In [1]:
# import py_entitymatching package
import py_entitymatching as em
import os
/home/c3po/anaconda2/lib/python2.7/site-packages/sklearn/cross_validation.py:44: DeprecationWarning: This module was deprecated in version 0.18 in favor of the model_selection module into which all the refactored classes and functions are moved. Also note that the interface of the new CV iterators are different from that of this module. This module will be removed in 0.20.
"This module will be removed in 0.20.", DeprecationWarning)
In [2]:
# specify filepaths for tables A and B.
path_A = 'tableA.csv'
path_B = 'tableB.csv'
In [3]:
# read table A; table A has 'ID' as the key attribute
A = em.read_csv_metadata(path_A, key='id')
# read table B; table B has 'ID' as the key attribute
B = em.read_csv_metadata(path_B, key='id')
WARNING:py_entitymatching.io.parsers:Metadata file is not present in the given path; proceeding to read the csv file.
WARNING:py_entitymatching.io.parsers:Metadata file is not present in the given path; proceeding to read the csv file.
In [4]:
A # print table A to ensure correctly loaded
Out[4]:
id
name
year
rating
rank
min_players
max_players
min_gameplay_time
max_gameplay_time
min_age
complexity_weight
category
mechanisms
type
BGG_link
store_names
store_prices
links_to_buy
availability
international_store
0
1
Sweet Valley High
1988
4.8
11444
2
4
30
30
8
1.00
Memory;Novel-based
Memory;Roll / Spin and Move;Set Collection
Admin: Better Description Needed!
NaN
NaN
NaN
NaN
NaN
NaN
1
2
007 James Bond: You Only Live Twice
1985
5.7
NaN
2
2
20
20
8
1.33
Adventure;Movies / TV / Radio theme;Novel-based
Roll / Spin and Move
007 James Bond Action Episode Games;Characters: James Bond
NaN
NaN
NaN
NaN
NaN
NaN
2
3
Rock Paper Scissors Inc.
2003
5.0
NaN
2
2
10
10
6
1.50
Bluffing;Economic;Print & Play
Rock-Paper-Scissors;Simultaneous Action Selection;Stock Holding
NaN
NaN
NaN
NaN
NaN
NaN
NaN
3
4
VisualEyes
2003
5.6
8784
2
8
30
30
8
1.41
Dice;Negotiation;Party Game;Puzzle;Real-time;Word Game
Dice Rolling;Paper-and-Pencil;Voting
NaN
NaN
NaN
NaN
NaN
NaN
NaN
4
5
007 James Bond: Goldfinger
1985
6.0
NaN
2
2
20
20
8
1.50
Adventure;Movies / TV / Radio theme;Novel-based
Area Movement;Roll / Spin and Move
007 James Bond Action Episode Games;Characters: James Bond
NaN
NaN
NaN
NaN
NaN
NaN
5
6
Assembly Line
2003
5.0
NaN
2
2
20
20
10
1.50
Abstract Strategy;Bluffing;Economic;Print & Play
Rock-Paper-Scissors;Simultaneous Action Selection
NaN
NaN
NaN
NaN
NaN
NaN
NaN
6
7
Cronberg
2003
6.0
4074
2
4
20
20
8
1.91
City Building;Print & Play
Area Enclosure;Tile Placement
Admin: Better Description Needed!
NaN
NaN
NaN
NaN
NaN
NaN
7
8
Münchhausen
1996
5.9
8152
3
8
30
30
8
1.09
Bluffing;Card Game;Fantasy
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
8
9
Lickin' Lizards
1993
5.4
NaN
2
4
20
20
5
NaN
Action / Dexterity;Animals;Children's Game;Real-time
NaN
Animals: Lizards;Animals: Spiders
NaN
NaN
NaN
NaN
NaN
NaN
9
10
Slobberin' Sam
1993
2.0
NaN
2
4
20
20
NaN
NaN
Action / Dexterity;Animals;Children's Game;Electronic
NaN
3D Games;Animals: Dogs
NaN
NaN
NaN
NaN
NaN
NaN
10
11
The Odd-Ball Scenario
1996
5.0
NaN
2
6
30
30
NaN
NaN
Expansion for Base-game;Spies/Secret Agents
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
11
12
Husch Husch kleine Hexe
1994
5.5
10275
2
6
15
15
3
1.00
Children's Game;Dice;Fantasy;Memory;Racing
Dice Rolling;Memory;Roll / Spin and Move
Witches
NaN
NaN
NaN
NaN
NaN
NaN
12
13
Mad Dash!
1991
5.4
NaN
2
2
10
10
8
1.00
Card Game;Educational;Racing
Hand Management;Pattern Building
NaN
NaN
NaN
NaN
NaN
NaN
NaN
13
14
Batalo
1992
6.2
NaN
2
2
30
30
6
2.00
Abstract Strategy
Area Movement
Tube Games
NaN
NaN
NaN
NaN
NaN
NaN
14
15
Tilez!
1997
4.9
NaN
2
4
30
30
6
1.50
Abstract Strategy
Tile Placement
Polyominoes
NaN
NaN
NaN
NaN
NaN
NaN
15
16
Blaster Bots
2003
5.5
NaN
2
6
30
30
12
NaN
Card Game;Fighting;Science Fiction
Dice Rolling
NaN
NaN
NaN
NaN
NaN
NaN
NaN
16
17
Electronic Dream Phone
1991
5.6
10924
1
4
20
20
9
2.33
Children's Game;Deduction;Electronic
Roll / Spin and Move
NaN
NaN
NaN
NaN
NaN
NaN
NaN
17
18
World Cup in the Void
2003
NaN
NaN
2
2
20
20
NaN
NaN
Card Game;Sports
Simulation;Variable Player Powers
Sports: Football / Soccer
NaN
NaN
NaN
NaN
NaN
NaN
18
19
Sabuca
1999
6.0
NaN
2
6
20
20
10
1.33
Card Game;Word Game
Hand Management
NaN
NaN
NaN
NaN
NaN
NaN
NaN
19
20
Korea: The Forgotten War
2003
8.1
1906
2
2
360
360
16
4.21
Korean War;Modern Warfare;Wargame
Dice Rolling;Hex-and-Counter;Simulation
Country: Korea;Operational Combat Series
NaN
NaN
NaN
NaN
NaN
NaN
20
21
Let's Do Lunch!
2000
5.3
10659
2
2
20
20
12
1.14
Abstract Strategy;Dice;Prehistoric
Dice Rolling
NaN
NaN
NaN
NaN
NaN
NaN
NaN
21
22
Kung Fu Samurai on Giant Robot Island
2003
5.8
6690
2
6
30
30
13
1.50
Card Game;Humor;Movies / TV / Radio theme;Science Fiction
NaN
B-Movies;Samurai
NaN
NaN
NaN
NaN
NaN
NaN
22
23
Grave Robbers II: Skippy's Revenge
2003
6.2
4266
2
6
30
30
13
1.28
Card Game;Horror;Humor;Movies / TV / Radio theme;Science Fiction
NaN
Aliens;B-Movies
NaN
NaN
NaN
NaN
NaN
NaN
23
24
Booty
1995
3.9
NaN
2
4
45
45
13
1.50
Abstract Strategy;Maze;Racing
Dice Rolling;Pick-up and Deliver;Tile Placement
NaN
NaN
NaN
NaN
NaN
NaN
NaN
24
25
Lights Camera Action
2003
7.5
NaN
2
2
45
45
NaN
NaN
Movies / TV / Radio theme;Party Game;Trivia
Co-operative Play;Role Playing
NaN
NaN
NaN
NaN
NaN
NaN
NaN
25
26
Coodju
2001
5.1
NaN
4
4
30
30
NaN
2.00
Party Game;Word Game
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
26
27
Radar Search
1969
4.6
NaN
2
2
30
30
6
1.20
Bluffing;Deduction;Electronic;Spies/Secret Agents
Point to Point Movement;Secret Unit Deployment;Variable Player Powers
NaN
NaN
NaN
NaN
NaN
NaN
NaN
27
28
Stampin'
1989
4.4
NaN
2
4
60
60
NaN
NaN
NaN
Auction/Bidding;Roll / Spin and Move;Set Collection
Post Office Stamps and Mail
NaN
NaN
NaN
NaN
NaN
NaN
28
29
Glasnost
1989
4.4
NaN
2
8
90
90
12
2.00
Political
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
29
30
Wall Street Game
1998
3.0
NaN
2
5
60
60
10
NaN
Economic
Roll / Spin and Move;Stock Holding
Admin: Better Description Needed!
