chartHeight = window.innerHeight,
-	    width = chartWidth - margin.left - margin.right - buffer,
-	    height = chartHeight - margin.top - margin.bottom - buffer;
+// function to filter data by handedness
+function filterByHand(data, hand) {
+	"use strict";
+	var filtered = data.filter(function (d) {
+		if (hand === null) {
+			return true;
+		}
+		return d.handedness === hand;
+	});
+	return filtered;
+}
+
+// function to convert handoptions text to handedness field values
+function convertCategory(category) {
+	"use strict";
+	switch (category) {
+		case "Both":
+			return "B";
+		case "Left":
+			return "L";
+		case "Right":
+			return "R";
+		default:
+			return null;
+	}
+}
+
+// function to draw scatter plot and labels
+function draw(data) {
+	"use strict";
+	var margin = {top: 20, right: 20, bottom: 20, left: 40};
+	var buffer = 50;
+	var chartWidth = window.innerWidth;
+	var chartHeight = window.innerHeight;
+	var width = chartWidth - margin.left - margin.right - buffer;
+	var height = chartHeight - margin.top - margin.bottom - buffer;
 
 	// setup x (batting avg)
-	var xValue = function(d) { return d.avg;}, 
-	xScale = d3.scale.linear().range([0, width]), 
-	xMap = function(d) { return xScale(xValue(d));},
-	xAxis = d3.svg.axis().scale(xScale).orient("bottom");
+	var xValue = function (d) { return d.avg; };
+	var xScale = d3.scale.linear().range([0, width]);
+	var xMap = function (d) { return xScale(xValue(d)); };
+	var xAxis = d3.svg.axis().scale(xScale).orient("bottom");
 
 	// setup y (home runs)
-	var yValue = function(d) { return d.HR;}, 
-	yScale = d3.scale.linear().range([height, 0]),
-	yMap = function(d) { return yScale(yValue(d));}, 
-	yAxis = d3.svg.axis().scale(yScale).orient("left");
+	var yValue = function (d) { return d.HR; };
+	var yScale = d3.scale.linear().range([height, 0]);
+	var yMap = function (d) { return yScale(yValue(d)); };
+	var yAxis = d3.svg.axis().scale(yScale).orient("left");
 
 	// setup fill color
-	var handOptions = ["Both","Left", "Right", "All"];
-	var cValue = function(d) { return d.handedness;},
-	color = d3.scale.category20c();
-	var color = d3.scale.ordinal().domain(["B", "L", "R", ""])
-	      .range(["#23adff", '#42f480', "#f44242", "#ffbb2b"]);
+	var handOptions = ["Both", "Left", "Right", "All"];
+	var cValue = function (d) { return d.handedness; };
+	var colors = ["#23adff", '#42f480', "#f44242", "#ffbb2b"];
+	var color = d3.scale.ordinal().domain(["B", "L", "R", ""]);
+	color.range(colors);
 
 	// add the graph canvas to the body of the webpage
 	var svg = d3.select("body").append("svg")
-	.attr("width", width + margin.left + margin.right)
-	.attr("height", height + margin.top + margin.bottom)
-	.append("g")
-	.attr("transform", "translate(" + margin.left + "," + margin.top + ")");
+		.attr("width", width + margin.left + margin.right)
+		.attr("height", height + margin.top + margin.bottom)
+		.append("g")
+		.attr("transform", "translate(" + margin.left + "," + margin.top + ")");
 
 	// add the tooltip area to the webpage
-	var tooltip = d3.select("body").append("div")
-	.attr("class", "tooltip")
-	.style("opacity", 0);
-
+	var tooltip = d3.select("body").append("div");
+	tooltip.attr("class", "tooltip")
+		.style("opacity", 0);
 
 	// Check if tooltip is in bounds
 	function inBounds(value, axis) {
-		if (axis == "height" && value < 100){
+		if (axis === "height" && value < 100) {
 			return value + 150;
-		} else if (axis == "width" && value > width - 100) {
+		}
+		if (axis === "width" && value > width - 100) {
 			return value - 125;
-		} else {
-			return value;
 		}
+		return value;
 	}
 
 	// change string (from CSV) into number format
-	data.forEach(function(d) {
+	data.forEach(function (d) {
 		d.weight = +d.weight;
 		d.height = +d.height;
 		d.avg = +d.avg;
@@ -59,17 +87,9 @@ function draw(data){
 	});
 
