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R-bloggers | R news and tutorials contributed by (750) R bloggers
Abstract: We use the RMariaDB and dbplyr packages to analyze the results database of the World Cubing Association. In particular we are interested in finding unofficial world records of fastest 3x3x3 solves, countries with large proportion of female cubers as well as acceptable solving times before entering a WCA competition. This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License. The markdown+Rknitr source code of this blog is available under a GNU General Public License (GPL v3) license from github. Motivation An item on my bucket list of irrelevant-things-to-excel-in-during-parental-leave™ is to solve the Rubik's cube again. In 2013 I learned the beginner's method for solving the cube by reading Dan Harris' Speedsolving the Cube book. However, any attempts to improve times by learning CFOP failed miserably in 2013 due to lack of time. So in this 2019 attempt I just try to revoke my beginner's method and improve it slightly by 4LL. Nevertheless, my solves fluctuate at 120-180s. This has made me worry about the shame-factor of pulling through the next item on the bucket list: competing in a World Cubing Association (WCA) 3x3x3 competition. The motivating question of this post is therefore: how large a skill outlier would one be at such a competition with, say, an 180s average? Mining the World Cubing Association Database Luckily, the WCA provides the results of all cubers and competitions in a downloadable SQL database (400 MB mySQL/MariaDB SQL text file). The downloadable version of 19 Apr 2019 contains tables with information on all 124, 997 players, 6, 014 competitions as well as the 2, 130, 374 results obtained by players in competitions starting with the Rubik's Cube World Championship in 1982. Not big data, but big enough and structured in a way that justifies using a SQL database backend for the analysis instead of just a flat data.frame in R. With a little bit of effort, one installs a MariaDB together with the MariaDB Connector/C and imports the WCA data into the database. Subsequently, the RMariaDB (Müller et al. 2018) and DBI (R Special Interest Group on Databases (R-SIG-DB), Wickham, and Müller 2018) R packages allow one to connect directly to the DB. Furthermore, the dbplyr (Wickham and Ruiz 2019) package allows one to write dplyr code, which is then translated into and evaluated as SQL queries behind the scenes. We connect to the database as follows: library(DBI) library(RMariaDB) con % show_query() ## ## SELECT * ## FROM (SELECT `LHS`.`competitionId` AS `competitionId`, `LHS`.`eventId` AS `eventId`, `LHS`.`roundTypeId` AS `roundTypeId`, `LHS`.`pos` AS `pos`, `LHS`.`best` AS `best`, `LHS`.`average` AS `average`, `LHS`.`personName` AS `personName`, `LHS`.`personId` AS `personId`, `LHS`.`personCountryId` AS `personCountryId`, `LHS`.`formatId` AS `formatId`, `LHS`.`value1` AS `value1`, `LHS`.`value2` AS `value2`, `LHS`.`value3` AS `value3`, `LHS`.`value4` AS `value4`, `LHS`.`value5` AS `value5`, `LHS`.`regionalSingleRecord` AS `regionalSingleRecord`, `LHS`.`regionalAverageRecord` AS `regionalAverageRecord`, `LHS`.`subid` AS `subid`, `LHS`.`name` AS `name.x`, `LHS`.`countryId` AS `countryId.x`, `LHS`.`gender` AS `gender`, `RHS`.`name` AS `name.y`, `RHS`.`cityName` AS `cityName`, `RHS`.`countryId` AS `countryId.y`, `RHS`.`information` AS `information`, `RHS`.`year` AS `year`, `RHS`.`month` AS `month`, `RHS`.`day` AS `day`, `RHS`.`endMonth` AS `endMonth`, `RHS`.`endDay` AS `endDay`, `RHS`.`eventSpecs` AS `eventSpecs`, `RHS`.`wcaDelegate` AS `wcaDelegate`, `RHS`.`organiser` AS `organiser`, `RHS`.`venue` AS `venue`, `RHS`.`venueAddress` AS `venueAddress`, `RHS`.`venueDetails` AS `venueDetails`, `RHS`.`external_website` AS `external_website`, `RHS`.`cellName` AS `cellName`, `RHS`.`latitude` AS `latitude`, `RHS`.`longitude` AS `longitude`, `RHS`.`date` AS `date` ## FROM (SELECT `LHS`.`competitionId` AS `competitionId`, `LHS`.`eventId` AS `eventId`, `LHS`.`roundTypeId` AS `roundTypeId`, `LHS`.`pos` AS `pos`, `LHS`.`best` AS `best`, `LHS`.`average` AS `average`, `LHS`.`personName` AS `personName`, `LHS`.`personId` AS `personId`, `LHS`.`personCountryId` AS `personCountryId`, `LHS`.`formatId` AS `formatId`, `LHS`.`value1` AS `value1`, `LHS`.`value2` AS `value2`, `LHS`.`value3` AS `value3`, `LHS`.`value4` AS `value4`, `LHS`.`value5` AS `value5`, `LHS`.`regionalSingleRecord` AS `regionalSingleRecord`, `LHS`.`regionalAverageRecord` AS `regionalAverageRecord`, `RHS`.`subid` AS `subid`, `RHS`.`name` AS `name`, `RHS`.`countryId` AS `countryId`, `RHS`.`gender` AS `gender` ## FROM (SELECT * ## FROM `Results` ## WHERE (`eventId` = '333')) `LHS` ## INNER JOIN `Persons` AS `RHS` ## ON (`LHS`.`personId` = `RHS`.`id`) ## ) `LHS` ## INNER JOIN `Competitions2` AS `RHS` ## ON (`LHS`.`competitionId` = `RHS`.`id`) ## ) `dbplyr_001` ## WHERE ((`gender` = 'f') AND (`best` > 0.0)) Analysing the data We are now all ready to perform some descriptive analyses of the data. The top-5 females according to their time for 3x3x3 single solve is obtained by: fwr_single %>% group_by(personId) %>% top_n(-1, best) %>% ungroup %>% arrange(best) %>% select(competitionId, personName, personCountryId, best, date) %>% top_n(-5, best) ## # Source: lazy query [?? x 5] ## # Database: mysql 10.3.14-MariaDB-log [[email protected]:/wca] ## # Ordered by: best ## competitionId personName personCountryId best date ## ## 1 SlowNSteadySummer2017 Dana Yi USA 537 2017-07-01 ## 2 BarbyCubeOpen2018 Juliette Sébastien France 581 2018-11-03 ## 3 FruitSalad2018 Katie Hull USA 606 2018-03-03 ## 4 CubeduKorea2018 Yu Da-Hyun (유다현) Korea 629 2018-01-26 ## 5 NewYorkCitySpring2018 Kymberlyn Calderon USA 641 2018-04-21 Note that the solve times are given in centiseconds (i.e. 1/100'th of a second). The above result can be compare with the corresponding information at . As professional data scientist one knows how important it is to understand the data generating process and to know your data. So this is how the 5.37s solve by Dana Yi in 2017 looks like: The evolution of the 3x3x3 single solve WR So at this point we force an execution of the allResults query and cache the result as an object in R. This feels slightly disappointing, because the hope was to leave the data in the database management system (DBMS) as long as possible, but it felt like the most efficient way to compute sequential ranks - however, it might have been possible to perform the sequential rank directly using SQL statements, although I did not succeed to find the correct approach within the available time.1 Instead, the results are sorted according to their date in R and subsequently each result is checked to see if it's sequential rank is 1, i.e. whether the time is lower than all previous results. For this purpose a fast Rcpp function sequential_is_rank1 function is provided, which computes the sequential rank of a vector of values (see github code for details). Note: If we had not pulled the data into R at this point, such a computation within R would not have been possible. The evolution of the world record for males and females over time is then easily plotted. Note: As mentioned WCA doesn't officially distinguish between male and female results. Is such a plot useful? Not really IMHO, but I had seen a similar plot at the WCA webpage, so it's nice to be able to create it in R. Countries with highest proportion of female cubers Since the overall fraction of female cubers is around 10%, we determine the top-5 countries (with at least 50 cubers), having the highest proportion of female cubers in the Persons database: countryId n_total n_male n_female frac_female (in %) Algeria 157 103 54 34.4 Mongolia 373 278 95 25.5 Morocco 67 53 14 20.9 Pakistan 54 42 12 22.2 Tunisia 211 171 40 19.0 I find this list quite surprising and also encouraging! Skill level before entering a WCA competition Getting back to the motivating question of this post, we derive for each result how experienced the cuber was at the time of obtaining the result. We shall measure experience terms of years since the cuber's first WCA competition. Special interest will then be in results of cubers in their very first WCA competition - see the github code for details. We then use this information to create a scatter plot with result average (in seconds) and corresponding experience of the cuber (in years). For better visualization we plot the marginal 5%, 10%, 50%, 90%, 95% quantiles as smooth function of experience - this is done with with ggplot2's geom_quantile function together with the argument method="rqss", which then uses the rqss function of the quantreg package (Koenker 2018) to compute smooth quantile curves: We notice that the quantile curves stay more or less parallel, which is indicative of a stable variance and skewness of the results over the range of experiences. Focusing only on the round-1 results of those participating for the first time in the period from 2018-04-19 to 2019-04-19 we see that the quantiles for the average is (in seconds) are: ## 5% 10% 50% 90% 95% 99% 99.9% ## 16 19 36 77 93 136 208 This shows that with a 180s average one is located at the 99.7% quantile of all cubers entering a WCA competition. In other words: if the comfort zone is defined as being within the 