NaN
NaN
NaN
NaN
NaN
NaN
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
6961
6962
Melvin the Moon Man
1959
NaN
NaN
2
6
30
30
NaN
1.00
Science Fiction;Space Exploration
Dice Rolling
NaN
NaN
NaN
NaN
NaN
NaN
NaN
6962
6963
Le Camino
1973
6.3
NaN
2
4
45
45
NaN
2.00
Abstract Strategy
Tile Placement
NaN
NaN
NaN
NaN
NaN
NaN
NaN
6963
6964
Super Nova: Event Horizon
2000
5.0
NaN
2
6
90
90
10
1.00
Card Game;Economic;Expansion for Base-game;Political;Science Fiction
Hand Management;Point to Point Movement;Trading
NaN
NaN
NaN
NaN
NaN
NaN
NaN
6964
6965
Deadlands: Doomtown Range Wars
2000
6.3
5171
2
8
90
90
10
2.20
American West;Collectible Components;Fantasy
NaN
CTGs (Collectible Token Games);From RPG books to board games;The Weird West (BGG Family)
NaN
NaN
NaN
NaN
NaN
NaN
6965
6966
Backscrabbing
1989
3.5
NaN
4
6
90
90
NaN
3.00
Economic;Industry / Manufacturing;Negotiation
Commodity Speculation;Hand Management;Roll / Spin and Move;Stock Holding;Trading
NaN
NaN
NaN
NaN
NaN
NaN
NaN
6966
6967
Air & Armor
1986
7.6
3295
2
2
120
120
12
3.56
Modern Warfare;Wargame
Action Point Allowance System;Hex-and-Counter;Simulation
NaN
NaN
NaN
NaN
NaN
NaN
NaN
6967
6968
Destination Mars
1999
5.1
NaN
2
2
20
20
8
1.33
Card Game;Racing;Science Fiction
Set Collection
Mars
NaN
NaN
NaN
NaN
NaN
NaN
6968
6969
Star Empires
1987
5.8
NaN
2
6
60
60
12
3.00
Card Game;Science Fiction
Set Collection
NaN
NaN
NaN
NaN
NaN
NaN
NaN
6969
6970
Echelons of Fury
1995
4.5
12018
2
2
60
60
12
2.20
Card Game;Collectible Components;World War II
Campaign / Battle Card Driven;Hand Management
CCGs (Collectible Card Games)
NaN
NaN
NaN
NaN
NaN
NaN
6970
6971
Force
1977
4.4
NaN
2
2
20
20
10
1.00
Abstract Strategy;Action / Dexterity
Route/Network Building
NaN
NaN
NaN
NaN
NaN
NaN
NaN
6971
6972
Off Course
1986
7.0
NaN
1
6
45
45
10
2.00
Dice;Sports
Card Drafting;Dice Rolling;Modular Board;Paper-and-Pencil
Sports: Golf
NaN
NaN
NaN
NaN
NaN
NaN
6972
6973
Fields of Chivalry
2002
5.0
NaN
2
4
60
60
12
NaN
Dice;Fighting;Medieval
Campaign / Battle Card Driven;Dice Rolling;Rock-Paper-Scissors;Variable Player Powers
NaN
NaN
NaN
NaN
NaN
NaN
NaN
6973
6974
Shipwrecked
2000
5.7
6468
2
4
30
30
12
1.48
Card Game
Auction/Bidding
NaN
NaN
NaN
NaN
NaN
NaN
NaN
6974
6975
East & West: Global War in 1948
2000
6.6
NaN
2
4
300
300
12
2.50
Wargame;World War II
Area Movement
NaN
NaN
NaN
NaN
NaN
NaN
NaN
6975
6976
Captain Tsubasa Trading Card Game
2002
5.8
NaN
2
2
60
60
NaN
NaN
Card Game;Comic Book / Strip;Sports
Role Playing;Variable Player Powers
Anime & Manga;CCGs (Collectible Card Games);Sports: Football / Soccer
NaN
NaN
NaN
NaN
NaN
NaN
6976
6977
Käp'tän Buddel
1989
3.0
NaN
2
4
45
45
8
NaN
Pirates
Action Point Allowance System;Dice Rolling
Abacus wood box
NaN
NaN
NaN
NaN
NaN
NaN
6977
6978
Abaco Zuzzurellone
1995
5.6
NaN
2
2
45
45
8
NaN
Word Game
Paper-and-Pencil
NaN
NaN
NaN
NaN
NaN
NaN
NaN
6978
6979
Top Quark
1996
5.7
NaN
2
2
30
30
10
NaN
Abstract Strategy
Area Movement
NaN
NaN
NaN
NaN
NaN
NaN
NaN
6979
6980
Time Control
2003
2.1
12584
2
4
45
45
12
2.50
Real-time;Science Fiction
Auction/Bidding;Hand Management;Simultaneous Action Selection
Time Travel
NaN
NaN
NaN
NaN
NaN
NaN
6980
6981
Murder Mystery Party: A Taste for Wine and Murder
1997
6.8
NaN
6
8
180
180
16
NaN
Deduction;Murder/Mystery;Party Game
Acting
Murder à la carte;Murder Mystery Party Series
NaN
NaN
NaN
NaN
NaN
NaN
6981
6982
Murder à la carte: Pasta Passion & Pistols
1995
5.8
NaN
6
8
180
180
18
2.33
Deduction;Murder/Mystery;Party Game
Acting
Food / Cooking;Murder à la carte
NaN
NaN
NaN
NaN
NaN
NaN
6982
6983
Bosworth
1998
5.8
5871
2
4
60
60
8
2.10
Abstract Strategy
Grid Movement
Chess Games
NaN
NaN
NaN
NaN
NaN
NaN
6983
6984
Murder à la carte: Bullets 'N' Barbecue
1994
4.9
NaN
6
6
180
180
18
1.00
Deduction;Murder/Mystery;Party Game
Acting
Murder à la carte
NaN
NaN
NaN
NaN
NaN
NaN
6984
6985
Murder Mystery Party: Murder on the S. S. Titania
1996
6.0
NaN
8
8
240
240
16
NaN
Deduction;Murder/Mystery;Party Game
Acting
Murder Mystery Party Series
NaN
NaN
NaN
NaN
NaN
NaN
6985
6986
Floß geht's!
2003
6.7
NaN
2
4
10
10
4
1.00
Children's Game;Nautical;Racing
Dice Rolling;Modular Board;Pattern Recognition;Roll / Spin and Move
NaN
NaN
NaN
NaN
NaN
NaN
NaN
6986
6987
Doktor Igel
2001
5.7
10019
2
5
10
10
4
1.00
Action / Dexterity;Animals;Children's Game;Dice
Co-operative Play;Dice Rolling;Pick-up and Deliver
Animals: Hedgehogs/Porcupines
NaN
NaN
NaN
NaN
NaN
NaN
6987
6988
Fleet Fins
2003
6.4
NaN
2
4
10
10
4
1.00
Action / Dexterity;Animals;Children's Game;Memory;Nautical
Memory
Animals: Fishes;Sports: Fishing / Angling
NaN
NaN
NaN
NaN
NaN
NaN
6988
6989
Audit: The Tax Game
1979
NaN
NaN
2
6
90
90
NaN
NaN
Economic
Roll / Spin and Move
NaN
NaN
NaN
NaN
NaN
NaN
NaN
6989
6990
Lodz 1914: First Blitzkrieg
1998
6.9
NaN
2
4
360
360
12
4.00
Wargame;World War I
Hex-and-Counter;Simulation
NaN
NaN
NaN
NaN
NaN
NaN
NaN
6990
6991
Hegemony
NaN
5.5
NaN
2
4
60
60
10
NaN
Abstract Strategy
Dice Rolling
NaN
NaN
NaN
NaN
NaN
NaN
NaN
6991 rows × 20 columns
In [5]:
B # print table A to ensure correctly loaded
Out[5]:
id
name
year
rating
rank
num_players
min_num_players
max_num_players
gameplay_time
min_gameplay_time
...
complexity_weight
category
mechanisms
type
BGG_link
store_names
store_prices
links_to_buy
availability
international_store
0
1
Panzer Exp. #3: Drive to the Rhine - The 2nd Front
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Game Surplus,Noble Knight Games
$39.95,$59.95
http://www.gamesurplus.com/product_info.php?products_id=3281&utm_source=boardgameprices.com&utm_...
In Stock,In Stock
False,False
1
2
Call of Cthulhu LCG: In the Dread of Night
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Great Boardgames,Amazon.com
CAD 17.95,CAD 113.99
http://www.greatboardgames.ca/call-of-cthulhu-lcg-in-the-dread-of-night.html?utm_source=boardgam...
In Stock,In Stock
True,True
2
3
Dungeons and Dragons: The Legend of Drizzt
2011
NaN
NaN
1-5
1
5
60 minutes
60
...
NaN
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/91872
Miniature Market,Cardhaus,Cool Stuff Inc.,Roll for Crit,Amazon.com,Noble Knight Games,Boardlandi...
$42.89,$42.99,$43.99,$43.99,$38.49,$40.00,$47.99,$51.95,$51.99,Prices from $ 30.00,CAD 66.95,CAD...
http://www.miniaturemarket.com/woc35594.html?utm_source=boardgameprices.com&utm_medium=feed&utm_...
In Stock,In Stock,In Stock,Unavailable,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In ...
False,False,False,False,False,False,False,False,False,False,True,True,True,True,True,True,True,True
3
4
Istanbul: Mocha & Baksheesh
2015
NaN
NaN
2-5
2
5
60 minutes
60
...
NaN
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/172505
Roll for Crit,Cardhaus,Cool Stuff Inc.,Miniature Market,Amazon.com,Time Well Spent Games,Funagai...
$18.99,$19.49,$19.99,$20.09,$13.21,$22.50,$23.99,$24.95,$25.95,$27.47,Prices from $ 18.00,CAD 26...
http://www.rollforcrit.com/product/istanbul-mocha-baksheesh/?utm_source=boardgameprices.com&utm_...
In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Sto...
False,False,False,False,False,False,False,False,False,False,False,True,True,True,True,True,True,...
4
5
Perfect Alibi
2015
NaN
NaN
3-5
3
5
45 minutes
45
...
NaN
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/184085
Miniature Market,Amazon.com
$30.59,$19.99
http://www.miniaturemarket.com/ltp0555.html?utm_source=boardgameprices.com&utm_medium=feed&utm_c...
In Stock,In Stock
False,False
5
6
Star Realms: Crisis – Fleets & Fortresses
2014
NaN
NaN
2-6
2
6
NaN
NaN
...
NaN
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/166704
Roll for Crit,Miniature Market,Amazon.com,,BoardGameBliss,Great Boardgames,GeekStop Games,Amazon...
$3.99,$3.39,$15.86,Prices from $ 8.00,CAD 4.95,CAD 4.95,CAD 5.99,CAD 6.00,£3.99,£19.99,"EUR 21,89"
http://www.rollforcrit.com/product/star-realms-crisis-fleets-fortresses/?utm_source=boardgamepri...
In Stock,Unavailable,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In ...
False,False,False,False,True,True,True,True,True,True,True
6
7
Nexus Ops
2005
NaN
NaN
2-4
2
4
90 minutes
90
...
NaN
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/15363
Cool Stuff Inc.,BoardGameCo,Noble Knight Games,Amazon.com,Noble Knight Games,Noble Knight Games,...
$44.99,$28.49,$30.00,$39.95,$49.95,$85.00,$31.00,Prices from $ 27.00,CAD 39.99,CAD 55.99,CAD 59....
http://www.coolstuffinc.com/p/137100?utm_source=boardgameprices.com&utm_medium=price-search&utm_...
Unavailable,In Stock,In Stock,In Stock,In Stock,In Stock,Unavailable,In Stock,In Stock,On the Wa...
False,False,False,False,False,False,False,False,True,True,True,True,True,True,True,True,True
7
8
The King is Dead
2015
NaN
NaN
2-4
2
4
50 minutes
50
...
NaN
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/172996
Cardhaus,Cool Stuff Inc.,Amazon.com,Funagain Games,Game Nerdz,Noble Knight Games,,Amazon.com,Gre...
$16.99,$16.99,$13.44,$19.99,$21.88,$21.95,Prices from $ 21.00,CAD 15.24,CAD 22.95,CAD 22.95,£9....
http://www.cardhaus.com/catalog/board_games/the_king_is_dead/339513?utm_source=boardgameprices.c...
In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Sto...
False,False,False,False,False,False,False,True,True,True,True,True,True
8
9
Pokemon TCG: XY Fates Collide Booster Display (36)
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Amazon.com,Game Nerdz
$94.95,$99.97
http://www.amazon.com/Pok%C3%A9mon-TCG-Collide-Booster-Display/dp/B01AAUSKXS%3FSubscriptionId%3D...
In Stock,Unavailable
False,False
9
10
Tide of Iron: Designer Series - Volume One
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Miniature Market,Amazon.com,
$12.00,$14.24,Prices from $ 25.00
http://www.miniaturemarket.com/1agtd04.html?utm_source=boardgameprices.com&utm_medium=feed&utm_c...
In Stock,In Stock,In Stock
False,False,False
10
11
Star Wars: The Card Game - So Be It
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Cardhaus,Amazon.com,Funagain Games
$11.21,$9.95,$14.95
http://www.cardhaus.com/catalog/board_games/star_wars_the_card_game__so_be_it/353453?utm_source=...
In Stock,In Stock,In Stock
False,False,False
11
12
Dead Men Tell No Tales
2015
NaN
NaN
2-5
2
5
75 minutes
75
...
NaN
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/141423
Roll for Crit,Miniature Market,Cool Stuff Inc.,Cardhaus,Amazon.com,Noble Knight Games,,Starlit C...
$28.99,$29.29,$30.49,$30.99,$31.85,$32.00,Prices from $ 1.00,CAD 47.99,CAD 39.95,CAD 39.95,CAD ...
http://www.rollforcrit.com/product/dead-men-tell-no-tales/?utm_source=boardgameprices.com&utm_me...