 	// add in buffer to data domain to prevent circles from overlapping axes
-	xScale.domain([d3.min(data, xValue)-0.01, d3.max(data, xValue) +0.01]);
-	yScale.domain([d3.min(data, yValue)-10, d3.max(data, yValue)+50]);
-
-	var avg_max = d3.max(data, function(d) {
-		return d.avg;
-	});
-
-	var radius = d3.scale.sqrt()
-	.domain([0, avg_max])
-	.range([0, 15]);
-
+	xScale.domain([d3.min(data, xValue) - 0.01, d3.max(data, xValue) + 0.01]);
+	yScale.domain([d3.min(data, yValue) - 10, d3.max(data, yValue) + 50]);
+	
 	// x-axis
 	svg.append("g")
 		.attr("class", "x axis")
@@ -94,28 +114,12 @@ function draw(data){
 		.style("text-anchor", "end")
 		.text("# of Home Runs");
 	
-	// draw header title and info
-	svg.append("text").text("Baseball Data")
-	.attr("id", "title")
-	.attr("x",  50)
-	.attr("y", 20);
-	
-	svg.append("text").text("What makes a baseball player hit more home runs?")
-	.attr("class", "info")
-	.attr("x", 50)
-	.attr("y", 60);
-	
-	svg.append("text").text("Click on a player to see more stats!")
-	.attr("class", "info")
-	.attr("x", 50)
-	.attr("y", 87);
-	
 	// draw legend title
 	d3.select("body").append("text").text("Handedness")
-	.attr("id", "legendTitle")
-	.style("opacity", 0)
-	.transition().duration(1000)
-	.style("opacity", 1);
+		.attr("id", "legendTitle")
+		.style("opacity", 0)
+		.transition().duration(1000)
+		.style("opacity", 1);
 	
 	// draw toggle options
 	var buttons = d3.select("body")
@@ -126,26 +130,37 @@ function draw(data){
 		.enter()
 		.append("div")
 		.attr("class", "hand_button")
-		.attr("id", function(d){return d.handedness;} + "Category")
 		.style("background-color", color)
-		.text(function(d) { return d;});
+		.text(function (d) { return d; });
 	
-	buttons.on("click", function(d) {
+	buttons.on("click", function (d) {
 		
 		// update data on button click
 		render(d);
 		
 		// style all buttons to normal
 		d3.selectAll('.hand_button')
-		.transition().duration(500)
-		.style("opacity", 0.5)
-		.style("color", "#000000");
+			.transition().duration(500)
+			.style("opacity", 0.5)
+			.style("color", "#000000");
 
 		// change style of button that was clicked
 		d3.select(this)
-		.transition().duration(500)
-		.style("opacity", 1)
-		.style("color", "#FFFFFF");
+			.transition().duration(500)
+			.style("opacity", 1)
+			.style("color", "#FFFFFF");
+		
+		// style all bars to normal
+		d3.selectAll('.bar')
+			.transition().duration(500)
+			.style("opacity", 0.5)
+			.style("color", "#000000");
+
+		// change style of the bars of the hand that was clicked
+		d3.selectAll("#" + d + "AvgBar, #" + d + "HrBar")
+			.transition().duration(500)
+			.style("opacity", 1)
+			.style("color", "#FFFFFF");
 
 	});
 	
@@ -154,35 +169,15 @@ function draw(data){
 		.transition().duration(1500)
 		.style("opacity", 0.75);
 	
-	// function to convert handoptions text to handedness field values
-	function convertCategory (category) {
-		switch (category) {
-			case "Both":
-				return "B";
-				break;
-			case "Left":
-				return "L";
-				break;
-			case "Right":
-				return "R";
-				break;
-			default:
-				return null;
-		}
-	}
-
 	function render(category) {
+		// convert category to correct field value
 		category = convertCategory(category);
 		
-		var filtered = data.filter(function(d){
-			if (category == null){
-				return true;
-			}
-			return d.handedness == category;
-		})
+		// Filter data by handedness
+		var filtered = filterByHand(data, category);
 		
 		var circles = svg.selectAll("circle")
-		.data(filtered, function(d) {return d.id;});
+			.data(filtered, function (d) {return d.id; });
 		
 		// fade out & remove previous unrelated data
 		circles.exit()
@@ -197,21 +192,21 @@ function draw(data){
 			.attr("r", 5)
 			.attr("cx", xMap)
 			.attr("cy", yMap)
-			.style("fill", function(d) { return color(cValue(d));}) 
+			.style("fill", function (d) { return color(cValue(d)); })
 			.style("stroke", "none")
 			.style("opacity", 0)
 			.transition().duration(750)
 			.style("opacity", 0.5);
 		
