├── .gitignore ├── LICENSE ├── README.md ├── basketball_match_analysis ├── README.md ├── gamedata │ ├── 2017ANA.EVA │ ├── 2017ARI.EVN │ ├── 2017ATL.EVN │ ├── 2017BAL.EVA │ ├── 2017BOS.EVA │ ├── 2017CHA.EVA │ ├── 2017CHN.EVN │ ├── 2017CIN.EVN │ ├── 2017CLE.EVA │ ├── 2017COL.EVN │ ├── 2017DET.EVA │ ├── 2017HOU.EVA │ ├── 2017KCA.EVA │ ├── 2017LAN.EVN │ ├── 2017MIA.EVN │ ├── 2017MIL.EVN │ ├── 2017MIN.EVA │ ├── 2017NYA.EVA │ ├── 2017NYN.EVN │ ├── 2017OAK.EVA │ ├── 2017PHI.EVN │ ├── 2017PIT.EVN │ ├── 2017SDN.EVN │ ├── 2017SEA.EVA │ ├── 2017SFN.EVN │ ├── 2017SLN.EVN │ ├── 2017TBA.EVA │ ├── 2017TEX.EVA │ ├── 2017TOR.EVA │ ├── 2017WAS.EVN │ ├── ANA2017.ROS │ ├── ARI2017.ROS │ ├── ATL2017.ROS │ ├── BAL2017.ROS │ ├── BOS2017.ROS │ ├── CHA2017.ROS │ ├── CHN2017.ROS │ ├── CIN2017.ROS │ ├── CLE2017.ROS │ ├── COL2017.ROS │ ├── DET2017.ROS │ ├── HOU2017.ROS │ ├── KCA2017.ROS │ ├── LAN2017.ROS │ ├── MIA2017.ROS │ ├── MIL2017.ROS │ ├── MIN2017.ROS │ ├── NYA2017.ROS │ ├── NYN2017.ROS │ ├── OAK2017.ROS │ ├── PHI2017.ROS │ ├── PIT2017.ROS │ ├── README.md │ ├── SDN2017.ROS │ ├── SEA2017.ROS │ ├── SFN2017.ROS │ ├── SLN2017.ROS │ ├── TBA2017.ROS │ ├── TEAM2017 │ ├── TEX2017.ROS │ ├── TOR2017.ROS │ └── WAS2017.ROS ├── id_to_name.pig └── total_counts.pig ├── demonetization_analysis ├── AFINN.txt ├── README.md ├── demonetization-tweets.csv ├── demonotetization_analysis.pig ├── negative_tweets └── positive_tweets └── titanic_data_analysis ├── README.md ├── TitanicData.txt ├── titanic_avg_age_report.pig └── titanic_pclass_report.pig /.gitignore: -------------------------------------------------------------------------------- 1 | # Compiled class file 2 | *.class 3 | 4 | # Log file 5 | *.log 6 | 7 | # BlueJ files 8 | *.ctxt 9 | 10 | # Mobile Tools for Java (J2ME) 11 | .mtj.tmp/ 12 | 13 | # Package Files # 14 | *.jar 15 | *.war 16 | *.ear 17 | *.zip 18 | *.tar.gz 19 | *.rar 20 | 21 | # virtual machine crash logs, see http://www.java.com/en/download/help/error_hotspot.xml 22 | hs_err_pid* 23 | -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | GNU GENERAL PUBLIC LICENSE 2 | Version 3, 29 June 2007 3 | 4 | Copyright (C) 2007 Free Software Foundation, Inc. 5 | Everyone is permitted to copy and distribute verbatim copies 6 | of this license document, but changing it is not allowed. 7 | 8 | Preamble 9 | 10 | The GNU General Public License is a free, copyleft license for 11 | software and other kinds of works. 12 | 13 | The licenses for most software and other practical works are designed 14 | to take away your freedom to share and change the works. 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Interpretation of Sections 15 and 16. 613 | 614 | If the disclaimer of warranty and limitation of liability provided 615 | above cannot be given local legal effect according to their terms, 616 | reviewing courts shall apply local law that most closely approximates 617 | an absolute waiver of all civil liability in connection with the 618 | Program, unless a warranty or assumption of liability accompanies a 619 | copy of the Program in return for a fee. 620 | 621 | END OF TERMS AND CONDITIONS 622 | 623 | How to Apply These Terms to Your New Programs 624 | 625 | If you develop a new program, and you want it to be of the greatest 626 | possible use to the public, the best way to achieve this is to make it 627 | free software which everyone can redistribute and change under these terms. 628 | 629 | To do so, attach the following notices to the program. It is safest 630 | to attach them to the start of each source file to most effectively 631 | state the exclusion of warranty; and each file should have at least 632 | the "copyright" line and a pointer to where the full notice is found. 633 | 634 | 635 | Copyright (C) 636 | 637 | This program is free software: you can redistribute it and/or modify 638 | it under the terms of the GNU General Public License as published by 639 | the Free Software Foundation, either version 3 of the License, or 640 | (at your option) any later version. 641 | 642 | This program is distributed in the hope that it will be useful, 643 | but WITHOUT ANY WARRANTY; without even the implied warranty of 644 | MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the 645 | GNU General Public License for more details. 646 | 647 | You should have received a copy of the GNU General Public License 648 | along with this program. If not, see . 649 | 650 | Also add information on how to contact you by electronic and paper mail. 651 | 652 | If the program does terminal interaction, make it output a short 653 | notice like this when it starts in an interactive mode: 654 | 655 | Copyright (C) 656 | This program comes with ABSOLUTELY NO WARRANTY; for details type `show w'. 657 | This is free software, and you are welcome to redistribute it 658 | under certain conditions; type `show c' for details. 659 | 660 | The hypothetical commands `show w' and `show c' should show the appropriate 661 | parts of the General Public License. Of course, your program's commands 662 | might be different; for a GUI interface, you would use an "about box". 663 | 664 | You should also get your employer (if you work as a programmer) or school, 665 | if any, to sign a "copyright disclaimer" for the program, if necessary. 666 | For more information on this, and how to apply and follow the GNU GPL, see 667 | . 668 | 669 | The GNU General Public License does not permit incorporating your program 670 | into proprietary programs. If your program is a subroutine library, you 671 | may consider it more useful to permit linking proprietary applications with 672 | the library. If this is what you want to do, use the GNU Lesser General 673 | Public License instead of this License. But first, please read 674 | . 675 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Big_DataHadoop_Projects 2 | Big data projects implemented by Maniram yadav 3 | -------------------------------------------------------------------------------- /basketball_match_analysis/README.md: -------------------------------------------------------------------------------- 1 | In this post, we'll tackle one of the challenges of learning Hadoop, and that's finding data sets that are realistic yet large enough to show the advantages of distributed processing, but small enough for a single developer to tackle. The data set we're using in this tutorial is play-by-play baseball statistics, available free of charge from Retrosheet. The data is available by year, and includes detailed descriptions of games, plays, and players. This data is especially well-suited for our purposes, because a great deal of it is hand-encoded, so there are errors and malformed records that we need to handle. 2 | 3 | 4 | Each year contains several types of files: Team files, Roster files, and Event files. Team files contain a listing of teams playing each year. Each team listing contains a 3-letter designator that is used to reference that team in all other files. Roster files contain a listing of players for each team, and are named with the 3-letter designator for each team and the year, followed by a .ROS extension. Event files are designated by a .EVA, .EVN, or .EVE extension, depending on whether they are for American League teams (.EVA), National League teams (.EVN), or for post-season games (.EVE). Each event file contains the home games for a single team for a single year. The filename consists of the year included and the 3-letter designator for the home team. 5 | 6 | 7 | 8 | **The data is available in gamedata directory.** 9 | 10 | 11 | Since we have comma-delimited, newline-terminated records, we can use Pig’s built-in PigStorage class to get some more in-depth information about our data set. Let’s start with a few basic questions: 12 | 13 | 14 | * **How many games are represented?** 15 | 16 | * **How many records do we have total?** 17 | * **What is the relationship between player IDs and player names?** 18 | 19 | 20 | From the given data set, we know that each game record starts with an id line like the one shown above. We can write a simple pig script to filter out those records and count them: 21 | 22 | 23 | For solving the above given problem I am going to use pig script. Whole pig script query have been written caring about HDFS datastoreage. 24 | So for running the pig script query firstly you have to store the whole data on HDFS. 25 | 26 | **Store Data On HDFS** 27 | 28 | ``` 29 | $ hadoop fs -mkdir /gamedata 30 | $ hadoop fs -copyFromLocal /home/maniram/data/* /gamedata 31 | 32 | ``` 33 | 34 | Now you can count the number of match played by running pig script file 35 | 36 | **Command to run total_counts.pig script file** 37 | 38 | ``` 39 | 40 | $ pig -x mapreduce '/home/maniram/total_counts.pig' 41 | 42 | -- replace maniram with user name of your OS in above line 43 | 44 | ``` 45 | 46 | Now you can extraxt information of each and player and you can find inter relation between them using following command 47 | 48 | **Command to run id_to_name.pig script file** 49 | 50 | ``` 51 | 52 | $ pig -x mapreduce '/home/maniram/id_to_name.pig' 53 | -- replace maniram with user name of your OS in above line 54 | 55 | ``` 56 | 57 | 58 | Now all the data have been saved in HDFS. You can acess these data by using hive in the tabular format. And by this way you can find relation between id and players name. 59 | 60 | For linking player_id file of HDFS to your hive you have to create **External Hive table** by giving location to these file in HDFS. 61 | You have to execute this query in hive shell 62 | 63 | ``` 64 | $ hive 65 | 66 | hive> REATE EXTERNAL TABLE players(id STRING, name string) ROW FORMAT DELIMITED FIELDS TERMINATED BY ',' 67 | LINES TERMINATED BY '\n' LOCATION '/gamedata/id_player_mapping/'; 68 | 69 | -- you can maintaing LOCATION value according to your HDFS file location in above script. 70 | 71 | ``` 72 | 73 | Now run the following hive query which will show whole relation between id and player. 74 | 75 | ``` 76 | 77 | hive> select * from players; 78 | ``` 79 | 80 | So finally all the tree question mentioned above on the top of this file have been answered. 81 | -------------------------------------------------------------------------------- /basketball_match_analysis/gamedata/ANA2017.ROS: -------------------------------------------------------------------------------- 1 | alvaj003,Alvarez,Jose,L,L,ANA,P 2 | baila001,Bailey,Andrew,R,R,ANA,P 3 | bedrc001,Bedrosian,Cam,R,R,ANA,P 4 | bridp001,Bridwell,Parker,R,R,ANA,P 5 | calhk001,Calhoun,Kole,L,L,ANA,OF 6 | chavj001,Chavez,Jesse,R,R,ANA,P 7 | cowak001,Cowart,Kaleb,B,R,ANA,3B 8 | cronc002,Cron,C.J.,R,R,ANA,1B 9 | escoy001,Escobar,Yunel,R,R,ANA,3B 10 | espid001,Espinosa,Danny,B,R,ANA,2B 11 | florr003,Flores,Ramon,L,L,ANA,OF 12 | fontn001,Fontana,Nolan,L,R,ANA,SS 13 | frann001,Franklin,Nick,B,R,ANA,2B 14 | gratj001,Graterol,Juan,R,R,ANA,C 15 | guerd001,Guerra,Deolis,R,R,ANA,P 16 | gurkj001,Gurka,Jason,L,L,ANA,P 17 | heana001,Heaney,Andrew,L,L,ANA,P 18 | hernd002,Hernandez,David,R,R,ANA,P 19 | magnd001,Magnifico,Damien,R,R,ANA,P 20 | maldm001,Maldonado,Martin,R,R,ANA,C 21 | martj007,Marte,Jefry,R,R,ANA,1B 22 | maybc001,Maybin,Cameron,R,R,ANA,OF 23 | meyea001,Meyer,Alex,R,R,ANA,P 24 | middk001,Middleton,Keynan,R,R,ANA,P 25 | morim002,Morin,Mike,R,R,ANA,P 26 | nolar001,Nolasco,Ricky,R,R,ANA,P 27 | norrb001,Norris,Bud,R,R,ANA,P 28 | paree001,Paredes,Eduardo,R,R,ANA,P 29 | parkb001,Parker,Blake,R,R,ANA,P 30 | pennc001,Pennington,Cliff,B,R,ANA,2B 31 | perec003,Perez,Carlos,R,R,ANA,C 32 | petiy001,Petit,Yusmeiro,R,R,ANA,P 33 | philb001,Phillips,Brandon,R,R,ANA,2B 34 | pounb001,Pounders,Brooks,R,R,ANA,P 35 | puelc001,Puello,Cesar,R,R,ANA,OF 36 | pujoa001,Pujols,Albert,R,R,ANA,1B 37 | ramij002,Ramirez,J.C.,R,R,ANA,P 38 | ramin002,Ramirez,Noe,R,R,ANA,P 39 | reveb001,Revere,Ben,L,R,ANA,OF 40 | richg002,Richards,Garrett,R,R,ANA,P 41 | robis001,Robinson,Shane,R,R,ANA,OF 42 | salaf001,Salas,Fernando,R,R,ANA,P 43 | scrit001,Scribner,Troy,R,R,ANA,P 44 | shoem001,Shoemaker,Matt,R,R,ANA,P 45 | simma001,Simmons,Andrelton,R,R,ANA,SS 46 | skagt001,Skaggs,Tyler,L,L,ANA,P 47 | streh001,Street,Huston,R,R,ANA,P 48 | troum001,Trout,Mike,R,R,ANA,OF 49 | uptoj001,Upton,Justin,R,R,ANA,OF 50 | valbl001,Valbuena,Luis,L,R,ANA,3B 51 | valdj003,Valdez,Jose,R,R,ANA,P 52 | woodb004,Wood,Blake,R,R,ANA,P 53 | wrigd003,Wright,Daniel,R,R,ANA,P 54 | yatek001,Yates,Kirby,L,R,ANA,P 55 | youne003,Young,Eric,B,R,ANA,OF 56 | -------------------------------------------------------------------------------- /basketball_match_analysis/gamedata/ARI2017.ROS: -------------------------------------------------------------------------------- 1 | ahmen001,Ahmed,Nick,R,R,ARI,SS 2 | banda001,Banda,Anthony,L,L,ARI,P 3 | barrj002,Barrett,Jake,R,R,ARI,P 4 | blang001,Blanco,Gregor,L,L,ARI,OF 5 | bracs001,Bracho,Silvino,R,R,ARI,P 6 | brada001,Bradley,Archie,R,R,ARI,P 7 | chafa001,Chafin,Andrew,R,L,ARI,P 8 | corbp001,Corbin,Patrick,L,L,ARI,P 9 | delaj001,de la Rosa,Jorge,L,L,ARI,P 10 | delar003,de la Rosa,Rubby,R,R,ARI,P 11 | delgr001,Delgado,Randall,R,R,ARI,P 12 | descd001,Descalso,Daniel,L,R,ARI,SS 13 | drurb001,Drury,Brandon,R,R,ARI,3B 14 | fuenr001,Fuentes,Reymond,L,L,ARI,OF 15 | godlz001,Godley,Zack,R,R,ARI,P 16 | goldp001,Goldschmidt,Paul,R,R,ARI,1B 17 | greiz001,Greinke,Zack,R,R,ARI,P 18 | hazej001,Hazelbaker,Jeremy,L,R,ARI,OF 19 | hernd002,Hernandez,David,R,R,ARI,P 20 | herrc001,Herrmann,Chris,L,R,ARI,C 21 | hoovj002,Hoover,J.J.,R,R,ARI,P 22 | iannc001,Iannetta,Chris,R,R,ARI,C 23 | kochm001,Koch,Matt,L,R,ARI,P 24 | lambj001,Lamb,Jake,L,R,ARI,3B 25 | martk001,Marte,Ketel,B,R,ARI,SS 26 | martj006,Martinez,J.D.,R,R,ARI,OF 27 | mathj001,Mathis,Jeff,R,R,ARI,C 28 | mcfat001,McFarland,T.J.,L,L,ARI,P 29 | mills001,Miller,Shelby,R,R,ARI,P 30 | murpj001,Murphy,John Ryan,R,R,ARI,C 31 | negrk001,Negron,Kristopher,R,R,ARI,OF 32 | owinc001,Owings,Chris,R,R,ARI,2B 33 | perad001,Peralta,David,L,L,ARI,OF 34 | polla001,Pollock,A.J.,R,R,ARI,OF 35 | ray-r002,Ray,Robbie,L,L,ARI,P 36 | reinj001,Reinheimer,Jack,R,R,ARI,SS 37 | rodnf001,Rodney,Fernando,R,R,ARI,P 38 | rosaa001,Rosales,Adam,R,R,ARI,1B 39 | sherj001,Sherfy,Jimmie,R,R,ARI,P 40 | shipb001,Shipley,Braden,R,R,ARI,P 41 | tomay001,Tomas,Yasmany,R,R,ARI,OF 42 | vargi001,Vargas,Ildemaro,B,R,ARI,2B 43 | walkc002,Walker,Christian,R,R,ARI,1B 44 | walkt004,Walker,Taijuan,R,R,ARI,P 45 | wilht001,Wilhelmsen,Tom,R,R,ARI,P 46 | -------------------------------------------------------------------------------- /basketball_match_analysis/gamedata/ATL2017.ROS: -------------------------------------------------------------------------------- 1 | adaml001,Adams,Lane,R,R,ATL,OF 2 | adamm002,Adams,Matt,L,R,ATL,1B 3 | albio001,Albies,Ozzie,B,R,ATL,2B 4 | blaia001,Blair,Aaron,R,R,ATL,P 5 | bonie001,Bonifacio,Emilio,B,R,ATL,2B 6 | brotr001,Brothers,Rex,L,L,ATL,P 7 | camaj001,Camargo,Johan,B,R,ATL,SS 8 | collj001,Collmenter,Josh,R,R,ATL,P 9 | colob001,Colon,Bartolo,R,R,ATL,P 10 | darnc001,d'Arnaud,Chase,R,R,ATL,SS 11 | dickr001,Dickey,R.A.,R,R,ATL,P 12 | flowt001,Flowers,Tyler,R,R,ATL,C 13 | foltm001,Foltynewicz,Mike,R,R,ATL,P 14 | freef001,Freeman,Freddie,L,R,ATL,1B 15 | frees001,Freeman,Sam,R,L,ATL,P 16 | freid001,Freitas,David,R,R,ATL,C 17 | friem001,Fried,Max,L,L,ATL,P 18 | garca004,Garcia,Adonis,R,R,ATL,3B 19 | garcj004,Garcia,Jaime,L,L,ATL,P 20 | gohal001,Gohara,Luiz,L,L,ATL,P 21 | hursj004,Hursh,Jason,R,R,ATL,P 22 | incie001,Inciarte,Ender,L,L,ATL,OF 23 | jackl001,Jackson,Luke,R,R,ATL,P 24 | johnj010,Johnson,Jim,R,R,ATL,P 25 | johnm006,Johnson,Micah,L,R,ATL,2B 26 | kempm001,Kemp,Matt,R,R,ATL,OF 27 | kroli001,Krol,Ian,L,L,ATL,P 28 | markn001,Markakis,Nick,L,L,ATL,OF 29 | minta001,Minter,A.J.,L,L,ATL,P 30 | morra001,Morris,Akeel,R,R,ATL,P 31 | mottj001,Motte,Jason,R,R,ATL,P 32 | newcs001,Newcomb,Sean,L,L,ATL,P 33 | oflae001,O'Flaherty,Eric,L,L,ATL,P 34 | petej002,Peterson,Jace,L,R,ATL,2B 35 | philb001,Phillips,Brandon,R,R,ATL,2B 36 | ramij004,Ramirez,Jose,R,R,ATL,P 37 | recka001,Recker,Anthony,R,R,ATL,C 38 | rodrs002,Rodriguez,Sean,R,R,ATL,1B 39 | roe-c001,Roe,Chaz,R,R,ATL,P 40 | ruizr002,Ruiz,Rio,L,R,ATL,3B 41 | sanct001,Sanchez,Tony,R,R,ATL,C 42 | santd001,Santana,Danny,B,R,ATL,OF 43 | simsl001,Sims,Lucas,R,R,ATL,P 44 | suzuk001,Suzuki,Kurt,R,R,ATL,C 45 | swand001,Swanson,Dansby,R,R,ATL,SS 46 | tehej001,Teheran,Julio,R,R,ATL,P 47 | vizca001,Vizcaino,Arodys,R,R,ATL,P 48 | winkd001,Winkler,Daniel,R,R,ATL,P 49 | wislm001,Wisler,Matt,R,R,ATL,P 50 | -------------------------------------------------------------------------------- /basketball_match_analysis/gamedata/BAL2017.ROS: -------------------------------------------------------------------------------- 1 | aquij001,Aquino,Jayson,L,L,BAL,P 2 | alvap001,Alvarez,Pedro,L,R,BAL,1B 3 | ashea001,Asher,Alec,R,R,BAL,P 4 | beckt001,Beckham,Tim,R,R,BAL,2B 5 | bleir001,Bleier,Richard,L,L,BAL,P 6 | bracb001,Brach,Brad,R,R,BAL,P 7 | britz001,Britton,Zach,L,L,BAL,P 8 | bundd001,Bundy,Dylan,B,R,BAL,P 9 | castw002,Castillo,Welington,R,R,BAL,C 10 | castm002,Castro,Miguel,R,R,BAL,P 11 | crics001,Crichton,Stefan,R,R,BAL,P 12 | davic003,Davis,Chris,L,R,BAL,1B 13 | drako001,Drake,Oliver,R,R,BAL,P 14 | flahr001,Flaherty,Ryan,L,R,BAL,2B 15 | gausk001,Gausman,Kevin,L,R,BAL,P 16 | gentc001,Gentry,Craig,R,R,BAL,OF 17 | giavj001,Giavotella,Johnny,R,R,BAL,2B 18 | givem001,Givens,Mychal,R,R,BAL,P 19 | hardj003,Hardy,J.J.,R,R,BAL,SS 20 | hartd002,Hart,Donnie,L,L,BAL,P 21 | haysa001,Hays,Austin,R,R,BAL,OF 22 | hellj001,Hellickson,Jeremy,R,R,BAL,P 23 | jacke001,Jackson,Edwin,R,R,BAL,P 24 | janip001,Janish,Paul,R,R,BAL,SS 25 | jimeu001,Jimenez,Ubaldo,R,R,BAL,P 26 | josec002,Joseph,Caleb,R,R,BAL,C 27 | jonea003,Jones,Adam,R,R,BAL,OF 28 | kim-h001,Kim,Hyun Soo,L,R,BAL,OF 29 | machm001,Machado,Manny,R,R,BAL,3B 30 | manct001,Mancini,Trey,R,R,BAL,1B 31 | milew001,Miley,Wade,L,L,BAL,P 32 | nunov001,Nuno,Vidal,L,L,BAL,P 33 | odayd001,O'Day,Darren,R,R,BAL,P 34 | penaf001,Pena,Francisco,R,R,BAL,C 35 | rickj001,Rickard,Joey,R,L,BAL,OF 36 | rodrr008,Rodriguez,Richard,R,R,BAL,P 37 | santa003,Santander,Anthony,B,R,BAL,OF 38 | schoj001,Schoop,Jonathan,R,R,BAL,2B 39 | scott003,Scott,Tanner,R,L,BAL,P 40 | siscc001,Sisco,Chance,L,R,BAL,C 41 | smits002,Smith,Seth,L,L,BAL,OF 42 | tejar001,Tejada,Ruben,R,R,BAL,SS 43 | tillc001,Tillman,Chris,R,R,BAL,P 44 | trumm001,Trumbo,Mark,R,R,BAL,OF 45 | verrl001,Verrett,Logan,R,R,BAL,P 46 | washd001,Washington,David,L,L,BAL,1B 47 | wilst004,Wilson,Tyler,R,R,BAL,P 48 | wrigm001,Wright,Mike,R,R,BAL,P 49 | yacaj001,Yacabonis,Jimmy,R,R,BAL,P 50 | ynoag001,Ynoa,Gabriel,R,R,BAL,P 51 | -------------------------------------------------------------------------------- /basketball_match_analysis/gamedata/BOS2017.ROS: -------------------------------------------------------------------------------- 1 | abadf001,Abad,Fernando,L,L,BOS,P 2 | barnm001,Barnes,Matt,R,R,BOS,P 3 | benia002,Benintendi,Andrew,L,L,BOS,LF 4 | bettm001,Betts,Mookie,R,R,BOS,OF 5 | bogax001,Bogaerts,Xander,R,R,BOS,SS 6 | boyeb001,Boyer,Blaine,R,R,BOS,P 7 | bradj001,Bradley,Jackie,L,R,BOS,OF 8 | darnc001,d'Arnaud,Chase,R,R,BOS,SS 9 | davir003,Davis,Rajai,R,R,BOS,OF 10 | dever001,Devers,Rafael,L,R,BOS,3B 11 | eliar001,Elias,Roenis,L,L,BOS,P 12 | fistd001,Fister,Doug,L,R,BOS,P 13 | hembh001,Hembree,Heath,R,R,BOS,P 14 | hernm003,Hernandez,Marco,L,R,BOS,SS 15 | holtb002,Holt,Brock,L,R,BOS,OF 16 | johnb004,Johnson,Brian,L,L,BOS,P 17 | kellj001,Kelly,Joe,R,R,BOS,P 18 | kendk001,Kendrick,Kyle,R,R,BOS,P 19 | kimbc001,Kimbrel,Craig,R,R,BOS,P 20 | leons001,Leon,Sandy,B,R,BOS,C 21 | lin-t001,Lin,Tzu-Wei,L,R,BOS,SS 22 | madda001,Maddox,Austin,R,R,BOS,P 23 | marrd001,Marrero,Deven,R,R,BOS,3B 24 | martk003,Martin,Kyle,R,R,BOS,P 25 | morem001,Moreland,Mitch,L,L,BOS,1B 26 | nunee002,Nunez,Eduardo,R,R,BOS,SS 27 | pedrd001,Pedroia,Dustin,R,R,BOS,2B 28 | pomed001,Pomeranz,Drew,R,L,BOS,P 29 | porcr001,Porcello,Rick,R,R,BOS,P 30 | pricd001,Price,David,L,L,BOS,P 31 | ramih003,Ramirez,Hanley,R,R,BOS,1B 32 | ramin002,Ramirez,Noe,R,R,BOS,P 33 | reeda001,Reed,Addison,L,R,BOS,P 34 | rodre004,Rodriguez,Eduardo,L,L,BOS,P 35 | rossr002,Ross,Robbie,L,L,BOS,P 36 | rutlj001,Rutledge,Josh,R,R,BOS,SS 37 | salec001,Sale,Chris,L,L,BOS,P 38 | sandp001,Sandoval,Pablo,B,R,BOS,3B 39 | scotr001,Scott,Robby,B,L,BOS,P 40 | selss001,Selsky,Steve,R,R,BOS,OF 41 | smitc004,Smith,Carson,R,R,BOS,P 42 | swihb001,Swihart,Blake,B,R,BOS,C 43 | taylb002,Taylor,Ben,R,R,BOS,P 44 | travs001,Travis,Sam,R,R,BOS,1B 45 | vazqc001,Vazquez,Christian,R,R,BOS,C 46 | velah001,Velazquez,Hector,R,R,BOS,P 47 | workb001,Workman,Brandon,R,R,BOS,P 48 | wrigs001,Wright,Steven,R,R,BOS,P 49 | younc004,Young,Chris,R,R,BOS,OF 50 | -------------------------------------------------------------------------------- /basketball_match_analysis/gamedata/CHA2017.ROS: -------------------------------------------------------------------------------- 1 | abrej003,Abreu,Jose,R,R,CHA,1B 2 | albua001,Alburquerque,Al,R,R,CHA,P 3 | andet001,Anderson,Tim,R,R,CHA,SS 4 | aschc001,Asche,Cody,L,R,CHA,OF 5 | beckc002,Beck,Chris,R,R,CHA,P 6 | branr002,Brantly,Rob,L,R,CHA,C 7 | bumma001,Bummer,Aaron,L,L,CHA,P 8 | cabrm002,Cabrera,Melky,B,L,CHA,OF 9 | clipt001,Clippard,Tyler,R,R,CHA,P 10 | coved001,Covey,Dylan,R,R,CHA,P 11 | danit001,Danish,Tyler,R,R,CHA,P 12 | davim005,Davidson,Matt,R,R,CHA,3B 13 | delmn001,Delmonico,Nicky,L,R,CHA,3B 14 | engea001,Engel,Adam,R,R,CHA,OF 15 | farqd001,Farquhar,Danny,R,R,CHA,P 16 | frazt001,Frazier,Todd,R,R,CHA,3B 17 | fry-j001,Fry,Jace,L,L,CHA,P 18 | fulmc001,Fulmer,Carson,R,R,CHA,P 19 | garca003,Garcia,Avisail,R,R,CHA,OF 20 | garcl004,Garcia,Leury,B,R,CHA,OF 21 | garcw001,Garcia,Willy,R,R,CHA,OF 22 | gioll001,Giolito,Lucas,R,R,CHA,P 23 | goldb001,Goldberg,Brad,R,R,CHA,P 24 | gonzm003,Gonzalez,Miguel,R,R,CHA,P 25 | hansa001,Hanson,Alen,B,R,CHA,SS 26 | holld003,Holland,Derek,B,L,CHA,P 27 | holmd002,Holmberg,David,R,L,CHA,P 28 | infag001,Infante,Gregory,R,R,CHA,P 29 | jennd003,Jennings,Dan,L,L,CHA,P 30 | jonen001,Jones,Nate,R,R,CHA,P 31 | kahnt001,Kahnle,Tommy,R,R,CHA,P 32 | lirir001,Liriano,Rymer,R,R,CHA,OF 33 | loper003,Lopez,Reynaldo,R,R,CHA,P 34 | may-j001,May,Jacob,B,R,CHA,OF 35 | minaj001,Minaya,Juan,R,R,CHA,P 36 | moncy001,Moncada,Yoan,B,R,CHA,3B 37 | narvo001,Narvaez,Omar,L,R,CHA,C 38 | pelfm001,Pelfrey,Mike,R,R,CHA,P 39 | petrj001,Petricka,Jake,R,R,CHA,P 40 | putnz001,Putnam,Zach,R,R,CHA,P 41 | quinj001,Quintana,Jose,R,L,CHA,P 42 | robed002,Robertson,David,R,R,CHA,P 43 | rodoc001,Rodon,Carlos,L,L,CHA,P 44 | salat001,Saladino,Tyler,R,R,CHA,3B 45 | sancc001,Sanchez,Yolmer,B,R,CHA,2B 46 | shiej002,Shields,James,R,R,CHA,P 47 | smitk002,Smith,Kevan,R,R,CHA,C 48 | sotog001,Soto,Geovany,L,L,CHA,C 49 | swara001,Swarzak,Anthony,R,R,CHA,P 50 | volsc001,Volstad,Chris,R,R,CHA,P 51 | ynoam001,Ynoa,Michael,R,R,CHA,P 52 | -------------------------------------------------------------------------------- /basketball_match_analysis/gamedata/CHN2017.ROS: -------------------------------------------------------------------------------- 1 | almoa002,Almora,Albert,R,R,CHN,OF 2 | andeb004,Anderson,Brett,L,L,CHN,P 3 | arrij001,Arrieta,Jake,R,R,CHN,P 4 | avila001,Avila,Alex,L,R,CHN,C 5 | baezj001,Baez,Javier,R,R,CHN,2B 6 | bryak001,Bryant,Kris,R,R,CHN,3B 7 | butle001,Butler,Eddie,R,R,CHN,P 8 | candj002,Candelario,Jeimer,B,R,CHN,3B 9 | carav001,Caratini,Victor,B,R,CHN,C 10 | contw001,Contreras,Willson,R,R,CHN,C 11 | davit004,Davis,Taylor,R,R,CHN,C 12 | daviw001,Davis,Wade,R,R,CHN,P 13 | duenb001,Duensing,Brian,L,L,CHN,P 14 | edwac001,Edwards,Carl,R,R,CHN,P 15 | flord002,Floro,Dylan,L,R,CHN,P 16 | frans001,Frankoff,Seth,R,R,CHN,P 17 | freem002,Freeman,Mike,L,R,CHN,1B 18 | grimj002,Grimm,Justin,R,R,CHN,P 19 | happi001,Happ,Ian,B,R,CHN,2B 20 | hendk001,Hendricks,Kyle,R,R,CHN,P 21 | heywj001,Heyward,Jason,L,L,CHN,OF 22 | jay-j001,Jay,Jon,L,L,CHN,OF 23 | johnp001,Johnson,Pierce,R,R,CHN,P 24 | lackj001,Lackey,John,R,R,CHN,P 25 | lastt001,La Stella,Tommy,L,R,CHN,2B 26 | leatj001,Leathersich,Jack,R,L,CHN,P 27 | lestj001,Lester,Jon,L,L,CHN,P 28 | mapld001,Maples,Dillon,R,R,CHN,P 29 | martl004,Martin,Leonys,L,R,CHN,OF 30 | montm001,Montero,Miguel,L,R,CHN,C 31 | montm002,Montgomery,Mike,L,L,CHN,P 32 | penaf002,Pena,Felix,R,R,CHN,P 33 | quinj001,Quintana,Jose,R,L,CHN,P 34 | river003,Rivera,Rene,R,R,CHN,C 35 | rizza001,Rizzo,Anthony,L,L,CHN,1B 36 | rondh001,Rondon,Hector,R,R,CHN,P 37 | rossz001,Rosscup,Zac,R,L,CHN,P 38 | russa002,Russell,Addison,R,R,CHN,2B 39 | schwk001,Schwarber,Kyle,L,R,CHN,OF 40 | strop001,Strop,Pedro,R,R,CHN,P 41 | szczm001,Szczur,Matt,R,R,CHN,OF 42 | tsenj001,Tseng,Jen-Ho,L,R,CHN,P 43 | uehak001,Uehara,Koji,R,R,CHN,P 44 | wilsj004,Wilson,Justin,L,L,CHN,P 45 | zagum002,Zagunis,Mark,R,R,CHN,OF 46 | zastr001,Zastryzny,Rob,R,L,CHN,P 47 | zobrb001,Zobrist,Ben,B,R,CHN,2B 48 | -------------------------------------------------------------------------------- /basketball_match_analysis/gamedata/CIN2017.ROS: -------------------------------------------------------------------------------- 1 | adlet001,Adleman,Tim,R,R,CIN,P 2 | alcaa001,Alcantara,Arismendy,B,R,CIN,OF 3 | arrob001,Arroyo,Bronson,R,R,CIN,P 4 | astib001,Astin,Barrett,R,R,CIN,P 5 | bailh001,Bailey,Homer,R,R,CIN,P 6 | barnt001,Barnhart,Tucker,B,R,CIN,C 7 | bonil001,Bonilla,Lisalverto,B,R,CIN,P 8 | brica001,Brice,Austin,R,R,CIN,P 9 | buchj001,Buchanan,Jake,R,R,CIN,P 10 | castl003,Castillo,Luis,R,R,CIN,P 11 | chaca001,Chacin,Alejandro,R,R,CIN,P 12 | cingt001,Cingrani,Tony,L,L,CIN,P 13 | cozaz001,Cozart,Zack,R,R,CIN,SS 14 | davir004,Davis,Rookie,R,R,CIN,P 15 | duvaa001,Duvall,Adam,R,R,CIN,OF 16 | ervip001,Ervin,Phillip,R,R,CIN,OF 17 | farrl001,Farrell,Luke,R,R,CIN,P 18 | felds001,Feldman,Scott,L,R,CIN,P 19 | finnb001,Finnegan,Brandon,L,L,CIN,P 20 | garra001,Garrett,Amir,R,L,CIN,P 21 | genns001,Gennett,Scooter,L,R,CIN,2B 22 | hamib001,Hamilton,Billy,B,R,CIN,OF 23 | herna004,Hernandez,Ariel,R,R,CIN,P 24 | igler001,Iglesias,Raisel,R,R,CIN,P 25 | kivlp001,Kivlehan,Patrick,R,R,CIN,3B 26 | lorem002,Lorenzen,Michael,R,R,CIN,P 27 | mahlt001,Mahle,Tyler,R,R,CIN,P 28 | mcgud001,McGuire,Deck,R,R,CIN,P 29 | mellk001,Mella,Keury,R,R,CIN,P 30 | mesod001,Mesoraco,Devin,R,R,CIN,C 31 | peraj003,Peraza,Jose,R,R,CIN,2B 32 | peraw002,Peralta,Wandy,L,L,CIN,P 33 | reedc002,Reed,Cody,L,L,CIN,P 34 | romas001,Romano,Sal,L,R,CIN,P 35 | sches001,Schebler,Scott,L,R,CIN,OF 36 | shack001,Shackelford,Kevin,R,R,CIN,P 37 | stepj002,Stephens,Jackson,R,R,CIN,P 38 | stepr002,Stephenson,Robert,R,R,CIN,P 39 | stord001,Storen,Drew,B,R,CIN,P 40 | suare001,Suarez,Eugenio,R,R,CIN,SS 41 | turns002,Turner,Stuart,R,R,CIN,C 42 | vincz001,Vincej,Zach,R,R,CIN,SS 43 | vottj001,Votto,Joey,L,R,CIN,1B 44 | wallc001,Wallach,Chad,R,R,CIN,C 45 | winkj002,Winker,Jesse,L,L,CIN,P 46 | wojca001,Wojciechowski,Asher,R,R,CIN,P 47 | woodb004,Wood,Blake,R,R,CIN,P 48 | -------------------------------------------------------------------------------- /basketball_match_analysis/gamedata/CLE2017.ROS: -------------------------------------------------------------------------------- 1 | allec002,Allen,Cody,R,R,CLE,P 2 | alleg002,Allen,Greg,B,R,CLE,OF 3 | almoa001,Almonte,Abraham,B,R,CLE,OF 4 | armss001,Armstrong,Shawn,R,R,CLE,P 5 | bauet001,Bauer,Trevor,R,R,CLE,P 6 | branm003,Brantley,Michael,L,L,CLE,OF 7 | bresc001,Breslow,Craig,L,L,CLE,P 8 | brucj001,Bruce,Jay,L,L,CLE,OF 9 | carrc003,Carrasco,Carlos,R,R,CLE,P 10 | chisl001,Chisenhall,Lonnie,L,R,CLE,OF 11 | clevm001,Clevinger,Mike,R,R,CLE,P 12 | crock001,Crockett,Kyle,L,L,CLE,P 13 | diazy001,Diaz,Yandy,R,R,CLE,OF 14 | encae001,Encarnacion,Edwin,R,R,CLE,DH 15 | gomey001,Gomes,Yan,R,R,CLE,C 16 | gonze004,Gonzalez,Erik,R,R,CLE,SS 17 | goodn001,Goody,Nick,R,R,CLE,P 18 | guyeb001,Guyer,Brandon,R,R,CLE,OF 19 | jacka001,Jackson,Austin,R,R,CLE,OF 20 | kipnj001,Kipnis,Jason,L,R,CLE,2B 21 | klubc001,Kluber,Corey,R,R,CLE,P 22 | lindf001,Lindor,Francisco,B,R,CLE,SS 23 | logab001,Logan,Boone,R,L,CLE,P 24 | martm003,Martinez,Michael,B,R,CLE,OF 25 | mcalz001,McAllister,Zach,R,R,CLE,P 26 | mejif001,Mejia,Francisco,B,R,CLE,C 27 | merrr001,Merritt,Ryan,L,L,CLE,P 28 | milla002,Miller,Andrew,L,L,CLE,P 29 | naqut001,Naquin,Tyler,L,R,CLE,OF 30 | olsot002,Olson,Tyler,R,L,CLE,P 31 | oterd001,Otero,Dan,R,R,CLE,P 32 | perer003,Perez,Roberto,R,R,CLE,C 33 | ramij003,Ramirez,Jose,B,R,CLE,SS 34 | robed003,Robertson,Daniel,R,R,CLE,OF 35 | salad001,Salazar,Danny,L,R,CLE,P 36 | santc002,Santana,Carlos,B,R,CLE,1B 37 | shawb001,Shaw,Bryan,B,R,CLE,P 38 | smitj002,Smith,Joe,R,R,CLE,P 39 | tomlj001,Tomlin,Josh,R,R,CLE,P 40 | urshg001,Urshela,Giovanny,R,R,CLE,3B 41 | zimmb001,Zimmer,Bradley,L,R,CLE,OF 42 | -------------------------------------------------------------------------------- /basketball_match_analysis/gamedata/COL2017.ROS: -------------------------------------------------------------------------------- 1 | adamc001,Adames,Cristhian,B,R,COL,SS 2 | amara001,Amarista,Alexi,L,R,COL,SS 3 | andet002,Anderson,Tyler,L,L,COL,P 4 | arenn001,Arenado,Nolan,R,R,COL,3B 5 | bettc001,Bettis,Chad,R,R,COL,P 6 | blacc001,Blackmon,Charlie,L,L,COL,OF 7 | cards001,Cardullo,Stephen,R,R,COL,OF 8 | carls002,Carle,Shane,R,R,COL,P 9 | chatt001,Chatwood,Tyler,R,R,COL,P 10 | desmi001,Desmond,Ian,R,R,COL,SS 11 | diazj006,Diaz,Jairo,R,R,COL,P 12 | dunnm002,Dunn,Michael,L,L,COL,P 13 | estec001,Estevez,Carlos,R,R,COL,P 14 | freek001,Freeland,Kyle,L,L,COL,P 15 | garnd001,Garneau,Dustin,R,R,COL,C 16 | gonzc001,Gonzalez,Carlos,L,L,COL,OF 17 | grayj003,Gray,Jon,R,R,COL,P 18 | hanir001,Hanigan,Ryan,R,R,COL,C 19 | hoffj003,Hoffman,Jeff,R,R,COL,P 20 | hollg001,Holland,Greg,R,R,COL,P 21 | lemad001,LeMahieu,DJ,R,R,COL,2B 22 | lucrj001,Lucroy,Jonathan,R,R,COL,C 23 | lylej001,Lyles,Jordan,R,R,COL,P 24 | marqg001,Marquez,German,R,R,COL,P 25 | mcgej001,McGee,Jake,L,L,COL,P 26 | mcmar001,McMahon,Ryan,L,R,COL,3B 27 | murpt002,Murphy,Tom,R,R,COL,C 28 | neshp001,Neshek,Pat,B,R,COL,P 29 | obers001,Oberg,Scott,R,R,COL,P 30 | ottaa001,Ottavino,Adam,L,R,COL,P 31 | qualc001,Qualls,Chad,R,R,COL,P 32 | parrg001,Parra,Gerardo,L,L,COL,OF 33 | reynm001,Reynolds,Mark,R,R,COL,1B 34 | rossz001,Rosscup,Zac,R,L,COL,P 35 | rusic001,Rusin,Chris,L,L,COL,P 36 | senza001,Senzatela,Antonio,R,R,COL,P 37 | stort001,Story,Trevor,R,R,COL,SS 38 | tapir001,Tapia,Raimel,L,L,COL,OF 39 | taucm001,Tauchman,Mike,L,L,COL,OF 40 | valap001,Valaika,Pat,R,R,COL,SS 41 | woltt001,Wolters,Tony,L,R,COL,C 42 | -------------------------------------------------------------------------------- /basketball_match_analysis/gamedata/DET2017.ROS: -------------------------------------------------------------------------------- 1 | adduj002,Adduci,Jim,L,L,DET,OF 2 | alcav001,Alcantara,Victor,R,R,DET,P 3 | avila001,Avila,Alex,L,R,DET,C 4 | bellc003,Bell,Chad,R,L,DET,P 5 | boydm001,Boyd,Matt,L,L,DET,P 6 | cabrm001,Cabrera,Miguel,R,R,DET,1B 7 | candj002,Candelario,Jeimer,B,R,DET,3B 8 | castn001,Castellanos,Nick,R,R,DET,3B 9 | collt002,Collins,Tyler,L,L,DET,OF 10 | cuevw001,Cuevas,William,R,R,DET,P 11 | dendm001,den Dekker,Matt,L,L,DET,OF 12 | farmb001,Farmer,Buck,L,R,DET,P 13 | ferrj001,Ferrell,Jeff,R,R,DET,P 14 | fulmm001,Fulmer,Michael,R,R,DET,P 15 | grees005,Greene,Shane,R,R,DET,P 16 | hardb001,Hardy,Blaine,L,L,DET,P 17 | hickj001,Hicks,John,R,R,DET,C 18 | holab001,Holaday,Bryan,R,R,DET,C 19 | iglej001,Iglesias,Jose,R,R,DET,SS 20 | jayem001,Jaye,Myles,B,R,DET,P 21 | jimej003,Jimenez,Joe,R,R,DET,P 22 | jonej006,Jones,JaCoby,R,R,DET,3B 23 | kinsi001,Kinsler,Ian,R,R,DET,2B 24 | laboj001,Labourt,Jairo,L,L,DET,P 25 | leona002,Leon,Arcenio,R,R,DET,P 26 | lewia001,Lewicki,Artie,R,R,DET,P 27 | machd001,Machado,Dixon,R,R,DET,SS 28 | mahtm001,Mahtook,Mikie,R,R,DET,OF 29 | martj006,Martinez,J.D.,R,R,DET,OF 30 | martv001,Martinez,Victor,B,R,DET,DH 31 | mccaj001,McCann,James,R,R,DET,C 32 | mujie001,Mujica,Edward,R,R,DET,P 33 | navae001,Navarro,Efren,L,L,DET,1B 34 | norrd002,Norris,Daniel,L,L,DET,P 35 | presa001,Presley,Alex,L,L,DET,OF 36 | reinz001,Reininger,Zac,B,R,DET,P 37 | rodrf003,Rodriguez,Francisco,R,R,DET,P 38 | romia001,Romine,Andrew,B,R,DET,3B 39 | rondb001,Rondon,Bruce,R,R,DET,P 40 | ryank002,Ryan,Kyle,L,L,DET,P 41 | sanca004,Sanchez,Anibal,R,R,DET,P 42 | saupw001,Saupold,Warwick,R,R,DET,P 43 | stumd001,Stumpf,Daniel,L,L,DET,P 44 | uptoj001,Upton,Justin,R,R,DET,OF 45 | verhd001,VerHagen,Drew,R,R,DET,P 46 | verlj001,Verlander,Justin,R,R,DET,P 47 | wilsa001,Wilson,Alex,R,R,DET,P 48 | wilsj004,Wilson,Justin,L,L,DET,P 49 | zimmj003,Zimmermann,Jordan,R,R,DET,P 50 | -------------------------------------------------------------------------------- /basketball_match_analysis/gamedata/HOU2017.ROS: -------------------------------------------------------------------------------- 1 | altuj001,Altuve,Jose,R,R,HOU,2B 2 | aokin001,Aoki,Nori,L,R,HOU,OF 3 | beltc001,Beltran,Carlos,B,R,HOU,OF 4 | brega001,Bregman,Alex,R,R,HOU,SS 5 | centj001,Centeno,Juan,L,R,HOU,C 6 | clipt001,Clippard,Tyler,R,R,HOU,P 7 | corrc001,Correa,Carlos,R,R,HOU,SS 8 | davij006,Davis,J.D.,R,R,HOU,3B 9 | devec001,Devenski,Chris,R,R,HOU,P 10 | diazd001,Diaz,Dayan,R,R,HOU,P 11 | felim001,Feliz,Michael,R,R,HOU,P 12 | fierm001,Fiers,Michael,R,R,HOU,P 13 | fishd001,Fisher,Derek,L,R,HOU,OF 14 | gatte001,Gattis,Evan,R,R,HOU,C 15 | gilek001,Giles,Ken,R,R,HOU,P 16 | gonzm002,Gonzalez,Marwin,B,R,HOU,1B 17 | gregl001,Gregerson,Luke,L,R,HOU,P 18 | gudur001,Guduan,Reymin,L,L,HOU,P 19 | gurry001,Gurriel,Yulieski,R,R,HOU,3B 20 | gustj001,Gustave,Jandel,R,R,HOU,P 21 | harrw002,Harris,Will,R,R,HOU,P 22 | hernt002,Hernandez,Teoscar,R,R,HOU,OF 23 | hoytj001,Hoyt,James,R,R,HOU,P 24 | jankj001,Jankowski,Jordan,R,R,HOU,P 25 | kempt001,Kemp,Tony,L,R,HOU,OF 26 | keucd001,Keuchel,Dallas,L,L,HOU,P 27 | lirif001,Liriano,Francisco,L,L,HOU,P 28 | marij002,Marisnick,Jake,R,R,HOU,OF 29 | martf003,Martes,Francis,R,R,HOU,P 30 | maybc001,Maybin,Cameron,R,R,HOU,OF 31 | mccab002,McCann,Brian,L,R,HOU,C 32 | mccul002,McCullers,Lance,L,R,HOU,P 33 | mchuc001,McHugh,Collin,R,R,HOU,P 34 | morac001,Moran,Colin,L,R,HOU,3B 35 | mortc002,Morton,Charlie,R,R,HOU,P 36 | musgj001,Musgrove,Joe,R,R,HOU,P 37 | pauld002,Paulino,David,R,R,HOU,P 38 | peacb001,Peacock,Brad,R,R,HOU,P 39 | reddj001,Reddick,Josh,L,R,HOU,OF 40 | reeda002,Reed,A.J.,L,L,HOU,1B 41 | sippt001,Sipp,Tony,L,L,HOU,P 42 | sprig001,Springer,George,R,R,HOU,OF 43 | stasm001,Stassi,Max,R,R,HOU,C 44 | tolla001,Tolliver,Ashur,L,L,HOU,P 45 | verlj001,Verlander,Justin,R,R,HOU,P 46 | whitt002,White,Tyler,R,R,HOU,1B 47 | -------------------------------------------------------------------------------- /basketball_match_analysis/gamedata/KCA2017.ROS: -------------------------------------------------------------------------------- 1 | albua001,Alburquerque,Al,R,R,KCA,P 2 | alexs001,Alexander,Scott,L,L,KCA,P 3 | almom001,Almonte,Miguel,R,R,KCA,P 4 | bonij002,Bonifacio,Jorge,R,R,KCA,OF 5 | buchr001,Buchter,Ryan,L,L,KCA,P 6 | burnb002,Burns,Billy,B,R,KCA,OF 7 | buted001,Butera,Drew,R,R,KCA,C 8 | cabrm002,Cabrera,Melky,B,L,KCA,OF 9 | cahit001,Cahill,Trevor,R,R,KCA,P 10 | cainl001,Cain,Lorenzo,R,R,KCA,OF 11 | coloc002,Colon,Christian,R,R,KCA,SS 12 | cuthc001,Cuthbert,Cheslor,R,R,KCA,3B 13 | duffd001,Duffy,Danny,L,L,KCA,P 14 | escoa003,Escobar,Alcides,R,R,KCA,SS 15 | farrl001,Farrell,Luke,R,R,KCA,P 16 | felin001,Feliz,Neftali,R,R,KCA,P 17 | flynb001,Flynn,Brian,L,L,KCA,P 18 | gallc001,Gallagher,Cam,R,R,KCA,C 19 | garco001,Garcia,Onelki,L,L,KCA,P 20 | gavis001,Gaviglio,Sam,R,R,KCA,P 21 | gorda001,Gordon,Alex,L,R,KCA,OF 22 | goret001,Gore,Terrance,R,R,KCA,OF 23 | hammj002,Hammel,Jason,R,R,KCA,P 24 | herrk001,Herrera,Kelvin,R,R,KCA,P 25 | hosme001,Hosmer,Eric,L,L,KCA,1B 26 | junij001,Junis,Jake,R,R,KCA,P 27 | karnn001,Karns,Nathan,R,R,KCA,P 28 | kenni001,Kennedy,Ian,R,R,KCA,P 29 | macha003,Machado,Andres,R,R,KCA,P 30 | manes001,Maness,Seth,R,R,KCA,P 31 | maurb001,Maurer,Brandon,R,R,KCA,P 32 | mccak002,McCarthy,Kevin,R,R,KCA,P 33 | merrw001,Merrifield,Whit,R,R,KCA,OF 34 | minom001,Minor,Mike,R,L,KCA,P 35 | mondr003,Mondesi,Raul,B,R,KCA,SS 36 | morim002,Morin,Mike,R,R,KCA,P 37 | mossb001,Moss,Brandon,L,R,KCA,OF 38 | mousm001,Moustakas,Mike,L,R,KCA,3B 39 | moylp001,Moylan,Peter,R,R,KCA,P 40 | orlap001,Orlando,Paulo,R,R,KCA,OF 41 | peres002,Perez,Salvador,R,R,KCA,C 42 | skoge001,Skoglund,Eric,L,L,KCA,P 43 | solej001,Soler,Jorge,R,R,KCA,OF 44 | sorij001,Soria,Joakim,R,R,KCA,P 45 | stram001,Strahm,Matt,R,L,KCA,P 46 | torrr002,Torres,Ramon,B,R,KCA,SS 47 | vargj001,Vargas,Jason,L,L,KCA,P 48 | woodt004,Wood,Travis,R,L,KCA,P 49 | younc003,Young,Chris,R,R,KCA,P 50 | -------------------------------------------------------------------------------- /basketball_match_analysis/gamedata/LAN2017.ROS: -------------------------------------------------------------------------------- 1 | avill001,Avilan,Luis,L,L,LAN,P 2 | baezp001,Baez,Pedro,R,R,LAN,P 3 | barna001,Barnes,Austin,R,R,LAN,C 4 | bellc002,Bellinger,Cody,L,L,LAN,1B 5 | buehw001,Buehler,Walker,R,R,LAN,P 6 | castf003,Castillo,Fabio,R,R,LAN,P 7 | cingt001,Cingrani,Tony,L,L,LAN,P 8 | culbc001,Culberson,Charlie,R,R,LAN,3B 9 | darvy001,Darvish,Yu,R,R,LAN,P 10 | daytg001,Dayton,Grant,L,L,LAN,P 11 | dicko001,Dickson,O'Koyea,R,R,LAN,OF 12 | eibnb001,Eibner,Brett,R,R,LAN,OF 13 | ethia001,Ethier,Andre,L,L,LAN,OF 14 | farmk001,Farmer,Kyle,R,R,LAN,C 15 | fielj002,Fields,Josh,R,R,LAN,P 16 | fontw001,Font,Wilmer,R,R,LAN,P 17 | forsl001,Forsythe,Logan,R,R,LAN,2B 18 | freem002,Freeman,Mike,L,R,LAN,1B 19 | gonza003,Gonzalez,Adrian,L,L,LAN,1B 20 | grany001,Grandal,Yasmani,B,R,LAN,C 21 | granc001,Granderson,Curtis,L,R,LAN,OF 22 | gutif001,Gutierrez,Franklin,R,R,LAN,OF 23 | hatcc002,Hatcher,Chris,B,R,LAN,P 24 | herne001,Hernandez,Enrique,R,R,LAN,OF 25 | hillr001,Hill,Rich,L,L,LAN,P 26 | jansk001,Jansen,Kenley,B,R,LAN,P 27 | kersc001,Kershaw,Clayton,L,L,LAN,P 28 | libea001,Liberatore,Adam,L,L,LAN,P 29 | locat001,Locastro,Tim,R,R,LAN,2B 30 | maedk001,Maeda,Kenta,R,R,LAN,P 31 | mccab001,McCarthy,Brandon,R,R,LAN,P 32 | morrb001,Morrow,Brandon,R,R,LAN,P 33 | paree002,Paredes,Edward,L,L,LAN,P 34 | pedej001,Pederson,Joc,L,L,LAN,OF 35 | puigy001,Puig,Yasiel,R,R,LAN,OF 36 | ravij001,Ravin,Josh,R,R,LAN,P 37 | romos001,Romo,Sergio,R,R,LAN,P 38 | ryu-h001,Ryu,Hyun-Jin,R,L,LAN,P 39 | seagc001,Seager,Corey,L,R,LAN,SS 40 | seger001,Segedin,Rob,R,R,LAN,OF 41 | stewb001,Stewart,Brock,L,R,LAN,P 42 | strir001,Stripling,Ross,R,R,LAN,P 43 | taylc001,Taylor,Chris,R,R,LAN,SS 44 | thomt002,Thompson,Trayce,R,R,LAN,OF 45 | tolea001,Toles,Andrew,L,R,LAN,OF 46 | turnj001,Turner,Justin,R,R,LAN,3B 47 | uriaj001,Urias,Julio,L,L,LAN,P 48 | utlec001,Utley,Chase,L,R,LAN,2B 49 | vanss001,Van Slyke,Scott,R,R,LAN,OF 50 | verda001,Verdugo,Alex,L,L,LAN,OF 51 | watst001,Watson,Tony,L,L,LAN,P 52 | wooda002,Wood,Alex,R,L,LAN,P 53 | -------------------------------------------------------------------------------- /basketball_match_analysis/gamedata/MIA2017.ROS: -------------------------------------------------------------------------------- 1 | andeb006,Anderson,Brian,R,R,MIA,3B 2 | avilm001,Aviles,Mike,R,R,MIA,OF 3 | barrk002,Barraclough,Kyle,R,R,MIA,P 4 | bourj002,Bour,Justin,L,R,MIA,1B 5 | cervh001,Cervenka,Hunter,L,L,MIA,P 6 | chenw001,Chen,Wei-Yin,L,L,MIA,P 7 | coloc002,Colon,Christian,R,R,MIA,SS 8 | conla001,Conley,Adam,L,L,MIA,P 9 | despo001,Despaigne,Odrisamer,R,R,MIA,P 10 | dietd001,Dietrich,Derek,L,R,MIA,OF 11 | ellib001,Ellington,Brian,R,R,MIA,P 12 | ellia001,Ellis,A.J.,R,R,MIA,C 13 | garcj006,Garcia,Jarlin,L,L,MIA,P 14 | gordd002,Gordon,Dee,L,R,MIA,2B 15 | guerj002,Guerra,Javy,R,R,MIA,P 16 | hecha001,Hechavarria,Adeiny,R,R,MIA,SS 17 | koeht001,Koehler,Tom,R,R,MIA,P 18 | lockj001,Locke,Jeff,L,L,MIA,P 19 | lombs002,Lombardozzi,Steve,B,R,MIA,2B 20 | mcgod001,McGowan,Dustin,R,R,MIA,P 21 | moort002,Moore,Tyler,R,R,MIA,1B 22 | nicoj001,Nicolino,Justin,L,L,MIA,P 23 | ograc001,O'Grady,Chris,R,L,MIA,P 24 | ozunm001,Ozuna,Marcell,R,R,MIA,OF 25 | peted001,Peters,Dillon,L,L,MIA,P 26 | pheld001,Phelps,David,R,R,MIA,P 27 | pradm001,Prado,Martin,R,R,MIA,3B 28 | ramoa001,Ramos,A.J.,R,R,MIA,P 29 | realj001,Realmuto,J.T.,R,R,MIA,C 30 | riddj001,Riddle,J.T.,L,R,MIA,SS 31 | rojam002,Rojas,Miguel,R,R,MIA,SS 32 | stanm004,Stanton,Giancarlo,R,R,MIA,OF 33 | stecd001,Steckenrider,Drew,R,R,MIA,P 34 | strad003,Straily,Dan,R,R,MIA,P 35 | suzui001,Suzuki,Ichiro,L,R,MIA,OF 36 | tazaj001,Tazawa,Junichi,R,R,MIA,P 37 | telit001,Telis,Tomas,B,R,MIA,C 38 | urenj001,Urena,Jose,R,R,MIA,P 