In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,Unavailable,Unavailable,...
False,False,False,False,False,False,False,True,True,True,True,True,True,True
12
13
Crown of Roses
2012
NaN
NaN
2-4
2
4
300 minutes
300
...
NaN
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/36480
Cool Stuff Inc.,Amazon.com,Funagain Games,,Amazon.com,HitGames.ca,Shiregames,Amazon.com,Amazon.com
$52.99,$55.99,$62.99,Prices from $ 80.00,CAD 77.99,CAD 80.99,£59.99,£60.80,"EUR 19,95"
http://www.coolstuffinc.com/p/165457?utm_source=boardgameprices.com&utm_medium=price-search&utm_...
In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock
False,False,False,False,True,True,True,True,True
13
14
Shadows of Brimstone: Trun Hunters Enemy Pack
2015
NaN
NaN
1-6
1
6
NaN
NaN
...
NaN
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/181098
Roll for Crit,Cool Stuff Inc.,Amazon.com,,HitGames.ca,BoardGameBliss,Amazon.com,Amazon.com
$12.99,$12.99,$13.58,Prices from $ 14.00,CAD 23.99,CAD 17.95,CAD 23.96,£15.43
http://www.rollforcrit.com/product/shadows-of-brimstone-trun-hunters-enemy-pack/?utm_source=boar...
In Stock,In Stock,In Stock,In Stock,In Stock,Unavailable,In Stock,In Stock
False,False,False,False,True,True,True,True
14
15
Civilization: Wisdom and Warfare Expansion
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Miniature Market,Cool Stuff Inc.,Amazon.com,,HitGames.ca,Amazon.com,Shiregames,Amazon.com
$27.99,$29.99,$79.99,Prices from $ 199.00,CAD 48.99,CAD 58.59,£26.99,£27.86
http://www.miniaturemarket.com/ffgci03.html?utm_source=boardgameprices.com&utm_medium=feed&utm_c...
Unavailable,Unavailable,In Stock,In Stock,Unavailable,In Stock,Unavailable,In Stock
False,False,False,False,True,True,True,True
15
16
Across the Aller - Last Stand in Northwest Europe, 1945
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Noble Knight Games
$74.95
http://www.nobleknight.com/ProductDetailSearch.asp_Q_ProductID_E_2147594596_A_InventoryID_E_2148...
In Stock
False
16
17
Marbles: Electric Eel Set
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Funagain Games,Amazon.com
$4.00,$15.00
https://www.funagain.com/control/product?product_id=022368&affil=BGPC&utm_source=boardgameprices...
In Stock,In Stock
False,False
17
18
Ticket to Ride: Heart of Africa
2012
NaN
NaN
2-5
2
5
60 minutes
60
...
NaN
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/131188
Cool Stuff Inc.,Roll for Crit,Miniature Market,Game Surplus,Amazon.com,,GeekStop Games,BoardGame...
$18.79,$18.99,$20.00,$18.95,$24.99,Prices from $ 99.00,CAD 26.99,CAD 21.95,CAD 23.95,CAD 26.99,C...
http://www.coolstuffinc.com/p/165402?utm_source=boardgameprices.com&utm_medium=price-search&utm_...
Unavailable,Unavailable,Unavailable,Unavailable,In Stock,In Stock,On the Way,Unavailable,Unavail...
False,False,False,False,False,False,True,True,True,True,True,True,True,True,True
18
19
Copper Country
2015
NaN
NaN
2-4
2
4
60 minutes
60
...
NaN
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/147206
Cardhaus,Amazon.com,Noble Knight Games,Funagain Games,Noble Knight Games,,BoardGameBliss,Amazon....
$38.99,$36.75,$45.00,$47.99,$49.95,Prices from $ 47.00,CAD 51.95,CAD 109.00,£44.99,£44.99,"EUR ...
http://www.cardhaus.com/catalog/board_games/copper_country/307123?utm_source=boardgameprices.com...
In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock
False,False,False,False,False,False,True,True,True,True,True
19
20
Special Agent Meeple Poker Chips (20)
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Miniature Market
$4.00
http://www.miniaturemarket.com/gps-sachips.html?utm_source=boardgameprices.com&utm_medium=feed&u...
In Stock
False
20
21
Summoner Wars: The Filth Faction Deck
2012
NaN
NaN
2-4
2
4
30 minutes
30
...
NaN
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/113225
Roll for Crit,Miniature Market,Cardhaus,Cool Stuff Inc.,Cool Stuff Inc.,Amazon.com
$5.99,$6.49,$6.50,$6.69,$6.69,$9.49
http://www.rollforcrit.com/product/summoner-wars-the-filth-faction-deck/?utm_source=boardgamepri...
In Stock,In Stock,In Stock,In Stock,Unavailable,In Stock
False,False,False,False,False,False
21
22
Advanced Civilization - Assyria Counters
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Noble Knight Games,
$17.95,Prices from $ 17.00
http://www.nobleknight.com/ProductDetailSearch.asp_Q_ProductID_E_2147575381_A_InventoryID_E_2148...
In Stock,In Stock
False,False
22
23
Reaper: Master Series Paint: Clear Green
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Funagain Games,Amazon.com
$3.29,$37.00
https://www.funagain.com/control/product?product_id=035902&affil=BGPC&utm_source=boardgameprices...
In Stock,In Stock
False,False
23
24
Prague: The Empty Triumph
2014
NaN
NaN
1-4
1
4
30 minutes
30
...
NaN
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/39940
Cool Stuff Inc.,Amazon.com,
$62.99,$68.99,Prices from $ 85.00
http://www.coolstuffinc.com/p/203498?utm_source=boardgameprices.com&utm_medium=price-search&utm_...
Unavailable,In Stock,In Stock
False,False,False
24
25
Reaper: Master Series Paint: Flow Improver
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Funagain Games,Amazon.com
$3.29,$12.94
https://www.funagain.com/control/product?product_id=035915&affil=BGPC&utm_source=boardgameprices...
In Stock,In Stock
False,False
25
26
Panic Bundle
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
HitGames.ca
CAD 101.99
http://www.hitgames.ca/panic-bundle.html?utm_source=boardgameprices.com&utm_medium=price-search&...
Unavailable
True
26
27
Cleopatra's Caboose
2010
NaN
NaN
3-5
3
5
105 minutes
105
...
NaN
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/24795
Amazon.com,Time Well Spent Games,Noble Knight Games,Noble Knight Games,
$9.97,$38.95,$45.00,$49.95,Prices from $ 21.00
http://www.amazon.com/Z-Man-Games-Cleopatras-Caboose/dp/B0047UH2T6%3FSubscriptionId%3DAKIAJ4BCA4...
In Stock,In Stock,In Stock,In Stock,In Stock
False,False,False,False,False
27
28
Ali Baba
1974
NaN
NaN
2-4
2
4
20 minutes
20
...
NaN
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/10658
Amazon.com,Noble Knight Games,Noble Knight Games,
$0.07,$10.00,$20.00,Prices from $ 22.00
http://www.amazon.com/Force-Will-Earnest-Worker-MPR-056/dp/B013538VAE%3FSubscriptionId%3DAKIAJ4B...
In Stock,In Stock,In Stock,In Stock
False,False,False,False
28
29
Folding Cribbage Travel Board
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Starlit Citadel,Amazon.com,Amazon.com,Amazon.com
CAD 4.99,CAD 14.51,£7.99,"EUR 15,92"
http://www.starlitcitadel.com/games/folding-cribbage-travel-board.html?utm_source=boardgameprice...
In Stock,In Stock,In Stock,In Stock
True,True,True,True
29
30
The Curse of the Black Dice
2015
NaN
NaN
2-4
2
4
20 minutes
20
...
NaN
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/170437
Miniature Market,Amazon.com,Noble Knight Games,,Amazon.com,Starlit Citadel,BoardGameBliss,Amazon...
$34.19,$20.99,$51.95,Prices from $ 51.00,CAD 25.99,CAD 49.99,CAD 62.95,£16.72,£24.99,"EUR 18,99"
http://www.miniaturemarket.com/badcotbd.html?utm_source=boardgameprices.com&utm_medium=feed&utm_...
On the Way,In Stock,In Stock,In Stock,In Stock,Unavailable,Unavailable,In Stock,In Stock,In Stock
False,False,False,False,True,True,True,True,True,True
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
10266
10269
Dwarven Dive
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Noble Knight Games,
$6.49,Prices from $ 6.00
http://www.nobleknight.com/ProductDetailSearch.asp_Q_ProductID_E_2147626704_A_InventoryID_E_2148...
In Stock,In Stock
False,False
10267
10270
Island Fortress: 5-6 Player Expansion
2013
NaN
NaN
5-6
5
6
120 minutes
120
...
NaN
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/113915
Miniature Market,Cardhaus,Amazon.com,Noble Knight Games,,BoardGameBliss,Amazon.com,Amazon.com
$6.00,$11.40,$9.98,$17.95,Prices from $ 15.00,CAD 25.00,CAD 68.70,£66.50
http://www.miniaturemarket.com/gsuh5051.html?utm_source=boardgameprices.com&utm_medium=feed&utm_...
In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock
False,False,False,False,False,True,True,True
10268
10271
Warmachine High Command: Faith & Fortune - Core Set
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Miniature Market,Amazon.com,
$27.89,$22.49,Prices from $ 30.00
http://www.miniaturemarket.com/pip61020.html?utm_source=boardgameprices.com&utm_medium=feed&utm_...
In Stock,In Stock,In Stock
False,False,False
10269
10272
Jaipur
2009
NaN
NaN
2
2
2
30 minutes
30
...
NaN
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/54043
Miniature Market,Cool Stuff Inc.,Cardhaus,Cool Stuff Inc.,Roll for Crit,Amazon.com,Boardlandia,,...
$21.29,$21.29,$21.49,$18.79,$18.99,$15.00,$19.99,Prices from $ 21.00,CAD 27.99,CAD 33.99,CAD 27....
http://www.miniaturemarket.com/asmjai01.html?utm_source=boardgameprices.com&utm_medium=feed&utm_...
In Stock,In Stock,In Stock,Unavailable,Unavailable,In Stock,In Stock,In Stock,On the Way,In Stoc...
False,False,False,False,False,False,False,False,True,True,True,True,True,True,True,True,True,True
10270
10273
Expo 1906 Board Game
2015
NaN
NaN
1-4
1
4
90 minutes
90
...
NaN
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/180193
Miniature Market,Cardhaus,Cool Stuff Inc.,Funagain Games,Noble Knight Games,Game Nerdz,,Great Bo...
$30.60,$35.99,$36.99,$35.99,$39.95,$43.80,Prices from $ 43.00,CAD 48.95,CAD 52.95,CAD 53.94,£34.74
http://www.miniaturemarket.com/gth6143.html?utm_source=boardgameprices.com&utm_medium=feed&utm_c...
In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock
False,False,False,False,False,False,False,True,True,True,True
10271
10274
Dungeon Lords
2009
NaN
NaN
2-4
2
4
90 minutes
90
...
NaN
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/45315
Miniature Market,Roll for Crit,Cardhaus,Cool Stuff Inc.,Amazon.com,BoardGameCo,Noble Knight Game...