95% envelope, then a ~90s average is needed before entering a WCA competition. To further investigate, how cubers of that skill level evolve in time, we study the solving skills of cubers entering their first WCA competition with a solve time between 180s and 240s. In order to reduce the potential effect of secular trends due to, e.g., better cubes, we consider the skill evolution of the cohort of first time cubers from 2015 and onwards. The cohort inclusion criterion provide a total of 174 first time competitors in this skill bracket. Only 27.6% of these cubers decide to participate in further WCA competitions! The further development of the averages of these cubers is best shown in a trajectory plot. Note that the end of the lines does not necessarily mean that they stopped cubing, instead it could be due to right truncation, because only competitions until 2019-04-19 are available. Instead of the trajectories we can also overlay an expectation smoother on top of the data to see how the expected average progresses with time in the cohort. Note, that this portrays the marginal expectation and thus is only based on cubers, who are still cubing at that time. No adjustment for any, potentially informative, drop-out is made. From the figure we notice a rapid improvement the first 6 months after entering the first WCA competition. Hereafter results only improve slowly. Discussion Through analysis of the WCA results database it became clear that participating in a 3x3x3 event with a 180s average is uncool. The data also show that cubers entering the world of WCA competitions with such an average are likely to never participate in another WCA event. In case they do, their times drop to 90-120s averages within 6 months after which they are stuck - no one cracks the 20s barrier. To conclude: It seems wise to practice more, before going to the first WCA competition. 😃 From a data science perspective this post provided insights on using dbplyr as a tidyverse frontend for SQL queries. Being an SQL novice, I learned that generating indexes is a must, if you do not want to wait forever for your INNER JOINs. Furthermore, I ran into some trouble with mutates and filters with the package, because the produced SQL code provide empty results. It remains unclear to me if this was due to differences in SQL DBMSs (e.g. MariaDB being differnet from PostGres), my lack of SQL knowledge or if it's a shortcoming of the dbplyr package. My conclusion is that performing the data wrangling within the DBMS was overkill for the medium sized wca data. For larger or more structured datasets such an approach can, however, be fruitful, because a DBMS's main purpose is to provide efficient solutions for working with your data. Furthermore, I like the idea of having a familiar dplyr frontend and just auto-generate an efficient backend code (here: SQL) to do the actual wrangling. This also provides an opportunity to get an outside-R-implementation, which can be an important aspect in quality assurance of statistical analyses. Acknowledgments The terms of use of the WCA database requests any use of it to be equipped with the following text: This information is based on competition results owned and maintained by the World Cube Association, published at as of April 19, 2019. Besides this formal note, I thank the WCA Results Team for providing the WCA data for download in this comprehensive form! Literature Koenker, Roger. 2018. Quantreg: Quantile Regression. quantreg. Müller, Kirill, Jeroen Ooms, David James, Saikat DebRoy, Hadley Wickham, and Jeffrey Horner. 2018. RMariaDB: Database Interface and 'Mariadb' Driver. RMariaDB. R Special Interest Group on Databases (R-SIG-DB), Hadley Wickham, and Kirill Müller. 2018. DBI: R Database Interface. DBI. Wickham, Hadley, and Edgar Ruiz. 2019. Dbplyr: A 'Dplyr' Back End for Databases. dbplyr. If you know how to do this efficiently in SQL, let me know!↩
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Asty Ananta, Chord Gitar Anisa Bahar, Chord Gitar Anisa Rahma, Chord Gitar Anji, Chord Gitar Annandra, Chord Gitar Antero, Chord Gitar Antharez [indie], Chord Gitar Antik, Chord Gitar Antique, Chord Gitar Antok Ilham, Chord Gitar Antrabez, Chord Gitar Antri Band, Chord Gitar Anya, Chord Gitar AOP, Chord Gitar Apel G, Chord Gitar Apple Band, Chord Gitar April, Chord Gitar April Purple, Chord Gitar Ara Johari, Chord Gitar Arafiq, Chord Gitar Arah, Chord Gitar Arasi [indie], Chord Gitar Archipelago [indie], Chord Gitar Ardi Feat. ACW Star TashoNugies, Chord Gitar Ardina Rasty, Chord Gitar Ardito Wijaya, Chord Gitar Ardrian Feat. Vitha, Chord Gitar Are You Alone?, Chord Gitar Area Band, Chord Gitar Arema Salam Satu Jiwa, Chord Gitar Ares, Chord Gitar Ari, Chord Gitar Ari And D''Project, Chord Gitar Ari Lasso, Chord Gitar Ari Lasso feat Ariel Tatum, Chord Gitar Ari Lasso feat Sandy Canester, Chord Gitar Ari Lasso ft. Bunga Citra Lestari, Chord Gitar Ari N D''Project, Chord Gitar Arians, Chord Gitar Arie Samudera, Chord Gitar Arie Untung, Chord Gitar Arie Wibowo, Chord Gitar Ariel Noah, Chord Gitar Ariel Peterpan, Chord Gitar Ariel Tatum, Chord Gitar Arin Wolayan, Chord Gitar Arjuna Band, Chord Gitar Arkana Band (Ex. SouQy), Chord Gitar Arlan, Chord Gitar Armada, Chord Gitar Armada (ex Kertas), Chord Gitar Armada feat Ifan Seventeen, Chord Gitar Armand, Chord Gitar Armand Maulana, Chord Gitar Arpas band, Chord Gitar Arsy Widianto, Chord Gitar Arsy Widianto & Brisia Jodie, Chord Gitar Arsy Widianto Feat. Brisia Jodie, Chord Gitar Arwana, Chord Gitar Ary Kencana, Chord Gitar Asap, Chord Gitar Asbak Band, Chord Gitar Asbax, Chord Gitar Asep Irama, Chord Gitar Asfan Shah, Chord Gitar Ashanty, Chord Gitar Ashilla, Chord Gitar Ashira Zamita, Chord Gitar Ashraff, Chord Gitar Ashral Hassan, Chord Gitar Asta [indie], Chord Gitar Astor Kid''s, Chord Gitar Astoria, Chord Gitar Astri, Chord Gitar Astrid, Chord Gitar Astrid feat. Anji, Chord Gitar Asty Francisca, Chord Gitar Athaphobia, Chord Gitar Atmosfera, Chord Gitar Audiojet, Chord Gitar Audrey Lestari, Chord Gitar Audy, Chord Gitar Audy Feat. Same Same, Chord Gitar Aura band, Chord Gitar Aura kasih, Chord Gitar Aura Kasih ft Aliya Sachi, Chord Gitar Aurelia Devi, Chord Gitar Avanindra, Chord Gitar Avenged Sevenfold, Chord Gitar Aviwkila, Chord Gitar Avolution [indie], Chord Gitar Avril Lavigne, Chord Gitar Aya, Chord Gitar Ayda Jebat, Chord Gitar Aydrus, Chord Gitar Ayu Soraya, Chord Gitar Ayu Ting Ting, Chord Gitar Ayu Ting Ting Feat. Boy William, Chord Gitar Ayu Wess, Chord Gitar Ayusari, Chord Gitar Azarra Band, Chord Gitar Azharina, Chord Gitar Aziz Harun, Chord Gitar Azmi, Chord Gitar Azura, Chord Gitar Azzara Band, Chord Gitar Azzara Band (Ejai Aziz), Chord Gitar Backyardigans [indie], Chord Gitar Bagas Ran, Chord Gitar Bagasran, Chord Gitar Bagimu Negeri, Chord Gitar Bagus Iswara, Chord Gitar Bahenk Band [indie], Chord Gitar Baim, Chord Gitar Baim & Artika, Chord Gitar Baim ft Lusy Rahmawati, Chord Gitar Balkist Band [Indie], Chord Gitar Balkist [indie], Chord Gitar Bams, Chord Gitar Banda Neira, Chord Gitar Bangkutaman, Chord Gitar Bangun Pemudi Pemuda, Chord Gitar BanguNegeri, Chord Gitar Bara Band [indie], Chord Gitar Barasuara, Chord Gitar Baron, Chord Gitar Baron Soulmate, Chord Gitar Baron Soulmates, Chord Gitar Barry Item, Chord Gitar Barry Likumahua, Chord Gitar Barry Likumahuwa, Chord Gitar Base Jam, Chord Gitar Baskara Band, Chord Gitar Bastian Steel, Chord Gitar Bayu G2B, Chord Gitar Bayu Risa, Chord Gitar Bayu Skak, Chord Gitar BBB, Chord Gitar Beage, Chord Gitar Bean, Chord Gitar Bee Gees, Chord Gitar Begundal Lowokwaru [indie], Chord Gitar Bella Wang, Chord Gitar Ben Sihombing & Cindercella, Chord Gitar Ben Sihombing Feat. Cindercella, Chord Gitar Bendera Merah Putih, Chord Gitar Bending Note, Chord Gitar Benua Band [indie], Chord Gitar Benyamin S, Chord Gitar Berakhir Pula, Chord Gitar Berani, Chord Gitar Berlian, Chord Gitar Beta feat Ipang Lazuardi, Chord Gitar Betharia Sonata, Chord Gitar Betrayer, Chord Gitar Better Future [indie], Chord Gitar BHD Band [indie], Chord Gitar BIAN Gindas, Chord Gitar Big Boss, Chord Gitar Bigwave, Chord Gitar Bill and Brod, Chord Gitar Billfold, Chord Gitar Billy Simpson, Chord Gitar Bimbo, Chord Gitar Bingkai Band, Chord Gitar Bintang, Chord Gitar Bintang Band, Chord Gitar Bio 234, Chord Gitar Bioiz Band [indie], Chord Gitar Biotic, Chord Gitar BIP, Chord Gitar Bite, Chord Gitar Bito Beyto, Chord Gitar Black Jack [indie], Chord Gitar Black Rose, Chord Gitar Black sweet, Chord Gitar Blackout, Chord Gitar Blackpink, Chord Gitar Bladoes Band, Chord Gitar Blaster [indie], Chord Gitar Blingsatan [indie], Chord Gitar Blink, Chord Gitar BLP (Barry Likumahuwa Project), Chord Gitar Bob Tutopoli, Chord Gitar Bob Tutupoli, Chord Gitar Bon Jovi, Chord Gitar Bona Paputungan, Chord Gitar Bona Paputungan [indie], Chord Gitar Bondan Prakoso, Chord Gitar Bondan Prakoso & Fade 2 Black, Chord Gitar Bondan Prakoso Fade 2 Black, Chord Gitar Bonus, Chord Gitar Boom13, Chord Gitar Boomerang, Chord Gitar BOS (Blue On Stone), Chord Gitar Boy Sandy, Chord Gitar Boys Of Rock, Chord Gitar Bragi feat. Nindi, Chord Gitar Brand New Storm, Chord Gitar Bravesboy, Chord Gitar Brian KP, Chord Gitar Brian KP feat. Asteriska, Chord Gitar Brigade 07, Chord Gitar Briptu Norman, Chord Gitar Brisia Jodie, Chord Gitar Bro, Chord Gitar Broery Marantika, Chord