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Title: Poker Hand Dataset
Source Information
a) Creators:
Robert Cattral (cattral@gmail.com)
Franz Oppacher (oppacher@scs.carleton.ca)
Carleton University, Department of Computer Science
Intelligent Systems Research Unit
1125 Colonel By Drive, Ottawa, Ontario, Canada, K1S5B6
c) Date of release: Jan 2007
Past Usage:
Relevant Information: Each record is an example of a hand consisting of five playing cards drawn from a standard deck of 52. Each card is described using two attributes (suit and rank), for a total of 10 predictive attributes. There is one Class attribute that describes the “Poker Hand”. The order of cards is important, which is why there are 480 possible Royal Flush hands as compared to 4 (one for each suit – explained in more detail below).
Number of Instances: 25010 training, 1,000,000 testing
Number of Attributes: 10 predictive attributes, 1 goal attribute
Attribute Information: 1) S1 “Suit of card #1” Ordinal (1-4) representing {Hearts, Spades, Diamonds, Clubs}
2) C1 “Rank of card #1” Numerical (1-13) representing (Ace, 2, 3, ... , Queen, King)
3) S2 “Suit of card #2” Ordinal (1-4) representing {Hearts, Spades, Diamonds, Clubs}
4) C2 “Rank of card #2” Numerical (1-13) representing (Ace, 2, 3, ... , Queen, King)
5) S3 “Suit of card #3” Ordinal (1-4) representing {Hearts, Spades, Diamonds, Clubs}
6) C3 “Rank of card #3” Numerical (1-13) representing (Ace, 2, 3, ... , Queen, King)
7) S4 “Suit of card #4” Ordinal (1-4) representing {Hearts, Spades, Diamonds, Clubs}
8) C4 “Rank of card #4” Numerical (1-13) representing (Ace, 2, 3, ... , Queen, King)
9) S5 “Suit of card #5” Ordinal (1-4) representing {Hearts, Spades, Diamonds, Clubs}
10) C5 “Rank of card 5” Numerical (1-13) representing (Ace, 2, 3, ... , Queen, King)
11) CLASS “Poker Hand” Ordinal (0-9)
0: Nothing in hand; not a recognized poker hand 1: One pair; one pair of equal ranks within five cards 2: Two pairs; two pairs of equal ranks within five cards 3: Three of a kind; three equal ranks within five cards 4: Straight; five cards, sequentially ranked with no gaps 5: Flush; five cards with the same suit 6: Full house; pair + different rank three of a kind 7: Four of a kind; four equal ranks within five cards 8: Straight flush; straight + flush 9: Royal flush; {Ace, King, Queen, Jack, Ten} + flush
Missing Attribute Values: None
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A collection of poker hand histories, covering 11 poker variants, in the poker hand history (PHH) format.
To contribute, please create a pull request or an issue at the accompanying GitHub repository.
Contents:
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This dataset contains various tables that represent statistical data related to to simulated poker games and estimate equity in a number of situations, which ultimately could be useful to gain insights into player behavior, game dynamics, and strategies that can improve performance in poker games. Equity estimates are based on hand features for winning hands as they appear over Monte-Carlo simulation data.
The entire project which generated this dataset is linked here.
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This dataset contains (preflop call amount, hand) tuples for my No Limits Texas Hold'em Poker games. The data was collected over a period of one year, and includes over 10,000 hands.
The dataset can be used to study the preflop calling behavior of poker players. It can also be used to develop strategies for preflop calling.
The dataset consists of two files:
preflop_calls.csv: This file contains the (preflop call amount, hand) tuples.hands.csv: This file contains the full hand histories for the hands in the preflop_calls.csv file.The preflop_calls.csv file has the following columns:
hand: The hand that was played.preflop_call_amount: The amount of money that was called preflop.The hands.csv file has the following columns:
hand: The hand that was played.board: The board cards.players: The players in the hand.actions: The actions taken by the players in the hand.The dataset can be used to study the preflop calling behavior of poker players. It can also be used to develop strategies for preflop calling.