$38.99,$41.99,$41.99,$43.99,$27.99,$40.00,$44.00,$45.00,$45.09,$49.95,$49.95,$51.99,$87.99,Price...
http://www.miniaturemarket.com/cge00007.html?utm_source=boardgameprices.com&utm_medium=feed&utm_...
In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Sto...
False,False,False,False,False,False,False,False,False,False,False,False,False,False,True,True,Tr...
10272
10275
Galaxy Defenders: Elite Alien Army
2014
NaN
NaN
1-5
1
5
120 minutes
120
...
NaN
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/149414
Cardhaus,Miniature Market,Roll for Crit,Cool Stuff Inc.,Game Surplus,Amazon.com,Game Nerdz,Funag...
$13.99,$19.49,$19.99,$19.99,$9.95,$14.52,$21.18,$23.99,Prices from $ 20.00,CAD 22.95,CAD 23.95,C...
http://www.cardhaus.com/catalog/board_games/galaxy_defenders_elite_alien_army/254113?utm_source=...
In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Sto...
False,False,False,False,False,False,False,False,False,True,True,True,True,True,True,True
10273
10276
Summoner Wars: Jungle Elves Second Summoner Faction Deck
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Roll for Crit,Cool Stuff Inc.,Miniature Market,Cool Stuff Inc.,Amazon.com
$5.99,$6.69,$6.49,$6.69,$7.81
http://www.rollforcrit.com/product/summoner-wars-jungle-elves-second-summoner-faction-deck/?utm_...
In Stock,In Stock,Unavailable,Unavailable,In Stock
False,False,False,False,False
10274
10277
Frank's Zoo Card Game
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Cool Stuff Inc.,Amazon.com
$8.19,$11.99
http://www.coolstuffinc.com/p/135707?utm_source=boardgameprices.com&utm_medium=price-search&utm_...
In Stock,In Stock
False,False
10275
10278
Clash of Cultures: Civilizations
2014
NaN
NaN
2-4
2
4
240 minutes
240
...
NaN
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/146244
Miniature Market,Cool Stuff Inc.,Game Surplus,Amazon.com
$32.49,$33.49,$29.50,$450.00
http://www.miniaturemarket.com/zmg71001.html?utm_source=boardgameprices.com&utm_medium=feed&utm_...
Unavailable,Unavailable,Unavailable,In Stock
False,False,False,False
10276
10279
Star Wars LCG: Jump to Lightspeed Force Pack
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Cool Stuff Inc.,Miniature Market,Amazon.com,Game Nerdz
$11.29,$11.29,$6.28,$11.67
http://www.coolstuffinc.com/p/210720?utm_source=boardgameprices.com&utm_medium=price-search&utm_...
In Stock,In Stock,In Stock,In Stock
False,False,False,False
10277
10280
Claustrophobia: Furor Sanguinis
2014
NaN
NaN
2-3
2
3
45 minutes
45
...
NaN
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/162409
Cardhaus,Miniature Market,Cool Stuff Inc.,Noble Knight Games,Amazon.com,Funagain Games,,GeekStop...
$22.99,$27.99,$29.79,$20.00,$23.08,$34.99,Prices from $ 26.00,CAD 34.99,CAD 38.95,CAD 38.95,CAD ...
http://www.cardhaus.com/catalog/board_games/claustrophobia_furor_sanguinis/301603?utm_source=boa...
In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,Unavai...
False,False,False,False,False,False,False,True,True,True,True,True,True,True,True
10278
10281
Wings of Glory WWII: Rules and Accessories Plus Late Airplane Packs Combo
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Cool Stuff Inc.
$46.99
http://www.coolstuffinc.com/p/207562?utm_source=boardgameprices.com&utm_medium=price-search&utm_...
Unavailable
False
10279
10282
15" Walnut/Maple Chessboard w/1.75" Squares
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Noble Knight Games
$35.95
http://www.nobleknight.com/ProductDetailSearch.asp_Q_ProductID_E_2147533169_A_InventoryID_E_2148...
In Stock
False
10280
10283
KV47 Recovery & Demolition Walker - Maksim/Marlen/Melor/Mikhail
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Amazon.com,Noble Knight Games
$20.47,$37.95
http://www.amazon.com/Dust-Tactics-Recovery-Demolition-Walker/dp/1616616180%3FSubscriptionId%3DA...
In Stock,In Stock
False,False
10281
10284
Myth: Orcneas Master of Masters Boss
2014
NaN
NaN
2-5
2
5
120 minutes
120
...
NaN
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/154250
Cardhaus,Miniature Market,Amazon.com,Noble Knight Games,,BoardGameBliss,Great Boardgames,Amazon....
$16.99,$16.00,$8.49,$21.95,Prices from $ 25.00,CAD 7.95,CAD 21.95,CAD 51.37,£85.32,"EUR 46,23"
http://www.cardhaus.com/catalog/board_games/myth_orcneas_master_of_masters_boss/301453?utm_sourc...
In Stock,Unavailable,In Stock,In Stock,In Stock,Unavailable,Unavailable,In Stock,In Stock,In Stock
False,False,False,False,False,True,True,True,True,True
10282
10285
Mars Attacks: The Miniatures Game
2014
NaN
NaN
2
2
2
120 minutes
120
...
NaN
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/147716
Amazon.com,Game Nerdz,,BoardGameBliss,Amazon.com,Amazon.com,Amazon.com
$47.75,$60.47,Prices from $ 60.00,CAD 63.95,CAD 178.70,£31.22,"EUR 36,57"
http://www.amazon.com/Mars-Attacks-The-Miniatures-Game/dp/B00O2785VI%3FSubscriptionId%3DAKIAJ4BC...
In Stock,In Stock,In Stock,Unavailable,In Stock,In Stock,In Stock
False,False,False,True,True,True,True
10283
10286
Fatal Alliances: The Great War
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Cool Stuff Inc.,Noble Knight Games,Noble Knight Games,Amazon.com,,HitGames.ca
$101.49,$95.00,$113.95,$124.99,Prices from $ 124.00,CAD 144.99
http://www.coolstuffinc.com/p/225335?utm_source=boardgameprices.com&utm_medium=price-search&utm_...
In Stock,In Stock,In Stock,In Stock,In Stock,In Stock
False,False,False,False,False,True
10284
10287
Forge War: Second Printing
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Amazon.com,Time Well Spent Games
$44.99,$52.95
http://www.amazon.com/Cephalofair-Games-CPH0102-Forge-Game/dp/B017XTDL6K%3FSubscriptionId%3DAKIA...
In Stock,In Stock
False,False
10285
10288
Warmachine - Faith & Fortune
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Noble Knight Games,Amazon.com,
$40.95,$69.28,Prices from $ 11.00
http://www.nobleknight.com/ProductDetailSearch.asp_Q_ProductID_E_2147558615_A_InventoryID_E_2148...
In Stock,In Stock,In Stock
False,False,False
10286
10289
Expedite
2012
NaN
NaN
2-4
2
4
30 minutes
30
...
NaN
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/122831
Amazon.com,Noble Knight Games,Game Surplus,
$0.01,$50.00,$32.95,Prices from $ 25.00
http://www.amazon.com/Magic-Gathering-Expedite-Oath-Gatewatch/dp/B01AASV54G%3FSubscriptionId%3DA...
In Stock,In Stock,Unavailable,In Stock
False,False,False,False
10287
10290
Castle: The Detective Card Game
2013
NaN
NaN
2-5
2
5
25 minutes
25
...
NaN
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/131389
HitGames.ca,Amazon.com,Amazon.com
CAD 29.99,CAD 43.99,£9.99
http://www.hitgames.ca/castle-the-detective-card-game.html?utm_source=boardgameprices.com&utm_me...
Unavailable,In Stock,In Stock
True,True,True
10288
10291
Rum & Bones: Bone Devils Heroes Set #1
2015
NaN
NaN
2-6
2
6
NaN
NaN
...
NaN
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/184174
Roll for Crit,Cardhaus,Cool Stuff Inc.,Miniature Market,Game Nerdz,Funagain Games,Amazon.com,,Gr...
$14.99,$15.99,$15.99,$15.99,$15.99,$15.99,$57.64,Prices from $ 14.00,CAD 17.95,CAD 18.95,CAD 18....
http://www.rollforcrit.com/product/rum-bones-bone-devils-heroes-set-1/?utm_source=boardgameprice...
In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Sto...
False,False,False,False,False,False,False,False,True,True,True,True,True,True
10289
10292
Eagle Kingdoms
1994
NaN
NaN
2-6
2
6
45 minutes
45
...
NaN
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/1148
Amazon.com,Noble Knight Games,
$7.96,$8.00,Prices from $ 11.00
http://www.amazon.com/Douglas-Cuddle-Toys-3747-Colbert/dp/B000Q6QJG2%3FSubscriptionId%3DAKIAJ4BC...
In Stock,In Stock,In Stock
False,False,False
10290
10293
Justine & Co. - Maintenance Contractors #2
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Noble Knight Games,Noble Knight Games
$33.95,$83.95
http://www.nobleknight.com/ProductDetailSearch.asp_Q_ProductID_E_2147554464_A_InventoryID_E_2148...
In Stock,In Stock
False,False
10291
10294
Shadowrun Crossfire DBG: Core Boxed Game
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Game Nerdz
$45.83
http://www.gamenerdz.com/shadowrun-crossfire-dbg-core-boxed-game?utm_source=boardgameprices.com&...
Unavailable
False
10292
10295
East is Red, The
NaN
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Amazon.com,Noble Knight Games,Noble Knight Games,Noble Knight Games,
$9.99,$18.00,$22.00,$99.95,Prices from $ 15.00
http://www.amazon.com/Paw-Patrol-Ryders-Pup-Pad/dp/B00NJVHB8Q%3FSubscriptionId%3DAKIAJ4BCA4P5VKV...
In Stock,In Stock,In Stock,In Stock,In Stock
False,False,False,False,False
10293
10296
Gunship: First Strike!
2013
NaN
NaN
2-4
2
4
30 minutes
30
...
NaN
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/109215
Miniature Market,Cardhaus,Noble Knight Games,Amazon.com,BoardGameCo,Noble Knight Games,,HitGames...
$10.00,$23.20,$15.00,$15.78,$18.21,$29.95,Prices from $ 26.00,CAD 47.99,CAD 126.54,£20.99,"EUR ...
http://www.miniaturemarket.com/epg84350.html?utm_source=boardgameprices.com&utm_medium=feed&utm_...
In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,Unavailable,In Stock,In Stock,In ...
False,False,False,False,False,False,False,True,True,True,True
10294
10297
Extra Extra
2015
NaN
NaN
2-6
2
6
150 minutes
150
...
NaN
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/128011
Cardhaus,Miniature Market,Roll for Crit,Cool Stuff Inc.,Noble Knight Games,Amazon.com,Boardlandi...
$58.50,$58.50,$58.99,$58.50,$10.95,$32.69,$58.50,$58.50,$58.99,Prices from $ 1.00,CAD 29.97,CAD...
http://www.cardhaus.com/catalog/board_games/extra_extra/330803?utm_source=boardgameprices.com&ut...
In Stock,In Stock,In Stock,Unavailable,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In ...
False,False,False,False,False,False,False,False,False,False,True,True,True,True,True,True
10295
10298
Battles from the Age of Reason #2 - Zorndorf - Frederick vs. the Warriors of Holy Russia
1996
NaN
NaN
1-2
1
2
360 minutes
360
...