Gitar Broery Marantika feat. Dewi Yull, Chord Gitar Broken Heart, Chord Gitar Brutal, Chord Gitar Bryan Adams, Chord Gitar Bryan McFadden, Chord Gitar Bubble Shooter, Chord Gitar Buckskin Bugle, Chord Gitar Budi, Chord Gitar Budi Doremi, Chord Gitar Bulan Band, Chord Gitar Bumblebee, Chord Gitar Bumi Band, Chord Gitar Bunga, Chord Gitar Bunga Citra Lestari, Chord Gitar Bunga Citra Lestari (BCL), Chord Gitar Bunga Citra Lestari feat Intan Ayu, Chord Gitar Bunga Citra Lestari ft Christian Bautista, Chord Gitar Bunga Hitam, Chord Gitar Bunglon, Chord Gitar BURGERKILL, Chord Gitar Burgerkill ft Fadly, Chord Gitar Butterfly, Chord Gitar B`Maiwa [Indie], Chord Gitar C''est La Vie, Chord Gitar C.U.T.S [indie], Chord Gitar Caca Handika, Chord Gitar Cactus Band, Chord Gitar Caffein, Chord Gitar Caffeine, Chord Gitar Cakra Khan, Chord Gitar Cakram [indie], Chord Gitar Calum Scott, Chord Gitar Calvin Jeremy, Chord Gitar Camelia Malik, Chord Gitar Camila Cabello, Chord Gitar Candil, Chord Gitar Candil ft. Saykoji, Chord Gitar Candra Malik, Chord Gitar Candy, Chord Gitar Candy Fiequria, Chord Gitar Canonball, Chord Gitar Cappuccino, Chord Gitar Cappuchino, Chord Gitar Captain Jack, Chord Gitar Captain Lord, Chord Gitar Caramel, Chord Gitar Casada Band, Chord Gitar Casbie, Chord Gitar Cassandra, Chord Gitar Cassandra Band, Chord Gitar Cassanova, Chord Gitar Catter [indie], Chord Gitar Catur Band, Chord Gitar Cavero, Chord Gitar Celebrand, Chord Gitar Celine Dion, Chord Gitar Channel, Chord Gitar Charlie puth, Chord Gitar Charly, Chord Gitar Charly & Pepeng, Chord Gitar Charly ST12 feat Regina, Chord Gitar Charly''s Angels, Chord Gitar Chelsea Olivia BBB, Chord Gitar Cherry Bombshell, Chord Gitar Cherrybele, Chord Gitar Cherrybelle, Chord Gitar Chikita Meidy, Chord Gitar Chili, Chord Gitar Chitatos Yesterday [indie], Chord Gitar Cholesterol, Chord Gitar Chord Band, Chord Gitar Chord ONE OK ROCK, Chord Gitar Chris Stapleton, Chord Gitar Christi Colondam, Chord Gitar Christian Sugiono, Chord Gitar Christina Aguilera, Chord Gitar Chrisye, Chord Gitar Chrisye feat Ungu, Chord Gitar Chrome, Chord Gitar Cigarettes Nation, Chord Gitar Cinta Kuya, Chord Gitar Cinta Laura, Chord Gitar Cinta Laura feat Rayi Ran, Chord Gitar Cinta Laura Kiehl, Chord Gitar Circle Of Love (C.O.L), Chord Gitar Cita Citata, Chord Gitar Cita Citata Feat. Joe Kriwil, Chord Gitar Citra Idol, Chord Gitar Citra Scholastika, Chord Gitar CJR, Chord Gitar Clan, Chord Gitar Clara, Chord Gitar Clara Panggabean Feat. Yon Koeswojo, Chord Gitar Clean bandit, Chord Gitar Cleopatra Stratan & Edward Sanda, Chord Gitar Climbing, Chord Gitar Climbing A Tree Sprouts [indie], Chord Gitar Closehead, Chord Gitar Club 80''s, Chord Gitar Club 80s, Chord Gitar Club Eighties, Chord Gitar Coboy Junior, Chord Gitar Coin, Chord Gitar Coke Pit, Chord Gitar Cokelat, Chord Gitar Colafloat, Chord Gitar CongQ, Chord Gitar Corniez, Chord Gitar Cosmic, Chord Gitar Cowboy Junior, Chord Gitar Crazy Rasta, Chord Gitar Crazycost [indie], Chord Gitar Creed, Chord Gitar Cross Bottom, Chord Gitar Crossbottom, Chord Gitar Crystal band [indie], Chord Gitar Cucu Cahyati, Chord Gitar Cut Rita, Chord Gitar D Heroic [indie], Chord Gitar D Images [indie], Chord Gitar d Velixs [indie], Chord Gitar D’Masiv Feat. Pusakata, Chord Gitar D'' Band, Chord Gitar D''Abdi, Chord Gitar d''Bagindas, Chord Gitar d''Bagindaz, Chord Gitar d''Boro [indie], Chord Gitar D''Cinnamons, Chord Gitar D''Cozt Band, Chord Gitar D''har, Chord Gitar d''Heroic Band [indie], Chord Gitar D''Images [indie], Chord Gitar D''Jago, Chord Gitar d''Juniors [indie], Chord Gitar D''lapan, Chord Gitar D''Main Band, Chord Gitar d''Masiv, Chord Gitar d''Masiv ft. Kevin Aprilio, Chord Gitar D''Masiv, Rossa feat. David Noah, Chord Gitar d''Noisy [indie], Chord Gitar D''Pas 4, Chord Gitar D''Rival, Chord Gitar D''Wapinz Band, Chord Gitar D.O.T, Chord Gitar Dadali, Chord Gitar Dadang Nekad, Chord Gitar Dadi Mantan, Chord Gitar Dan Band, Chord Gitar Danang, Chord Gitar DanangDanzt, Chord Gitar Danar , Chord Gitar Danger Ranger, Chord Gitar Danilla Feat. Lafa, Chord Gitar David Bowie, Chord Gitar David Choi, Chord Gitar Davinci, Chord Gitar Daviola Band, Chord Gitar Dayu AG, Chord Gitar DCozt Band, Chord Gitar De Java, Chord Gitar De Spectrum, Chord Gitar de''Siruz [indie], Chord Gitar De5, Chord Gitar Dea, Chord Gitar Death Distortion, Chord Gitar Deavienna, Chord Gitar Debo, Chord Gitar Defietje, Chord Gitar Dehes, Chord Gitar Deja Moss, Chord Gitar Delia Chery Feat. G2B, Chord Gitar Della Monica, Chord Gitar Delon, Chord Gitar Delon ft. Irene, Chord Gitar Demy, Chord Gitar Denden Gonjalez, Chord Gitar Denik Armila, Chord Gitar Denina, Chord Gitar Denis Chairis, Chord Gitar Dera, Chord Gitar DeRama, Chord Gitar Derby, Chord Gitar Derby & Gita Gutawa, Chord Gitar Derby And Revolution, Chord Gitar Derby Romero, Chord Gitar Derby Romero ft. Abby, Chord Gitar Deries, Chord Gitar Derin, Chord Gitar Derry Sulaiman, Chord Gitar Devano Danendra, Chord Gitar Dewa, Chord Gitar Dewa 19, Chord Gitar Dewi Dewi, Chord Gitar Dewi Gita, Chord Gitar Dewi Lestari, Chord Gitar Dewi Persik, Chord Gitar Dewi Sandra, Chord Gitar Dewi Zega, Chord Gitar Dewi-dewi, Chord Gitar Dewiq feat Indra Bekti, Chord Gitar Dewiq ft. Ipang, Chord Gitar DFMC, Mariaty, DRT, Chord Gitar Dhea Dhenance, Chord Gitar Dheandra, Chord Gitar Dhira Bongs, Chord Gitar Dhyo Haw, Chord Gitar Dia Band, Chord Gitar Dialog Dini Hari, Chord Gitar Dian Piesesha, Chord Gitar Diant [indie], Chord Gitar Diary Brothers, Chord Gitar Diaz, Chord Gitar Didi Astillah, Chord Gitar Didi Kempot, Chord Gitar Didi Kempot Feat. Agus S, Chord Gitar Didi Kempot Feat. Diana Sastra, Chord Gitar Dimas Beck dan Chelsea Olivia BBB, Chord Gitar Dinna Olivia dan Monty Tiwa, Chord Gitar Dira, Chord Gitar Dirboy, Chord Gitar Dirhima [indie], Chord Gitar Dirly, Chord Gitar Disposable inCome [indie], Chord Gitar Divo Constantine [indie], Chord Gitar Djoker, Chord Gitar Dko5t [indie], Chord Gitar Dlloyd, Chord Gitar dMasiv, Chord Gitar DMasiv & Rossa, Chord Gitar Dmd, Chord Gitar Doddie Latuharhary, Chord Gitar Doddy Latuharhary, Chord Gitar Doel Sumbang, Chord Gitar Doel Sumbang & Nini Carlina, Chord Gitar Domino, Chord Gitar Domino ft. Ussy, Chord Gitar Donnie Sibarani, Chord Gitar Dorce Gamalama, Chord Gitar DOT, Chord Gitar Dpaspor, Chord Gitar Dr Hafis Zainal, Chord Gitar dr.pm, Chord Gitar Dream Theater, Chord Gitar Drive, Chord Gitar Drive feat The Titans, Chord Gitar Dua, Chord Gitar Dua Lipa, Chord Gitar Dude Bharata, Chord Gitar Dudi, Chord Gitar Dudy Oris, Chord Gitar Duette, Chord Gitar Dul Jaelani, Chord Gitar Dunia, Chord Gitar Duo Dolly, Chord Gitar Duo Maia, Chord Gitar Dygta, Chord Gitar Dygta feat. Andien, Chord Gitar Dygta feat. Meda, Chord Gitar D`Bagindas, Chord Gitar d`Masiv, Chord Gitar D`velixs, Chord Gitar D`velixs [indie], Chord Gitar E.Y.E, Chord Gitar Ebiet g ade, Chord Gitar Ebiet G. Ade, Chord Gitar Ecca Mamamia, Chord Gitar Echal Gumilang, Chord Gitar Eclipse Band [indie], Chord Gitar Ecoutez, Chord Gitar Ed Sheeran, Chord Gitar Edane, Chord Gitar Eddy Law, Chord Gitar Eddy Silitonga, Chord Gitar Eden, Chord Gitar Efek Rumah Kaca, Chord Gitar Efekopi, Chord Gitar Egha Latoya, Chord Gitar Ehh Zul, Chord Gitar El Rido, Chord Gitar Elaiza Nicole, Chord Gitar Elda Veronica, Chord Gitar Element, Chord Gitar Element ft Ryan Fings, Chord Gitar Element ft. Rendy, Chord Gitar Element Reunion, Chord Gitar Elevent, Chord Gitar Elizabeth Tan, Chord Gitar Elkasih, Chord Gitar Ella, Chord Gitar Ellino, Chord Gitar Ellis Stania, Chord Gitar Ello, Chord Gitar Ello & Sherina, Chord Gitar Ello Ipang Berry Lala, Chord Gitar Ellysa Verdyana, Chord Gitar Elora, Chord Gitar Embun Lagi, Chord Gitar Emilia Contessa, Chord Gitar Emily, Chord Gitar Emma, Chord Gitar Emmy Labib, Chord Gitar Enau, Chord Gitar Enda (ungu), Chord Gitar Enda Feat. Oncy, Chord Gitar Endah N Rhesa, Chord Gitar Endang S Taurina, Chord Gitar Endank Soekamti, Chord Gitar Endra Ws [indie], Chord Gitar Enter band [indie], Chord Gitar Eny Sagita, Chord Gitar Eny Sagita Feat. Kakung Lintang, Chord Gitar Eny Sagita Feat. Paijo Londo, Chord Gitar Eren (kangen), Chord Gitar Eric, Chord Gitar Eric Abdullah & Ayati Tasrip, Chord Gitar Erie Suzan, Chord Gitar Ermy Kullit, Chord Gitar Erna Sari, Chord Gitar Ernie Djohan, Chord Gitar Ernie Zakri, Chord Gitar Eross SO7 feat Okta (ost. Gie), Chord Gitar Erry Blind, Chord Gitar Erwin Gutawa ft. Yopie Mata, Chord Gitar Erwin Prasetya Eks. Dewa 19, Chord Gitar Ery Zrank, Chord Gitar Eskavis, Chord Gitar Esna, Chord Gitar Esta, Chord Gitar Evan Sanders feat Chelsea Olivia, Chord Gitar Evening home [indie], Chord Gitar Evo, Chord Gitar Exist, Chord Gitar Experiment Melody, Chord Gitar Exydent, Chord Gitar Faby, Chord Gitar Fade 2 Black, Chord Gitar Fadly, Chord Gitar Fadly Padi, Chord Gitar Faisal Asahan, Chord Gitar Fanda, Chord Gitar Farah Farhanah, Chord Gitar Farenheit, Chord Gitar Farid Harja, Chord Gitar Fariz Rm, Chord Gitar Fatih [indie], Chord Gitar Fatin, Chord Gitar Fatin Shidqia, Chord Gitar Fatin Shidqia Lubis, Chord Gitar Fazira Azmi, Chord Gitar Fazura, Chord Gitar Febri Yoga, Chord Gitar Febrian, Chord Gitar Feerul Ali, Chord Gitar Felicya Angellista, Chord Gitar Felix''s, Chord Gitar Felycia, Chord Gitar Ferdi [indie], Chord Gitar Fia, Chord Gitar Fiersa Besari, Chord Gitar Fieya Julia, Chord