-		circles.on("mouseover", function(d) {
+		circles.on("mouseover", function (d) {
 			tooltip.transition()
-			.duration(200)
-			.style("opacity", 1);
+				.duration(200)
+				.style("opacity", 1);
 			
 			// set up outline of preview tooltip
 			tooltip.html("<div id='tooltip'><div class='resultDiv'><h2 id='player' class='result'></h2></div></div>")
-			.style("left", inBounds(d3.event.pageX + 10, "width") +"px")
-			.style("top", (d3.event.pageY - 10) + "px");
+				.style("left", inBounds(d3.event.pageX + 10, "width") + "px")
+				.style("top", (d3.event.pageY - 10) + "px");
 			
 			// import player name in preview tooltip
 			document.getElementById("player").innerHTML = d.name;
@@ -224,19 +219,21 @@ function draw(data){
 				.style("cursor", "pointer");
 
 		})
-			.on("click", function(d){
+			.on("click", function (d) {
 				// set up outline of overview tooltip
-				tooltip.html("<div id='tooltip'><div class='resultDiv'><h2 id='player' class='result'></h2></div> \
-						<div class='resultDiv'><h2>Batting Avg:&nbsp;<h2 id='avg' class='result'></h2></h2></div> \
-						<div class='resultDiv'><h2>Home Runs:&nbsp;</h2><h2 id='hr' class='result'></h2></div> \
-						<div class='resultDiv'><h2>Height:&nbsp;</h2><h2 id='height' class='result'></h2></div> \
-						<div class='resultDiv'><h2>Weight:&nbsp;</h2><h2 id='weight' class='result'></h2></div></div>")
-				.style("left", inBounds(d3.event.pageX + 10, "width") +"px")
-				.style("top", inBounds(d3.event.pageY - 170, "height") + "px")
-				.style("color", color(cValue(d)))
-				.style("opacity", 0.5)
-				.transition().duration(300)
-				.style("opacity", 1);
+				tooltip.html(
+					"<div id='tooltip'><div class='resultDiv'><h2 id='player' class='result'></h2></div> \
+					<div class='resultDiv'><h2>Batting Avg:&nbsp;<h2 id='avg' class='result'></h2></h2></div> \
+					<div class='resultDiv'><h2>Home Runs:&nbsp;</h2><h2 id='hr' class='result'></h2></div> \
+					<div class='resultDiv'><h2>Height:&nbsp;</h2><h2 id='height' class='result'></h2></div> \
+					<div class='resultDiv'><h2>Weight:&nbsp;</h2><h2 id='weight' class='result'></h2></div></div>"
+				)
+					.style("left", inBounds(d3.event.pageX + 10, "width") + "px")
+					.style("top", inBounds(d3.event.pageY - 170, "height") + "px")
+					.style("color", color(cValue(d)))
+					.style("opacity", 0.5)
+					.transition().duration(300)
+					.style("opacity", 1);
 
 				// import fields to overview tooltip
 				document.getElementById("player").innerHTML = d.name;
@@ -247,15 +244,15 @@ function draw(data){
 				document.getElementById("handedness").innerHTML = d.handedness;
 		
 				d3.select(this)
-						.transition()
-						.duration(200)
-						.attr("r", 8)
-						.style("opacity", 1);
+					.transition()
+					.duration(200)
+					.attr("r", 8)
+					.style("opacity", 1);
 			})
-			.on("mouseout", function(d) {
+			.on("mouseout", function (d) {
 				tooltip.transition()
-				.duration(200)
-				.style("opacity", 0);
+					.duration(200)
+					.style("opacity", 0);
 