39 | volqe001,Volquez,Edinson,R,R,MIA,P 40 | wittn001,Wittgren,Nick,R,R,MIA,P 41 | worlv001,Worley,Vance,R,R,MIA,P 42 | yelic001,Yelich,Christian,L,R,MIA,OF 43 | ziegb001,Ziegler,Brad,R,R,MIA,P 44 | -------------------------------------------------------------------------------- /basketball_match_analysis/gamedata/MIL2017.ROS: -------------------------------------------------------------------------------- 1 | aguij001,Aguilar,Jesus,R,R,MIL,1B 2 | andec001,Anderson,Chase,R,R,MIL,P 3 | arcio002,Arcia,Orlando,R,R,MIL,SS 4 | bandj001,Bandy,Jett,R,R,MIL,C 5 | barnj002,Barnes,Jacob,R,R,MIL,P 6 | berrq001,Berry,Quintin,L,L,MIL,OF 7 | blazm001,Blazek,Michael,R,R,MIL,P 8 | braur002,Braun,Ryan,R,R,MIL,OF 9 | brinl001,Brinson,Lewis,R,R,MIL,OF 10 | broxk001,Broxton,Keon,R,R,MIL,OF 11 | daviz001,Davies,Zach,R,R,MIL,P 12 | drako001,Drake,Oliver,R,R,MIL,P 13 | espip001,Espino,Paolo,R,R,MIL,P 14 | felin001,Feliz,Neftali,R,R,MIL,P 15 | frann001,Franklin,Nick,B,R,MIL,2B 16 | garzm001,Garza,Matt,R,R,MIL,P 17 | gofod001,Goforth,David,R,R,MIL,P 18 | guerj003,Guerra,Junior,R,R,MIL,P 19 | hadej001,Hader,Josh,L,L,MIL,P 20 | hughj001,Hughes,Jared,R,R,MIL,P 21 | jeffj001,Jeffress,Jeremy,R,R,MIL,P 22 | jungt001,Jungmann,Taylor,R,R,MIL,P 23 | knebc001,Knebel,Corey,R,R,MIL,P 24 | lopej004,Lopez,Jorge,R,R,MIL,P 25 | marij001,Marinez,Jhan,R,R,MIL,P 26 | milot001,Milone,Tom,L,L,MIL,P 27 | nelsj004,Nelson,Jimmy,R,R,MIL,P 28 | nieuk001,Nieuwenhuis,Kirk,L,R,MIL,OF 29 | peraw001,Peralta,Wily,R,R,MIL,P 30 | pereh001,Perez,Hernan,R,R,MIL,3B 31 | philb002,Phillips,Brett,L,R,MIL,OF 32 | pinam001,Pina,Manny,R,R,MIL,C 33 | rivey001,Rivera,Yadiel,R,R,MIL,2B 34 | santd002,Santana,Domingo,R,R,MIL,OF 35 | scahr001,Scahill,Rob,L,R,MIL,P 36 | shawt001,Shaw,Travis,L,R,MIL,1B 37 | sogae001,Sogard,Eric,L,R,MIL,2B 38 | susaa001,Susac,Andrew,R,R,MIL,C 39 | suteb001,Suter,Brent,L,L,MIL,P 40 | swara001,Swarzak,Anthony,R,R,MIL,P 41 | thame001,Thames,Eric,L,R,MIL,OF 42 | torrc001,Torres,Carlos,R,R,MIL,P 43 | villj001,Villar,Jonathan,B,R,MIL,SS 44 | vogts001,Vogt,Stephen,L,R,MIL,C 45 | walkn001,Walker,Neil,B,R,MIL,2B 46 | wangw001,Wang,Wei-Chung,L,L,MIL,P 47 | webbt001,Webb,Tyler,R,L,MIL,P 48 | wilka003,Wilkerson,Aaron,R,R,MIL,P 49 | willt003,Williams,Taylor,B,R,MIL,P 50 | woodb005,Woodruff,Brandon,L,R,MIL,P 51 | -------------------------------------------------------------------------------- /basketball_match_analysis/gamedata/MIN2017.ROS: -------------------------------------------------------------------------------- 1 | adrie001,Adrianza,Ehire,B,R,MIN,2B 2 | belim001,Belisle,Matt,R,R,MIN,P 3 | berrj001,Berrios,Jose,R,R,MIN,P 4 | boshb001,Boshers,Buddy,L,L,MIN,P 5 | bresc001,Breslow,Craig,L,L,MIN,P 6 | busea001,Busenitz,Alan,R,R,MIN,P 7 | buxtb001,Buxton,Byron,R,R,MIN,OF 8 | castj006,Castro,Jason,L,R,MIN,C 9 | colob001,Colon,Bartolo,R,R,MIN,P 10 | curtj003,Curtiss,John,R,R,MIN,P 11 | dozib001,Dozier,Brian,R,R,MIN,2B 12 | dufft001,Duffey,Tyler,R,R,MIN,P 13 | ennsd001,Enns,Dietrich,L,L,MIN,P 14 | escoe001,Escobar,Eduardo,B,R,MIN,SS 15 | garcj004,Garcia,Jaime,L,L,MIN,P 16 | garvm001,Garver,Mitch,R,R,MIN,C 17 | gibsk002,Gibson,Kyle,R,R,MIN,P 18 | gee-d001,Gee,Dillon,R,R,MIN,P 19 | gimec001,Gimenez,Chris,R,R,MIN,C 20 | goodn002,Goodrum,Niko,B,R,MIN,OF 21 | granz001,Granite,Zack,L,L,MIN,OF 22 | grosr001,Grossman,Robbie,B,L,MIN,OF 23 | halej001,Haley,Justin,R,R,MIN,P 24 | hestc001,Heston,Chris,R,R,MIN,P 25 | hildt001,Hildenberger,Trevor,R,R,MIN,P 26 | hughp001,Hughes,Phil,R,R,MIN,P 27 | jorgf001,Jorge,Felix,R,R,MIN,P 28 | keplm001,Kepler,Max,L,L,MIN,OF 29 | kintb001,Kintzler,Brandon,R,R,MIN,P 30 | mauej001,Mauer,Joe,L,R,MIN,1B 31 | mejia001,Mejia,Adalberto,R,L,MIN,P 32 | melvt001,Melville,Tim,R,R,MIN,P 33 | moyag001,Moya,Gabriel,L,L,MIN,P 34 | perkg001,Perkins,Glen,L,L,MIN,P 35 | polaj001,Polanco,Jorge,B,R,MIN,SS 36 | presr001,Pressly,Ryan,R,R,MIN,P 37 | roget001,Rogers,Taylor,L,L,MIN,P 38 | rosae001,Rosario,Eddie,L,R,MIN,OF 39 | rosar002,Rosario,Randy,L,L,MIN,P 40 | rucid001,Rucinski,Drew,R,R,MIN,P 41 | sanom001,Sano,Miguel,R,R,MIN,DH 42 | santd001,Santana,Danny,B,R,MIN,OF 43 | sante001,Santana,Ervin,R,R,MIN,P 44 | santh001,Santiago,Hector,R,L,MIN,P 45 | slega001,Slegers,Aaron,R,R,MIN,P 46 | tepen001,Tepesch,Nick,R,R,MIN,P 47 | tonkm001,Tonkin,Michael,R,R,MIN,P 48 | turln001,Turley,Nik,L,L,MIN,P 49 | vargk001,Vargas,Kennys,B,R,MIN,DH 50 | wheej001,Wheeler,Jason,L,L,MIN,P 51 | wilka001,Wilk,Adam,L,L,MIN,P 52 | wimma001,Wimmers,Alex,L,R,MIN,P 53 | -------------------------------------------------------------------------------- /basketball_match_analysis/gamedata/NYA2017.ROS: -------------------------------------------------------------------------------- 1 | andum001,Andujar,Miguel,R,R,NYA,3B 2 | austt001,Austin,Tyler,R,R,NYA,OF 3 | betad001,Betances,Dellin,R,R,NYA,P 4 | birdg001,Bird,Greg,L,R,NYA,1B 5 | cartc002,Carter,Chris,R,R,NYA,1B 6 | casts001,Castro,Starlin,R,R,NYA,SS 7 | cessl001,Cessa,Luis,R,R,NYA,P 8 | chapa001,Chapman,Aroldis,L,L,NYA,P 9 | choij001,Choi,Ji-Man,L,R,NYA,OF 10 | clipt001,Clippard,Tyler,R,R,NYA,P 11 | coopg002,Cooper,Garrett,R,R,NYA,1B 12 | ellsj001,Ellsbury,Jacoby,L,L,NYA,OF 13 | fowld002,Fowler,Dustin,L,L,NYA,OF 14 | frazc001,Frazier,Clint,R,R,NYA,OF 15 | frazt001,Frazier,Todd,R,R,NYA,3B 16 | gallg001,Gallegos,Giovanny,R,R,NYA,P 17 | garcj004,Garcia,Jaime,L,L,NYA,P 18 | gardb001,Gardner,Brett,L,L,NYA,OF 19 | germd001,German,Domingo,R,R,NYA,P 20 | grays001,Gray,Sonny,R,R,NYA,P 21 | greec003,Green,Chad,L,R,NYA,P 22 | gregd001,Gregorius,Didi,L,R,NYA,SS 23 | headc001,Headley,Chase,B,R,NYA,3B 24 | hellb001,Heller,Ben,R,R,NYA,P 25 | herrr001,Herrera,Ronald,R,R,NYA,P 26 | hicka001,Hicks,Aaron,B,R,NYA,OF 27 | higak001,Higashioka,Kyle,R,R,NYA,C 28 | holdj002,Holder,Jonathan,R,R,NYA,P 29 | hollm001,Holliday,Matt,R,R,NYA,OF 30 | judga001,Judge,Aaron,R,R,NYA,OF 31 | kahnt001,Kahnle,Tommy,R,R,NYA,P 32 | krate001,Kratz,Erik,R,R,NYA,C 33 | kozmp001,Kozma,Pete,R,R,NYA,SS 34 | laynt001,Layne,Tom,L,L,NYA,P 35 | mitcb001,Mitchell,Bryan,L,R,NYA,P 36 | montj004,Montgomery,Jordan,L,L,NYA,P 37 | pinem001,Pineda,Michael,R,R,NYA,P 38 | refsr001,Refsnyder,Rob,R,R,NYA,2B 39 | robed002,Robertson,David,R,R,NYA,P 40 | romia002,Romine,Austin,R,R,NYA,C 41 | sabac001,Sabathia,CC,L,L,NYA,P 42 | sancg002,Sanchez,Gary,R,R,NYA,C 43 | sevel001,Severino,Luis,R,R,NYA,P 44 | shrec001,Shreve,Chasen,L,L,NYA,P 45 | smitc006,Smith,Caleb,R,L,NYA,P 46 | tanam001,Tanaka,Masahiro,R,R,NYA,P 47 | torrr001,Torreyes,Ronald,R,R,NYA,2B 48 | wadet002,Wade,Tyler,L,R,NYA,P 49 | warra001,Warren,Adam,R,R,NYA,P 50 | webbt001,Webb,Tyler,R,L,NYA,P 51 | willm007,Williams,Mason,L,R,NYA,OF 52 | -------------------------------------------------------------------------------- /basketball_match_analysis/gamedata/NYN2017.ROS: -------------------------------------------------------------------------------- 1 | aokin001,Aoki,Nori,L,R,NYN,OF 2 | blevj001,Blevins,Jerry,L,L,NYN,P 3 | bradc002,Bradford,Chasen,R,R,NYN,P 4 | brucj001,Bruce,Jay,L,L,NYN,OF 5 | cabra002,Cabrera,Asdrubal,B,R,NYN,SS 6 | callj001,Callahan,Jamie,R,R,NYN,P 7 | ceccg002,Cecchini,Gavin,R,R,NYN,SS 8 | cespy001,Cespedes,Yoenis,R,R,NYN,OF 9 | confm001,Conforto,Michael,L,R,NYN,OF 10 | darnt001,d'Arnaud,Travis,R,R,NYN,C 11 | degrj001,deGrom,Jacob,L,R,NYN,P 12 | dudal001,Duda,Lucas,L,R,NYN,1B 13 | edgij001,Edgin,Josh,R,L,NYN,P 14 | evanp001,Evans,Phillip,R,R,NYN,3B 15 | famij001,Familia,Jeurys,R,R,NYN,P 16 | flexc001,Flexen,Chris,R,R,NYN,P 17 | florw001,Flores,Wilmer,R,R,NYN,SS 18 | gilms001,Gilmartin,Sean,L,L,NYN,P 19 | goede001,Goeddel,Erik,R,R,NYN,P 20 | granc001,Granderson,Curtis,L,R,NYN,OF 21 | gselr001,Gsellman,Robert,R,R,NYN,P 22 | harvm001,Harvey,Matt,R,R,NYN,P 23 | kellt001,Kelly,Ty,B,R,NYN,2B 24 | lagaj001,Lagares,Juan,R,R,NYN,OF 25 | lugos001,Lugo,Seth,R,R,NYN,P 26 | matzs001,Matz,Steven,R,L,NYN,P 27 | mcgok001,McGowan,Kevin,R,R,NYN,P 28 | milot001,Milone,Tom,L,L,NYN,P 29 | montr004,Montero,Rafael,R,R,NYN,P 30 | nidot001,Nido,Tomas,R,R,NYN,C 31 | nimmb001,Nimmo,Brandon,L,R,NYN,OF 32 | pillt001,Pill,Tyler,L,R,NYN,P 33 | plawk001,Plawecki,Kevin,R,R,NYN,C 34 | ramin001,Ramirez,Neil,R,R,NYN,P 35 | ramoa001,Ramos,A.J.,R,R,NYN,P 36 | reeda001,Reed,Addison,L,R,NYN,P 37 | reyej001,Reyes,Jose,B,R,NYN,SS 38 | reynm003,Reynolds,Matt,R,R,NYN,SS 39 | rhamj001,Rhame,Jacob,R,R,NYN,P 40 | river003,Rivera,Rene,R,R,NYN,C 41 | rivet001,Rivera,T.J.,R,R,NYN,3B 42 | roblh001,Robles,Hansel,R,R,NYN,P 43 | rosaa003,Rosario,Amed,R,R,NYN,SS 44 | salaf001,Salas,Fernando,R,R,NYN,P 45 | sewap001,Sewald,Paul,R,R,NYN,P 46 | smitd008,Smith,Dominic,L,L,NYN,1B 47 | smokj001,Smoker,Josh,L,L,NYN,P 48 | syndn001,Syndergaard,Noah,L,R,NYN,P 49 | taijt001,Taijeron,Travis,R,R,NYN,OF 50 | walkn001,Walker,Neil,B,R,NYN,2B 51 | wheez001,Wheeler,Zack,L,R,NYN,P 52 | wilka001,Wilk,Adam,L,L,NYN,P 53 | -------------------------------------------------------------------------------- /basketball_match_analysis/gamedata/OAK2017.ROS: -------------------------------------------------------------------------------- 1 | alcar001,Alcantara,Raul,R,R,OAK,P 2 | alony001,Alonso,Yonder,L,R,OAK,1B 3 | axfoj001,Axford,John,R,R,OAK,P 4 | barrf001,Barreto,Franklin,R,R,OAK,SS 5 | blacp001,Blackburn,Paul,R,R,OAK,P 6 | bradm002,Brady,Michael,R,R,OAK,P 7 | brugj001,Brugman,Jaycob,L,L,OAK,OF 8 | canhm001,Canha,Mark,R,R,OAK,1B 9 | casts002,Castro,Simon,R,R,OAK,P 10 | chapm001,Chapman,Matt,R,R,OAK,3B 11 | cottj001,Cotton,Jharel,R,R,OAK,P 12 | could001,Coulombe,Daniel,L,L,OAK,P 13 | davik003,Davis,Khris,R,R,OAK,OF 14 | davir003,Davis,Rajai,R,R,OAK,OF 15 | deckj001,Decker,Jaff,L,L,OAK,OF 16 | dools001,Doolittle,Sean,L,L,OAK,P 17 | dullr001,Dull,Ryan,R,R,OAK,P 18 | garcj002,Casilla,Santiago,R,R,OAK,P 19 | garnd001,Garneau,Dustin,R,R,OAK,C 20 | gossd001,Gossett,Daniel,R,R,OAK,P 21 | gravk001,Graveman,Kendall,R,R,OAK,P 22 | grays001,Gray,Sonny,R,R,OAK,P 23 | hahnj001,Hahn,Jesse,R,R,OAK,P 24 | hatcc002,Hatcher,Chris,B,R,OAK,P 25 | healr001,Healy,Ryon,R,R,OAK,3B 26 | hendl001,Hendriks,Liam,R,R,OAK,P 27 | joycm001,Joyce,Matt,L,R,OAK,OF 28 | lamar001,LaMarre,Ryan,R,L,OAK,OF 29 | lavar001,Lavarnway,Ryan,R,R,OAK,C 30 | lowrj001,Lowrie,Jed,B,R,OAK,3B 31 | madsr001,Madson,Ryan,L,R,OAK,P 32 | manas001,Manaea,Sean,L,L,OAK,P 33 | maxwb001,Maxwell,Bruce,L,R,OAK,C 34 | mengd001,Mengden,Daniel,R,R,OAK,P 35 | molls001,Moll,Sam,L,L,OAK,P 36 | montf001,Montas,Frankie,R,R,OAK,P 37 | nealz001,Neal,Zach,R,R,OAK,P 38 | nuner001,Nunez,Renato,R,R,OAK,3B 39 | olsom001,Olson,Matt,L,R,OAK,OF 40 | phegj001,Phegley,Josh,R,R,OAK,C 41 | pindc001,Pinder,Chad,R,R,OAK,SS 42 | plout001,Plouffe,Trevor,R,R,OAK,3B 43 | poweb002,Powell,Boog,L,L,OAK,OF 44 | rosaa001,Rosales,Adam,R,R,OAK,1B 45 | semim001,Semien,Marcus,R,R,OAK,SS 46 | smitc002,Smith,Chris,R,R,OAK,P 47 | smitj004,Smith,Josh,R,R,OAK,P 48 | smolj002,Smolinski,Jake,R,R,OAK,OF 49 | treib001,Treinen,Blake,R,R,OAK,P 50 | triga001,Triggs,Andrew,R,R,OAK,P 51 | valdc003,Valdez,Cesar,R,R,OAK,P 52 | vogts001,Vogt,Stephen,L,R,OAK,C 53 | wahlb001,Wahl,Bobby,R,R,OAK,P 54 | wendj002,Wendle,Joey,L,R,OAK,2B 55 | -------------------------------------------------------------------------------- /basketball_match_analysis/gamedata/PHI2017.ROS: -------------------------------------------------------------------------------- 1 | alfaj002,Alfaro,Jorge,R,R,PHI,C 2 | altha001,Altherr,Aaron,R,R,PHI,OF 3 | alvah001,Alvarez,Henderson,R,R,PHI,P 4 | anded003,Anderson,Drew,R,R,PHI,P 5 | aranv001,Arano,Victor,R,R,PHI,P 6 | beatp001,Beato,Pedro,R,R,PHI,P 7 | benoj001,Benoit,Joaquin,R,R,PHI,P 8 | blana001,Blanco,Andres,B,R,PHI,3B 9 | buchc001,Buchholz,Clay,L,R,PHI,P 10 | crawj002,Crawford,J.P.,L,R,PHI,SS 11 | curtz001,Curtis,Zac,L,L,PHI,P 12 | eickj001,Eickhoff,Jerad,R,R,PHI,P 13 | efliz001,Eflin,Zach,R,R,PHI,P 14 | fienc001,Fien,Casey,R,R,PHI,P 15 | florp001,Florimon,Pedro,B,R,PHI,SS 16 | franm004,Franco,Maikel,R,R,PHI,3B 17 | galvf001,Galvis,Freddy,B,R,PHI,SS 18 | garcl005,Garcia,Luis,R,R,PHI,P 19 | gomej002,Gomez,Jeanmar,R,R,PHI,P 20 | hellj001,Hellickson,Jeremy,R,R,PHI,P 21 | hernc005,Hernandez,Cesar,B,R,PHI,2B 22 | herro001,Herrera,Odubel,L,R,PHI,OF 23 | hoskr001,Hoskins,Rhys,R,R,PHI,1B 24 | joset001,Joseph,Tommy,R,R,PHI,1B 25 | kellt001,Kelly,Ty,B,R,PHI,2B 26 | kendh001,Kendrick,Howie,R,R,PHI,2B 27 | kim-h001,Kim,Hyun Soo,L,R,PHI,OF 28 | knapa001,Knapp,Andrew,B,R,PHI,C 29 | leitm002,Leiter,Mark,R,R,PHI,P 30 | liveb001,Lively,Ben,R,R,PHI,P 31 | milnh001,Milner,Hoby,L,L,PHI,P 32 | morga001,Morgan,Adam,L,L,PHI,P 33 | navad002,Nava,Daniel,B,L,PHI,OF 34 | nerih001,Neris,Hector,R,R,PHI,P 35 | neshp001,Neshek,Pat,B,R,PHI,P 36 | nicaj001,Nicasio,Juan,R,R,PHI,P 37 | nolaa001,Nola,Aaron,R,R,PHI,P 38 | perkc001,Perkins,Cameron,R,R,PHI,OF 39 | pintr002,Pinto,Ricardo,R,R,PHI,P 40 | piven001,Pivetta,Nick,R,R,PHI,P 41 | ramoe002,Ramos,Edubray,R,R,PHI,P 42 | riosy001,Rios,Yacksel,R,R,PHI,P 43 | rodrj004,Rodriguez,Joely,L,L,PHI,P 44 | ruppc001,Rupp,Cameron,R,R,PHI,C 45 | saunm001,Saunders,Michael,L,R,PHI,OF 46 | siegk001,Siegrist,Kevin,L,L,PHI,P 47 | stasb001,Stassi,Brock,L,L,PHI,1B 48 | therj001,Therrien,Jesen,R,R,PHI,P 49 | thomj007,Thompson,Jake,R,R,PHI,P 50 | velav001,Velasquez,Vincent,R,R,PHI,P 51 | willn001,Williams,Nick,L,L,PHI,OF 52 | -------------------------------------------------------------------------------- /basketball_match_analysis/gamedata/PIT2017.ROS: -------------------------------------------------------------------------------- 1 | barbj001,Barbato,John,R,R,PIT,P 2 | basta001,Bastardo,Antonio,R,L,PIT,P 3 | bellj005,Bell,Josh,B,R,PIT,1B 4 | benoj001,Benoit,Joaquin,R,R,PIT,P 5 | bormj001,Bormann,John,R,R,PIT,C 6 | bostc001,Bostick,Chris,R,R,PIT,2B 7 | braus002,Brault,Steven,L,L,PIT,P 8 | cervf001,Cervelli,Francisco,R,R,PIT,C 9 | coleg001,Cole,Gerrit,R,R,PIT,P 10 | diaze005,Diaz,Elias,R,R,PIT,C 11 | fraza001,Frazier,Adam,L,R,PIT,OF 12 | freed001,Freese,David,R,R,PIT,3B 13 | glast001,Glasnow,Tyler,L,R,PIT,P 14 | gossp001,Gosselin,Phil,R,R,PIT,2B 15 | hansa001,Hanson,Alen,B,R,PIT,SS 16 | harrj002,Harrison,Josh,R,R,PIT,3B 17 | hudsd001,Hudson,Daniel,R,R,PIT,P 18 | jasoj001,Jaso,John,L,R,PIT,1B 19 | kontg001,Kontos,George,R,R,PIT,P 20 | kuhlc001,Kuhl,Chad,R,R,PIT,P 21 | leatj001,Leathersich,Jack,R,L,PIT,P 22 | leblw001,LeBlanc,Wade,L,L,PIT,P 23 | lindj004,Lindblom,Josh,R,R,PIT,P 24 | luplj001,Luplow,Jordan,R,R,PIT,OF 25 | marij001,Marinez,Jhan,R,R,PIT,P 26 | marts002,Marte,Starling,R,R,PIT,OF 27 | mccua001,McCutchen,Andrew,R,R,PIT,OF 28 | mercj002,Mercer,Jordy,R,R,PIT,SS 29 | morom001,Moroff,Max,B,R,PIT,2B 30 | neved001,Neverauskas,Dovydas,R,R,PIT,P 31 | nicaj001,Nicasio,Juan,R,R,PIT,P 32 | ngoeg001,Ngoepe,Gift,R,R,PIT,SS 33 | novai001,Nova,Ivan,R,R,PIT,P 34 | ortid002,Ortiz,Danny,L,L,PIT,OF 35 | osunj001,Osuna,Jose,R,R,PIT,OF 36 | polag001,Polanco,Gregory,L,L,PIT,OF 37 | rivef001,Rivero,Felipe,L,L,PIT,P 38 | rodrs002,Rodriguez,Sean,R,R,PIT,1B 39 | runzd001,Runzler,Dan,L,L,PIT,P 40 | sanca008,Sanchez,Angel,R,R,PIT,P 41 | sante002,Santana,Edgar,R,R,PIT,P 42 | schua001,Schugel,A.J.,R,R,PIT,P 43 | stalj001,Stallings,Jacob,R,R,PIT,C 44 | stewc001,Stewart,Chris,R,R,PIT,C 45 | tailj001,Taillon,Jameson,R,R,PIT,P 46 | watst001,Watson,Tony,L,L,PIT,P 47 | willt002,Williams,Trevor,R,R,PIT,P 48 | -------------------------------------------------------------------------------- /basketball_match_analysis/gamedata/README.md: -------------------------------------------------------------------------------- 1 | Basketball game data 2 | 3 | Extension meaning 4 | 5 | Events American League teams (.EVA), 6 | Events National League teams (.EVN), 7 | Events post-season games (.EVE). 8 | Roster File (.ROS) 9 | -------------------------------------------------------------------------------- /basketball_match_analysis/gamedata/SDN2017.ROS: -------------------------------------------------------------------------------- 1 | asuac001,Asuaje,Carlos,L,R,SDN,2B 2 | aybae001,Aybar,Erick,B,R,SDN,SS 3 | baumb001,Baumann,Buddy,L,L,SDN,P 4 | bethc001,Bethancourt,Christian,R,R,SDN,C 5 | blasj001,Blash,Jabari,R,R,SDN,OF 6 | buchr001,Buchter,Ryan,L,L,SDN,P 7 | cahit001,Cahill,Trevor,R,R,SDN,P 8 | cappc001,Capps,Carter,R,R,SDN,P 9 | chacj001,Chacin,Jhoulys,R,R,SDN,P 10 | coled002,Coleman,Dusty,R,R,SDN,3B 11 | cordf003,Cordero,Franchy,L,R,SDN,OF 12 | corda001,Cordoba,Allen,R,R,SDN,SS 13 | cosaj001,Cosart,Jarred,R,R,SDN,P 14 | darnc001,d'Arnaud,Chase,R,R,SDN,SS 15 | diazm004,Diaz,Miguel,R,R,SDN,P 16 | eschj001,Esch,Jake,R,R,SDN,P 17 | galer002,Gale,Rocky,R,R,SDN,C 18 | handb001,Hand,Brad,L,L,SDN,P 19 | hedga001,Hedges,Austin,R,R,SDN,C 20 | jankt001,Jankowski,Travis,L,R,SDN,OF 21 | lamed001,Lamet,Dinelson,R,R,SDN,P 22 | lee-z001,Lee,Zach,R,R,SDN,P 23 | lloyk001,Lloyd,Kyle,R,R,SDN,P 24 | lylej001,Lyles,Jordan,R,R,SDN,P 25 | margm001,Margot,Manuel,R,R,SDN,OF 26 | matop002,Maton,Phil,R,R,SDN,P 27 | maurb001,Maurer,Brandon,R,R,SDN,P 28 | mazzc001,Mazzoni,Cory,R,R,SDN,P 29 | mcgrk001,McGrath,Kyle,L,L,SDN,P 30 | melvt001,Melville,Tim,R,R,SDN,P 31 | myerw001,Myers,Wil,R,R,SDN,OF 32 | overd001,Overton,Dillon,L,L,SDN,P 33 | perdl002,Perdomo,Luis,R,R,SDN,P 34 | pirej001,Pirela,Jose,R,R,SDN,2B 35 | quack001,Quackenbush,Kevin,R,R,SDN,P 36 | renfh001,Renfroe,Hunter,R,R,SDN,OF 37 | richc002,Richard,Clayton,L,L,SDN,P 38 | ruizj001,Ruiz,Jose,R,R,SDN,P 39 | sanch002,Sanchez,Hector,B,R,SDN,C 40 | sardl001,Sardinas,Luis,B,R,SDN,2B 41 | schir001,Schimpf,Ryan,L,R,SDN,3B 42 | solay001,Solarte,Yangervis,B,R,SDN,3B 43 | spanc001,Spangenberg,Cory,L,R,SDN,2B 44 | stamc001,Stammen,Craig,R,R,SDN,P 45 | szczm001,Szczur,Matt,R,R,SDN,OF 46 | torrl001,Torrens,Luis,R,R,SDN,C 47 | torrj001,Torres,Jose,L,L,SDN,P 48 | valdj003,Valdez,Jose,R,R,SDN,P 49 | villc002,Villanueva,Christian,R,R,SDN,3B 50 | weavj003,Weaver,Jered,R,R,SDN,P 51 | woodt004,Wood,Travis,R,L,SDN,P 52 | yatek001,Yates,Kirby,L,R,SDN,P 53 | -------------------------------------------------------------------------------- /basketball_match_analysis/gamedata/SEA2017.ROS: -------------------------------------------------------------------------------- 1 | albea001,Albers,Andrew,R,L,SEA,P 2 | alony001,Alonso,Yonder,L,R,SEA,1B 3 | altad001,Altavilla,Dan,R,R,SEA,P 4 | beckg001,Beckham,Gordon,R,R,SEA,3B 5 | bergc001,Bergman,Christian,R,R,SEA,P 6 | canor001,Cano,Robinson,L,R,SEA,2B 7 | cishs001,Cishek,Steve,R,R,SEA,P 8 | cloyt001,Cloyd,Tyler,R,R,SEA,P 9 | cruzn002,Cruz,Nelson,R,R,SEA,OF 10 | curtz001,Curtis,Zac,L,L,SEA,P 11 | dejoc001,De Jong,Chase,L,R,SEA,P 12 | diaze006,Diaz,Edwin,R,R,SEA,P 13 | dysoj001,Dyson,Jarrod,L,R,SEA,OF 14 | espid001,Espinosa,Danny,B,R,SEA,2B 15 | fienc001,Fien,Casey,R,R,SEA,P 16 | freem002,Freeman,Mike,L,R,SEA,1B 17 | gally001,Gallardo,Yovani,R,R,SEA,P 18 | gameb001,Gamel,Ben,L,L,SEA,OF 19 | gartr001,Garton,Ryan,R,R,SEA,P 20 | gavis001,Gaviglio,Sam,R,R,SEA,P 21 | gonzm005,Gonzales,Marco,L,L,SEA,P 22 | goset001,Gosewisch,Tuffy,R,R,SEA,C 23 | hanim001,Haniger,Mitch,R,R,SEA,OF 24 | hannj002,Hannemann,Jacob,L,L,SEA,OF 25 | hereg002,Heredia,Guillermo,R,L,SEA,OF 26 | hernf002,Hernandez,Felix,R,R,SEA,P 27 | hestc001,Heston,Chris,R,R,SEA,P 28 | iwakh001,Iwakuma,Hisashi,R,R,SEA,P 29 | lawrc001,Lawrence,Casey,R,R,SEA,P 30 | leakm001,Leake,Mike,R,R,SEA,P 31 | machj002,Machi,Jean,R,R,SEA,P 32 | marjm001,Marjama,Mike,R,R,SEA,C 33 | marse001,Marshall,Evan,R,R,SEA,P 34 | martc008,Martin,Cody,R,R,SEA,P 35 | martl004,Martin,Leonys,L,R,SEA,OF 36 | miraa002,Miranda,Ariel,L,L,SEA,P 37 | moora002,Moore,Andrew,R,R,SEA,P 38 | mottt001,Motter,Taylor,R,R,SEA,OF 39 | overd001,Overton,Dillon,L,L,SEA,P 40 | pagae001,Pagan,Emilio,L,R,SEA,P 41 | paxtj001,Paxton,James,L,L,SEA,P 42 | pheld001,Phelps,David,R,R,SEA,P 43 | povsm001,Povse,Max,R,R,SEA,P 44 | poweb002,Powell,Boog,L,L,SEA,OF 45 | pazoj001,Pazos,James,R,L,SEA,P 46 | ramie004,Ramirez,Erasmo,R,R,SEA,P 47 | ruizc001,Ruiz,Carlos,R,R,SEA,C 48 | rzepm001,Rzepczynski,Marc,L,L,SEA,P 49 | scrie001,Scribner,Evan,R,R,SEA,P 50 | seagk001,Seager,Kyle,L,R,SEA,3B 51 | seguj002,Segura,Jean,R,R,SEA,SS 52 | simms001,Simmons,Shae,R,R,SEA,P 53 | smitt002,Smith,Tyler,R,R,SEA,2B 54 | valed001,Valencia,Danny,R,R,SEA,3B 55 | vieit001,Vieira,Thyago,R,R,SEA,P 56 | vincn001,Vincent,Nick,R,R,SEA,P 57 | voged001,Vogelbach,Daniel,L,R,SEA,1B 58 | weber001,Weber,Ryan,R,R,SEA,P 59 | whalr001,Whalen,Rob,R,R,SEA,P 60 | zunim001,Zunino,Mike,R,R,SEA,C 61 | zycht001,Zych,Tony,R,R,SEA,P 62 | -------------------------------------------------------------------------------- /basketball_match_analysis/gamedata/SFN2017.ROS: -------------------------------------------------------------------------------- 1 | arroc001,Arroyo,Christian,R,R,SFN,3B 2 | beltb001,Belt,Brandon,L,L,SFN,1B 3 | blact002,Blach,Ty,R,L,SFN,P 4 | bumgm001,Bumgarner,Madison,R,L,SFN,P 5 | cainm001,Cain,Matt,R,R,SFN,P 6 | calio001,Calixte,Orlando,R,R,SFN,SS 7 | crawb001,Crawford,Brandon,L,R,SFN,SS 8 | crick001,Crick,Kyle,L,R,SFN,P 9 | cuetj001,Cueto,Johnny,R,R,SFN,P 10 | dysos001,Dyson,Sam,R,R,SFN,P 11 | fedet001,Federowicz,Tim,R,R,SFN,C 12 | gearc001,Gearrin,Cory,R,R,SFN,P 13 | gillc001,Gillaspie,Conor,L,R,SFN,1B 14 | gomem002,Gomez,Miguel,B,R,SFN,3B 15 | gomer002,Gomez,Roberto,B,R,SFN,P 16 | herng001,Hernandez,Gorkys,R,R,SFN,OF 17 | hilla001,Hill,Aaron,R,R,SFN,2B 18 | hundn001,Hundley,Nick,R,R,SFN,C 19 | hwanj001,Hwang,Jae-Gyun,R,R,SFN,3B 20 | joner005,Jones,Ryder,L,R,SFN,3B 21 | kontg001,Kontos,George,R,R,SFN,P 22 | law-d001,Law,Derek,R,R,SFN,P 23 | marrc001,Marrero,Chris,R,R,SFN,1B 24 | melam001,Melancon,Mark,R,R,SFN,P 25 | moncc001,Moncrief,Carlos,L,R,SFN,OF 26 | moorm003,Moore,Matt,L,L,SFN,P 27 | moror001,Moronta,Reyes,R,R,SFN,P 28 | morrb002,Morris,Bryan,L,R,SFN,P 29 | morsm001,Morse,Michael,R,R,SFN,1B 30 | nunee002,Nunez,Eduardo,R,R,SFN,SS 31 | okers001,Okert,Steven,L,L,SFN,P 32 | osicj001,Osich,Josh,L,L,SFN,P 33 | panij002,Panik,Joe,L,R,SFN,2B 34 | parkj002,Parker,Jarrett,L,L,SFN,OF 35 | pench001,Pence,Hunter,R,R,SFN,OF 36 | poseb001,Posey,Buster,R,R,SFN,C 37 | ramin001,Ramirez,Neil,R,R,SFN,P 38 | ruggj001,Ruggiano,Justin,R,R,SFN,OF 39 | samaj001,Samardzija,Jeff,R,R,SFN,P 40 | sandp001,Sandoval,Pablo,B,R,SFN,3B 41 | sland001,Slania,Dan,R,R,SFN,P 42 | slata001,Slater,Austin,R,R,SFN,OF 43 | spand001,Span,Denard,L,L,SFN,OF 44 | strac001,Stratton,Chris,R,R,SFN,P 45 | strih001,Strickland,Hunter,R,R,SFN,P 46 | stubd001,Stubbs,Drew,R,R,SFN,OF 47 | suara001,Suarez,Albert,R,R,SFN,P 48 | tomlk001,Tomlinson,Kelby,R,R,SFN,2B 49 | willm008,Williamson,Mac,R,R,SFN,OF 50 | -------------------------------------------------------------------------------- /basketball_match_analysis/gamedata/SLN2017.ROS: -------------------------------------------------------------------------------- 1 | adamm002,Adams,Matt,L,R,SLN,1B 2 | alcas001,Alcantara,Sandy,R,R,SLN,P 3 | badeh001,Bader,Harrison,R,R,SLN,OF 4 | bowmm001,Bowman,Matt,R,R,SLN,P 5 | brebj001,Brebbia,John,L,R,SLN,P 6 | broxj001,Broxton,Jonathan,R,R,SLN,P 7 | carpm002,Carpenter,Matt,L,R,SLN,3B 8 | cecib001,Cecil,Brett,R,L,SLN,P 9 | dejop001,DeJong,Paul,R,R,SLN,3B 10 | diaza003,Diaz,Aledmys,R,R,SLN,SS 11 | dukez001,Duke,Zach,L,L,SLN,P 12 | flahj002,Flaherty,Jack,R,R,SLN,P 13 | fowld001,Fowler,Dexter,B,R,SLN,OF 14 | fryee001,Fryer,Eric,R,R,SLN,C 15 | gantj002,Gant,John,R,R,SLN,P 16 | garcg002,Garcia,Greg,L,R,SLN,SS 17 | gonzm005,Gonzales,Marco,L,L,SLN,P 18 | gricr001,Grichuk,Randal,R,R,SLN,OF 19 | gyorj001,Gyorko,Jedd,R,R,SLN,2B 20 | huffc001,Huffman,Chad,R,R,SLN,OF 21 | kellc002,Kelly,Carson,R,R,SLN,C 22 | leakm001,Leake,Mike,R,R,SLN,P 23 | lucaj001,Lucas,Josh,R,R,SLN,P 24 | lynnl001,Lynn,Lance,R,R,SLN,P 25 | lyont001,Lyons,Tyler,B,L,SLN,P 26 | martc006,Martinez,Carlos,R,R,SLN,P 27 | martj008,Martinez,Jose,R,R,SLN,OF 28 | mayem001,Mayers,Mike,R,R,SLN,P 29 | mejia002,Mejia,Alex,R,R,SLN,SS 30 | moliy001,Molina,Yadier,R,R,SLN,C 31 | nicaj001,Nicasio,Juan,R,R,SLN,P 32 | oh--s001,Oh,Seung Hwan,R,R,SLN,P 33 | peraj001,Peralta,Jhonny,R,R,SLN,SS 34 | phamt001,Pham,Tommy,R,R,SLN,OF 35 | piscs001,Piscotty,Stephen,R,R,SLN,OF 36 | rosaa002,Rosario,Alberto,R,R,SLN,C 37 | roset001,Rosenthal,Trevor,R,R,SLN,P 38 | sherr001,Sherriff,Ryan,L,L,SLN,P 39 | siegk001,Siegrist,Kevin,L,L,SLN,P 40 | sierm002,Sierra,Magneuris,L,L,SLN,OF 41 | socom001,Socolovich,Miguel,R,R,SLN,P 42 | tuivs001,Tuivailala,Sam,R,R,SLN,P 43 | valeb001,Valera,Breyvic,B,R,SLN,2B 44 | voitl001,Voit,Luke,R,R,SLN,1B 45 | wachm001,Wacha,Michael,R,R,SLN,P 46 | waina001,Wainwright,Adam,R,R,SLN,P 47 | weavl001,Weaver,Luke,R,R,SLN,P 48 | wongk001,Wong,Kolten,L,R,SLN,2B 49 | -------------------------------------------------------------------------------- /basketball_match_analysis/gamedata/TBA2017.ROS: -------------------------------------------------------------------------------- 1 | alvaj004,Alvarado,Jose,L,L,TBA,P 2 | andrm001,Andriese,Matt,R,R,TBA,P 3 | archc001,Archer,Chris,R,R,TBA,P 4 | beckt001,Beckham,Tim,R,R,TBA,2B 5 | bourp001,Bourjos,Peter,R,R,TBA,OF 6 | boxbb001,Boxberger,Brad,R,R,TBA,P 7 | casac001,Casali,Curt,R,R,TBA,C 8 | cedex001,Cedeno,Xavier,L,L,TBA,P 9 | cishs001,Cishek,Steve,R,R,TBA,P 10 | cobba001,Cobb,Alex,R,R,TBA,P 11 | coloa001,Colome,Alex,R,R,TBA,P 12 | delej003,De Leon,Jose,R,R,TBA,P 13 | diazj005,Diaz,Jumbo,R,R,TBA,P 14 | dickc002,Dickerson,Corey,L,R,TBA,OF 15 | dudal001,Duda,Lucas,L,R,TBA,1B 16 | espid001,Espinosa,Danny,B,R,TBA,2B 17 | farij001,Faria,Jacob,R,R,TBA,P 18 | farqd001,Farquhar,Danny,R,R,TBA,P 19 | featt001,Featherston,Taylor,R,R,TBA,3B 20 | gartr001,Garton,Ryan,R,R,TBA,P 21 | hecha001,Hechavarria,Adeiny,R,R,TBA,SS 22 | hu--c002,Hu,Chih-Wei,R,R,TBA,P 23 | huntt002,Hunter,Tommy,R,R,TBA,P 24 | jennd003,Jennings,Dan,L,L,TBA,P 25 | kierk001,Kiermaier,Kevin,L,R,TBA,OF 26 | kitta001,Kittredge,Andrew,R,R,TBA,P 27 | kolaa001,Kolarek,Adam,L,L,TBA,P 28 | longe001,Longoria,Evan,R,R,TBA,3B 29 | markj001,Marks,Justin,L,L,TBA,P 30 | martm003,Martinez,Michael,B,R,TBA,2B 31 | millb002,Miller,Brad,L,R,TBA,SS 32 | mored001,Moreno,Diego,R,R,TBA,P 33 | morrl001,Morrison,Logan,L,L,TBA,1B 34 | norrd001,Norris,Derek,R,R,TBA,C 35 | odorj001,Odorizzi,Jake,R,R,TBA,P 36 | petes002,Peterson,Shane,L,L,TBA,OF 37 | plout001,Plouffe,Trevor,R,R,TBA,3B 38 | pruia001,Pruitt,Austin,R,R,TBA,P 39 | puelc001,Puello,Cesar,R,R,TBA,OF 40 | ramie004,Ramirez,Erasmo,R,R,TBA,P 41 | ramow001,Ramos,Wilson,R,R,TBA,C 42 | rasmc001,Rasmus,Colby,L,L,TBA,OF 43 | robed004,Robertson,Daniel,R,R,TBA,SS 44 | roe-c001,Roe,Chaz,R,R,TBA,P 45 | romos001,Romo,Sergio,R,R,TBA,P 46 | smitm007,Smith,Mallex,L,R,TBA,OF 47 | snelb001,Snell,Blake,L,L,TBA,P 48 | souzs001,Souza,Steven,R,R,TBA,OF 49 | stanr002,Stanek,Ryne,R,R,TBA,P 50 | sucrj001,Sucre,Jesus,R,R,TBA,C 51 | weekr001,Weeks,Rickie,R,R,TBA,2B 52 | whitc001,Whitley,Chase,R,R,TBA,P 53 | woodh001,Wood,Hunter,R,R,TBA,P 54 | -------------------------------------------------------------------------------- /basketball_match_analysis/gamedata/TEAM2017: -------------------------------------------------------------------------------- 1 | ANA,A,Anaheim,Angels 2 | BAL,A,Baltimore,Orioles 3 | BOS,A,Boston,Red Sox 4 | CHA,A,Chicago,White Sox 5 | CLE,A,Cleveland,Indians 6 | DET,A,Detroit,Tigers 7 | HOU,A,Houston,Astros 8 | KCA,A,Kansas City,Royals 9 | MIN,A,Minnesota,Twins 10 | NYA,A,New York,Yankees 11 | OAK,A,Oakland,Athletics 12 | SEA,A,Seattle,Mariners 13 | TBA,A,Tampa Bay,Rays 14 | TEX,A,Texas,Rangers 15 | TOR,A,Toronto,Blue Jays 16 | ARI,N,Arizona,Diamondbacks 17 | ATL,N,Atlanta,Braves 18 | CHN,N,Chicago,Cubs 19 | CIN,N,Cincinnati,Reds 20 | COL,N,Colorado,Rockies 21 | LAN,N,Los Angeles,Dodgers 22 | MIA,N,Miami,Marlins 23 | MIL,N,Milwaukee,Brewers 24 | NYN,N,New York,Mets 25 | PHI,N,Philadelphia,Phillies 26 | PIT,N,Pittsburgh,Pirates 27 | SDN,N,San Diego,Padres 28 | SFN,N,San Francisco,Giants 29 | SLN,N,St. Louis,Cardinals 30 | WAS,N,Washington,Nationals 31 | -------------------------------------------------------------------------------- /basketball_match_analysis/gamedata/TEX2017.ROS: -------------------------------------------------------------------------------- 1 | alvad001,Alvarez,Dario,L,L,TEX,P 2 | andre001,Andrus,Elvis,R,R,TEX,SS 3 | barnt002,Barnette,Tony,R,R,TEX,P 4 | bassa001,Bass,Anthony,R,R,TEX,P 5 | belta001,Beltre,Adrian,R,R,TEX,3B 6 | bibea001,Bibens-Dirkx,Austin,R,R,TEX,P 7 | bushm001,Bush,Matt,R,R,TEX,P 8 | calhw001,Calhoun,Willie,L,R,TEX,OF 9 | casha001,Cashner,Andrew,R,R,TEX,P 10 | chirr001,Chirinos,Robinson,R,R,TEX,C 11 | choos001,Choo,Shin-Soo,L,L,TEX,OF 12 | claip001,Claiborne,Preston,R,R,TEX,P 13 | claua001,Claudio,Alex,L,L,TEX,P 14 | darvy001,Darvish,Yu,R,R,TEX,P 15 | deshd002,DeShields,Delino,R,R,TEX,OF 16 | diekj001,Diekman,Jake,L,L,TEX,P 17 | dysos001,Dyson,Sam,R,R,TEX,P 18 | espip001,Espino,Paolo,R,R,TEX,P 19 | friee001,Frieri,Ernesto,R,R,TEX,P 20 | gallj002,Gallo,Joey,L,R,TEX,OF 21 | gardn001,Gardewine,Nick,R,R,TEX,P 22 | gee-d001,Gee,Dillon,R,R,TEX,P 23 | gomec002,Gomez,Carlos,R,R,TEX,OF 24 | gonzm003,Gonzalez,Miguel,R,R,TEX,P 25 | gossp001,Gosselin,Phil,R,R,TEX,2B 26 | grifa002,Griffin,A.J.,R,R,TEX,P 27 | grilj001,Grilli,Jason,R,R,TEX,P 28 | hamec001,Hamels,Cole,L,L,TEX,P 29 | hausm001,Hauschild,Mike,R,R,TEX,P 30 | hoyij001,Hoying,Jared,L,R,TEX,OF 31 | jeffj001,Jeffress,Jeremy,R,R,TEX,P 32 | jimea001,Jimenez,A.J.,R,R,TEX,C 33 | kelak001,Kela,Keone,R,R,TEX,P 34 | kozmp001,Kozma,Pete,R,R,TEX,SS 35 | leclj001,Leclerc,Jose,R,R,TEX,P 36 | lucrj001,Lucroy,Jonathan,R,R,TEX,C 37 | marij001,Marinez,Jhan,R,R,TEX,P 38 | martn002,Martinez,Nick,L,R,TEX,P 39 | mazan001,Mazara,Nomar,L,L,TEX,OF 40 | mendy001,Mendez,Yohander,L,L,TEX,P 41 | middw001,Middlebrooks,Will,R,R,TEX,3B 42 | napom001,Napoli,Mike,R,R,TEX,1B 43 | nichb001,Nicholas,Brett,L,R,TEX,C 44 | odorr001,Odor,Rougned,L,R,TEX,2B 45 | perem004,Perez,Martin,L,L,TEX,P 46 | profj001,Profar,Jurickson,B,R,TEX,2B 47 | robid003,Robinson,Drew,L,R,TEX,3B 48 | rodrr007,Rodriguez,Ricardo,R,R,TEX,P 49 | rosst001,Ross,Tyson,R,R,TEX,P 50 | rua-r001,Rua,Ryan,R,R,TEX,OF 51 | schet001,Scheppers,Tanner,R,R,TEX,P 52 | -------------------------------------------------------------------------------- /basketball_match_analysis/gamedata/TOR2017.ROS: -------------------------------------------------------------------------------- 1 | alfoa002,Alford,Anthony,R,R,TOR,OF 2 | andeb004,Anderson,Brett,L,L,TOR,P 3 | aokin001,Aoki,Nori,L,R,TOR,OF 4 | barnd002,Barnes,Danny,L,R,TOR,P 5 | barnd001,Barney,Darwin,R,R,TOR,2B 6 | bautj002,Bautista,Jose,R,R,TOR,OF 7 | belij001,Beliveau,Jeff,L,L,TOR,P 8 | biagj001,Biagini,Joe,R,R,TOR,P 9 | bolsm001,Bolsinger,Mike,R,R,TOR,P 10 | campl001,Campos,Leonel,R,R,TOR,P 11 | carre001,Carrera,Ezequiel,L,L,TOR,OF 12 | cecid001,Ceciliani,Darrell,L,L,TOR,OF 13 | coghc001,Coghlan,Chris,L,R,TOR,OF 14 | colet001,Cole,Taylor,R,R,TOR,P 15 | dermm001,Dermody,Matt,R,L,TOR,P 16 | donaj001,Donaldson,Josh,R,R,TOR,3B 17 | estrm001,Estrada,Marco,R,R,TOR,P 18 | goinr001,Goins,Ryan,L,R,TOR,2B 19 | grilj001,Grilli,Jason,R,R,TOR,P 20 | happj001,Happ,J.A.,L,L,TOR,P 21 | harrl002,Harrell,Lucas,B,R,TOR,P 22 | hernt002,Hernandez,Teoscar,R,R,TOR,OF 23 | houst002,House,TJ,R,L,TOR,P 24 | howej003,Howell,J.P.,L,L,TOR,P 25 | koeht001,Koehler,Tom,R,R,TOR,P 26 | latom001,Latos,Mat,R,R,TOR,P 27 | leond003,Leone,Dominic,R,R,TOR,P 28 | lawrc001,Lawrence,Casey,R,R,TOR,P 29 | lirif001,Liriano,Francisco,L,L,TOR,P 30 | loper002,Lopez,Rafael,L,R,TOR,C 31 | loupa001,Loup,Aaron,L,L,TOR,P 32 | maill001,Maile,Luke,R,R,TOR,C 33 | martr004,Martin,Russell,R,R,TOR,C 34 | mayzt001,Mayza,Tim,L,L,TOR,P 35 | montm001,Montero,Miguel,L,R,TOR,C 36 | morak001,Morales,Kendrys,B,R,TOR,DH 37 | ohlmm001,Ohlman,Mike,R,R,TOR,C 38 | osunr001,Osuna,Roberto,R,R,TOR,P 39 | parmi001,Parmley,Ian,L,L,TOR,OF 40 | pears001,Pearce,Steve,R,R,TOR,OF 41 | pillk001,Pillar,Kevin,R,R,TOR,OF 42 | ramic001,Ramirez,Carlos,R,R,TOR,P 43 | refsr001,Refsnyder,Rob,R,R,TOR,2B 44 | rowlc001,Rowley,Chris,R,R,TOR,P 45 | saltj001,Saltalamacchia,Jarrod,B,R,TOR,C 46 | sanca006,Sanchez,Aaron,R,R,TOR,P 47 | santl001,Santos,Luis,R,R,TOR,P 48 | saunm001,Saunders,Michael,L,R,TOR,OF 49 | smitc005,Smith,Chris,R,R,TOR,P 50 | smitd007,Smith,Dwight,L,R,TOR,OF 51 | smitj002,Smith,Joe,R,R,TOR,P 52 | smoaj001,Smoak,Justin,B,L,TOR,1B 53 | sparg001,Sparkman,Glenn,B,R,TOR,P 54 | strom001,Stroman,Marcus,R,R,TOR,P 55 | teper001,Tepera,Ryan,R,R,TOR,P 56 | tepen001,Tepesch,Nick,R,R,TOR,P 57 | travd001,Travis,Devon,R,R,TOR,2B 58 | tulot001,Tulowitzki,Troy,R,R,TOR,SS 59 | urenr001,Urena,Richard,B,R,TOR,SS 60 | valdc003,Valdez,Cesar,R,R,TOR,P 61 | -------------------------------------------------------------------------------- /basketball_match_analysis/gamedata/WAS2017.ROS: -------------------------------------------------------------------------------- 1 | adama002,Adams,Austin,R,R,WAS,P 2 | albem001,Albers,Matt,L,R,WAS,P 3 | bautr001,Bautista,Rafael,R,R,WAS,OF 4 | blanj001,Blanton,Joe,R,R,WAS,P 5 | colea002,Cole,A.J.,R,R,WAS,P 6 | deaza001,de Aza,Alejandro,L,L,WAS,OF 7 | difow001,Difo,Wilmer,B,R,WAS,2B 8 | dools001,Doolittle,Sean,L,L,WAS,P 9 | drews001,Drew,Stephen,L,R,WAS,2B 10 | eatoa002,Eaton,Adam,L,L,WAS,OF 11 | fedde001,Fedde,Erick,R,R,WAS,P 12 | glovk001,Glover,Koda,R,R,WAS,P 13 | gonzg003,Gonzalez,Gio,R,L,WAS,P 14 | goodb001,Goodwin,Brian,L,R,WAS,OF 15 | gottt001,Gott,Trevor,R,R,WAS,P 16 | gracm003,Grace,Matt,L,L,WAS,P 17 | greeg002,Green,Grant,R,R,WAS,2B 18 | guthj001,Guthrie,Jeremy,R,R,WAS,P 19 | harpb003,Harper,Bryce,L,R,WAS,OF 20 | heisc001,Heisey,Chris,R,R,WAS,OF 21 | jacke001,Jackson,Edwin,R,R,WAS,P 22 | kells001,Kelley,Shawn,R,R,WAS,P 23 | kendh001,Kendrick,Howie,R,R,WAS,OF 24 | kintb001,Kintzler,Brandon,R,R,WAS,P 25 | linda001,Lind,Adam,L,L,WAS,1B 26 | lobaj001,Lobaton,Jose,B,R,WAS,C 27 | madsr001,Madson,Ryan,L,R,WAS,P 28 | murpd006,Murphy,Daniel,L,R,WAS,2B 29 | pereo002,Perez,Oliver,L,L,WAS,P 30 | rabur001,Raburn,Ryan,R,R,WAS,2B 31 | readr002,Read,Raudy,R,R,WAS,C 32 | renda001,Rendon,Anthony,R,R,WAS,2B 33 | roart001,Roark,Tanner,R,R,WAS,P 34 | roblv001,Robles,Victor,R,R,WAS,OF 35 | romee002,Romero,Enny,R,L,WAS,P 36 | rossj002,Ross,Joe,R,R,WAS,P 37 | sanca007,Sanchez,Adrian,R,R,WAS,2B 38 | schem001,Scherzer,Max,R,R,WAS,P 39 | sevep001,Severino,Pedro,R,R,WAS,C 40 | solis001,Solis,Sammy,R,L,WAS,P 41 | steva001,Stevenson,Andrew,L,L,WAS,OF 42 | stras001,Strasburg,Stephen,R,R,WAS,P 43 | taylm002,Taylor,Michael,R,R,WAS,OF 44 | treib001,Treinen,Blake,R,R,WAS,P 45 | turnj002,Turner,Jacob,R,R,WAS,P 46 | turnt001,Turner,Trea,R,R,WAS,SS 47 | wertj001,Werth,Jayson,R,R,WAS,OF 48 | wietm001,Wieters,Matt,B,R,WAS,C 49 | zimmr001,Zimmerman,Ryan,R,R,WAS,1B 50 | -------------------------------------------------------------------------------- /basketball_match_analysis/id_to_name.pig: -------------------------------------------------------------------------------- 1 | raw_data = LOAD '/gamedata/*.EV{A,N}' using PigStorage(',') as (type:chararray,id:chararray,name:chararray); 2 | players_data= filter raw_data by type MATCHES 'start' OR type MATCHES 'sub'; 3 | id_name = foreach players_data generate id,name; 4 | distinct_data = DISTINCT id_name; 5 | sorted_data = order distinct_data by id; 6 | store sorted_data INTO '/gamedata/id_player_mapping' using PigStorage(','); 7 | -------------------------------------------------------------------------------- /basketball_match_analysis/total_counts.pig: -------------------------------------------------------------------------------- 1 | all_data = load '/gamedata/*EV{A,N}' using PigStorage(',') as (teams:chararray); -- all team data 2 | al_data = load '/gamedata/*EVA' using PigStorage(',') as (team:chararray); -- amerikan_league data 3 | nl_data = load '/gamedata/*EVN' using PigStorage(',') as (team:chararray); -- national_league 4 | 5 | all_data_ids = filter all_data by teams MATCHES 'id'; 6 | al_data_ids = filter al_data by team MATCHES 'id'; 7 | nl_data_ids = filter nl_data by team MATCHES 'id'; 8 | 9 | all_id_grp = group all_data_ids ALL; 10 | al_id_grp = group al_data_ids ALL; 11 | nl_id_grp = group nl_data_ids ALL; 12 | 13 | 14 | allcount = foreach all_id_grp generate COUNT(all_data_ids) as tmatch; -- tmatch total match played 15 | alcount = foreach al_id_grp generate COUNT(al_data_ids) as talm; -- talm total amerikan league matches 16 | nlcount = foreach nl_id_grp generate COUNT(nl_data_ids) as tnlm; -- tnlm total national league matches 17 | 18 | 19 | matchcounttable = foreach allcount generate tmatch,alcount.talm,nlcount.tnlm; -- total matches 20 | store matchcounttable INTO '/gamedata/totalmatches' using PigStorage(','); -- store data in HDFS 21 | dump matchcounttable; -- dump data on console 22 | -------------------------------------------------------------------------------- /demonetization_analysis/AFINN.txt: -------------------------------------------------------------------------------- 1 | abandon -2 2 | abandoned -2 3 | abandons -2 4 | abducted -2 5 | abduction -2 6 | abductions -2 7 | abhor -3 8 | abhorred -3 9 | abhorrent -3 10 | abhors -3 11 | abilities 2 12 | ability 2 13 | aboard 1 14 | absentee -1 15 | absentees -1 16 | absolve 2 17 | absolved 2 18 | absolves 2 19 | absolving 2 20 | absorbed 1 21 | abuse -3 22 | abused -3 23 | abuses -3 24 | abusive -3 25 | accept 1 26 | accepted 1 27 | accepting 1 28 | accepts 1 29 | accident -2 30 | accidental -2 31 | accidentally -2 32 | accidents -2 33 | accomplish 2 34 | accomplished 2 35 | accomplishes 2 36 | accusation -2 37 | accusations -2 38 | accuse -2 39 | accused -2 40 | accuses -2 41 | accusing -2 42 | ache -2 43 | achievable 1 44 | aching -2 45 | acquit 2 46 | acquits 2 47 | acquitted 2 48 | acquitting 2 49 | acrimonious -3 50 | active 1 51 | adequate 1 52 | admire 3 53 | admired 3 54 | admires 3 55 | admiring 3 56 | admit -1 57 | admits -1 58 | admitted -1 59 | admonish -2 60 | admonished -2 61 | adopt 1 62 | adopts 1 63 | adorable 3 64 | adore 3 65 | adored 3 66 | adores 3 67 | advanced 1 68 | advantage 2 69 | advantages 2 70 | adventure 2 71 | adventures 2 72 | adventurous 2 73 | affected -1 74 | affection 3 75 | affectionate 3 76 | afflicted -1 77 | affronted -1 78 | afraid -2 79 | aggravate -2 80 | aggravated -2 81 | aggravates -2 82 | aggravating -2 83 | aggression -2 84 | aggressions -2 85 | aggressive -2 86 | aghast -2 87 | agog 2 88 | agonise -3 89 | agonised 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-------------------------------------------------------------------------------- /demonetization_analysis/README.md: -------------------------------------------------------------------------------- 1 | ## Sentiment Analysis on Demonetization Using Pig 2 | 3 | Semantic Analysis of Demonetization project has been developed for the analysis of Indian Demonetization Record. In this project we will find out the views of different people on the demonetization by analysing the tweets from twitter and we will classify the tweets as positive or negative tweets. You can find the demonetization twitter data in data folder. 4 | 5 | For performing whole process I will use HDFS so firstly you have to create a directory in HDFS and move the local file to the HDFS and then run the pig script file. 6 | 7 | You can find twitter as well as reting dictionary data into the data folder. 8 | 9 | Follow the below steps for successfulling this project. 10 | 11 | ``` 12 | # Create directory in HDFS to store csv and rating dictionary file 13 | 14 | $ hadoop fs -mkdir /demion_analysis 15 | 16 | # Move local file to the HDFS. Please replace the file path in below given query according to your local system. 17 | 18 | $ hadoop fs -copyFromLocal /home/maniram/data/demonetization-tweets.csv /demion_analysis 19 | $ hadoop fs -copyFromLocal /home/maniram/data/AFINN.csv /demion_analysis 20 | 21 | ``` 22 | 23 | 24 | Now whole jobs is fine. You can execute the pig script using below given command 25 | 26 | ``` 27 | $ pig -x mapreduce /home/maniram/demonotetization_analysis.pig 28 | 29 | ``` 30 | 31 | Positive and Negative tweets about demonetization will be stored on HDFS in the given folder which has been mentioned in script file 32 | You can view the content of positive and negative tweets file using below commands. 33 | 34 | 35 | ``` 36 | $ hadoop fs -cat /demion_anaysis/positive_tweets/*00 37 | 38 | $ hadoop fs -cat /demion_anaysis/negative_tweets/*00 39 | ``` 40 | 41 | 42 | Before executing above mentioned process I am considering that hadoop cluster is running in machine. 43 | If not make sure that you have started the hadoop cluster before executing the script file. 44 | -------------------------------------------------------------------------------- /demonetization_analysis/demonetization-tweets.