Gitar Fikri, Chord Gitar Fiq Halim, Chord Gitar Firdaus Rahmat, Chord Gitar Firman, Chord Gitar Firman Edy Sud, Chord Gitar Firman feat Alice, Chord Gitar Firman Siagian, Chord Gitar Fitri Handayani, Chord Gitar Five For Fighting, Chord Gitar Five Minutes, Chord Gitar Flanella, Chord Gitar Flash, Chord Gitar Fletch, Chord Gitar Float, Chord Gitar Floor 88, Chord Gitar Florina, Chord Gitar Flow, Chord Gitar Fly X Soul [indie], Chord Gitar Foo Fighter, Chord Gitar Foo Fighters, Chord Gitar FOS, Chord Gitar Fourtwnty, Chord Gitar Franky Sahilatua, Chord Gitar Frans, Chord Gitar Fredy, Chord Gitar Frezia, Chord Gitar Friday, Chord Gitar Fumiya Fuji, Chord Gitar Funkop, Chord Gitar Funky Kopral, Chord Gitar G2 Band [indie], Chord Gitar GAC, Chord Gitar GAC X The Overtunes, Chord Gitar Gading Marten, Chord Gitar Gadiz, Chord Gitar Galileo, Chord Gitar Gallaxy Band, Chord Gitar Gamal, Chord Gitar Gamal Audrey Cantika, Chord Gitar Gamaliel (GAC), Chord Gitar Gamaliel Audrey Cantika (GAC), Chord Gitar Gamma, Chord Gitar Gamma 1, Chord Gitar Gamma1, Chord Gitar Gangstarasta, Chord Gitar Garasi, Chord Gitar Geby, Chord Gitar Gecko, Chord Gitar Geisha, Chord Gitar Gemala, Chord Gitar GEN, Chord Gitar Genya, Chord Gitar Gerbang, Chord Gitar Gerry Mahesa Feat. Ega DA2, Chord Gitar Gesang, Chord Gitar Ghitsa, Chord Gitar Gibrand, Chord Gitar Gift, Chord Gitar Gigi, Chord Gitar Gio Lelaki, Chord Gitar Giorgino Abraham, Chord Gitar Gisel, Chord Gitar Gisel & Abirama, Chord Gitar Giselle, Chord Gitar Gita Gutawa, Chord Gitar Gita Gutawa ft Delon, Chord Gitar Gita Gutawa ft. Dafi, Chord Gitar Gita Gutawa ft. Maia, Chord Gitar Gitar, Chord Gitar Gito Rolies ft. Gigi, Chord Gitar Glenn, Chord Gitar Glenn Fredly, Chord Gitar Glenn Fredly feat. Baron, Chord Gitar Gloria Jessica, Chord Gitar Glory of Love, Chord Gitar God Bless, Chord Gitar Godbless, Chord Gitar GodWing''s (GWBand) [Indie], Chord Gitar GodWings (GWBand) [Indie], Chord Gitar Goliath, Chord Gitar Gombloh, Chord Gitar Goo Goo Dolls, Chord Gitar Good Morning Everyone, Chord Gitar Gotrie, Chord Gitar Govinda, Chord Gitar Grada, Chord Gitar Green Day, Chord Gitar Gruvi, Chord Gitar Gub3rnur, Chord Gitar Gubuk Bambu, Chord Gitar Gugun Blues Shelter, Chord Gitar GUGUR BUNGA, Chord Gitar Guns N Roses, Chord Gitar Guns N'' Roses, Chord Gitar Guyon Waton, Chord Gitar Guzmow And The Daddys, Chord Gitar H. Ona Sutra, Chord Gitar Haddad Alwi, Chord Gitar Haddad Alwi feat Duta So7, Chord Gitar Haddad Alwi feat Farhan, Chord Gitar Haddad Alwi feat Padi, Chord Gitar Haddad Alwi ft Anti, Chord Gitar Haddad Alwi ft. Duta So7, Chord Gitar Hael Husaini, Chord Gitar Hafiz Suip, Chord Gitar Hamdan ATT, Chord Gitar Hamindalid, Chord Gitar Hammers Gank, Chord Gitar Hanin Dhiya, Chord Gitar Happy Asmara, Chord Gitar Happy Sunday [indie], Chord Gitar Haqiem Rusli, Chord Gitar Harissa Adlynn, Chord Gitar Hasna Band, Chord Gitar Hazama, Chord Gitar Hedi Yunus, Chord Gitar Heika, Chord Gitar Helen, Chord Gitar Helen Sparingga, Chord Gitar Hello, Chord Gitar Hello ft Mega, Chord Gitar Hendri Rotinsulu, Chord Gitar Hengky Kurniawan Feat. Sonya Fatmala, Chord Gitar Herjuna [indie], Chord Gitar Hetty Koes Endang, Chord Gitar Hijau Daun, Chord Gitar Hijau daun feat Astrid, Chord Gitar Hira, Chord Gitar Hiro, Chord Gitar Hivi, Chord Gitar Hivi!, Chord Gitar Hoobastank, Chord Gitar Hujan Gerimis Aje, Chord Gitar Husein, Chord Gitar Husein Alatas, Chord Gitar Huza Tahir, Chord Gitar Hyndia, Chord Gitar Hyper Act, Chord Gitar Ian Kasela, Chord Gitar Ibu Kita Kartini, Chord Gitar Icha Mirza Hakim, Chord Gitar Ichsan Akbar dan Gamila Arief, Chord Gitar Ida Laila, Chord Gitar Igo, Chord Gitar Ihsan, Chord Gitar Ihsan Tarore, Chord Gitar iin Bimbo, Chord Gitar IIS DAHLIA, Chord Gitar Iis Sugianto, Chord Gitar Ikke Nurjanah, Chord Gitar Iklim, Chord Gitar Iksan Skuter, Chord Gitar ILIR 7, Chord Gitar ILIR7, Chord Gitar Imam S Arifin & Nana Mardiana, Chord Gitar Imanda, Chord Gitar Imanez, Chord Gitar Imran Ajmain, Chord Gitar Imran Ibrahim, Chord Gitar In Guard [indie], Chord Gitar In Hurricane Rhythm, Chord Gitar In Hurrricane Rhythm, Chord Gitar Indah Dewi Pertiwi, Chord Gitar Indah Nevertari, Chord Gitar Indah Pertiwi, Chord Gitar Indonesia Pusaka, Chord Gitar Indonesia Raya, Chord Gitar Indonesian Voices God Bless, Chord Gitar Indra Sinaga, Chord Gitar Ine Sinthya, Chord Gitar Ingrid Tamara, Chord Gitar Injak Band [indie], Chord Gitar Inka Christie, Chord Gitar Inna Kamarie feat Piyu Padi, Chord Gitar Innal Habibal Musthofa, Chord Gitar Intan Chacha, Chord Gitar Intan Nuraini, Chord Gitar Intan Rahma, Chord Gitar Intan RJ, Chord Gitar Inul Daratista, Chord Gitar Ipang, Chord Gitar Ipang & Ridho, Chord Gitar Ipang & Ridho ft. Sheila, Chord Gitar Ipang BIP, Chord Gitar Ipang Lazuardi, Chord Gitar Ipank, Chord Gitar Iqbaal Ramadhan, Chord Gitar Iqbal Ramadhan, Chord Gitar Irvan Mansyur S, Chord Gitar Irwansyah, Chord Gitar Irwansyah feat Zaskia Sungkar, Chord Gitar Isa Raja, Chord Gitar Isma Sane, Chord Gitar Isyana Sarasvati, Chord Gitar Ita Purnamasari, Chord Gitar Itje Trisnawati , Chord Gitar Iva Lola, Chord Gitar Ivana, Chord Gitar Iwan Fals, Chord Gitar Iwan Fals Feat Blackout, Chord Gitar Iyeth Bustami, Chord Gitar Izza, Chord Gitar Izzy, Chord Gitar J Flow, Chord Gitar J Rocks, Chord Gitar J Rocks feat. Prisa, Chord Gitar J-Rocks, Chord Gitar Ja ft. Tius, Chord Gitar Jacky and friends [indie], Chord Gitar Jaga Rasa, Chord Gitar Jagoan, Chord Gitar Jagostu, Chord Gitar Jai Musli, Chord Gitar Jamal Mirdad, Chord Gitar James Arthur, Chord Gitar Jamrud, Chord Gitar Janji, Chord Gitar Janji Band, Chord Gitar Janna Nick & Alvin Chong, Chord Gitar Jannu, Chord Gitar Janur Kuning, Chord Gitar Jari Manis Band, Chord Gitar Jason Ranti, Chord Gitar Java Jive, Chord Gitar Jay Donjuan, Chord Gitar Jaz, Chord Gitar Jendral, Chord Gitar Jenita Janet, Chord Gitar Jennie, Chord Gitar JFlow feat Nath The Lion, Chord Gitar Jhonny Iskandar, Chord Gitar Jihan Audy, Chord Gitar Jikustik, Chord Gitar Jimmu, Chord Gitar JKT 48, Chord Gitar JKT48, Chord Gitar Jo Klithik, Chord Gitar Jogiest, Chord Gitar Johan Santoso [Indie], Chord Gitar John Legend, Chord Gitar John Lennon, Chord Gitar John Petrucci, Chord Gitar Joice Elvira, Chord Gitar Jonas Blue, Chord Gitar Jonatan Cerrada, Chord Gitar Joni Agung & Double T, Chord Gitar Joshua March, Chord Gitar Jova, Chord Gitar Joy Tobing, Chord Gitar Jpcc Worship, Chord Gitar Judika, Chord Gitar Julia Michaels, Chord Gitar Julian Syahputra, Chord Gitar Juliette, Chord Gitar Julius Sitanggang, Chord Gitar Juliver [indie], Chord Gitar Juno, Chord Gitar Jurasik Band [indie], Chord Gitar Just Three Days [indie], Chord Gitar Justin Bieber, Chord Gitar Justin Timberlake, Chord Gitar Kahitna, Chord Gitar Kalender, Chord Gitar Kamasean, Chord Gitar Kamaya, Chord Gitar Kamaya Feat Firman, Chord Gitar Kamusuka, Chord Gitar Kanda, Chord Gitar Kangen, Chord Gitar Kangen Band, Chord Gitar Kaocez [indie], Chord Gitar Kapten, Chord Gitar Karmel, Chord Gitar KARNA SU SAYANG, Chord Gitar Karolin, Chord Gitar Kartika Wijaksana, Chord Gitar Kartu Band, Chord Gitar Kascaphony, Chord Gitar Kasih Band, Chord Gitar Kastil, Chord Gitar Kata Band, Chord Gitar Katon Bagaskara, Chord Gitar Katon Bagaskara feat Ruth Sahanaya, Chord Gitar Katrina, Chord Gitar Katthan, Chord Gitar Kay, Chord Gitar Ken, Chord Gitar Kencana Dewi, Chord Gitar Keni Ishida Feat. Ardi, Chord Gitar Kerispatih, Chord Gitar Kertas, Chord Gitar Kery Astina, Chord Gitar Kesna, Chord Gitar Kesya, Chord Gitar Ketuls [indie], Chord Gitar Kevin, Chord Gitar Kevin Aprilio, Chord Gitar Keyla, Chord Gitar Kha Chow Band, Chord Gitar Khairun Nai''m, Chord Gitar Khrisna New Spektrum ft Ian Kasela, Chord Gitar Kikan, Chord Gitar Kikan Cokelat, Chord Gitar Kiky Fadillah, Chord Gitar Killing me inside, Chord Gitar Kimono, Chord Gitar Kinanti, Chord Gitar Kinetik feat Melanie Subono, Chord Gitar Kingkong, Chord Gitar Kinnaro, Chord Gitar Kiroro, Chord Gitar Kita Harus Berpisah, Chord Gitar KK Band, Chord Gitar Kla Project, Chord Gitar Klaky Band, Chord Gitar Klenik Genk, Chord Gitar Klenik Genk X Ndarboy Genk, Chord Gitar Kobe, Chord Gitar Kodaline, Chord Gitar Koes Plus, Chord Gitar Koil, Chord Gitar Koil ft. The Rock, Chord Gitar Komik, Chord Gitar Konig, Chord Gitar Koray Avci, Chord Gitar Kotak, Chord Gitar Kotak ft. Yopie Mata, Chord Gitar Kotak X Anggun, Chord Gitar Koza, Chord Gitar Kray, Chord Gitar Krisdayanti, Chord Gitar Krisdayanti, Yuni Shara, Iis Dahlia, Chord Gitar Krishna New Spectrum ft Ale, Chord Gitar Krishna New Spectrum ft Dudi Nuno, Chord Gitar Kristina, Chord Gitar Krisyanto, Chord Gitar Kriteria [indie], Chord Gitar Kubik, Chord Gitar Kuburan, Chord Gitar Kuda Band, Chord Gitar Kulihat Ibu Pertiwi, Chord Gitar Kunci, Chord Gitar Kunci feat Berry Saint Loco, Chord Gitar kunci gitar Rindu, Chord Gitar Kunto Aji, Chord Gitar L Sista Feat. Prastafa, Chord Gitar L''Arc~en~Ciel, Chord Gitar La Hila Band, Chord Gitar La Luna, Chord Gitar Laba-laba, Chord Gitar Labrinth, Chord Gitar Lada Band, Chord Gitar Lafrosia, Chord Gitar Lagu Anak, Chord Gitar Lagu Daerah, Chord Gitar Lagu Nasional, Chord Gitar Lala Karmela, Chord Gitar Laluna, Chord Gitar Lantern, Chord Gitar Laoneis Band, Chord Gitar Larocca, Chord Gitar Last chid, Chord Gitar Last Child, Chord Gitar Last Child Feat Giselle, Chord Gitar Last Kiss From Avelin, Chord Gitar