To study the preflop calling behavior of poker players, you can use the preflop_calls.csv file to create a histogram of the preflop call amounts. You can also use the preflop_calls.csv file to create a scatterplot of the preflop call amounts against the hand strength.
To develop strategies for preflop calling, you can use the preflop_calls.csv file to identify the factors that are most predictive of preflop calling. You can then use these factors to develop a model that predicts preflop calling.
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1183 Global import shipment records of Poker Game with prices, volume & current Buyer's suppliers relationships based on actual Global export trade database.
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TwitterTexas holdem poker, known as Holdem, will be the most favorite poker game, played both at houses and in casinos. Poker may be the zero 1 casino game and texas holdem is the no1 poker game. Inside Air Conditioner Installations In Austin Tx is a unusual online database for further about where to recognize it. And there's little doubt about it! Because it is amusing to play, easy to learn and best to play people love to play its different edition. Due to its huge popularity, it is a main function of the World Series of Poker. Not only in casinos and at homes, texas hold em can be performed over internet. In-fact online casinos have ranked it the most liked and most played game. Playing on the web is as fascinating and entertaining as in area and nevada.
If you want to turn into a professional texas holdem poker player, or at-least an intermediate player, then you should be fully conscious of the overall and basic texas holdem policies and the texas holdem hands to-play. You can learn to play texas holdem poker in just a day or therefore, but understanding the sport of poker requires a great deal of patience and practice. General texas holdem poker principles are:
The game is played using a standard deck of 52 cards. Players are dealt with two 'down' cards and five 'up' cards. Five 'up' cards are called area cards and are shared by all players available. This game could be played with at least 2 players and at one of the most 11 players.
Anyone acts as a dealer. His duties include shuffling the cards, distributing the cards and controlling the movement of the game.
The two people on the left side of the seller begin the game by making the blind bets. This powerful hvac company austin tx wiki has varied stately suggestions for the inner workings of it. Now each player is given 2 'down' cards. These will be the 'hole' cards of the participants. This round is known as 'pre-flop' round.
Today seller turns over the three cards at the center of the table. Now the next bet round starts. That round starts to the person on the left of the dealer and continues to the left. In this round a person can contact, boost or fold, if there is a bet on the table. When there is no bet on the table then the player will make the bet or check.
Since the 2nd betting round ends, the dealer distributes another 'up' card. This card is named 'turn.' Participants can use this sixth card now to make a five card poker hand. The player to the left of the dealer starts the betting round. In this round-the bet amount becomes equal to the most table bet.
Now the final betting round starts. Seller distributes the final card which will be called 'water.' A person may use any mix of cards to create the hand. A hand might be one pocket card and four community card or 2 pocket cards and 3 community cards.
Now most of the people that are in-the hand show their cards. The top hand wins the pot. Get extra information on this related link - Click here: compare air conditioning installation austin. However, through the game a player can fold and can get out of the hand in any time.
Texas hold em poker is the name of activity and jackpots. The cheat game of yesteryear has become the number 1 casino game. And this popularity is because of the simplicity, tips and chances. Texas holdem poker principles enable you to learn and to play florida holdem games. Therefore understand them to-play!.
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This dataset contains simulation data generated for academic research. The study models human decision-making under uncertainty, using heads-up Texas Hold'em as a test domain. The dataset includes results from Monte Carlo simulations of poker games, where the players incorporate strategic parameters such as risk appetite, confidence levels, and bluffing tendencies.
The data is structured to facilitate the analysis of decision-making behaviours in incomplete information games and can be used in the study of game theory, artificial intelligence, behavioural economics, and opponent/entity modelling.
The associated README.md provides additional details on how to interpret the data. Please ensure that the simulation data is first unzipped, and note that the README.md file is best viewed in a dedicated Markdown editor or appropriate application due to known preview issues on Zenodo. There is more information in the codebase used for the generation of this data.