 				d3.select(this)
 					.transition()
@@ -265,6 +262,116 @@ function draw(data){
 					.style("opacity", 0.5)
 					.style("cursor", "default");
 			});
+		
+		// Add average summary statistics
+		d3.select(".chart")
+			.selectAll("bar")
+			.data(data)
+			.enter().append("div")
+			.style("width", function(d) { return d * 10 + "px"; })
+			.text(function(d) { return d; });
 	}
+	//  draw initial chart with all data points
 	render("All");
+	// draw summary area
+	drawSummary(data, colors, handOptions);
+}
+
+// function to draw summary area
+function drawSummary(data, colors, handOptions) {
+	// get filtered data by handedness
+	var filtered_both = filterByHand(data, convertCategory(handOptions[0]));
+	var filtered_left = filterByHand(data, convertCategory(handOptions[1]));
+	var filtered_right = filterByHand(data, convertCategory(handOptions[2]));
+	
+	// function to compute average
+	function average(array) {
+		var sum = 0;
+		for (var i = 0; i < array.length; i++) {
+			sum += array[i];
+		}
+		return sum / array.length;
+	}
+	
+	// average filtered batting avg data
+	var both_batting_avg = parseFloat(d3.mean(filtered_both, function(d) { return d.avg; }).toFixed(3));
+	var left_batting_avg = parseFloat(d3.mean(filtered_left, function(d) { return d.avg; }).toFixed(3));
+	var right_batting_avg = parseFloat(d3.mean(filtered_right, function(d) { return d.avg; }).toFixed(3));
+	var batting_avg_list = [both_batting_avg, left_batting_avg, right_batting_avg];
+	var avg_batting_avg = parseFloat(average(batting_avg_list).toFixed(3));
+	batting_avg_list.push(avg_batting_avg);
+	
+	var batting_avg_dict = [
+		{hand: handOptions[0], value: batting_avg_list[0], color: colors[0]},
+		{hand: handOptions[1], value: batting_avg_list[1], color: colors[1]},
+		{hand: handOptions[2], value: batting_avg_list[2], color: colors[2]},
+		{hand: handOptions[3], value: batting_avg_list[3], color: colors[3]},
+	];
+	
+	// average filtered home run data
+	var both_hr = parseFloat(d3.mean(filtered_both, function(d) { return d.HR; }).toFixed(1));
+	var left_hr = parseFloat(d3.mean(filtered_left, function(d) { return d.HR; }).toFixed(1));
+	var right_hr = parseFloat(d3.mean(filtered_right, function(d) { return d.HR; }).toFixed(1));
+	var hr_list = [both_hr, left_hr, right_hr];
+	var avg_hr = parseFloat(average(hr_list).toFixed(1));
+	hr_list.push(avg_hr);
+	
+	var hr_dict = [
+		{hand: handOptions[0], value: hr_list[0], color: colors[0]},
+		{hand: handOptions[1], value: hr_list[1], color: colors[1]},
+		{hand: handOptions[2], value: hr_list[2], color: colors[2]},
+		{hand: handOptions[3], value: hr_list[3], color: colors[3]},
+	];
+	
+	// scale data to x position
+	var x_avg = d3.scale.linear()
+		.domain([0, d3.max(batting_avg_list)])
+		.range([0, 5]);
+	
+	var x_hr = d3.scale.linear()
+		.domain([0, d3.max(hr_list)])
+		.range([0, 5]);
+	
+	// append batting avg summary to body
+	var batting_avg_summary = d3.select("body")
+		.append("div")
+		.attr("class", "summaryChart")
+		.attr("id", "battingAvgSummary")
+		.append("h1")
+		.text("Average Batting Avg");
+	
+	batting_avg_summary.selectAll('.battingAvgBar')
+		.data(batting_avg_dict)
+		.enter().append("div")
+		.attr("class", "bar battingAvgBar")
+		.attr("id", function(d) { return d.hand + "AvgBar"; })
+		.text(function(d) { return d.value; })
+		.style("width", 0 + "vw")
+		.style("opacity", 0)
+		.transition().duration(1000)
+		.style("width", function(d) { return x_avg(d.value) + "vw"; })
+		.style("opacity", 1)
+		.style("background-color", function(d) { return d.color; });
+		
+	
+	// append home run summary to body
+	var hr_summary = d3.select("body")
+		.append("div")
+		.attr("class", "summaryChart")
+		.attr("id", "hrAvgSummary")
+		.append("h1")
+		.text("Average Home Runs");
+	
+	hr_summary.selectAll('.hrAvgBar')
+		.data(hr_dict)
+		.enter().append("div")
+		.attr("class", "bar hrAvgBar")
+		.attr("id", function(d) { return d.hand + "HrBar"; })
+		.text(function(d) { return d.value; })
+		.style("width", 0 + "vw")
+		.style("opacity", 0)
+		.transition().duration(1000)
+		.style("width", function(d) { return x_hr(d.value) + "vw"; })
+		.style("opacity", 1)
+		.style("background-color", function(d) { return d.color; });
 }
\ No newline at end of file