Last memori [indie], Chord Gitar Last Night [indie], Chord Gitar Latief Khan, Chord Gitar Latinka, Chord Gitar Lavina, Chord Gitar Lazpasentaz [indie], Chord Gitar Lea Simanjuntak, Chord Gitar Leaders Band [indie], Chord Gitar Led Zeppelin, Chord Gitar Ledy, Chord Gitar Legato [indie], Chord Gitar Lembajoeng, Chord Gitar Leo Waldy, Chord Gitar Lesti dan Fildan, Chord Gitar Lesti D`Academy, Chord Gitar Letter R, Chord Gitar Letto, Chord Gitar Lia Desi, Chord Gitar Libi, Chord Gitar Lifestyory [indie], Chord Gitar Lights On, Chord Gitar Lilis Karlina, Chord Gitar Lilis Suryani, Chord Gitar Linda Ayunda, Chord Gitar Linkin Park, Chord Gitar Liontin, Chord Gitar Liontin [indie], Chord Gitar Lirasadika, Chord Gitar Lissa, Chord Gitar Lissa V, Chord Gitar Liver velixs [indie], Chord Gitar Lobow, Chord Gitar Loela Drakel, Chord Gitar Log Guns, Chord Gitar Lolly Likes Pop, Chord Gitar Lolot [indie], Chord Gitar Lontar [indie], Chord Gitar Look At The Sign, Chord Gitar Looney, Chord Gitar Lovarian, Chord Gitar LSista, Chord Gitar Luanada Belacita, Chord Gitar Luccas Wooden Feat. Natasya Rachel, Chord Gitar Luce, Chord Gitar Luis Fonsi, Chord Gitar Luna Last Smile [indie], Chord Gitar Luna Maya, Chord Gitar Luna Maya ft Killing Me Inside, Chord Gitar Lunera Band, Chord Gitar LUP, Chord Gitar Luqman Faiz, Chord Gitar LVT, Chord Gitar Lyla, Chord Gitar Lyric, Chord Gitar M. Mashabi, Chord Gitar Magdalena, Chord Gitar Maggna, Chord Gitar Magic, Chord Gitar Magneto, Chord Gitar Maha, Chord Gitar Maha Dewi ft. The Law, Chord Gitar Mahadewa, Chord Gitar Mahadewi, Chord Gitar Mahadewi (Tata), Chord Gitar Mahaghita, Chord Gitar Mahardika Baron Audrey, Chord Gitar Maher Zain, Chord Gitar Maher Zain feat Fadly Padi, Chord Gitar Mahesa, Chord Gitar Mahesa Feat. Vita Alvia, Chord Gitar Mahkota, Chord Gitar Maia, Chord Gitar Maia Estianty, Chord Gitar Maia ft. Cinta Laura, Chord Gitar Maia ft. Mei Chan, Chord Gitar Maia Ft.Cinta Laura, Chord Gitar Maisha Kanna, Chord Gitar Majoret, Chord Gitar Mala Agatha, Chord Gitar Malika, Chord Gitar Malin Kundang [indie], Chord Gitar Maliq & DEssentials, Chord Gitar Maliq & D`Essentials, Chord Gitar Manglo, Chord Gitar Manis Manja Group, Chord Gitar Mara Karma, Chord Gitar Marcell, Chord Gitar Marcell & Raline, Chord Gitar Marcello Tahitoe, Chord Gitar Mario G. Klau, Chord Gitar Marion, Chord Gitar Marion Jola, Chord Gitar Marjinal, Chord Gitar Mark Adam, Chord Gitar Maroon 5, Chord Gitar Marshanda, Chord Gitar Marsmellow, Chord Gitar Marsya, Chord Gitar Marsya Manopo, Chord Gitar Marvells, Chord Gitar Mary Jane, Chord Gitar Maskara, Chord Gitar Masnie Towijoyo, Chord Gitar Mass Romantic, Chord Gitar Matchbox 20, Chord Gitar Matera, Chord Gitar Matta, Chord Gitar Matta Band, Chord Gitar Maudy Ayunda, Chord Gitar Mawar Eva (Rani), Chord Gitar Max 5, Chord Gitar Maya Muaya Feat. Oncy, Chord Gitar Maya Natasha, Chord Gitar Mayang Jasmine, Chord Gitar Mbah Surip, Chord Gitar ME, Chord Gitar Mecca, Chord Gitar Meda Kawu, Chord Gitar Medis Band, Chord Gitar Mega Mustika, Chord Gitar Meggy Z, Chord Gitar Mel Hannah, Chord Gitar Melanie Subono, Chord Gitar Melanie Subono ft Anda, Chord Gitar Melindah, Chord Gitar Melki Saputra, Chord Gitar Melly feat Anto Hoed, Chord Gitar Melly feat. Andhika Pratama, Chord Gitar Melly feat. BBB, Chord Gitar Melly ft. Amee, Chord Gitar Melly ft. Ari Lasso, Chord Gitar Melly ft. Dedy Mizwar, Chord Gitar Melly Goeslaw, Chord Gitar Melly Goeslaw & Marthino Lio, Chord Gitar Melly Goeslaw Feat Irwansyah, Chord Gitar Melly Goeslaw | Potret, Chord Gitar Melodi Band, Chord Gitar Memory [indie], Chord Gitar Merah Delima, Chord Gitar Merpati, Chord Gitar Metallica, Chord Gitar Michael Howard Feat. Vae Tiolamon, Chord Gitar Michael Learns To Rock, Chord Gitar Michael Mario, Chord Gitar Michael Says, Chord Gitar Michelle Joan, Chord Gitar Michiel Eduard Feat Abdee Slank, Chord Gitar Mike Mohede, Chord Gitar Mikha Angelo, Chord Gitar Mikha Tambayong, Chord Gitar Minoru, Chord Gitar Minory [Indie], Chord Gitar Mirnawati, Chord Gitar Mirror [indie], Chord Gitar Misha Omar, Chord Gitar Misi Band [indie], Chord Gitar Mister Bule, Chord Gitar Mita Feat. Nadhira Hill, Chord Gitar Miyabie Pets [indie], Chord Gitar Mizu [indie], Chord Gitar Mizura, Chord Gitar MJB [indie], Chord Gitar Mnukwar, Chord Gitar Mocca, Chord Gitar Mocca x Payung Teduh, Chord Gitar Moesa, Chord Gitar Momonon, Chord Gitar Monalisa, Chord Gitar Monita, Chord Gitar Monita Tahalea, Chord Gitar Monkey Rude, Chord Gitar MOP, Chord Gitar Morsa, Chord Gitar Motif Band, Chord Gitar Mr Luck, Chord Gitar Mr. Band [indie], Chord Gitar Mr. Harry Potter [indie], Chord Gitar MU, Chord Gitar Muhammad Dhani ft The Swing, Chord Gitar Mulan Jameela, Chord Gitar Mulan Jameela feat Mike Mohede, Chord Gitar Mulan Jameela feat The Law, Chord Gitar Mulan Jameela ft Mitha The Virgin, Chord Gitar Muna Shahirah, Chord Gitar Mus Mujiono, Chord Gitar Muse, Chord Gitar Music For Sale, Chord Gitar Musikimia, Chord Gitar Musisi Jalanan, Chord Gitar Musisi Jalanan ft. Gigi, Chord Gitar Must One, Chord Gitar My Birdhouse Band, Chord Gitar My Chemical Romance, Chord Gitar My Pet Sally, Chord Gitar My Story, Chord Gitar Mydays [indie], Chord Gitar Mymp, Chord Gitar Mysin, Chord Gitar Mytha, Chord Gitar Mytha Lestari, Chord Gitar Mytha Mamamia, Chord Gitar Nabilah JKT48, Chord Gitar Nada Surf, Chord Gitar Nadine Merciana, Chord Gitar Nadya Fatira, Chord Gitar Nadzmi Adhwa, Chord Gitar Naff, Chord Gitar Nagaswara Various Artist NVA, Chord Gitar Naif, Chord Gitar Naima, Chord Gitar Naima ft Ryza Lavoise, Chord Gitar NANAZ (Syahnaz), Chord Gitar Nanda Feraro, Chord Gitar Nanda Feraro Feat. Denik Armila, Chord Gitar Nania, Chord Gitar Nano, Chord Gitar Nanoe Biroe, Chord Gitar Nastia, Chord Gitar Natasha Bedingfield, Chord Gitar Natasha Rizky, Chord Gitar Nathan Hartono, Chord Gitar Natta Reza, Chord Gitar Navicula, Chord Gitar Nayunda, Chord Gitar Ndarboy Genk, Chord Gitar Ndarboy Genk Feat. Jessy Andra, Chord Gitar Ndx A.K.a, Chord Gitar Nea, Chord Gitar Near Feat. Dian Sorowea, Chord Gitar Nella Kharisma, Chord Gitar Nella Kharisma Feat. Bayu G2B, Chord Gitar Nella Kharisma Feat. Ilux, Chord Gitar Nella Kharisma Feat. MCP Sysilia, Chord Gitar Nemo, Chord Gitar Neon`s [indie], Chord Gitar Nessa Pical, Chord Gitar Netral, Chord Gitar Netral vs Element, Chord Gitar Neunzhen [indie], Chord Gitar Neutron [indie], Chord Gitar Nevanda [indie], Chord Gitar New Eta, Chord Gitar New Folder, Chord Gitar New Found Glory, Chord Gitar New Gruvi, Chord Gitar New Peterpan, Chord Gitar NFL, Chord Gitar Nia Daniati, Chord Gitar Nia Daniaty, Chord Gitar Nice Friday, Chord Gitar Nicky Astria, Chord Gitar Nicky Tirta feat Vanessa Angel, Chord Gitar Nidji, Chord Gitar Nietz [indie], Chord Gitar Niezt [indie], Chord Gitar Night Time Story, Chord Gitar Night To Remember, Chord Gitar Nike Ardilla, Chord Gitar Nikita Willy, Chord Gitar NiMo, Chord Gitar Nindy, Chord Gitar Nindy feat Girliez, Chord Gitar Nindy ft Human, Chord Gitar Nine T Nine [indie], Chord Gitar Nineball, Chord Gitar Ninetwo [indie], Chord Gitar Nine|T|Nine [indie], Chord Gitar Nino & Nagita, Chord Gitar Nirwana, Chord Gitar Niryat Yakin Vamara [indie], Chord Gitar Nisa Fauziah, Chord Gitar Nissa Sabyan, Chord Gitar Nissa Sabyan Gambus, Chord Gitar Nitro, Chord Gitar NN, Chord Gitar Noah, Chord Gitar Nomo Koeswoyo, Chord Gitar Nonna 3in1, Chord Gitar Nora Ariffin, Chord Gitar November Romeo [indie], Chord Gitar Novita Dewi, Chord Gitar Nowela, Chord Gitar NOX, Chord Gitar NSG Star, Chord Gitar Nubie, Chord Gitar Nufa, Chord Gitar Nugen, Chord Gitar Nugie, Chord Gitar Numata, Chord Gitar Numata feat. Audy, Chord Gitar Number One, Chord Gitar Numero, Chord Gitar Nuradee Bro''s, Chord Gitar Nyawa, Chord Gitar Nymphea, Chord Gitar NYX, Chord Gitar OakTheory, Chord Gitar Oasis, Chord Gitar Obbie Messakh, Chord Gitar Oetara Band, Chord Gitar Ogy Maalek, Chord Gitar Okie feat Phewe Tahta, Chord Gitar Olga Syahputra, Chord Gitar Olif, Chord Gitar Oliv, Chord Gitar Olivia CB, Chord Gitar Olivia Gunawan, Chord Gitar Ollan, Chord Gitar Olski, Chord Gitar Om Wawes Feat. Guyon Waton, Chord Gitar Omega Trio, Chord Gitar Omelette, Chord Gitar On Air, Chord Gitar Once, Chord Gitar Once Feat. Shakira Jasmine, Chord Gitar Once Mekel, Chord Gitar One Direction, Chord Gitar ONE OK ROCK, Chord Gitar Opick, Chord Gitar Opick Feat. Derry Sulaiman, Chord Gitar Opick ft. Amanda, Chord Gitar Opie Andaresta, Chord Gitar Oppie Andaresta, Chord Gitar OPS, Chord Gitar Orbit, Chord Gitar Organik, Chord Gitar Oscar Band, Chord Gitar Ost the Heirs, Chord Gitar Osvaldorio, Chord Gitar Ovi Sovianti, Chord Gitar Oxygen Band[indie], Chord Gitar Oxygen [indie], Chord Gitar Oza Akbar, Chord Gitar Padi, Chord Gitar Pahlawan Tanpa Tanda Jasa, Chord Gitar Palindrome [indie], Chord Gitar Panbers, Chord Gitar Pance F. Pondaag, Chord Gitar Pandawa, Chord Gitar Pangeran, Chord Gitar Paper Plane, Chord Gitar Papermint, Chord Gitar Papinka, Chord Gitar Paquita, Chord Gitar Paris Band, Chord Gitar Pas, Chord Gitar PAS Band, Chord Gitar PasSelo, Chord Gitar Passenger, Chord Gitar Pasto, Chord Gitar Pasukan Lima Jari, Chord Gitar Pasya, Chord Gitar Patriot Band, Chord Gitar Patty, Chord Gitar Pay feat Irang, Chord Gitar Pay feat Soa Soa, Chord Gitar Payung Teduh, Chord Gitar Pee Wee Gaskins, Chord Gitar Pegasus Band [indie], Chord Gitar Pelangi