NaN
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/11093
Noble Knight Games
$125.00
http://www.nobleknight.com/ProductDetailSearch.asp_Q_ProductID_E_1761287263_A_InventoryID_E_2148...
In Stock
False
10296 rows × 22 columns
In [6]:
# Attribute equivalence blocking: block A, B using year
ab = em.AttrEquivalenceBlocker()
C0 = ab.block_tables(A, B, 'year', 'year',
l_output_attrs=['name', 'year'],
r_output_attrs=['name', 'year'])
C0
Out[6]:
_id
ltable_id
rtable_id
ltable_name
ltable_year
rtable_name
rtable_year
0
0
1
541
Sweet Valley High
1988
Vanity Chase
1988
1
1
1
643
Sweet Valley High
1988
Free Parking
1988
2
2
1
1379
Sweet Valley High
1988
Forum Romanum
1988
3
3
1
1404
Sweet Valley High
1988
Thunder at the Crossroads (2nd Edition)
1988
4
4
1
1462
Sweet Valley High
1988
Buck Rogers - Battle for the 25th Century
1988
5
5
1
1682
Sweet Valley High
1988
Babble: Board Game
1988
6
6
1
2114
Sweet Valley High
1988
Ace of Aces - Wingleader
1988
7
7
1
2679
Sweet Valley High
1988
Scattergories
1988
8
8
1
2748
Sweet Valley High
1988
Enemy in Sight
1988
9
9
1
2899
Sweet Valley High
1988
Great Composers, The
1988
10
10
1
2959
Sweet Valley High
1988
Tokyo Express
1988
11
11
1
3289
Sweet Valley High
1988
Body Talk
1988
12
12
1
3685
Sweet Valley High
1988
Grand Army of the Republic
1988
13
13
1
4064
Sweet Valley High
1988
Antiques Roadshow - The Game
1988
14
14
1
4424
Sweet Valley High
1988
Ship Forms
1988
15
15
1
5464
Sweet Valley High
1988
Win, Lose or Draw
1988
16
16
1
5721
Sweet Valley High
1988
Bogyman, The
1988
17
17
1
7504
Sweet Valley High
1988
Double Crossing
1988
18
18
1
8070
Sweet Valley High
1988
Profits of the Airwaves
1988
19
19
1
8722
Sweet Valley High
1988
Great Alaskan Clean-Up
1988
20
20
1
8790
Sweet Valley High
1988
Choices
1988
21
21
1
9203
Sweet Valley High
1988
Supremacy: Neutron Bombs and Killer Satellites
1988
22
22
1
9458
Sweet Valley High
1988
DungeonQuest - Catacombs
1988
23
23
116
541
Sports Franchise
1988
Vanity Chase
1988
24
24
116
643
Sports Franchise
1988
Free Parking
1988
25
25
116
1379
Sports Franchise
1988
Forum Romanum
1988
26
26
116
1404
Sports Franchise
1988
Thunder at the Crossroads (2nd Edition)
1988
27
27
116
1462
Sports Franchise
1988
Buck Rogers - Battle for the 25th Century
1988
28
28
116
1682
Sports Franchise
1988
Babble: Board Game
1988
29
29
116
2114
Sports Franchise
1988
Ace of Aces - Wingleader
1988
...
...
...
...
...
...
...
...
251445
251445
6666
8855
Knossos
2009
Eureka Stockade (Thick Counter Edition)
2009
251446
251446
6666
8932
Knossos
2009
Kang-a-Roo (Catch-a-Roo)
2009
251447
251447
6666
8949
Knossos
2009
Kingsburg: To Forge A Realm
2009
251448
251448
6666
8951
Knossos
2009
The Looney Bin: The North Wing
2009
251449
251449
6666
9005
Knossos
2009
RAF: The Battle of Britain 1940
2009
251450
251450
6666
9023
Knossos
2009
Are You the Traitor?
2009
251451
251451
6666
9096
Knossos
2009
Baltic Gap Board Game
2009
251452
251452
6666
9176
Knossos
2009
Last Gamble - The Battle of the Bulge
2009
251453
251453
6666
9211
Knossos
2009
Mystery Rummy: Escape from Alcatraz
2009
251454
251454
6666
9353
Knossos
2009
Campaign Manager 2008
2009
251455
251455
6666
9412
Knossos
2009
Reponds-moi en Images (French)
2009
251456
251456
6666
9461
Knossos
2009
Triumvirate
2009
251457
251457
6666
9470
Knossos
2009
7 Ate 9
2009
251458
251458
6666
9560
Knossos
2009
A Game of Thrones LCG: The Battle Of Blackwater Bay Chapter Pack
2009
251459
251459
6666
9598
Knossos
2009
Summoner Wars: Guild Dwarves vs. Cave Goblins
2009
251460
251460
6666
9634
Knossos
2009
The Pillars of the Earth: Builders Duel
2009
251461
251461
6666
9745
Knossos
2009
Islas Canarias
2009
251462
251462
6666
9775
Knossos
2009
A Victory Denied Board Game
2009
251463
251463
6666
9790
Knossos
2009
Cock & Bull
2009
251464
251464
6666
9829
Knossos
2009
Flea Circus
2009
251465
251465
6666
9868
Knossos
2009
Filipino Fruit Market
2009
251466
251466
6666
9885
Knossos
2009
The Resistance
2009
251467
251467
6666
9932
Knossos
2009
World at War Compendium (1st Printing)
2009
251468
251468
6666
9995
Knossos
2009
African Park
2009
251469
251469
6666
10028
Knossos
2009
Know It or Blow It
2009
251470
251470
6666
10218
Knossos
2009
PitchCar Extension 5: The Cross
2009
251471
251471
6666
10221
Knossos
2009
I've Never... Bar Cards Game
2009
251472
251472
6666
10266
Knossos
2009
First Orchard
2009
251473
251473
6666
10272
Knossos
2009
Jaipur
2009
251474
251474
6666
10274
Knossos
2009
Dungeon Lords
2009
251475 rows × 7 columns
In [7]:
B.loc[B['year'] == 1988]
Out[7]:
id
name
year
rating
rank
num_players
min_num_players
max_num_players
gameplay_time
min_gameplay_time
...
complexity_weight
category
mechanisms
type
BGG_link
store_names
store_prices
links_to_buy
availability
international_store
540
541
Vanity Chase
1988
NaN
NaN
2-4
2
4
45 minutes
45
...
NaN
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/8431
Noble Knight Games,Amazon.com,
$15.00,$52.96,Prices from $ 12.00
http://www.nobleknight.com/ProductDetailSearch.asp_Q_ProductID_E_2147578406_A_InventoryID_E_2148...
In Stock,In Stock,In Stock
False,False,False
642
643
Free Parking
1988
NaN
NaN
2-4
2
4
30 minutes
30
...
NaN
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/2115
Noble Knight Games,Amazon.com,
$6.00,$44.85,Prices from $ 3.00
http://www.nobleknight.com/ProductDetailSearch.asp_Q_ProductID_E_2147441039_A_InventoryID_E_2147...
In Stock,In Stock,In Stock
False,False,False
1378
1379
Forum Romanum
1988
NaN
NaN
2-6
2
6
45 minutes
45
...
NaN
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/302
Amazon.com,Noble Knight Games,
$22.38,$75.00,Prices from $ 36.00
http://www.amazon.com/Clementoni-Forum-Romanum-Jigsaw-Puzzle/dp/B00B59M47W%3FSubscriptionId%3DAK...
In Stock,In Stock,In Stock
False,False,False
1403
1404
Thunder at the Crossroads (2nd Edition)
1988
NaN
NaN
2-4
2
4
360 minutes
360
...
NaN
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/95318
Noble Knight Games,Noble Knight Games,
$145.00,$195.00,Prices from $ 195.00
http://www.nobleknight.com/ProductDetailSearch.asp_Q_ProductID_E_-432091363_A_InventoryID_E_2148...
In Stock,In Stock,In Stock
False,False,False
1461
1462
Buck Rogers - Battle for the 25th Century
1988
NaN
NaN
2-6
2
6
120 minutes
120
...
NaN
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/548
Noble Knight Games,Noble Knight Games,Amazon.com,
$65.00,$97.95,$174.99,Prices from $ 55.00
http://www.nobleknight.com/ProductDetailSearch.asp_Q_ProductID_E_16822_A_InventoryID_E_214840163...
In Stock,In Stock,In Stock,In Stock
False,False,False,False
1681
1682
Babble: Board Game
1988
NaN
NaN
2
2
2
15 minutes
15
...
NaN
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/27283
Noble Knight Games,Amazon.com,,HitGames.ca,Amazon.com,Amazon.com,Amazon.com
$11.95,$22.18,Prices from $ 18.00,CAD 27.99,CAD 106.01,£96.94,"EUR 93,66"
http://www.nobleknight.com/ProductDetailSearch.asp_Q_ProductID_E_2147348951_A_InventoryID_E_2147...
In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock
False,False,False,True,True,True,True
2113
2114
Ace of Aces - Wingleader
1988
NaN
NaN
2
2
2
20 minutes
20
...
NaN
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/6504
Amazon.com,Noble Knight Games,Noble Knight Games,
-,$32.00,$40.00,Prices from $ 49.00
http://www.amazon.com/Ace-Aces-Wingleader-World-Combat/dp/0917037065%3FSubscriptionId%3DAKIAJ4BC...
In Stock,In Stock,In Stock,In Stock
False,False,False,False
2678
2679
Scattergories
1988
NaN
NaN
2-6
2
6
30 minutes
30
...
NaN
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/2381
Amazon.com,Noble Knight Games,Noble Knight Games,Noble Knight Games,Funagain Games,Noble Knight ...
$10.95,$15.00,$15.00,$18.00,$18.99,$20.00,Prices from $ 3.00,CAD 8.99,CAD 19.99,CAD 23.95,CAD 4...
http://www.amazon.com/Hasbro-A5226-Scattergories-Game/dp/B00D8VHJKC%3FSubscriptionId%3DAKIAJ4BCA...
In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,Unavai...
False,False,False,False,False,False,False,True,True,True,True,True,True
2747
2748
Enemy in Sight
1988
NaN
NaN
2-8
2
8
120 minutes
120
...
NaN
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/264
Amazon.com,Noble Knight Games,Noble Knight Games,Noble Knight Games,
-,$25.00,$37.95,$55.00,Prices from $ 4.00
http://www.amazon.com/Avalon-Hill-ENEMY-Century-Sailing/dp/B004SY5BGM%3FSubscriptionId%3DAKIAJ4B...
In Stock,In Stock,In Stock,In Stock,In Stock
False,False,False,False,False
2898
2899
Great Composers, The
1988
NaN
NaN
2-4
2
4
NaN
NaN
...
NaN
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/19482
Noble Knight Games,Amazon.com,
$8.00,$14.99,Prices from $ 21.00
http://www.nobleknight.com/ProductDetailSearch.asp_Q_ProductID_E_2147481698_A_InventoryID_E_2147...
In Stock,In Stock,In Stock
False,False,False
2958
2959
Tokyo Express
1988
NaN
NaN
1-2
1
2
180 minutes
180
...