This dataset is useful for research in the following areas:
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Recently big data and its applications had sharp growth in various fields such as IoT, bioinformatics, eCommerce, and social media. The huge volume of data incurred enormous challenges to the architecture, infrastructure, and computing capacity of IT systems. Therefore, the compelling need of the scientific and industrial community is large-scale and robust computing systems. Since one of the characteristics of big data is value, data should be published for analysts to extract useful patterns from them. However, data publishing may lead to the disclosure of individuals’ private information. Among the modern parallel computing platforms, Apache Spark is a fast and in-memory computing framework for large-scale data processing that provides high scalability by introducing the resilient distributed dataset (RDDs). In terms of performance, Due to in-memory computations, it is 100 times faster than Hadoop. Therefore, Apache Spark is one of the essential frameworks to implement distributed methods for privacy-preserving in big data publishing (PPBDP). This paper uses the RDD programming of Apache Spark to propose an efficient parallel implementation of a new computing model for big data anonymization. This computing model has three-phase of in-memory computations to address the runtime, scalability, and performance of large-scale data anonymization. The model supports partition-based data clustering algorithms to preserve the λ-diversity privacy model by using transformation and actions on RDDs. Therefore, the authors have investigated Spark-based implementation for preserving the λ-diversity privacy model by two designed City block and Pearson distance functions. The results of the paper provide a comprehensive guideline allowing the researchers to apply Apache Spark in their own researches.
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The Online Poker Game market has evolved into a dynamic and lucrative segment of the global gaming industry, catering to millions of players seeking both entertainment and competitive challenges. As of recent data, the market has captured significant attention, with an estimated valuation of over $XX billion and a s
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Gambling Data Iran cara paling cepet lan paling gampang kanggo entuk dhuwit liyane. Salajengipun, sampeyan bisa njaluk akeh bener lan aktif dhaptar kontak gambler. Yen sampeyan ana ing industri gambling lan pengin tuwuh ing Iran, sampeyan lagi ing Panggonan tengen kanggo bantuan. Data iki minangka kunci kanggo bisnis sampeyan tuwuh. Sing paling penting, kita minangka panyedhiya basis data paling dhuwur ing Iran. Uga, kita kurban rincian lan database gambling akurat. Kajaba iku, database kita bakal mbantu sampeyan tuwuh lan sukses bisnis. Uga, Gambling Data Iran menehi sampeyan kontak bener related kanggo macem-macem aspèk industri gambling. dataset gambling iki kalebu revenue kui dening macem-macem jinis aktivitas gambling. Kayata game casino, totoan olahraga, lan lotre. Sampeyan uga bisa entuk data nyakup demografi pemain, kalebu umur, jender, lan lokasi geografis. Kanthi nggunakake data kita, para pemangku kepentingan bisa nggawe keputusan sing tepat. Iran Gambling data iku cara pinter kanggo nambah dodolan. Data kasebut akurat, lan mbantu sampeyan tuwuh bisnis kanthi cepet. Bukak situs web kita saiki kanggo entuk data paling anyar lan paling dipercaya. Mulai nggunakake database kita kanggo nambah marketing lan nyambungake karo pelanggan tengen. Kajaba iku, kanthi database iki, sampeyan bisa kanthi gampang ngirim penawaran khusus, promosi, utawa warta. Iku mbantu sampeyan Doel tengen wong sing duwe kapentingan ing gambling . Menapa malih, Iran Gambling data minangka alat sing apik kanggo mbantu bisnis sampeyan tuwuh. Dhaptar iki kalebu informasi kontak kanggo wong sing seneng gambling ing Iran. Apa padha ngurmati poker, totoan olahraga, utawa game casino, data kita mbantu sampeyan nyambungake karo wong sing bener. Data kita nyakup wong sing seneng poker, slot, lan kasino. Kita nyedhiyakake dhaptar ing format CSV utawa Excel, supaya gampang digunakake karo sistem CRM sampeyan.