Band, Chord Gitar Pendhoza, Chord Gitar Penot Themad, Chord Gitar Penta Boyz, Chord Gitar Perfect 86, Chord Gitar Peter Say Sorry, Chord Gitar Peterband, Chord Gitar Peterpan, Chord Gitar Peterpan feat Momo, Chord Gitar Petra Sihombing, Chord Gitar Phantom, Chord Gitar Pia Utopia, Chord Gitar PIAFARHAN, Chord Gitar Pilar, Chord Gitar Pillow Case, Chord Gitar Pilot, Chord Gitar Pilotz, Chord Gitar Pingkel Standing, Chord Gitar Pinkan, Chord Gitar Pinkan Mambo, Chord Gitar Pintu Depan, Chord Gitar Pions, Chord Gitar Pistol [indie], Chord Gitar Pity, Chord Gitar pixel, Chord Gitar Piyu feat Anji, Chord Gitar Piyu feat Rendy Pandugo, Chord Gitar Piyu feat The Frontman, Chord Gitar Piyu Padi, Chord Gitar Pizza, Chord Gitar Plankton band [indie], Chord Gitar Plastik, Chord Gitar Plat Band, Chord Gitar Plat Band [Indie], Chord Gitar Platinoem, Chord Gitar Play, Chord Gitar Playbee, Chord Gitar Poethree, Chord Gitar Police Academi, Chord Gitar Pompam, Chord Gitar Pongki Barata, Chord Gitar Poppy Capella, Chord Gitar Posan Tobing, Chord Gitar Potenzio, Chord Gitar Potret, Chord Gitar Power Metal, Chord Gitar Power Slaves, Chord Gitar Powerslaves, Chord Gitar Praboe, Chord Gitar Pray Angel [indie], Chord Gitar Prilly Latuconsina, Chord Gitar Prima Band, Chord Gitar Princess, Chord Gitar Prisa, Chord Gitar Prisa & Morning Star, Chord Gitar Prisca, Chord Gitar Private Peoplez, Chord Gitar Profile Band, Chord Gitar Progress [indie], Chord Gitar Project Pop, Chord Gitar Projector, Chord Gitar Projector Band, Chord Gitar Pumpkin, Chord Gitar Punk Rock Jalanan, Chord Gitar Punxgoaran, Chord Gitar Pusakata, Chord Gitar Putih, Chord Gitar Putih Band, Chord Gitar Putra Mbah Surip (Farid), Chord Gitar Qio 9, Chord Gitar Qiu 9, Chord Gitar QTA, Chord Gitar Queen, Chord Gitar Radhini, Chord Gitar Radio Band, Chord Gitar Radiostar, Chord Gitar Radja, Chord Gitar Raef, Chord Gitar RAEL, Chord Gitar Rafael Sitorus, Chord Gitar RAFFA [indie], Chord Gitar Raffi Ahmad ft Laudya Chintya Bella, Chord Gitar Rafflesia, Chord Gitar Rafika Duri, Chord Gitar Raflesia, Chord Gitar Rahman feat Sandra, Chord Gitar Raida Zain, Chord Gitar Raihan, Chord Gitar Rainfall, Chord Gitar Raisa, Chord Gitar Raisa & Isyana Sarasvati, Chord Gitar Raiya, Chord Gitar Raja band, Chord Gitar Raka Band [indie], Chord Gitar Rama, Chord Gitar Rama Band, Chord Gitar Rama Eru Feat. Charly Van Houten, Chord Gitar Ramli Sarip, Chord Gitar Ran, Chord Gitar Ran feat Tulus, Chord Gitar Ran ft Shila, Chord Gitar Rana Rani, Chord Gitar Randy Martin, Chord Gitar Randy Pangalila, Chord Gitar Rani, Chord Gitar Rano Karno, Chord Gitar RapX Ska, Chord Gitar Raqib, Chord Gitar Ras Muhamad, Chord Gitar Rasa, Chord Gitar Rasa Band, Chord Gitar Rasti, Chord Gitar Ratih Purwasih, Chord Gitar Ratu, Chord Gitar Ratu Sikumbang, Chord Gitar Ray Kahvi, Chord Gitar Rayen, Chord Gitar Rayen Pono, Chord Gitar Rayola, Chord Gitar Real Anima, Chord Gitar Rebecca, Chord Gitar Rebellion Rose, Chord Gitar Rebellion Rose Feat. Warlord JRX (SID), Chord Gitar Red White, Chord Gitar Reeo feat Agus, Chord Gitar Refita Mega, Chord Gitar Regina, Chord Gitar Reincy [indie], Chord Gitar Relieve [indie], Chord Gitar REM, Chord Gitar Remy Bandali, Chord Gitar Ren feat. Eien, Chord Gitar Rename, Chord Gitar Rendy Ahmad, Chord Gitar Reny Farida, Chord Gitar Reply, Chord Gitar Republik Patah Hati, Chord Gitar Repvblik, Chord Gitar Rere Amora, Chord Gitar Resha Stromp, Chord Gitar Ressa Herlambang, Chord Gitar Revara, Chord Gitar Revical, Chord Gitar Revo Marty, Chord Gitar Rey Manda, Chord Gitar Rey Ruiz, Chord Gitar Reygan, Chord Gitar Reza Artamevia, Chord Gitar Reza Pahlevi, Chord Gitar Reza Re, Chord Gitar Rhoma Irama, Chord Gitar Ria Puspita, Chord Gitar Rialto, Chord Gitar Rian Napit, Chord Gitar Ribas, Chord Gitar Richie Ricardo, Chord Gitar Rick Karnadi, Chord Gitar Ricky Rantung, Chord Gitar Ridho Rhoma, Chord Gitar Ridho Rhoma & Sonet 2 Band, Chord Gitar rif, Chord Gitar Rihanna, Chord Gitar Rini, Chord Gitar Rini Idol, Chord Gitar Rini Wulandari, Chord Gitar Rinni Wulandari, Chord Gitar Rinto Harahap, Chord Gitar Rio Febrian, Chord Gitar Rio Febrian feat Margareth, Chord Gitar Rio Riezky Feat. Rayi Putra, Chord Gitar Risky Dilaga, Chord Gitar Rivan, Chord Gitar Riviera, Chord Gitar Riza Umami, Chord Gitar Rizka, Chord Gitar Rizki [indie], Chord Gitar Rizky Febian, Chord Gitar Rizky Febian & Aisyah Aziz, Chord Gitar Rizky Febian & Mikha Tambayong, Chord Gitar Rizky Febian Feat. Aisyah Aziz, Chord Gitar Rizky Febian Feat. Mikha Tambayong, Chord Gitar Robin Hood, Chord Gitar Robin Hood ft. Asmirandah, Chord Gitar Rocker Kasarunk, Chord Gitar Rocket Rockers, Chord Gitar Rockie, Chord Gitar Rockmantic 5 [indie], Chord Gitar Roda Bajaj [indie], Chord Gitar Rofa Band, Chord Gitar Romance, Chord Gitar Romeo, Chord Gitar Ronald Gustav, Chord Gitar Rosa ft Pasha, Chord Gitar Rosemary Ft. Gania, Chord Gitar Rosewood, Chord Gitar Rosi, Chord Gitar Rossa, Chord Gitar Rossa feat Broery Marantika, Chord Gitar Roulette, Chord Gitar Roy Jeconiah, Chord Gitar Royal Ego, Chord Gitar RPH & DJ Donall Feat. Siti Badriah, Chord Gitar Ruben Onsu, Chord Gitar Rubisa Tiasin, Chord Gitar Rudy Caffeine, Chord Gitar Ruka, Chord Gitar Rully, Chord Gitar Rumor, Chord Gitar Ruth Sahanaya, Chord Gitar Rutikiju, Chord Gitar RVN, Chord Gitar Ryan V, Chord Gitar S9B, Chord Gitar S9mbilan Band, Chord Gitar Sa Rindu Ko, Chord Gitar Sabila, Chord Gitar Sabumi, Chord Gitar Sabyan, Chord Gitar Saddana, Chord Gitar Sadewa & Anang Project, Chord Gitar Sadie, Chord Gitar Saga, Chord Gitar Sahara, Chord Gitar Sahrul Gunawan, Chord Gitar Saint Loco , Chord Gitar Saint Loco, Chord Gitar Saint Loco feat. Astrid, Chord Gitar Sakti, Chord Gitar Sakura, Chord Gitar Saleem, Chord Gitar Saleem Iklim, Chord Gitar Salju, Chord Gitar Salsa Kirana, Chord Gitar Salsha & Devano, Chord Gitar Sam, Chord Gitar Sam Smith, Chord Gitar Samantha, Chord Gitar Sammy Simorangkir, Chord Gitar Samsons, Chord Gitar Samwaga [indie], Chord Gitar Sandhy, Chord Gitar Sandhy Sandoro, Chord Gitar Sandhy Sondoro, Chord Gitar Sandrina, Chord Gitar Sandy, Chord Gitar Sandy Canester, Chord Gitar Sandy Sandoro, Chord Gitar Sania, Chord Gitar Saras, Chord Gitar Sarwendah, Chord Gitar Satelita [indie], Chord Gitar Satu Nusa Satu Bangsa, Chord Gitar Say'' A (Dera Idol), Chord Gitar Saykoji, Chord Gitar Scope, Chord Gitar Scrabble, Chord Gitar Screaming School, Chord Gitar second civil, Chord Gitar Secondhand Serenade, Chord Gitar Seif Pestisida [indie], Chord Gitar Selena Gomez, Chord Gitar Selvi Kitty, Chord Gitar Selvy Anggraeni, Chord Gitar Sembilan, Chord Gitar Sembilan Band, Chord Gitar Senandung, Chord Gitar Senar Senja, Chord Gitar Senja, Chord Gitar Sensei [indie], Chord Gitar September, Chord Gitar September band, Chord Gitar Seraldi, Chord Gitar Serena Onasis, Chord Gitar Serian, Chord Gitar Serpent, Chord Gitar Seruang, Chord Gitar Setia, Chord Gitar Setia Band, Chord Gitar Seurieus, Chord Gitar Seven Dream, Chord Gitar Seven Dream feat Ahmad Dhani, Chord Gitar Sevendream, Chord Gitar Seventeen, Chord Gitar Shaggy Dog, Chord Gitar Shah Muhammad Feat. Anna Aljuffrey, Chord Gitar Shahir Af8, Chord Gitar Shandy Sondoro, Chord Gitar Shanty ft. Donne, Chord Gitar Shanty ft. Tompi, Chord Gitar She, Chord Gitar Sheila Majid, Chord Gitar Sheila Marcia, Chord Gitar Sheila On 7, Chord Gitar Shena Malsiana, Chord Gitar Sherina, Chord Gitar Sherina Munaf, Chord Gitar Sheryl Sheinafia, Chord Gitar Sheryl Sheinafia & Rizky Febian, Chord Gitar shifter, Chord Gitar Shinobi, Chord Gitar Shinta Arsinta, Chord Gitar Shinta Jojo, Chord Gitar Shinta Rosari, Chord Gitar Shiver, Chord Gitar Shuffle 7, Chord Gitar Sidepony, Chord Gitar Sigit Wardana, Chord Gitar Sigma, Chord Gitar Signals, Chord Gitar Signy, Chord Gitar Silvana Citra, Chord Gitar Simple Plan, Chord Gitar Simple Plan Feat Kotak, Chord Gitar Sinar, Chord Gitar Sindentosca, Chord Gitar Sinergy, Chord Gitar SINJO, Chord Gitar Sinopsis, Chord Gitar Sinta Jojo, Chord Gitar Sir Rooney, Chord Gitar Sisca Dewi Feat. Fyan Ahmad, Chord Gitar Sisi, Chord Gitar Sisitipsi, Chord Gitar Siska Salman, Chord Gitar Siti Badriah, Chord Gitar Siti liza, Chord Gitar Siti Nordiana, Chord Gitar Siti Nurhaliza, Chord Gitar Siti Nurhaliza feat Cakra Khan, Chord Gitar Siti Nurhaliza Feat. Judika, Chord Gitar Six Sounds Project (S.S.P.), Chord Gitar Sixth Sense, Chord Gitar SKJ ''94, Chord Gitar SKJ''94, Chord Gitar SKYK, Chord Gitar Slank, Chord Gitar Slank ft. 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Porn Noble - Free Porn, Porn HD, Sex Movies, Porn Tube, XXX
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湘西西点蛋糕培训_hz7788.com
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BBW Porn Videos Fat XXX Movies Plump Chubby Hardcore Ass Girls Women Online for Free
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기업 서비스 - NICE평가정보 NICE아이디
휴대폰 본인인증 가격 문의, 즉시 견적 가능, 전문 컨설턴트의 견적 안내 및 도입 상담
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Delicious Babes - All The Sexiest Babes - Naked Pics and Movies
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World of Wonders - Efteling
Efteling, World of Wonders. Theme Park with new exciting attractions and fairytales for a nice short break! Buy tickets online with discount for Theme Park Efteling. View opening times and opening hours. Or book an overnight stay in one of the accommodations.