NaN
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/1681
Amazon.com,Noble Knight Games,
$49.99,$70.00,Prices from $ 3.00
http://www.amazon.com/FIFA-17-PlayStation-4/dp/B01GKH5Q9G%3Fpsc%3D1%26SubscriptionId%3DAKIAJ4BCA...
In Stock,In Stock,In Stock
False,False,False
3288
3289
Body Talk
1988
NaN
NaN
4-8
4
8
45 minutes
45
...
NaN
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/29615
Noble Knight Games,Amazon.com,
$15.00,$34.50,Prices from $ 15.00
http://www.nobleknight.com/ProductDetailSearch.asp_Q_ProductID_E_2147566927_A_InventoryID_E_2148...
In Stock,In Stock,In Stock
False,False,False
3684
3685
Grand Army of the Republic
1988
NaN
NaN
2-4
2
4
240 minutes
240
...
NaN
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/8753
Noble Knight Games,Noble Knight Games,Amazon.com,
$10.00,$14.95,$32.97,Prices from $ 43.00
http://www.nobleknight.com/ProductDetailSearch.asp_Q_ProductID_E_7585_A_InventoryID_E_2147567022...
In Stock,In Stock,In Stock,In Stock
False,False,False,False
4063
4064
Antiques Roadshow - The Game
1988
NaN
NaN
2-6
2
6
NaN
NaN
...
NaN
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/122789
Amazon.com,Noble Knight Games,
$1.00,$10.00,Prices from $ 2.00
http://www.amazon.com/Board-Games-Hasbro-Antiques-Roadshow/dp/B0010KNR4A%3FSubscriptionId%3DAKIA...
In Stock,In Stock,In Stock
False,False,False
4423
4424
Ship Forms
1988
NaN
NaN
NaN
NaN
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/56280
Amazon.com,Noble Knight Games,Noble Knight Games,
$9.99,$11.00,$12.00,Prices from $ 12.00
http://www.amazon.com/Stitch-STITCH-cartoon-plush-Ships/dp/B015Z4LGJE%3FSubscriptionId%3DAKIAJ4B...
In Stock,In Stock,In Stock,In Stock
False,False,False,False
5463
5464
Win, Lose or Draw
1988
NaN
NaN
3-8
3
8
45 minutes
45
...
NaN
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/6800
Noble Knight Games,Noble Knight Games,Amazon.com,
$5.00,$9.50,$24.95,Prices from $ 4.00
http://www.nobleknight.com/ProductDetailSearch.asp_Q_ProductID_E_2147467594_A_InventoryID_E_2147...
In Stock,In Stock,In Stock,In Stock
False,False,False,False
5720
5721
Bogyman, The
1988
NaN
NaN
2-5
2
5
30 minutes
30
...
NaN
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/18576
Noble Knight Games
$35.00
http://www.nobleknight.com/ProductDetailSearch.asp_Q_ProductID_E_2147443732_A_InventoryID_E_2147...
In Stock
False
7502
7504
Double Crossing
1988
NaN
NaN
2-6
2
6
60 minutes
60
...
NaN
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/1654
Noble Knight Games,Noble Knight Games,Amazon.com,
$15.00,$20.00,$39.68,Prices from $ 9.00
http://www.nobleknight.com/ProductDetailSearch.asp_Q_ProductID_E_2147435483_A_InventoryID_E_2147...
In Stock,In Stock,In Stock,In Stock
False,False,False,False
8068
8070
Profits of the Airwaves
1988
NaN
NaN
4
4
4
10 minutes
10
...
NaN
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/16248
Noble Knight Games,Noble Knight Games,
$5.00,$7.00,Prices from $ 7.00
http://www.nobleknight.com/ProductDetailSearch.asp_Q_ProductID_E_6468_A_InventoryID_E_2148271083...
In Stock,In Stock,In Stock
False,False,False
8720
8722
Great Alaskan Clean-Up
1988
NaN
NaN
2
2
2
NaN
NaN
...
NaN
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/11864
Amazon.com,Noble Knight Games,
$10.00,$40.00,Prices from $ 40.00
http://www.amazon.com/LeapFrog-Learning-Game-Platinum-LeapsterGS/dp/B00BP48U6Q%3Fpsc%3D1%26Subsc...
In Stock,In Stock,In Stock
False,False,False
8788
8790
Choices
1988
NaN
NaN
3-10
3
10
NaN
NaN
...
NaN
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/23982
Amazon.com,Funagain Games,
$1.89,$9.95,Prices from $ 2.00
http://www.amazon.com/Yu-Gi-Oh-Painful-DLG1-EN060-Legends-Unlimited/dp/B0028WL5G6%3FSubscription...
In Stock,In Stock,In Stock
False,False,False
9201
9203
Supremacy: Neutron Bombs and Killer Satellites
1988
NaN
NaN
2-8
2
8
120 minutes
120
...
NaN
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/2913
BoardGameCo
$49.99
http://boardgameco.com/product/supremacy-neutron-bombs-and-killer-satellites/?utm_source=boardga...
In Stock
False
9456
9458
DungeonQuest - Catacombs
1988
NaN
NaN
1-4
1
4
90 minutes
90
...
NaN
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/1746
Amazon.com,Noble Knight Games,Noble Knight Games,
$17.33,$95.00,$125.00,Prices from $ 195.00
http://www.amazon.com/Sands-Time-Catacombs-Cavern-Soloth/dp/B005IR2F6C%3FSubscriptionId%3DAKIAJ4...
In Stock,In Stock,In Stock,In Stock
False,False,False,False
23 rows × 22 columns
In [8]:
# Overlap blocking over candidata set (C0)
ob = em.OverlapBlocker()
# block using name
C1 = ob.block_candset(C0, 'name', 'name', rem_stop_words=True, word_level=True, overlap_size=1)
0% 100%
[##############################] | ETA: 00:00:00
Total time elapsed: 00:00:06
In [9]:
C1 # Our final table of canidates to eventually do matching on.
# This is a combination of blocking first on year and then using name
Out[9]:
_id
ltable_id
rtable_id
ltable_name
ltable_year
rtable_name
rtable_year
130
130
244
5464
Win Lose or Draw
1988
Win, Lose or Draw
1988
257
257
591
1462
AirLand Battle: Corps Operational Command in Europe
1988
Buck Rogers - Battle for the 25th Century
1988
805
805
1960
541
Vanity Chase
1988
Vanity Chase
1988
1024
1024
2295
3685
Grand Army of the Republic
1988
Grand Army of the Republic
1988
2637
2637
5391
5464
Clay To Win
1988
Win, Lose or Draw
1988
2994
2994
5971
1462
Buck Rogers: Battle for the 25th Century Game
1988
Buck Rogers - Battle for the 25th Century
1988
3093
3093
6217
3289
Girl Talk
1988
Body Talk
1988
3137
3137
6225
2899
The Great Patriotic War
1988
Great Composers, The
1988
3147
3147
6225
8722
The Great Patriotic War
1988
Great Alaskan Clean-Up
1988
3795
3795
481
3813
West Front
1985
Arctic Front (1st Printing)
1985
3868
3868
611
1917
Legal Decision
1985
Legal Decision
1985
4893
4893
2637
3647
Superpowers at War
1985
World War II - European Theater of Operations
1985
4933
4933
2833
3647
Forte Trivia Cards Volume II
1985
World War II - European Theater of Operations
1985
4956
4956
2878
3832
East Wind Rain
1985
East Wind Rain
1985
5158
5158
3108
5803
All My Children
1985
All My Children
1985
5190
5190
3258
2690
Main Battle Area
1985
Battle of the Bulge (1st Printing)
1985
5203
5203
3258
8937
Main Battle Area
1985
Main Battle Area
1985
5455
5455
3722
3813
Russian Front
1985
Arctic Front (1st Printing)
1985
5477
5477
3742
4896
Air Cav
1985
Air Cav
1985
5494
5494
3774
3720
Advance to Boardwalk
1985
Advance to Boardwalk
1985
5613
5613
4008
3647
Stage II
1985
World War II - European Theater of Operations
1985
5631
5631
4092
2865
History of the Second World War
1985
World in Flames
1985
5633
5633
4092
3647
History of the Second World War
1985
World War II - European Theater of Operations
1985
5770
5770
4799
2690
Cromwell's Victory: The Battle of Marston Moor
1985
Battle of the Bulge (1st Printing)
1985
5783
5783
4799
8937
Cromwell's Victory: The Battle of Marston Moor
1985
Main Battle Area
1985
5804
5804
4877
9011
Star Trek III
1985
Star Trek: The Enterprise^4 Encounter
1985
5805
5805
4877
9313
Star Trek III
1985
Star Trek - The Adventure Game
1985
5809
5809
4893
2528
Code 777
1985
Code 777
1985
5830
5830
4914
2690
The Road To Vicksburg: The Battle of Champion Hill
1985
Battle of the Bulge (1st Printing)
1985
5843
5843
4914
8937
The Road To Vicksburg: The Battle of Champion Hill
1985
Main Battle Area
1985
...
...
...
...
...
...
...
...
249072
249072
1700
9935
Adam Games Football
1964
Pro Football
1964
249194
249194
6109
3179
James Bond Secret Agent 007 Game
1964
James Bond Secret Agent 007 Game
1964
249218
249218
5549
3602
Supremacy
1940
Supremacy
1940
249413
249413
5670
4717
Murder Mystery Evening: Death in the Ring
2007
Mystery of the Abbey with The Pilgrims' Chronicles
2007
249504
249504
3629
296
Scrabble
1948
Scrabble - Travel Edition
1948
249522
249522
3313
6751
Beat the Clock Game
1954
Beat the Clock Game
1954
249540
249540
6413
8938
Mille Bornes
1954
Mille Bornes
1954
249553
249553
1472
1015
Flags of the World
2008
New World: A Carcassonne Game
2008
249561
249561
1472
1357
Flags of the World
2008
Second World War at Sea: Arctic Convoy
2008
249574
249574
1472
2004
Flags of the World
2008
World of Warcraft - The Adventure Game
2008
249632
249632
1472
6090
Flags of the World
2008
World of Warcraft Adventure Game: Zowka Shattertusk Character Pack
2008
249639
249639
1472
6462
Flags of the World
2008
World of Warcraft Adventure Game: Artumnis Moondream Character Pack
2008
249693
249693
1472
9334
Flags of the World
2008
A World at War
2008
249743
249743
2803
1801
Medieval Warfare
2008
Battleground Fantasy Warfare: Monsters & Mercenaries
2008
249800
249800
2803
5623
Medieval Warfare
2008
Battleground Fantasy Warfare: Scenario Booklet
2008
250078
250078
2011
733
Crusader Rex
2005
Crusader Rex 2nd Edition
2005
250205
250205
2108
800
A Box of Silly Word Games
2005
Pizza Box Football Expansion (2007 version)
2005
250376
250376
2159
3775
Assyrian Wars
2005
Assyrian Wars
2005
250412
250412
2159
7281
Assyrian Wars
2005
Risk: Star Wars – The Clone Wars Edition
2005
250710
250710
3461
857
Wings of War: Watch Your Back!
2005
Barbary Coast War (2nd Edition)
2005
250744
250744
3461
2786
Wings of War: Watch Your Back!
2005
Wings of War: Watch Your Back!
2005
250760
250760
3461
4441
Wings of War: Watch Your Back!