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Gambling Data Pakistan alat terkenal kanggo bisnis looking kanggo nyambungake karo pamirsa tengen. Database kita duwe rincian sing akurat kayata jeneng, nomer telpon, lan email para pemain judi sing aktif. Kajaba iku, gampang digunakake, diatur, lan dipercaya. Bisnis ing kasino, game online, lan taruhan olahraga bisa nggunakake data iki kanggo target pelanggan sing tepat. Iku mbantu sampeyan promosi layanan, nambah jangkauan, lan nambah dodolan kanthi gampang. Dadi, nandur modal ing database kita lan entuk bathi investasi (ROI) sing gedhe. Uga, kita ngrancang Gambling Data Pakistan kanggo bantuan bisnis sukses ing industri gambling. Isine informasi kontak anyar saka gamblers ing Pakistan, diklumpukake saka opt-in sumber. Basis data ngetutake kabeh aturan privasi lan perlindungan data, njamin akurasi lan keamanan. Sampeyan bisa nggunakake aplikasi kasebut kanggo nuduhake promosi, game anyar, utawa tawaran khusus langsung karo pelanggan sing kasengsem. Uga, kita ngrancang Gambling Data Pakistan kanggo bantuan bisnis sukses ing industri gambling. Isine informasi kontak anyar saka gamblers ing Pakistan, diklumpukake saka opt-in sumber. Basis data ngetutake kabeh aturan privasi lan perlindungan data, njamin akurasi lan keamanan. Sampeyan bisa nggunakake aplikasi kasebut kanggo nuduhake promosi, game anyar, utawa tawaran khusus langsung karo pelanggan sing kasengsem. Data Gambling Pakistan minangka alat sing apik kanggo mbantu bisnis sampeyan tuwuh. Dhaptar iki kalebu informasi kontak kanggo wong sing seneng gambling ing Pakistan. Apa padha ngurmati poker, totoan olahraga, utawa game casino, data kita mbantu sampeyan nyambungake karo wong sing bener. data gambling iki kalebu wong sing seneng game kaya poker lan slot , uga bisnis kaya kasino. Mula, data iki tansah up-to-date lan dipriksa kanthi teliti. Sampeyan bisa dipercaya manawa data kasebut bakal mbantu sampeyan nggayuh pamirsa sing bener. Kita nyedhiyakake dhaptar ing format CSV utawa Excel, supaya gampang digunakake karo sistem CRM sampeyan. Menapa malih, Pakistan Gambling Data minangka cara pinter kanggo nambah dodolan. Data kasebut akurat, lan mbantu sampeyan tuwuh bisnis kanthi cepet. Sampeyan uga bisa hubungi kasino lan bisnis game ing Pakistan. Iki nggawe gampang kanggo nyambungake karo mitra potensial. Sakabèhé, kita nggawe gampang kanggo nggayuh tujuan bisnis sampeyan.
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81 Active Global Poker Game Set buyers list and Global Poker Game Set importers directory compiled from actual Global import shipments of Poker Game Set.
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157 Active Global Poker Game buyers list and Global Poker Game importers directory compiled from actual Global import shipments of Poker Game.
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TwitterIn 2024, games of fortune generated approximately 226.78 billion Macau patacas in gross gambling revenue in Macao, increasing by around 24 percent from the previous year. Games of fortune include Roulette, Black Jack, VIP Baccarat, Baccarat, Fantan, Cussec, Paikao, Mark 8, Mahjong, Slot machines, Mahjong Paikao, 3-Card Poker, 3-Card Baccarat Game, Craps, Texas Holdem Poker, Tombola, Lucky Wheel, Live Multi Game, Stud Poker, Casino War, Fortune 3 Card Poker, and Fortune 8.
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111 Active Global Poker Game suppliers, manufacturers list and Global Poker Game exporters directory compiled from actual Global export shipments of Poker Game.