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Feedbin
A fast, simple RSS feed reader that delivers a great reading experience.
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Schiphol | Start your journey well at our airport
Find everything you need to know about your flight, baggage, crowd levels, shops, parking and more at Amsterdam Airport Schiphol. Have a nice flight!
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Xvideos - Porn Sex Videos
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Erotica 7 - free erotica photos! Erotica pics! Nude girls, nice teens, sexy babes! HOT EROTICA!
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NICE지키미
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Group
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「ブログが好き!」ムラゴンブログは無料のおすすめ簡単ブログサービスです。使いやすい機能と見やすい画面、人気のブログや話題のブログ記事が集まっているのがムラゴンブログです。
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Iconic Riviera - Luxury Lifestyle Magazine - Monaco, Nice, Cannes, St. Tropez - Iconic Riviera
85,350
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MAXIFOOT-LIVE le live-score du football pour suivre les match en direct
Livescore Football : tous les scores en live et les résultats des matchs en direct sur Maxifoot-Live !
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Webkoara|旬な話題やお役立ち情報をシェアしていきます!
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Huge Boobs Pics and Nice Tits Porn at 247 Big Boobs .com
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Nice Kicks | We are sneakers.
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React.js Examples
A nice collection of often useful examples done in React.js
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Only Tease Fan | Free galleries and pictures
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EDHEC Business School
Study management, finance, marketing in Europe. Accrédité EQUIS, AACSB, AMBA : Master of Science Programmes, Global MBA, Bachelor, Master in Management, PhD in Finance, Executive Education, Research for business
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Enabling Organizations to Operationalize Big Data | NICE
NICE is the worldwide leading provider of software solutions enabling organizations to improve customer experience, ensure compliance, fight financial crime, and safeguard people and assets. Captures and analyzes structured and unstructured data.
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Služby, handmade produkty a zarábaj na webe | JASPRAVÍM.sk
Jaspravim ponúka tisíce služieb a hand made produktov cez internet. Nakúpte kvalitnú grafiku, preklady, články, náušnice. Zarobte si cez internet a predávajte služby a hand made produkty na Jaspravím.
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FBN_Logo_BW_2017
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Crowd Cow = Craft Meat and it's better than anything you've ever had
Get grass fed steaks, pasture raised craft beef, pastured chicken, heritage pork and more craft meat you can't find anywhere else ― with direct access to the farm who raised it ― only at Crowd Cow.
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Rodent Infusion Products & Laboratory Equipment | Instech Laboratories
Instech Laboratories is the leader in laboratory research equipment for rodent infusion and sampling products. Our products are designed specifically for lab animals including mice and rats. Learn more!
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Ass Point - Big Ass Fucking, Free Black Butts & Anal Sex
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Elephant Insurance | Car Insurance That Makes Sense
Car insurance without the hassle. At Elephant, we’re here to help steer you in the right direction so you can have the right protection for your lifestyle.
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Thello • Trains France-Italie - site officiel
Grâce à Thello reliez la France et l'Italie en train. De Paris ou Dijon à Venise en train de nuit à partir de 29€ par personne et par trajet. De Marseille à Milan en train de jour via Nice et Gênes à prix malins.
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React Native Example for Android and iOS
A nice collection of often useful examples done in React Native.
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LoveSove.com - Sher-o-shayari | Quotes | Status | Wishes | Suvichar
LoveSove.com ©2019 is a flawless spot on the net where you will discover Shayaris , Greeting Cards, and Sms to express your actual and perpetually enduring sentiments or feelings and Much More.
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park4night - Sharing cool places, camping car areas, van
Share the nice spots where you like to relax with your camper, your equipped van or normal van.
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Burrow | Custom Furniture & Sectional Sofas
Meet Burrow. We make clever, uncompromising furniture and other nice things fit for modern life at home. From our comfortable, customizable sofas, loveseats, and armchairs to our five unique collections of decorative pillows and throw blankets, Burrow is the perfect place to start when shopping for your home.
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Nice Pirates - Игра с выводом денег
Симулятор с выводом денег
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ColorSpace - Color Palettes Generator and Color Gradient Tool
Here you can find the perfect matching color scheme for your next project! Generate nice color palettes, color gradients and much more! Your space for everything that has to do with color!
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Nice S.p.A. - Home Automation Systems
Nice S.p.A. Official Website. Check our Products’ Catalogue or contact our offices
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شبکه ارتباطات لوناپارس | اپراتور سراسری اینترنت پرسرعت و تلفن ثابت در سراسر کشور | Lunapars Internet & Voip Service Provider
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HOT INDIAN PORN - HD Desi Sex Tube, XXX Hindi Gangbang Videos
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IZUM - Institut informacijskih znanosti, Maribor, Slovenija
IZUM - Institut informacijskih znanosti je javni zavod, ki ga je ustanovila Vlada Republike Slovenije kot informacijski servis slovenske znanosti, kulture in izobraževanja.
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Thello • Trains France-Italie - site officiel
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Origami Instructions | Origami Way
These origami instructions and diagrams were written to be as easy to follow as possible. I recommend using origami paper if you want them to turn out nice, but regular paper will do fine for simple diagrams.
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CHU de Nice | Centre Hospitalier Universitaire de Nice
Site du CHU de Nice. Le Centre Hospitalier Universitaire de Nice est un établissement public de santé. A ce titre, il défend les valeurs fortes du service…
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Mining Rig Rentals | Home
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The Entomologist Lounge | Welcome to the lounge, where entomologists and insect enthusiasts can relax, grab a cup and put on a nice music. Step out of your day job, and step into your zone, where you reconnect with your passion for insects and enrich yourself with more knowledge.
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HowToLucid.com: Lucid Dreaming and Mindfulness Tutorials
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Knjižnica grada Zagreba su mreža narodnih knjižnica u Gradu Zagrebu. Stranice donose sve informacije o ustanovi, lokacijama i uvjetima korištenja knjižnica, građi, radnom vremenu, novostima i događanjima
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DuckDice - Bitcoin Dice Gambling. ETH, LTC, DOGE, BCH, XMR, DASH, XRP, ETC, BTG, XLM, ZEC supported
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Ecole de Commerce IDRAC Business School à Amiens, Bordeaux, Grenoble, Lyon, Montpellier, Nantes, Nice, Paris et Toulouse
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Music Venues in San Francisco CA | Slim's & GAMH
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IT Versity | making IT resourceful
As part of this blog post we will see detailed instructions about setting up development environment for Spark and Hadoop application development using Windows. We have used Windows 10 for this demo using 64 bit version on Setup development environment on Windows For each of the section we will see Why we need to perform the step? How to perform the step? How we can validate whether it is working as expected? We will also develop few programs to validate whether our setup is progressing as expected or not In case you run into any issues, please log those in our forums Click here for the coupons for our content. Our training approach is certification oriented. Click here to go to our state of the art lab to practice Spark hands on for more realistic experience Setup Development environment on Windows We are considering fresh Windows laptop. We will start with Java/JDK on Windows laptop and we will go through step by step instructions to setup Scala, sbt, WinUtils etc. For integrated development using IntelliJ Typically programming will be done with IDEs such as IntelliJ IDEs are typically integrated with other tools such as git which is code versioning tool. Tools like git facilitate team development. sbt is build tool for Scala. Once applications are developed using IDE, they are typically built using tools like sbt WinUtils is required for HDFS APIs to work on Windows laptop Unless java is setup and validated successfully do not go further. If you need our support, please log the issues in our forums. Setup Java and JDK Steps are almost same as demonstrated for Mac as well as Linux Before getting started check whether Java and JDK are installed or not Launch command prompt - Go to search bar on windows laptop, type cmd and hit enter Type java -version If it return version, check whether 1.8 or not. It is better to have 1.8 version. If you have other version, consider uninstall and install 1.8 (Search for programs installed and uninstall Java) Type javac -version If it return version, check whether 1.8 or not. It is better to have 1.8 version. If you have other version, consider uninstall and install 1.8 (Search for programs installed and uninstall Java) If you need other versions, make sure environment variables point to 1.8 If you do not have Java at all, make sure to follow the instructions and install 1.8 version of JRE and JDK. Why do we need to install Java and JDK? Scala, Spark and many other technologies require Java and JDK to develop and build the applications. Scala is JVM based programming language. How to install Java and JDK? Go to official page of Oracle where downloads are available Accept the terms and download 64 bit version How to validate? Use java -version and javac -version commands in command prompt and see they return 1.8 or not Setup Scala with IntelliJ Steps are almost same as demonstrated for Mac as well as Linux Now install IntelliJ There are 2 versions of IntelliJ community edition and enterprise edition Community edition is free and at times you need to install additional plugins Enterprise edition is paid and supported and comes with most of the important plugins pre-installed. Also set of plugins are bundled together as part of enterprise edition Unless you have corporate license for now consider installing community edition. Why IntelliJ? IntelliJ is created by JetBrains and it is very popular in building IDEs which boost productivity in team development Scala and SBT can be added as plugins using IntelliJ Most commonly used tools such as git comes out of the box for versioning the code in the process of application development by teams. How to Install? Go to the downloads page and make sure right version is chosen. Once downloaded, just double click on installable and follow typical installation process How to validate? We will develop a program as part of next section to validate. Develop Hello World Program We will see how to create first program using Scala as sbt project. Steps are almost same as demonstrated for Mac as well as Linux Click on New Project For the first time, it selects java by default. Make sure to choose Scala and then sbt Give name to the project -> spark2demo Choose right version of Scala -> 2.11.12 Choose right version of sbt -> 0.13 It will take some time to setup the project Once done you will see src directory with the structure src/main/scala src/main/scala is base directory for scala code build.sbt under project name - name of the project version - project version (0.1) scalaVersion - scala version (2.11.12) name := "spark2demo" version := "0.1" scalaVersion := "2.11.12" Steps to develop HelloWorld program Right click on src/main/scala Choose Scala Class Give name as Hello World and