2005
Fire in the Sky - The Great Pacific War 1941-1945
2005
250762
250762
3461
4489
Wings of War: Watch Your Back!
2005
Battles from the Age of Reason #5 - Lobositz - First Battle of the Seven Years War
2005
250771
250771
3461
5614
Wings of War: Watch Your Back!
2005
Wings of War: Burning Drachens
2005
250823
250823
3461
10027
Wings of War: Watch Your Back!
2005
Second World War at Sea: Bismarck
2005
250958
250958
3499
536
Winner Spinner
1953
Winner Spinner
1953
250971
250971
4497
8307
Go to the Head of the Class
1936
Go to the Head of the Class (1967 Edition)
1936
250980
250980
5238
10117
Easy Money
1935
Easy Money
1935
250986
250986
3587
6839
All-Star Baseball
1941
All-Star Baseball (1st Printing)
1941
250989
250989
4587
7602
Across the Continent
1890
Across the Continent
1890
1669 rows × 7 columns
In [10]:
# now debug the blocker output
dbg = em.debug_blocker(C1, A, B, output_size=125)
In [11]:
dbg # Look at the debug table for things that match. If we find things that match, that indicates that our blocker
# is dropping things that it shouldn't.
Out[11]:
_id
similarity
ltable_id
rtable_id
ltable_name
ltable_min_age
ltable_category
ltable_mechanisms
ltable_type
ltable_BGG_link
...
rtable_min_age
rtable_category
rtable_mechanisms
rtable_type
rtable_BGG_link
rtable_store_names
rtable_store_prices
rtable_links_to_buy
rtable_availability
rtable_international_store
0
0
0.500000
329
6745
Nix
NaN
Card Game
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Amazon.com,Game Nerdz,
$4.00,$8.51,Prices from $ 11.00
http://www.amazon.com/AEG-5819AEG-Cypher-Game/dp/B00LD170MQ%3FSubscriptionId%3DAKIAJ4BCA4P5VKV33...
In Stock,In Stock,In Stock
False,False,False
1
1
0.500000
4848
6191
Oskar
NaN
Card Game
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Game Nerdz,Amazon.com
$19.80,$33.58
http://www.gamenerdz.com/clairvoyance-card-game?utm_source=boardgameprices.com&utm_medium=price-...
In Stock,In Stock
False,False
2
2
0.500000
5821
2784
Split (Revised Edition)
12
Card Game
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
HitGames.ca
CAD 17.99
http://www.hitgames.ca/canasta-caliente-card-game-revised-edition.html?utm_source=boardgameprice...
In Stock
True
3
3
0.500000
4848
5588
Oskar
NaN
Card Game
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Game Nerdz,Amazon.com,
$15.24,$15.99,Prices from $ 1.00
http://www.gamenerdz.com/chimera-card-game?utm_source=boardgameprices.com&utm_medium=price-searc...
In Stock,In Stock,In Stock
False,False,False
4
4
0.500000
4848
614
Oskar
NaN
Card Game
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Amazon.com,Game Nerdz,
$23.99,$26.40,Prices from $ 4.00
http://www.amazon.com/Z-Man-Games-ZMG-71270-Babel/dp/B00HTG5210%3FSubscriptionId%3DAKIAJ4BCA4P5V...
In Stock,In Stock,In Stock
False,False,False
5
5
0.500000
4848
1180
Oskar
NaN
Card Game
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Amazon.com,Game Nerdz,
$4.69,$8.75,Prices from $ 8.00
http://www.amazon.com/Blink-The-Worlds-Fastest-Game/dp/B0037W5Y2W%3Fpsc%3D1%26SubscriptionId%3DA...
In Stock,In Stock,In Stock
False,False,False
6
6
0.500000
329
6191
Nix
NaN
Card Game
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Game Nerdz,Amazon.com
$19.80,$33.58
http://www.gamenerdz.com/clairvoyance-card-game?utm_source=boardgameprices.com&utm_medium=price-...
In Stock,In Stock
False,False
7
7
0.500000
48
1365
Lord of the Rings Trivia Game
12
Adventure;Fantasy;Novel-based;Trivia
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Amazon.com,Noble Knight Games,
$16.99,$24.00,Prices from $ 45.00
http://www.amazon.com/Quarriors-LOTR-Lord-Rings-Building/dp/B009KBN12Y%3FSubscriptionId%3DAKIAJ4...
In Stock,In Stock,In Stock
False,False,False
8
8
0.500000
329
6503
Nix
NaN
Card Game
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Noble Knight Games,Amazon.com,
$10.00,$11.40,Prices from $ 8.00
http://www.nobleknight.com/ProductDetailSearch.asp_Q_ProductID_E_2147593707_A_InventoryID_E_2148...
In Stock,In Stock,In Stock
False,False,False
9
9
0.500000
4848
2280
Oskar
NaN
Card Game
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Amazon.com,Game Nerdz,
$14.50,$15.12,Prices from $ 24.00
http://www.amazon.com/Z-Man-Games-ZMG-41201-Parade/dp/B00E0JSMGG%3FSubscriptionId%3DAKIAJ4BCA4P5...
In Stock,In Stock,In Stock
False,False,False
10
10
0.500000
329
2280
Nix
NaN
Card Game
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Amazon.com,Game Nerdz,
$14.50,$15.12,Prices from $ 24.00
http://www.amazon.com/Z-Man-Games-ZMG-41201-Parade/dp/B00E0JSMGG%3FSubscriptionId%3DAKIAJ4BCA4P5...
In Stock,In Stock,In Stock
False,False,False
11
11
0.500000
4848
6745
Oskar
NaN
Card Game
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Amazon.com,Game Nerdz,
$4.00,$8.51,Prices from $ 11.00
http://www.amazon.com/AEG-5819AEG-Cypher-Game/dp/B00LD170MQ%3FSubscriptionId%3DAKIAJ4BCA4P5VKV33...
In Stock,In Stock,In Stock
False,False,False
12
12
0.500000
329
1180
Nix
NaN
Card Game
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Amazon.com,Game Nerdz,
$4.69,$8.75,Prices from $ 8.00
http://www.amazon.com/Blink-The-Worlds-Fastest-Game/dp/B0037W5Y2W%3Fpsc%3D1%26SubscriptionId%3DA...
In Stock,In Stock,In Stock
False,False,False
13
13
0.500000
4020
647
Numero
NaN
Card Game
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Game Nerdz,Amazon.com
$11.85,$12.95
http://www.gamenerdz.com/cadaver-card-game?utm_source=boardgameprices.com&utm_medium=price-searc...
In Stock,In Stock
False,False
14
14
0.500000
329
647
Nix
NaN
Card Game
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Game Nerdz,Amazon.com
$11.85,$12.95
http://www.gamenerdz.com/cadaver-card-game?utm_source=boardgameprices.com&utm_medium=price-searc...
In Stock,In Stock
False,False
15
15
0.500000
4020
6191
Numero
NaN
Card Game
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Game Nerdz,Amazon.com
$19.80,$33.58
http://www.gamenerdz.com/clairvoyance-card-game?utm_source=boardgameprices.com&utm_medium=price-...
In Stock,In Stock
False,False
16
16
0.500000
4020
614
Numero
NaN
Card Game
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Amazon.com,Game Nerdz,
$23.99,$26.40,Prices from $ 4.00
http://www.amazon.com/Z-Man-Games-ZMG-71270-Babel/dp/B00HTG5210%3FSubscriptionId%3DAKIAJ4BCA4P5V...
In Stock,In Stock,In Stock
False,False,False
17
17
0.500000
4020
6745
Numero
NaN
Card Game
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Amazon.com,Game Nerdz,
$4.00,$8.51,Prices from $ 11.00
http://www.amazon.com/AEG-5819AEG-Cypher-Game/dp/B00LD170MQ%3FSubscriptionId%3DAKIAJ4BCA4P5VKV33...
In Stock,In Stock,In Stock
False,False,False
18
18
0.500000
329
614
Nix
NaN
Card Game
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Amazon.com,Game Nerdz,
$23.99,$26.40,Prices from $ 4.00
http://www.amazon.com/Z-Man-Games-ZMG-71270-Babel/dp/B00HTG5210%3FSubscriptionId%3DAKIAJ4BCA4P5V...
In Stock,In Stock,In Stock
False,False,False
19
19
0.500000
4020
6503
Numero
NaN
Card Game
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Noble Knight Games,Amazon.com,
$10.00,$11.40,Prices from $ 8.00
http://www.nobleknight.com/ProductDetailSearch.asp_Q_ProductID_E_2147593707_A_InventoryID_E_2148...
In Stock,In Stock,In Stock
False,False,False
20
20
0.500000
4020
2280
Numero
NaN
Card Game
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Amazon.com,Game Nerdz,
$14.50,$15.12,Prices from $ 24.00
http://www.amazon.com/Z-Man-Games-ZMG-41201-Parade/dp/B00E0JSMGG%3FSubscriptionId%3DAKIAJ4BCA4P5...
In Stock,In Stock,In Stock
False,False,False
21
21
0.500000
4848
6503
Oskar
NaN
Card Game
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Noble Knight Games,Amazon.com,
$10.00,$11.40,Prices from $ 8.00
http://www.nobleknight.com/ProductDetailSearch.asp_Q_ProductID_E_2147593707_A_InventoryID_E_2148...
In Stock,In Stock,In Stock
False,False,False
22
22
0.500000
4020
1180
Numero
NaN
Card Game
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Amazon.com,Game Nerdz,
$4.69,$8.75,Prices from $ 8.00
http://www.amazon.com/Blink-The-Worlds-Fastest-Game/dp/B0037W5Y2W%3Fpsc%3D1%26SubscriptionId%3DA...
In Stock,In Stock,In Stock
False,False,False
23
23
0.500000
329
5588
Nix
NaN
Card Game
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Game Nerdz,Amazon.com,
$15.24,$15.99,Prices from $ 1.00
http://www.gamenerdz.com/chimera-card-game?utm_source=boardgameprices.com&utm_medium=price-searc...
In Stock,In Stock,In Stock
False,False,False
24
24
0.500000
4848
647
Oskar
NaN
Card Game
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Game Nerdz,Amazon.com
$11.85,$12.95
http://www.gamenerdz.com/cadaver-card-game?utm_source=boardgameprices.com&utm_medium=price-searc...
In Stock,In Stock
False,False
25
25
0.500000
4020
5588
Numero
NaN
Card Game
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Game Nerdz,Amazon.com,
$15.24,$15.99,Prices from $ 1.00
http://www.gamenerdz.com/chimera-card-game?utm_source=boardgameprices.com&utm_medium=price-searc...
In Stock,In Stock,In Stock
False,False,False
26
26
0.470588
4270
3647
World War II: European Theater of Operations 1939-45
12
Wargame;World War II
Dice Rolling;Hex-and-Counter
NaN
NaN
...
12 & up
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/2447
Amazon.com,Noble Knight Games,Noble Knight Games,Noble Knight Games,
-,$8.00,$14.00,$95.00,Prices from $ 28.00
http://www.amazon.com/European-Theater-Operations-1939-45-SPI/dp/B00J1NBD9O%3FSubscriptionId%3DA...
In Stock,In Stock,In Stock,In Stock,In Stock
False,False,False,False,False
27
27
0.466667
2328
3647
European Theater of Operations
12
Wargame;World War II
Area Movement;Dice Rolling;Simulation
NaN
NaN
...