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Gambling Data France nuduhake carane wong kaya totohan lan muter game. Informasi iki mbantu bisnis nggawe keputusan sing cerdas. Padha bisa nggawe game luwih apik lan nawakake sing pelanggan seneng. Iku uga mbantu bisnis ngerti ngendi kanggo fokus efforts. Nanging, kanthi nggunakake data iki, bisnis bisa narik luwih akeh pelanggan. Nalika pelanggan seneng apa sing diputer, dheweke terus bali. Menapa malih, Gambling Data France alat tombol kanggo nambah pengalaman marketing. Iki ngidini perusahaan tetep kompetitif lan nyukupi kabutuhan pelanggan. Iki mbantu bisnis nemokake pelanggan anyar lan nambah dodolan. Tim database kita ajeg nganyari dhaftar, supaya tansah saiki lan dipercaya. Bisnis bisa dipercaya database kanggo nggayuh pamirsa sing tepat. Uga, kanthi menehi apa sing dikarepake pelanggan, bisnis bisa tuwuh lan mbangun hubungan sing luwih apik. Pungkasan, nggunakake data iki bisa nggawe bisnis sampeyan luwih sukses. France Gambling Data alat banget kanggo dodolan ngedongkrak lan tuwuh bisnis. Dhaptar iki kalebu informasi kontak kanggo wong sing seneng gambling, kayata muter poker, totoan olahraga, utawa game casino. Kita mesthekake yen data iki tansah akurat lan up-to-date, sing mbantu sampeyan cepet tekan pamirsa sing tepat. Iki mbantu bisnis sampeyan kanthi ngidini sampeyan nggayuh luwih akeh pelanggan. Kajaba iku, iki minangka pilihan sing cerdas kanggo ngembangake bisnis lan nambah dodolan. Kita nyedhiyakake data iki ing format CSV utawa Excel. Kajaba iku, karo France Gambling Data, sampeyan bisa kanthi gampang nyambungake karo wong sing bener related kanggo gambling . Kita nganyari data kanthi rutin kanggo mesthekake yen bener, supaya sampeyan bisa dipercaya. Salajengipun, kalebu rincian penting kayata umur, jender, lan lokasi. Iki nggawe luwih gampang kanggo target pelanggan sing tepat kanggo kampanye pemasaran sampeyan. Iki bisa dianggo kanthi apik karo sistem CRM lan mbantu sampeyan tetep teratur.
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Gambling Data Cambodia alat sampurna kanggo ngedongkrak dodolan lan tuwuh bisnis. Yen sampeyan pengin tekan gamblers ing Kamboja, data iki sampurna kanggo sampeyan. Iku kalebu rincian kontak kanggo gamblers lan bisnis, kayata kasino, kasengsem ing gambling . Kita ajeg mriksa data gambling. Mulane, iku tetep up-to-date. Akibaté, sampeyan nampa informasi sing akurat lan dipercaya saben wektu. data gambling iki 95% akurat, supaya sampeyan bisa gumantung ing informasi. Kita nyedhiyakake data ing file CSV utawa Excel, supaya gampang digunakake karo sistem CRM sampeyan. Maneh, karo Gambling Data Cambodia, sampeyan bisa kanthi gampang hubungi kasino lan bisnis game. Kajaba iku, iki nggampangake ngirim tawaran, warta, utawa tawaran khusus kanggo wong sing kasengsem. Iki uga mbantu bisnis sampeyan tuwuh kanthi nggayuh pamirsa sing tepat. Dhaptar kalebu wong sing seneng game kaya poker , slot , lan aktivitas gambling liyane. Cambodia Gambling Data nuduhake carane wong kaya totohan lan muter game. Iki ngandhani bisnis apa game sing populer, pira wong mbuwang, lan ing ngendi dheweke main. Informasi iki mbantu bisnis nggawe keputusan sing cerdas. Padha bisa nggawe game luwih apik lan nawakake sing pelanggan seneng. Nanging, kanthi nggunakake data iki, bisnis bisa narik luwih akeh pelanggan. Nalika pelanggan seneng apa sing diputer, dheweke terus bali. Iki apik kanggo bisnis. Iki minangka alat kunci kanggo nambah pengalaman game. Iki ngidini perusahaan tetep kompetitif lan nyukupi kabutuhan pelanggan. Menapa malih, Cambodia Gambling Data mbantu bisnis golek pelanggan anyar lan nambah dodolan. Dhaptar kasebut dianyari kanthi rutin, mula saiki lan dipercaya. Bisnis bisa dipercaya database kanggo nggayuh pamirsa sing tepat. data iki dhaftar nomer telpon wong sing seneng gambling . Bisnis bisa nggunakake dhaptar iki kanggo ngirim tawaran utawa informasi menyang wong sing bener.