change type to object Replace the code with below code object HelloWorld { def main(args: Array): Unit = { println("Hello World") } } Right click and run the program You should see Hello World in the console Make sure IntelliJ setup with Scala is done and validated by running Hello World program. In case of any issues, please log in our forums. Setup sbt and run application Once the application is developed, we need to build jar file and migrate to higher environments. sbt is the build tool which is typically used for Scala based projects. Why sbt? To build scala based applications to jar file Validate jar file to make sure program is running fine How to setup sbt? Setup sbt by downloading relevant downloadable from this link For Windows use Microsoft Installer (msi) For Mac install using brew How to validate sbt? Copy the path by right clicking the project in IntelliJ Go to command prompt and cd to the path Check the directory structure, you should see src directory build.sbt Run sbt package It will build jar file and you will see the path Run program by using sbt run command You should see Hello World printed on the console Add Spark dependencies to the application As we are done with validating IntelliJ, Scala and sbt by developing and running the program, now we are ready to integrate Spark and start developing Scala based applications using Spark APIs. Steps are almost same as demonstrated for Mac as well as Linux Update build.sbt by adding libraryDependencies += "org.apache.spark" %% "spark-core" % "2.3.0" Enable auto-import or click on refresh on type right corner It will take some time to download dependencies based on your internet speed Be patient until all the spark based dependencies are downloads. You can expand External Dependencies in project view to see list of jars downloaded. build.sbt will look like this name := "spark2demo" version := "0.1" scalaVersion := "2.11.12" libraryDependencies += "org.apache.spark" %% "spark-core" % "2.3.0" Setup WinUtils to get HDFS APIs working Not required for Mac or Linux Why to install winutils? In the process of building data processing applications using Spark, we need to read data from files Spark uses HDFS API to read files from several file systems like HDFS, s3, local etc For HDFS APIs to work on Windows, we need to have WinUtils How to install winutils? Click here to download 64 bit winutils.exe Create directory structure like this C:/hadoop/bin Setup new environment variable HADOOP_HOME Search for Environment Variables on Windows search bar Click on Add Environment Variables There will be 2 categories of environment variables User Variables on top System Variables on bottom Make sure to click on Add for System Variables Name: HADOOP_HOME Value: C:\\hadoop (don't include bin) Also choose Path and click on Edit Click on Add Add new entry %HADOOP_HOME%\\bin Setup Data sets You need to have data sets setup for your practice. Steps are almost same as demonstrated for Mac as well as Linux Go to our GitHub data repository You can setup data sets in 2 ways If you have git, you can clone to the desired directory on your PC Otherwise use download, it will download zip file Unzip and copy to C:\\data You will have multiple datasets ready for your practice Develop first spark application Now we are ready to develop our first Spark application. Steps are almost same as demonstrated for Mac as well as Linux Go to src/main/scala Right click and click on New -> Package Give the package name as retail_db Right click on retail_db and click on New -> Scala Class Name: GetRevenuePerOrder Type: Object Replace the code with this code snippet package retail_db import org.apache.spark.{SparkConf, SparkContext} object GetRevenuePerOrder { def main(args: Array): Unit = { val conf = new SparkConf(). setMaster(args(0)). setAppName("Get revenue per order") val sc = new SparkContext(conf) sc.setLogLevel("ERROR") val orderItems = sc.textFile(args(1)) val revenuePerOrder = orderItems. map(oi => (oi.split(", ")(1).toInt, oi.split(", ")(4).toFloat)). reduceByKey(_ + _). map(oi => oi._1 + ", " + oi._2) revenuePerOrder.saveAsTextFile(args(2)) } } Program takes 3 arguments args(0) -> execution mode args(1) -> input path args(2) -> output path Running the application Go to Run menu -> Edit Configurations Add new application Give application name GetRevenuePerOrder Choose main class: retail_db.GetRevenuePerOrder Program arguments: local Use classpath for module: Choose spark2demo Click on Apply and then Ok Now you can run the application by right clicking and choosing Run "GetRevenuePerOrder" Go to output path and check files are created for output or not Build jar file Let us see how we can build the jar file and run it. Steps are almost same as demonstrated for Mac as well as Linux Copy the path by right clicking the project in IntelliJ Go to command prompt and cd to the path Check the directory structure, you should see src directory build.sbt Run sbt package It will build jar file and you will see the path It will be typically /target/scala-2.11/spark2demo_2.11-0.1.jar We can also run using sbt "run-main" sbt "run-main retail_db.GetRevenuePerOrder local " Now you are ready with the jar file to get deployed. If you have any issues please raise it in our forums. Download and Install Spark on Windows Now let us see the details about setting up Spark on Windows Skip this for Mac or Linux (we will see again after setting up Ubuntu using Windows subsystem for Linux) Why to setup Spark? Before deploying on the cluster, it is good practice to test the script using spark-submit. To run using spark-submit locally, it is nice to setup Spark on Windows How to setup Spark? Install 7z so that we can unzip and untar spark tar ball, from here Download spark 2.3 tar ball by going here Choose Spark Release: 2.3.0 Choose a package type: Pre-built for Hadoop 2.7 or later It gives the appropriate link pointing to mirror Click on it go to mirror and click on it to download Use 7z software to unzip and under to complete setup of spark We need to configure environment variables to run Spark any where Keep in mind that Spark is not very well supported on Windows and we will see how to setup on Ubuntu using Windows subsystem for Linux. Configure environment variables for Spark Let us see how we can configure environment variables of Spark Skip this for Mac or Linux Why to setup Environment Variables? To run spark-submit, spark-shell from any where on the PC using the jar file. How to configure Environment Variables? Let us assume that Spark is setup under C:\\spark-2.3.0-bin-hadoop2.7 Setup new environment variable SPARK_HOME Search for Environment Variables on Windows search bar Click on Add Environment Variables There will be 2 categories of environment variables User Variables on top System Variables on bottom Make sure to click on Add for System Variables Name: SPARK_HOME Value: C:\\spark-2.3.0-bin-hadoop2.7 (don't include bin) Also choose Path and click on Edit Click on Add Add new entry %SPARK_HOME%\\bin How to validate? Go to any directory and run spark-shell Run Spark job using spark-shell Using spark-shell we can validate ad hoc code to confirm it is working. It will also confirm whether the installation is successful or not. Skip this for Mac or Linux Run spark-shell Execute this code and make sure it return results val orderItems = sc.textFile("C:\\\\data\\\\retail_db\\\\order_items") val revenuePerOrder = orderItems. map(oi => (oi.split(", ")(1).toInt, oi.split(", ")(4).toFloat)). reduceByKey(_ + _). map(oi => oi._1 + ", " + oi._2) revenuePerOrder.take(10).foreach(println) On Windows after showing the output, it might throw the exception. Run Spark application using Spark submit We can validate the jar file by using spark-submit Skip this for Mac or Linux spark-submit is the main command to submit the job --class retail_db.GetRevenuePerOrder, to pass the class name By default master is local, if you want to override we can use --master After spark-submit and control arguments we have to give jar file name followed by arguments spark-submit --class retail_db.GetRevenuePerOrder local Setup Ubuntu using Windows subsystem for Linux Now let us see how we can setup Ubuntu on Windows 10 Skip this for Mac or Linux Why to setup Ubuntu? Windows is not completely fool proof in running spark jobs. Using Ubuntu is better alternative and you will run into fewer issues Using Windows subsystem for Linux we can quickly set up Ubuntu virtual machine How to setup Ubuntu using Windows subsystem for Linux? Follow this link to setup Ubuntu using Windows subsystem for Linux Complete the setup process by giving username for the Ubuntu virtual machine Accessing C Drive using Ubuntu built using Windows subsystem for Linux Skip this for Mac or Linux It is better to understand how we can access C drive in Ubuntu built using subsystem for Linux It will facilitate us to access files in C drive In Linux root file system starts with / and does not have partitions like C drive The location of C drive is /mnt/C Setup Java and JDK on Ubuntu Skip this for Mac or Linux Before getting started check whether Java and JDK are installed or not Launch command prompt - Go to search bar on windows laptop, type cmd and hit enter Type java -version If it return version, check whether 1.8 or not. It is better to have 1.8 version. If you have other version, consider uninstall and install 1.8 (Search for programs installed and uninstall Java) Type javac -version If it return version, check whether 1.8 or not. It is better to have 1.8 version. If you have other version, consider uninstall and install 1.8 (Search for programs installed and uninstall Java) If you need other versions, make sure environment variables point to 1.8 If you do not have Java at all, make sure to follow the instructions and install 1.8 version of JRE and JDK. Why do we need to install Java and JDK? Scala, Spark and many other technologies require Java and JDK to develop and build the applications. Scala is JVM based programming language. How to install Java and JDK on Ubuntu? sudo add-apt-repository ppa:webupd8team/java sudo apt-get update sudo apt-get install oracle-java8-installer How to validate? Use java -version and javac -version commands in command prompt and see they return 1.8 or not Download and Untar Spark Now let us see the details about setting up Spark on Ubuntu or any Linux flavor or Mac. Why to setup Spark? Before deploying on the cluster, it is good practice to test the script using spark-submit. To run using spark-submit locally, it is nice to setup Spark on Windows How to setup Spark? Download spark 2.3 tar ball by going here. We can use wget to download the tar ball. Choose Spark Release: 2.3.0 Choose a package type: Pre-built for Hadoop 2.7 or later It gives the appropriate link pointing to mirror Click on it go to mirror and click on it to download Use tar xzf command to untar and unzip tar ball - tar xzf spark-2.3.0-bin-hadoop2.7.tgz We need to configure environment variables to run Spark any where Setup Environment Variables - Mac or Linux Let us see how we can configure environment variables of Spark Why to setup Environment Variables? To run spark-submit, spark-shell from any where on the PC using the jar file. How to configure Environment Variables? Let us assume that Spark is setup under /Users/itversity/spark-2.3.0-bin-hadoop2.7 on Mac /mnt/c/spark-2.3.0-bin-hadoop2.7 on Ubuntu built using Windows subsystem Setup new environment variable SPARK_HOME and update PATH Make sure to restart terminal (no need to reboot the machine) # On Mac - .bash_profile export SPARK_HOME=/Users/itversity/spark export PATH=$PATH:$SPARK_HOME/bin:$SPARK_HOME/sbin # On Ubuntu built using Windows subsystem for Linux - .profile export SPARK_HOME=/mnt/c/spark-2.3.0-bin-hadoop2.7 export PATH=$PATH:$SPARK_HOME/bin How to validate? Go to any directory and run spark-shell val orderItems = sc.textFile("C:\\\\data\\\\retail_db\\\\order_items") val revenuePerOrder = orderItems. map(oi => (oi.split(", ")(1).toInt, oi.split(", ")(4).toFloat)). reduceByKey(_ + _). map(oi => oi._1 + ", " + oi._2) revenuePerOrder.take(10).foreach(println) Run jar file using Spark Submit We can validate the jar file by using spark-submit spark-submit is the main command to submit the job --class retail_db.GetRevenuePerOrder, to pass the class name By default master is local, if you want to override we can use --master After spark-submit and control arguments we have to give jar file name followed by arguments spark-submit --class retail_db.GetRevenuePerOrder local Conclusion and where to go from here This post covers how to set up development environment to work on Spark projects using Scala as a team However to gain in-depth knowledge of Spark, you can follow our content and practice on our state of the art big data cluster Click here for the coupons for our content Click here to go to our state of the art lab to practice Spark hands on for more realistic experience
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