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/maniram-yadav/Big_DataHadoop_Projects/f80b4281e68d546883bf509d199aeaae6610b141/demonetization_analysis/demonetization-tweets.csv -------------------------------------------------------------------------------- /demonetization_analysis/demonotetization_analysis.pig: -------------------------------------------------------------------------------- 1 | raw_data = load '/demion_analysis/demonetization-tweets.csv' using PigStorage(','); 2 | 3 | get_details = foreach raw_data generate $0 as id,$1 as text; 4 | 5 | tokens = foreach get_details generate id,text,FLATTEN(TOKENIZE(text)) as words; 6 | 7 | dictionary = load '/demion_analysis/AFINN.txt' using PigStorage('\t') as (word:chararray,rating:int); 8 | 9 | word_ratings = join tokens by words left outer, dictionary by word using 'replicated'; 10 | describe word_ratings; 11 | 12 | ratings = foreach word_ratings generate tokens::id as id,tokens::text as text,dictionary::rating as rating; 13 | 14 | group_words = group ratings by (id,text); 15 | 16 | avg_ratings = foreach group_words generate group,AVG(ratings.rating) as tweet_rating; 17 | 18 | positive_tweets = filter avg_ratings by tweet_rating > 0; 19 | 20 | negative_tweets = filter avg_ratings by tweet_rating < 0; 21 | 22 | store positive_tweets INTO '/demion_analysis/positive_tweets' using PigStorage(','); 23 | 24 | store negative_tweets INTO '/demion_analysis/negative_tweets' using PigStorage(','); 25 | 26 | 27 | -------------------------------------------------------------------------------- /titanic_data_analysis/README.md: -------------------------------------------------------------------------------- 1 | There have been as many inquisitions as there have been questions raised and equally that many types of analysis methods applied to arrive at conclusions. But this project is not about analyzing why or what made the Titanic sink – it is about analyzing the data that is present about the Titanic publicly. It actually uses Pig MapReduce to analyze and arrive at: 2 | 3 | In this project I will find out the following result from titanic data. 4 | 5 | * The average age of the people (both male and female) who died in the tragedy using Pig MapReduce. 6 | 7 | * How many persons survived – traveling class wise. 8 | 9 | 10 | 11 | **DATA SET DESCRIPTION** 12 | 13 | Column 1 : PassengerId 14 | 15 | Column 2 : Survived (survived=0 & died=1) 16 | 17 | Column 3 : Pclass 18 | 19 | Column 4 : Name 20 | 21 | Column 5 : Sex 22 | 23 | Column 6 : Age 24 | 25 | Column 7 : SibSp 26 | 27 | Column 8 : Parch 28 | 29 | Column 9 : Ticket 30 | 31 | Column 10 : Fare 32 | 33 | Column 11 : Cabin 34 | 35 | Column 12 : Embarked 36 | 37 | The titanic data set have been given in this repository in titanicdata file. Store the data in HDFS in mentiond directory in pig script file. 38 | and the execute the pig script file. 39 | Run the following command to count and store the average age of survived and died passanger. 40 | 41 | ``` 42 | $ pig -x mapreduce '/home/maniram/data/titanic_avg_age_report.pig' 43 | -- make sure have changed the file path according to your local system in above line 44 | 45 | ``` 46 | 47 | To find out the dead and servived passanger report run the second pig script file using following command 48 | 49 | ``` 50 | $ pig -x mapreduce '/home/maniram/data/titanic_pclass_report.pig' 51 | -- make sure have changed the file path according to your local system in above line. 52 | 53 | ``` 54 | 55 | 56 | After executing above Pis script file your result be saved in HDFS as well it the result will be shown in shell terminal also. 57 | 58 | Make sure your hadoop cluster is running before executing the pig script file. 59 | 60 | 61 | -------------------------------------------------------------------------------- /titanic_data_analysis/TitanicData.txt: -------------------------------------------------------------------------------- 1 | 1,0,3,"Braund Mr. Owen Harris",male,22,1,0,A/5 21171,7.25,,S, 2 | 2,1,1,"Cumings Mrs. John Bradley (Florence Briggs Thayer)",female,38,1,0,PC 17599,71.2833,C85,C, 3 | 3,1,3,"Heikkinen Miss. Laina",female,26,0,0,STON/O2. 3101282,7.925,,S, 4 | 4,1,1,"Futrelle Mrs. Jacques Heath (Lily May Peel)",female,35,1,0,113803,53.1,C123,S, 5 | 5,0,3,"Allen Mr. William Henry",male,35,0,0,373450,8.05,,S, 6 | 6,0,3,"Moran Mr. James",male,,0,0,330877,8.4583,,Q, 7 | 7,0,1,"McCarthy Mr. Timothy J",male,54,0,0,17463,51.8625,E46,S, 8 | 8,0,3,"Palsson Master. Gosta Leonard",male,2,3,1,349909,21.075,,S, 9 | 9,1,3,"Johnson Mrs. Oscar W (Elisabeth Vilhelmina Berg)",female,27,0,2,347742,11.1333,,S, 10 | 10,1,2,"Nasser Mrs. Nicholas (Adele Achem)",female,14,1,0,237736,30.0708,,C, 11 | 11,1,3,"Sandstrom Miss. Marguerite Rut",female,4,1,1,PP 9549,16.7,G6,S, 12 | 12,1,1,"Bonnell Miss. Elizabeth",female,58,0,0,113783,26.55,C103,S, 13 | 13,0,3,"Saundercock Mr. William Henry",male,20,0,0,A/5. 2151,8.05,,S, 14 | 14,0,3,"Andersson Mr. Anders Johan",male,39,1,5,347082,31.275,,S, 15 | 15,0,3,"Vestrom Miss. Hulda Amanda Adolfina",female,14,0,0,350406,7.8542,,S, 16 | 16,1,2,"Hewlett Mrs. (Mary D Kingcome) ",female,55,0,0,248706,16,,S, 17 | 17,0,3,"Rice Master. Eugene",male,2,4,1,382652,29.125,,Q, 18 | 18,1,2,"Williams Mr. Charles Eugene",male,,0,0,244373,13,,S, 19 | 19,0,3,"Vander Planke Mrs. Julius (Emelia Maria Vandemoortele)",female,31,1,0,345763,18,,S, 20 | 20,1,3,"Masselmani Mrs. Fatima",female,,0,0,2649,7.225,,C, 21 | 21,0,2,"Fynney Mr. Joseph J",male,35,0,0,239865,26,,S, 22 | 22,1,2,"Beesley Mr. Lawrence",male,34,0,0,248698,13,D56,S, 23 | 23,1,3,"McGowan Miss. Anna ""Annie""",female,15,0,0,330923,8.0292,,Q, 24 | 24,1,1,"Sloper Mr. William Thompson",male,28,0,0,113788,35.5,A6,S, 25 | 25,0,3,"Palsson Miss. Torborg Danira",female,8,3,1,349909,21.075,,S, 26 | 26,1,3,"Asplund Mrs. Carl Oscar (Selma Augusta Emilia Johansson)",female,38,1,5,347077,31.3875,,S, 27 | 27,0,3,"Emir Mr. Farred Chehab",male,,0,0,2631,7.225,,C, 28 | 28,0,1,"Fortune Mr. Charles Alexander",male,19,3,2,19950,263,C23 C25 C27,S, 29 | 29,1,3,"O'Dwyer Miss. Ellen ""Nellie""",female,,0,0,330959,7.8792,,Q, 30 | 30,0,3,"Todoroff Mr. Lalio",male,,0,0,349216,7.8958,,S, 31 | 31,0,1,"Uruchurtu Don. Manuel E",male,40,0,0,PC 17601,27.7208,,C, 32 | 32,1,1,"Spencer Mrs. William Augustus (Marie Eugenie)",female,,1,0,PC 17569,146.5208,B78,C, 33 | 33,1,3,"Glynn Miss. Mary Agatha",female,,0,0,335677,7.75,,Q, 34 | 34,0,2,"Wheadon Mr. Edward H",male,66,0,0,C.A. 24579,10.5,,S, 35 | 35,0,1,"Meyer Mr. Edgar Joseph",male,28,1,0,PC 17604,82.1708,,C, 36 | 36,0,1,"Holverson Mr. Alexander Oskar",male,42,1,0,113789,52,,S, 37 | 37,1,3,"Mamee Mr. Hanna",male,,0,0,2677,7.2292,,C, 38 | 38,0,3,"Cann Mr. Ernest Charles",male,21,0,0,A./5. 2152,8.05,,S, 39 | 39,0,3,"Vander Planke Miss. Augusta Maria",female,18,2,0,345764,18,,S, 40 | 40,1,3,"Nicola-Yarred Miss. Jamila",female,14,1,0,2651,11.2417,,C, 41 | 41,0,3,"Ahlin Mrs. Johan (Johanna Persdotter Larsson)",female,40,1,0,7546,9.475,,S, 42 | 42,0,2,"Turpin Mrs. William John Robert (Dorothy Ann Wonnacott)",female,27,1,0,11668,21,,S, 43 | 43,0,3,"Kraeff Mr. Theodor",male,,0,0,349253,7.8958,,C, 44 | 44,1,2,"Laroche Miss. Simonne Marie Anne Andree",female,3,1,2,SC/Paris 2123,41.5792,,C, 45 | 45,1,3,"Devaney Miss. Margaret Delia",female,19,0,0,330958,7.8792,,Q, 46 | 46,0,3,"Rogers Mr. William John",male,,0,0,S.C./A.4. 23567,8.05,,S, 47 | 47,0,3,"Lennon Mr. Denis",male,,1,0,370371,15.5,,Q, 48 | 48,1,3,"O'Driscoll Miss. Bridget",female,,0,0,14311,7.75,,Q, 49 | 49,0,3,"Samaan Mr. Youssef",male,,2,0,2662,21.6792,,C, 50 | 50,0,3,"Arnold-Franchi Mrs. Josef (Josefine Franchi)",female,18,1,0,349237,17.8,,S, 51 | 51,0,3,"Panula Master. Juha Niilo",male,7,4,1,3101295,39.6875,,S, 52 | 52,0,3,"Nosworthy Mr. Richard Cater",male,21,0,0,A/4. 39886,7.8,,S, 53 | 53,1,1,"Harper Mrs. Henry Sleeper (Myna Haxtun)",female,49,1,0,PC 17572,76.7292,D33,C, 54 | 54,1,2,"Faunthorpe Mrs. Lizzie (Elizabeth Anne Wilkinson)",female,29,1,0,2926,26,,S, 55 | 55,0,1,"Ostby Mr. Engelhart Cornelius",male,65,0,1,113509,61.9792,B30,C, 56 | 56,1,1,"Woolner Mr. Hugh",male,,0,0,19947,35.5,C52,S, 57 | 57,1,2,"Rugg Miss. Emily",female,21,0,0,C.A. 31026,10.5,,S, 58 | 58,0,3,"Novel Mr. Mansouer",male,28.5,0,0,2697,7.2292,,C, 59 | 59,1,2,"West Miss. Constance Mirium",female,5,1,2,C.A. 34651,27.75,,S, 60 | 60,0,3,"Goodwin Master. William Frederick",male,11,5,2,CA 2144,46.9,,S, 61 | 61,0,3,"Sirayanian Mr. Orsen",male,22,0,0,2669,7.2292,,C, 62 | 62,1,1,"Icard Miss. Amelie",female,38,0,0,113572,80,B28, 63 | 63,0,1,"Harris Mr. Henry Birkhardt",male,45,1,0,36973,83.475,C83,S, 64 | 64,0,3,"Skoog Master. Harald",male,4,3,2,347088,27.9,,S, 65 | 65,0,1,"Stewart Mr. Albert A",male,,0,0,PC 17605,27.7208,,C, 66 | 66,1,3,"Moubarek Master. Gerios",male,,1,1,2661,15.2458,,C, 67 | 67,1,2,"Nye Mrs. (Elizabeth Ramell)",female,29,0,0,C.A. 29395,10.5,F33,S, 68 | 68,0,3,"Crease Mr. Ernest James",male,19,0,0,S.P. 3464,8.1583,,S, 69 | 69,1,3,"Andersson Miss. Erna Alexandra",female,17,4,2,3101281,7.925,,S, 70 | 70,0,3,"Kink Mr. Vincenz",male,26,2,0,315151,8.6625,,S, 71 | 71,0,2,"Jenkin Mr. Stephen Curnow",male,32,0,0,C.A. 33111,10.5,,S, 72 | 72,0,3,"Goodwin Miss. Lillian Amy",female,16,5,2,CA 2144,46.9,,S, 73 | 73,0,2,"Hood Mr. Ambrose Jr",male,21,0,0,S.O.C. 14879,73.5,,S, 74 | 74,0,3,"Chronopoulos Mr. Apostolos",male,26,1,0,2680,14.4542,,C, 75 | 75,1,3,"Bing Mr. Lee",male,32,0,0,1601,56.4958,,S, 76 | 76,0,3,"Moen Mr. Sigurd Hansen",male,25,0,0,348123,7.65,F G73,S, 77 | 77,0,3,"Staneff Mr. Ivan",male,,0,0,349208,7.8958,,S, 78 | 78,0,3,"Moutal Mr. Rahamin Haim",male,,0,0,374746,8.05,,S, 79 | 79,1,2,"Caldwell Master. Alden Gates",male,0.83,0,2,248738,29,,S, 80 | 80,1,3,"Dowdell Miss. Elizabeth",female,30,0,0,364516,12.475,,S, 81 | 81,0,3,"Waelens Mr. Achille",male,22,0,0,345767,9,,S, 82 | 82,1,3,"Sheerlinck Mr. Jan Baptist",male,29,0,0,345779,9.5,,S, 83 | 83,1,3,"McDermott Miss. Brigdet Delia",female,,0,0,330932,7.7875,,Q, 84 | 84,0,1,"Carrau Mr. Francisco M",male,28,0,0,113059,47.1,,S, 85 | 85,1,2,"Ilett Miss. Bertha",female,17,0,0,SO/C 14885,10.5,,S, 86 | 86,1,3,"Backstrom Mrs. Karl Alfred (Maria Mathilda Gustafsson)",female,33,3,0,3101278,15.85,,S, 87 | 87,0,3,"Ford Mr. William Neal",male,16,1,3,W./C. 6608,34.375,,S, 88 | 88,0,3,"Slocovski Mr. Selman Francis",male,,0,0,SOTON/OQ 392086,8.05,,S, 89 | 89,1,1,"Fortune Miss. Mabel Helen",female,23,3,2,19950,263,C23 C25 C27,S, 90 | 90,0,3,"Celotti Mr. Francesco",male,24,0,0,343275,8.05,,S, 91 | 91,0,3,"Christmann Mr. Emil",male,29,0,0,343276,8.05,,S, 92 | 92,0,3,"Andreasson Mr. Paul Edvin",male,20,0,0,347466,7.8542,,S, 93 | 93,0,1,"Chaffee Mr. Herbert Fuller",male,46,1,0,W.E.P. 5734,61.175,E31,S, 94 | 94,0,3,"Dean Mr. Bertram Frank",male,26,1,2,C.A. 2315,20.575,,S, 95 | 95,0,3,"Coxon Mr. Daniel",male,59,0,0,364500,7.25,,S, 96 | 96,0,3,"Shorney Mr. Charles Joseph",male,,0,0,374910,8.05,,S, 97 | 97,0,1,"Goldschmidt Mr. George B",male,71,0,0,PC 17754,34.6542,A5,C, 98 | 98,1,1,"Greenfield Mr. William Bertram",male,23,0,1,PC 17759,63.3583,D10 D12,C, 99 | 99,1,2,"Doling Mrs. John T (Ada Julia Bone)",female,34,0,1,231919,23,,S, 100 | 100,0,2,"Kantor Mr. Sinai",male,34,1,0,244367,26,,S, 101 | 101,0,3,"Petranec Miss. Matilda",female,28,0,0,349245,7.8958,,S, 102 | 102,0,3,"Petroff Mr. Pastcho (""Pentcho"")",male,,0,0,349215,7.8958,,S, 103 | 103,0,1,"White Mr. Richard Frasar",male,21,0,1,35281,77.2875,D26,S, 104 | 104,0,3,"Johansson Mr. Gustaf Joel",male,33,0,0,7540,8.6542,,S, 105 | 105,0,3,"Gustafsson Mr. Anders Vilhelm",male,37,2,0,3101276,7.925,,S, 106 | 106,0,3,"Mionoff Mr. Stoytcho",male,28,0,0,349207,7.8958,,S, 107 | 107,1,3,"Salkjelsvik Miss. Anna Kristine",female,21,0,0,343120,7.65,,S, 108 | 108,1,3,"Moss Mr. Albert Johan",male,,0,0,312991,7.775,,S, 109 | 109,0,3,"Rekic Mr. Tido",male,38,0,0,349249,7.8958,,S, 110 | 110,1,3,"Moran Miss. Bertha",female,,1,0,371110,24.15,,Q, 111 | 111,0,1,"Porter Mr. Walter Chamberlain",male,47,0,0,110465,52,C110,S, 112 | 112,0,3,"Zabour Miss. Hileni",female,14.5,1,0,2665,14.4542,,C, 113 | 113,0,3,"Barton Mr. David John",male,22,0,0,324669,8.05,,S, 114 | 114,0,3,"Jussila Miss. Katriina",female,20,1,0,4136,9.825,,S, 115 | 115,0,3,"Attalah Miss. Malake",female,17,0,0,2627,14.4583,,C, 116 | 116,0,3,"Pekoniemi Mr. Edvard",male,21,0,0,STON/O 2. 3101294,7.925,,S, 117 | 117,0,3,"Connors Mr. Patrick",male,70.5,0,0,370369,7.75,,Q, 118 | 118,0,2,"Turpin Mr. William John Robert",male,29,1,0,11668,21,,S, 119 | 119,0,1,"Baxter Mr. Quigg Edmond",male,24,0,1,PC 17558,247.5208,B58 B60,C, 120 | 120,0,3,"Andersson Miss. Ellis Anna Maria",female,2,4,2,347082,31.275,,S, 121 | 121,0,2,"Hickman Mr. Stanley George",male,21,2,0,S.O.C. 14879,73.5,,S, 122 | 122,0,3,"Moore Mr. Leonard Charles",male,,0,0,A4. 54510,8.05,,S, 123 | 123,0,2,"Nasser Mr. Nicholas",male,32.5,1,0,237736,30.0708,,C, 124 | 124,1,2,"Webber Miss. Susan",female,32.5,0,0,27267,13,E101,S, 125 | 125,0,1,"White Mr. Percival Wayland",male,54,0,1,35281,77.2875,D26,S, 126 | 126,1,3,"Nicola-Yarred Master. Elias",male,12,1,0,2651,11.2417,,C, 127 | 127,0,3,"McMahon Mr. Martin",male,,0,0,370372,7.75,,Q, 128 | 128,1,3,"Madsen Mr. Fridtjof Arne",male,24,0,0,C 17369,7.1417,,S, 129 | 129,1,3,"Peter Miss. Anna",female,,1,1,2668,22.3583,F E69,C, 130 | 130,0,3,"Ekstrom Mr. Johan",male,45,0,0,347061,6.975,,S, 131 | 131,0,3,"Drazenoic Mr. Jozef",male,33,0,0,349241,7.8958,,C, 132 | 132,0,3,"Coelho Mr. Domingos Fernandeo",male,20,0,0,SOTON/O.Q. 3101307,7.05,,S, 133 | 133,0,3,"Robins Mrs. Alexander A (Grace Charity Laury)",female,47,1,0,A/5. 