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Gambling Data Saudi Arabia mbantu bisnis sinau liyane babagan wong sing seneng gambling . Yen sampeyan pengin nyambungake karo gamblers ing negara, data iki sampurna kanggo sampeyan. Menehi informasi bab wong sing seneng nang utawa main game kaya poker lan slot . Nggunakake data iki bisa mbantu ngembangake bisnis kanthi nggayuh wong sing tepat. Iku cara sing gampang lan terjangkau kanggo entuk asil sing apik. Mulane, data gambling kita akurat lan up-to-date, supaya sampeyan bisa dipercaya kanggo bisnis. Uga, Gambling Data Arab Saudi bisa mbantu sampeyan tekan wong sing cocog kanggo bisnis sampeyan. Yen sampeyan pengin Doel gamblers ing Arab Saudi, database iki sampurna kanggo sampeyan. Uga, iku kalebu loro gamblers individu lan bisnis, kaya kasino, sing nindakake aktivitas gambling. Nggunakake database gambling nambah asil marketing. Kajaba iku, luwih saka 95% informasi wis diverifikasi, nyambungake sampeyan karo wong nyata. Saudi Arabia Gambling Data alat mbiyantu kanggo bisnis lan pemasar. Data iki mbantu perusahaan nyambungake karo wong sing seneng gambling . Akeh wong Nilai gambling , biasane online. Dheweke seneng taruhan olahraga, poker, lan game liyane. Kanthi nggunakake data iki bisa tekan pelanggan tengen. Apa sampeyan pengin ngirim penawaran khusus utawa nggawe iklan anyar, data iki bisa mbantu. Kajaba iku, data iki akurat lan paling anyar, dadi sumber daya sing apik kanggo bisnis. Iku mbantu perusahaan target gamblers tartamtu. Menapa malih, Saudi Arabia Gambling Data punika sumber dipercaya kanggo bisnis. Iku mbantu bisnis nyambung karo gamblers tengen Arab Saudi. Sawise mbayar, kita ngirim data sajrone 24 jam. Kita kudu mbayar lengkap sadurunge miwiti layanan. Data iki kalebu rincian penting kayata umur, jender, lan lokasi. Kanthi informasi sing tepat, sampeyan bisa nggawe iklan lan nawakake pemain bakal seneng. Dadi, iki nggawe luwih gampang adol luwih akeh produk lan ngembangake bisnis sampeyan.
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Gambling Data Sor Afrika alat gedhe kanggo nyambungake karo wong sing seneng gambling . Yen sampeyan pengin tekan gamblers ing Bulgaria, database kita kene kanggo bantuan. Iki kalebu informasi kontak kanggo wong sing ngurmati game kaya poker lan totoan olahraga, uga bisnis kaya kasino. Kita priksa manawa data kita migunani kanggo bisnis sampeyan kanthi menehi rincian sing akurat. Mulane, karo data iki, sampeyan bisa kanthi gampang tekan macem-macem jinis gamblers. Sampeyan bisa ngirim tawaran khusus, warta, utawa tawaran kanggo wong sing kasengsem. Gambling Data Sor Afrika sampurna kanggo kampanye marketing. Sampeyan bisa cepet tekan wong ing Afrika Kidul sing seneng Gamble. Uga, yen sampeyan wis mbayar, kita ngirim dhaptar ing 24 jam. Maneh, data iki kalebu umur, jender, lan rincian lokasi. Iku ngedongkrak marketing lan dodolan. Dadi, kita nawakake macem-macem paket sing cocog karo kabutuhan sampeyan. Dhukungan pelanggan kasedhiya ing pirang-pirang basa. Afrika Kidul Gambling Data nuduhake kang game wong seneng. Uga mbukak cara lan kabiasaan taruhan sing disenengi. Iku nuduhake kang game sing paling populer lan pinten dhuwit wong nglampahi ing gambling . Kanthi informasi iki, bisnis bisa menehi layanan paling apik sing nyukupi kabutuhan pelanggan. Salajengipun, kanthi ngerti game apa sing paling disenengi, bisnis bisa nggawe pengalaman sing nyenengake lan nyenengake kanggo wong. Pancen, iki mbantu bisnis entuk luwih akeh pelanggan, nggawe dodolan luwih akeh, lan tuwuh. Salajengipun, Afrika Kidul Gambling Data mbantu bisnis target wong siap kanggo tuku. Iki njamin dheweke tekan pamirsa sing tepat. Uga, kita nganyari basis data kanthi rutin supaya informasi tetep seger lan bisa dipercaya. Iki mbantu bisnis nawakake tawaran paling apik kanggo para pelanggan lan tetep bali. Database iki mbantu bisnis tuwuh. Iku tetep pelanggan seneng karo tawaran lan ganjaran.