3337,14.5,,S, 134 | 134,1,2,"Weisz Mrs. Leopold (Mathilde Francoise Pede)",female,29,1,0,228414,26,,S, 135 | 135,0,2,"Sobey Mr. Samuel James Hayden",male,25,0,0,C.A. 29178,13,,S, 136 | 136,0,2,"Richard Mr. Emile",male,23,0,0,SC/PARIS 2133,15.0458,,C, 137 | 137,1,1,"Newsom Miss. Helen Monypeny",female,19,0,2,11752,26.2833,D47,S, 138 | 138,0,1,"Futrelle Mr. Jacques Heath",male,37,1,0,113803,53.1,C123,S, 139 | 139,0,3,"Osen Mr. Olaf Elon",male,16,0,0,7534,9.2167,,S, 140 | 140,0,1,"Giglio Mr. Victor",male,24,0,0,PC 17593,79.2,B86,C, 141 | 141,0,3,"Boulos Mrs. Joseph (Sultana)",female,,0,2,2678,15.2458,,C, 142 | 142,1,3,"Nysten Miss. Anna Sofia",female,22,0,0,347081,7.75,,S, 143 | 143,1,3,"Hakkarainen Mrs. Pekka Pietari (Elin Matilda Dolck)",female,24,1,0,STON/O2. 3101279,15.85,,S, 144 | 144,0,3,"Burke Mr. Jeremiah",male,19,0,0,365222,6.75,,Q, 145 | 145,0,2,"Andrew Mr. Edgardo Samuel",male,18,0,0,231945,11.5,,S, 146 | 146,0,2,"Nicholls Mr. Joseph Charles",male,19,1,1,C.A. 33112,36.75,,S, 147 | 147,1,3,"Andersson Mr. August Edvard (""Wennerstrom"")",male,27,0,0,350043,7.7958,,S, 148 | 148,0,3,"Ford Miss. Robina Maggie ""Ruby""",female,9,2,2,W./C. 6608,34.375,,S, 149 | 149,0,2,"Navratil Mr. Michel (""Louis M Hoffman"")",male,36.5,0,2,230080,26,F2,S, 150 | 150,0,2,"Byles Rev. Thomas Roussel Davids",male,42,0,0,244310,13,,S, 151 | 151,0,2,"Bateman Rev. Robert James",male,51,0,0,S.O.P. 1166,12.525,,S, 152 | 152,1,1,"Pears Mrs. Thomas (Edith Wearne)",female,22,1,0,113776,66.6,C2,S, 153 | 153,0,3,"Meo Mr. Alfonzo",male,55.5,0,0,A.5. 11206,8.05,,S, 154 | 154,0,3,"van Billiard Mr. Austin Blyler",male,40.5,0,2,A/5. 851,14.5,,S, 155 | 155,0,3,"Olsen Mr. Ole Martin",male,,0,0,Fa 265302,7.3125,,S, 156 | 156,0,1,"Williams Mr. Charles Duane",male,51,0,1,PC 17597,61.3792,,C, 157 | 157,1,3,"Gilnagh Miss. Katherine ""Katie""",female,16,0,0,35851,7.7333,,Q, 158 | 158,0,3,"Corn Mr. Harry",male,30,0,0,SOTON/OQ 392090,8.05,,S, 159 | 159,0,3,"Smiljanic Mr. Mile",male,,0,0,315037,8.6625,,S, 160 | 160,0,3,"Sage Master. 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Banoura",female,13,0,0,2687,7.2292,,C, 782 | 782,1,1,"Dick Mrs. Albert Adrian (Vera Gillespie)",female,17,1,0,17474,57,B20,S, 783 | 783,0,1,"Long Mr. Milton Clyde",male,29,0,0,113501,30,D6,S, 784 | 784,0,3,"Johnston Mr. Andrew G",male,,1,2,W./C. 6607,23.45,,S, 785 | 785,0,3,"Ali Mr. William",male,25,0,0,SOTON/O.Q. 3101312,7.05,,S, 786 | 786,0,3,"Harmer Mr. Abraham (David Lishin)",male,25,0,0,374887,7.25,,S, 787 | 787,1,3,"Sjoblom Miss. Anna Sofia",female,18,0,0,3101265,7.4958,,S, 788 | 788,0,3,"Rice Master. George Hugh",male,8,4,1,382652,29.125,,Q, 789 | 789,1,3,"Dean Master. Bertram Vere",male,1,1,2,C.A. 2315,20.575,,S, 790 | 790,0,1,"Guggenheim Mr. Benjamin",male,46,0,0,PC 17593,79.2,B82 B84,C, 791 | 791,0,3,"Keane Mr. Andrew ""Andy""",male,,0,0,12460,7.75,,Q, 792 | 792,0,2,"Gaskell Mr. Alfred",male,16,0,0,239865,26,,S, 793 | 793,0,3,"Sage Miss. Stella Anna",female,,8,2,CA. 2343,69.55,,S, 794 | 794,0,1,"Hoyt Mr. William Fisher",male,,0,0,PC 17600,30.6958,,C, 795 | 795,0,3,"Dantcheff Mr. Ristiu",male,25,0,0,349203,7.8958,,S, 796 | 796,0,2,"Otter Mr. Richard",male,39,0,0,28213,13,,S, 797 | 797,1,1,"Leader Dr. Alice (Farnham)",female,49,0,0,17465,25.9292,D17,S, 798 | 798,1,3,"Osman Mrs. Mara",female,31,0,0,349244,8.6833,,S, 799 | 799,0,3,"Ibrahim Shawah Mr. Yousseff",male,30,0,0,2685,7.2292,,C, 800 | 800,0,3,"Van Impe Mrs. Jean Baptiste (Rosalie Paula Govaert)",female,30,1,1,345773,24.15,,S, 801 | 801,0,2,"Ponesell Mr. Martin",male,34,0,0,250647,13,,S, 802 | 802,1,2,"Collyer Mrs. Harvey (Charlotte Annie Tate)",female,31,1,1,C.A. 31921,26.25,,S, 803 | 803,1,1,"Carter Master. William Thornton II",male,11,1,2,113760,120,B96 B98,S, 804 | 804,1,3,"Thomas Master. Assad Alexander",male,0.42,0,1,2625,8.5167,,C, 805 | 805,1,3,"Hedman Mr. Oskar Arvid",male,27,0,0,347089,6.975,,S, 806 | 806,0,3,"Johansson Mr. Karl Johan",male,31,0,0,347063,7.775,,S, 807 | 807,0,1,"Andrews Mr. Thomas Jr",male,39,0,0,112050,0,A36,S, 808 | 808,0,3,"Pettersson Miss. Ellen Natalia",female,18,0,0,347087,7.775,,S, 809 | 809,0,2,"Meyer Mr. August",male,39,0,0,248723,13,,S, 810 | 810,1,1,"Chambers Mrs. Norman Campbell (Bertha Griggs)",female,33,1,0,113806,53.1,E8,S, 811 | 811,0,3,"Alexander Mr. William",male,26,0,0,3474,7.8875,,S, 812 | 812,0,3,"Lester Mr. James",male,39,0,0,A/4 48871,24.15,,S, 813 | 813,0,2,"Slemen Mr. Richard James",male,35,0,0,28206,10.5,,S, 814 | 814,0,3,"Andersson Miss. Ebba Iris Alfrida",female,6,4,2,347082,31.275,,S, 815 | 815,0,3,"Tomlin Mr. Ernest Portage",male,30.5,0,0,364499,8.05,,S, 816 | 816,0,1,"Fry Mr. Richard",male,,0,0,112058,0,B102,S, 817 | 817,0,3,"Heininen Miss. Wendla Maria",female,23,0,0,STON/O2. 3101290,7.925,,S, 818 | 818,0,2,"Mallet Mr. Albert",male,31,1,1,S.C./PARIS 2079,37.0042,,C, 819 | 819,0,3,"Holm Mr. John Fredrik Alexander",male,43,0,0,C 7075,6.45,,S, 820 | 820,0,3,"Skoog Master. Karl Thorsten",male,10,3,2,347088,27.9,,S, 821 | 821,1,1,"Hays Mrs. Charles Melville (Clara Jennings Gregg)",female,52,1,1,12749,93.5,B69,S, 822 | 822,1,3,"Lulic Mr. Nikola",male,27,0,0,315098,8.6625,,S, 823 | 823,0,1,"Reuchlin Jonkheer. John George",male,38,0,0,19972,0,,S, 824 | 824,1,3,"Moor Mrs. (Beila)",female,27,0,1,392096,12.475,E121,S, 825 | 825,0,3,"Panula Master. Urho Abraham",male,2,4,1,3101295,39.6875,,S, 826 | 826,0,3,"Flynn Mr. John",male,,0,0,368323,6.95,,Q, 827 | 827,0,3,"Lam Mr. Len",male,,0,0,1601,56.4958,,S, 828 | 828,1,2,"Mallet Master. Andre",male,1,0,2,S.C./PARIS 2079,37.0042,,C, 829 | 829,1,3,"McCormack Mr. Thomas Joseph",male,,0,0,367228,7.75,,Q, 830 | 830,1,1,"Stone Mrs. George Nelson (Martha Evelyn)",female,62,0,0,113572,80,B28, 831 | 831,1,3,"Yasbeck Mrs. Antoni (Selini Alexander)",female,15,1,0,2659,14.4542,,C, 832 | 832,1,2,"Richards Master. George Sibley",male,0.83,1,1,29106,18.75,,S, 833 | 833,0,3,"Saad Mr. Amin",male,,0,0,2671,7.2292,,C, 834 | 834,0,3,"Augustsson Mr. Albert",male,23,0,0,347468,7.8542,,S, 835 | 835,0,3,"Allum Mr. Owen George",male,18,0,0,2223,8.3,,S, 836 | 836,1,1,"Compton Miss. Sara Rebecca",female,39,1,1,PC 17756,83.1583,E49,C, 837 | 837,0,3,"Pasic Mr. Jakob",male,21,0,0,315097,8.6625,,S, 838 | 838,0,3,"Sirota Mr. Maurice",male,,0,0,392092,8.05,,S, 839 | 839,1,3,"Chip Mr. Chang",male,32,0,0,1601,56.4958,,S, 840 | 840,1,1,"Marechal Mr. Pierre",male,,0,0,11774,29.7,C47,C, 841 | 841,0,3,"Alhomaki Mr. Ilmari Rudolf",male,20,0,0,SOTON/O2 3101287,7.925,,S, 842 | 842,0,2,"Mudd Mr. Thomas Charles",male,16,0,0,S.O./P.P. 3,10.5,,S, 843 | 843,1,1,"Serepeca Miss. Augusta",female,30,0,0,113798,31,,C, 844 | 844,0,3,"Lemberopolous Mr. Peter L",male,34.5,0,0,2683,6.4375,,C, 845 | 845,0,3,"Culumovic Mr. Jeso",male,17,0,0,315090,8.6625,,S, 846 | 846,0,3,"Abbing Mr. Anthony",male,42,0,0,C.A. 5547,7.55,,S, 847 | 847,0,3,"Sage Mr. Douglas Bullen",male,,8,2,CA. 2343,69.55,,S, 848 | 848,0,3,"Markoff Mr. Marin",male,35,0,0,349213,7.8958,,C, 849 | 849,0,2,"Harper Rev. John",male,28,0,1,248727,33,,S, 850 | 850,1,1,"Goldenberg Mrs. Samuel L (Edwiga Grabowska)",female,,1,0,17453,89.1042,C92,C, 851 | 851,0,3,"Andersson Master. Sigvard Harald Elias",male,4,4,2,347082,31.275,,S, 852 | 852,0,3,"Svensson Mr. Johan",male,74,0,0,347060,7.775,,S, 853 | 853,0,3,"Boulos Miss. Nourelain",female,9,1,1,2678,15.2458,,C, 854 | 854,1,1,"Lines Miss. Mary Conover",female,16,0,1,PC 17592,39.4,D28,S, 855 | 855,0,2,"Carter Mrs. Ernest Courtenay (Lilian Hughes)",female,44,1,0,244252,26,,S, 856 | 856,1,3,"Aks Mrs. Sam (Leah Rosen)",female,18,0,1,392091,9.35,,S, 857 | 857,1,1,"Wick Mrs. George Dennick (Mary Hitchcock)",female,45,1,1,36928,164.8667,,S, 858 | 858,1,1,"Daly Mr. Peter Denis ",male,51,0,0,113055,26.55,E17,S, 859 | 859,1,3,"Baclini Mrs. Solomon (Latifa Qurban)",female,24,0,3,2666,19.2583,,C, 860 | 860,0,3,"Razi Mr. Raihed",male,,0,0,2629,7.2292,,C, 861 | 861,0,3,"Hansen Mr. Claus Peter",male,41,2,0,350026,14.1083,,S, 862 | 862,0,2,"Giles Mr. Frederick Edward",male,21,1,0,28134,11.5,,S, 863 | 863,1,1,"Swift Mrs. Frederick Joel (Margaret Welles Barron)",female,48,0,0,17466,25.9292,D17,S, 864 | 864,0,3,"Sage Miss. Dorothy Edith ""Dolly""",female,,8,2,CA. 2343,69.55,,S, 865 | 865,0,2,"Gill Mr. John William",male,24,0,0,233866,13,,S, 866 | 866,1,2,"Bystrom Mrs. (Karolina)",female,42,0,0,236852,13,,S, 867 | 867,1,2,"Duran y More Miss. Asuncion",female,27,1,0,SC/PARIS 2149,13.8583,,C, 868 | 868,0,1,"Roebling Mr. Washington Augustus II",male,31,0,0,PC 17590,50.4958,A24,S, 869 | 869,0,3,"van Melkebeke Mr. Philemon",male,,0,0,345777,9.5,,S, 870 | 870,1,3,"Johnson Master. Harold Theodor",male,4,1,1,347742,11.1333,,S, 871 | 871,0,3,"Balkic Mr. Cerin",male,26,0,0,349248,7.8958,,S, 872 | 872,1,1,"Beckwith Mrs. Richard Leonard (Sallie Monypeny)",female,47,1,1,11751,52.5542,D35,S, 873 | 873,0,1,"Carlsson Mr. Frans Olof",male,33,0,0,695,5,B51 B53 B55,S, 874 | 874,0,3,"Vander Cruyssen Mr. Victor",male,47,0,0,345765,9,,S, 875 | 875,1,2,"Abelson Mrs. Samuel (Hannah Wizosky)",female,28,1,0,P/PP 3381,24,,C, 876 | 876,1,3,"Najib Miss. Adele Kiamie ""Jane""",female,15,0,0,2667,7.225,,C, 877 | 877,0,3,"Gustafsson Mr. Alfred Ossian",male,20,0,0,7534,9.8458,,S, 878 | 878,0,3,"Petroff Mr. Nedelio",male,19,0,0,349212,7.8958,,S, 879 | 879,0,3,"Laleff Mr. Kristo",male,,0,0,349217,7.8958,,S, 880 | 880,1,1,"Potter Mrs. Thomas Jr (Lily Alexenia Wilson)",female,56,0,1,11767,83.1583,C50,C, 881 | 881,1,2,"Shelley Mrs. William (Imanita Parrish Hall)",female,25,0,1,230433,26,,S, 882 | 882,0,3,"Markun Mr. Johann",male,33,0,0,349257,7.8958,,S, 883 | 883,0,3,"Dahlberg Miss. Gerda Ulrika",female,22,0,0,7552,10.5167,,S, 884 | 884,0,2,"Banfield Mr. Frederick James",male,28,0,0,C.A./SOTON 34068,10.5,,S, 885 | 885,0,3,"Sutehall Mr. Henry Jr",male,25,0,0,SOTON/OQ 392076,7.05,,S, 886 | 886,0,3,"Rice Mrs. William (Margaret Norton)",female,39,0,5,382652,29.125,,Q, 887 | 887,0,2,"Montvila Rev. Juozas",male,27,0,0,211536,13,,S, 888 | 888,1,1,"Graham Miss. Margaret Edith",female,19,0,0,112053,30,B42,S, 889 | 889,0,3,"Johnston Miss. Catherine Helen ""Carrie""",female,,1,2,W./C. 6607,23.45,,S, 890 | 890,1,1,"Behr Mr. Karl Howell",male,26,0,0,111369,30,C148,C, 891 | 891,0,3,"Dooley Mr. Patrick",male,32,0,0,370376,7.75,,Q, 892 | -------------------------------------------------------------------------------- /titanic_data_analysis/titanic_avg_age_report.pig: -------------------------------------------------------------------------------- 1 | titanic_data = load '/titanic_analysis/TitanicData.txt' using PigStorage(',') as 2 | (PassengerId:int,Survived:int,Pclass:int,Name:chararray,Sex:chararray,Age:int, 3 | SibSp:int,Parch:int,Ticket:chararray,Fare:int,Cabin:chararray,Embarked:chararray); 4 | 5 | -- Extract useful column from the raw data 6 | feature_data = foreach titanic_data generate Survived,Sex,Age; 7 | 8 | -- Split data into survived and died passanger 9 | SPLIT feature_data INTO died_Passanger IF(Survived==0),survived_Passanger IF(Survived==1); 10 | 11 | 12 | -- Group pasanger by gender 13 | survived_gender_grp = GROUP survived_Passanger by Sex; 14 | died_gender_grp = GROUP died_Passanger by Sex; 15 | 16 | -- Generate avg age for both female and male for died and survived people 17 | 18 | sur_avg_age = foreach survived_gender_grp generate CONCAT('Survived_',group) ,AVG(survived_Passanger.Age) as avg_age; 19 | died_avg_age = foreach died_gender_grp generate CONCAT('Died_',group) ,AVG(died_Passanger.Age) as avg_age; 20 | 21 | merged_data = UNION sur_avg_age,died_avg_age; -- Merge data in single unit 22 | 23 | STORE merged_data INTO '/titanic_analysis/aaa_report.txt' using PigStorage(','); -- Store the Accident Average Age Report to HDFS 24 | 25 | avg_age_report = load '/titanic_analysis/aaa_report.txt' using PigStorage(',') as (category:chararray,avg_age:int); 26 | dump avg_age_report; 27 | 28 | 29 | 30 | -------------------------------------------------------------------------------- /titanic_data_analysis/titanic_pclass_report.pig: -------------------------------------------------------------------------------- 1 | titanic_data = load '/titanic_analysis/TitanicData.txt' using PigStorage(',') as 2 | (PassengerId:int,Survived:int,Pclass:int,Name:chararray,Sex:chararray,Age:int, 3 | SibSp:int,Parch:int,Ticket:chararray,Fare:int,Cabin:chararray,Embarked:chararray); 4 | 5 | -- Extract useful column from the raw data for analysis 6 | 7 | feature_data = FOREACH titanic_data generate Survived,Pclass; 8 | 9 | SPLIT feature_data into died IF(Survived==0), survived IF(Survived==1); 10 | 11 | died_pclass_group = GROUP died by Pclass; 12 | survived_pclass_group = GROUP survived by Pclass; 13 | 14 | count_died = foreach died_pclass_group generate CONCAT('Died_Pclass_',(chararray)group),COUNT(died); 15 | count_survived = foreach survived_pclass_group generate CONCAT('Survived_Pclass_',(chararray)group),COUNT(survived); 16 | 17 | class_report = UNION count_died,count_survived; 18 | STORE class_report INTO '/titanic_analysis/Pclass_analysis.txt' using PigStorage(','); 19 | 20 | class_report_data = load '/titanic_analysis/Pclass_analysis.txt' using PigStorage(',') as (category:chararray,total:int); 21 | dump class_report_data; 22 | --------------------------------------------------------------------------------