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61 Active Global Poker Chip Game Set suppliers, manufacturers list and Global Poker Chip Game Set exporters directory compiled from actual Global export shipments of Poker Chip Game Set.
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Title: Poker Hand Dataset
Source Information
a) Creators:
Robert Cattral (cattral@gmail.com)
Franz Oppacher (oppacher@scs.carleton.ca)
Carleton University, Department of Computer Science
Intelligent Systems Research Unit
1125 Colonel By Drive, Ottawa, Ontario, Canada, K1S5B6
c) Date of release: Jan 2007
Past Usage:
Relevant Information: Each record is an example of a hand consisting of five playing cards drawn from a standard deck of 52. Each card is described using two attributes (suit and rank), for a total of 10 predictive attributes. There is one Class attribute that describes the “Poker Hand”. The order of cards is important, which is why there are 480 possible Royal Flush hands as compared to 4 (one for each suit – explained in more detail below).
Number of Instances: 25010 training, 1,000,000 testing
Number of Attributes: 10 predictive attributes, 1 goal attribute
Attribute Information: 1) S1 “Suit of card #1” Ordinal (1-4) representing {Hearts, Spades, Diamonds, Clubs}
2) C1 “Rank of card #1” Numerical (1-13) representing (Ace, 2, 3, ... , Queen, King)
3) S2 “Suit of card #2” Ordinal (1-4) representing {Hearts, Spades, Diamonds, Clubs}
4) C2 “Rank of card #2” Numerical (1-13) representing (Ace, 2, 3, ... , Queen, King)
5) S3 “Suit of card #3” Ordinal (1-4) representing {Hearts, Spades, Diamonds, Clubs}
6) C3 “Rank of card #3” Numerical (1-13) representing (Ace, 2, 3, ... , Queen, King)
7) S4 “Suit of card #4” Ordinal (1-4) representing {Hearts, Spades, Diamonds, Clubs}
8) C4 “Rank of card #4” Numerical (1-13) representing (Ace, 2, 3, ... , Queen, King)
9) S5 “Suit of card #5” Ordinal (1-4) representing {Hearts, Spades, Diamonds, Clubs}
10) C5 “Rank of card 5” Numerical (1-13) representing (Ace, 2, 3, ... , Queen, King)
11) CLASS “Poker Hand” Ordinal (0-9)
0: Nothing in hand; not a recognized poker hand 1: One pair; one pair of equal ranks within five cards 2: Two pairs; two pairs of equal ranks within five cards 3: Three of a kind; three equal ranks within five cards 4: Straight; five cards, sequentially ranked with no gaps 5: Flush; five cards with the same suit 6: Full house; pair + different rank three of a kind 7: Four of a kind; four equal ranks within five cards 8: Straight flush; straight + flush 9: Royal flush; {Ace, King, Queen, Jack, Ten} + flush
Missing Attribute Values: None