12 & up
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/2447
Amazon.com,Noble Knight Games,Noble Knight Games,Noble Knight Games,
-,$8.00,$14.00,$95.00,Prices from $ 28.00
http://www.amazon.com/European-Theater-Operations-1939-45-SPI/dp/B00J1NBD9O%3FSubscriptionId%3DA...
In Stock,In Stock,In Stock,In Stock,In Stock
False,False,False,False,False
28
28
0.454545
4821
3735
The Guns of August
12
Wargame;World War I
Hex-and-Counter
NaN
NaN
...
12 & up
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/85857
Amazon.com,BoardGameCo,Noble Knight Games,Noble Knight Games,Noble Knight Games,Noble Knight Gam...
-,$14.99,$35.00,$50.00,$50.00,$70.00,$75.00,$75.00,Prices from $ 9.00
http://www.amazon.com/Avalon-Hill-General-18-Number/dp/B006KY73XM%3FSubscriptionId%3DAKIAJ4BCA4P...
In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock
False,False,False,False,False,False,False,False,False
29
29
0.444444
4861
10123
David & Goliath
8
Card Game
Trick-taking
NaN
NaN
...
8 & up
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/3269
Game Surplus,Amazon.com,
$8.50,$23.39,Prices from $ 1.00
http://www.gamesurplus.com/product_info.php?products_id=60&utm_source=boardgameprices.com&utm_me...
Unavailable,In Stock,In Stock
False,False,False
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
95
95
0.400000
6722
646
The Bottle Imp
10
Card Game
Trick-taking
NaN
NaN
...
10 & up
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/181501
Cardhaus,Cool Stuff Inc.,Miniature Market,Game Surplus,Game Nerdz,Amazon.com,Noble Knight Games,...
$18.19,$18.99,$19.09,$19.95,$21.60,$22.37,$23.95,$34.99,Prices from $ 27.00,CAD 23.95,CAD 25.95,...
http://www.cardhaus.com/catalog/board_games/peloponnes_cardgame/338733?utm_source=boardgameprice...
In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Stock,In Sto...
False,False,False,False,False,False,False,False,False,True,True,True,True,True,True,True
96
96
0.400000
6901
2145
The Totally Insane Card Game
NaN
Card Game;Party Game
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Game Nerdz,Amazon.com
$12.40,$21.95
http://www.gamenerdz.com/the-worst-game-ever-card-game?utm_source=boardgameprices.com&utm_medium...
Unavailable,In Stock
False,False
97
97
0.400000
6895
614
Blindside
NaN
Card Game
Trick-taking
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Amazon.com,Game Nerdz,
$23.99,$26.40,Prices from $ 4.00
http://www.amazon.com/Z-Man-Games-ZMG-71270-Babel/dp/B00HTG5210%3FSubscriptionId%3DAKIAJ4BCA4P5V...
In Stock,In Stock,In Stock
False,False,False
98
98
0.400000
6883
5588
Riverboat Showdown
NaN
Card Game
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Game Nerdz,Amazon.com,
$15.24,$15.99,Prices from $ 1.00
http://www.gamenerdz.com/chimera-card-game?utm_source=boardgameprices.com&utm_medium=price-searc...
In Stock,In Stock,In Stock
False,False,False
99
99
0.400000
5984
6191
Zar
6
Card Game
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Game Nerdz,Amazon.com
$19.80,$33.58
http://www.gamenerdz.com/clairvoyance-card-game?utm_source=boardgameprices.com&utm_medium=price-...
In Stock,In Stock
False,False
100
100
0.400000
5069
6503
Tzuris
NaN
Card Game
Trick-taking
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Noble Knight Games,Amazon.com,
$10.00,$11.40,Prices from $ 8.00
http://www.nobleknight.com/ProductDetailSearch.asp_Q_ProductID_E_2147593707_A_InventoryID_E_2148...
In Stock,In Stock,In Stock
False,False,False
101
101
0.400000
6895
6191
Blindside
NaN
Card Game
Trick-taking
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Game Nerdz,Amazon.com
$19.80,$33.58
http://www.gamenerdz.com/clairvoyance-card-game?utm_source=boardgameprices.com&utm_medium=price-...
In Stock,In Stock
False,False
102
102
0.400000
6895
2280
Blindside
NaN
Card Game
Trick-taking
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Amazon.com,Game Nerdz,
$14.50,$15.12,Prices from $ 24.00
http://www.amazon.com/Z-Man-Games-ZMG-41201-Parade/dp/B00E0JSMGG%3FSubscriptionId%3DAKIAJ4BCA4P5...
In Stock,In Stock,In Stock
False,False,False
103
103
0.400000
6895
5588
Blindside
NaN
Card Game
Trick-taking
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Game Nerdz,Amazon.com,
$15.24,$15.99,Prices from $ 1.00
http://www.gamenerdz.com/chimera-card-game?utm_source=boardgameprices.com&utm_medium=price-searc...
In Stock,In Stock,In Stock
False,False,False
104
104
0.400000
5984
1180
Zar
6
Card Game
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Amazon.com,Game Nerdz,
$4.69,$8.75,Prices from $ 8.00
http://www.amazon.com/Blink-The-Worlds-Fastest-Game/dp/B0037W5Y2W%3Fpsc%3D1%26SubscriptionId%3DA...
In Stock,In Stock,In Stock
False,False,False
105
105
0.400000
6883
647
Riverboat Showdown
NaN
Card Game
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Game Nerdz,Amazon.com
$11.85,$12.95
http://www.gamenerdz.com/cadaver-card-game?utm_source=boardgameprices.com&utm_medium=price-searc...
In Stock,In Stock
False,False
106
106
0.400000
6754
5588
Change!
10
Card Game
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Game Nerdz,Amazon.com,
$15.24,$15.99,Prices from $ 1.00
http://www.gamenerdz.com/chimera-card-game?utm_source=boardgameprices.com&utm_medium=price-searc...
In Stock,In Stock,In Stock
False,False,False
107
107
0.400000
6881
9181
Cargo
10
Transportation
NaN
NaN
NaN
...
10 & up
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/8567
Cardhaus,Noble Knight Games,Noble Knight Games,Amazon.com,
$7.73,$5.00,$7.95,$23.28,Prices from $ 9.00
http://www.cardhaus.com/catalog/board_games/cargo/234222?utm_source=boardgameprices.com&utm_medi...
In Stock,In Stock,In Stock,In Stock,In Stock
False,False,False,False,False
108
108
0.400000
6883
1180
Riverboat Showdown
NaN
Card Game
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Amazon.com,Game Nerdz,
$4.69,$8.75,Prices from $ 8.00
http://www.amazon.com/Blink-The-Worlds-Fastest-Game/dp/B0037W5Y2W%3Fpsc%3D1%26SubscriptionId%3DA...
In Stock,In Stock,In Stock
False,False,False
109
109
0.400000
6754
614
Change!
10
Card Game
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Amazon.com,Game Nerdz,
$23.99,$26.40,Prices from $ 4.00
http://www.amazon.com/Z-Man-Games-ZMG-71270-Babel/dp/B00HTG5210%3FSubscriptionId%3DAKIAJ4BCA4P5V...
In Stock,In Stock,In Stock
False,False,False
110
110
0.400000
5932
6503
Numbters
10
Card Game
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Noble Knight Games,Amazon.com,
$10.00,$11.40,Prices from $ 8.00
http://www.nobleknight.com/ProductDetailSearch.asp_Q_ProductID_E_2147593707_A_InventoryID_E_2148...
In Stock,In Stock,In Stock
False,False,False
111
111
0.400000
6754
2280
Change!
10
Card Game
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Amazon.com,Game Nerdz,
$14.50,$15.12,Prices from $ 24.00
http://www.amazon.com/Z-Man-Games-ZMG-41201-Parade/dp/B00E0JSMGG%3FSubscriptionId%3DAKIAJ4BCA4P5...
In Stock,In Stock,In Stock
False,False,False
112
112
0.400000
5984
6745
Zar
6
Card Game
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Amazon.com,Game Nerdz,
$4.00,$8.51,Prices from $ 11.00
http://www.amazon.com/AEG-5819AEG-Cypher-Game/dp/B00LD170MQ%3FSubscriptionId%3DAKIAJ4BCA4P5VKV33...
In Stock,In Stock,In Stock
False,False,False
113
113
0.400000
6747
2239
Doorways to Horror
NaN
Horror
NaN
VCR Board Games
NaN
...
NaN
NaN
NaN
NaN
NaN
Amazon.com,Noble Knight Games,
-,$15.00,Prices from $ 44.00
http://www.amazon.com/Doorways-Horror-VCR-Game/dp/B000OW9B3G%3FSubscriptionId%3DAKIAJ4BCA4P5VKV3...
In Stock,In Stock,In Stock
False,False,False
114
114
0.400000
6883
6503
Riverboat Showdown
NaN
Card Game
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Noble Knight Games,Amazon.com,
$10.00,$11.40,Prices from $ 8.00
http://www.nobleknight.com/ProductDetailSearch.asp_Q_ProductID_E_2147593707_A_InventoryID_E_2148...
In Stock,In Stock,In Stock
False,False,False
115
115
0.400000
6619
1973
King of the Anthill
10
Abstract Strategy
NaN
NaN
NaN
...
10 & up
NaN
NaN
NaN
http://www.boardgamegeek.com/boardgame/229
Amazon.com,Noble Knight Games,Noble Knight Games,Game Surplus,
$15.50,$28.00,$30.00,$10.00,Prices from $ 19.00
http://www.amazon.com/Kings-War-Bowmen-Regiment-Mantic/dp/B002VKL4UW%3FSubscriptionId%3DAKIAJ4BC...
In Stock,In Stock,In Stock,Unavailable,In Stock
False,False,False,False,False
116
116
0.400000
6883
614
Riverboat Showdown
NaN
Card Game
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Amazon.com,Game Nerdz,
$23.99,$26.40,Prices from $ 4.00
http://www.amazon.com/Z-Man-Games-ZMG-71270-Babel/dp/B00HTG5210%3FSubscriptionId%3DAKIAJ4BCA4P5V...
In Stock,In Stock,In Stock
False,False,False
117
117
0.400000
6895
6745
Blindside
NaN
Card Game
Trick-taking
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Amazon.com,Game Nerdz,
$4.00,$8.51,Prices from $ 11.00
http://www.amazon.com/AEG-5819AEG-Cypher-Game/dp/B00LD170MQ%3FSubscriptionId%3DAKIAJ4BCA4P5VKV33...
In Stock,In Stock,In Stock
False,False,False
118
118
0.400000
6754
6191
Change!
10
Card Game
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Game Nerdz,Amazon.com
$19.80,$33.58
http://www.gamenerdz.com/clairvoyance-card-game?utm_source=boardgameprices.com&utm_medium=price-...
In Stock,In Stock
False,False
119
119
0.400000
6883
6745
Riverboat Showdown
NaN
Card Game
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Amazon.com,Game Nerdz,
$4.00,$8.51,Prices from $ 11.00
http://www.amazon.com/AEG-5819AEG-Cypher-Game/dp/B00LD170MQ%3FSubscriptionId%3DAKIAJ4BCA4P5VKV33...
In Stock,In Stock,In Stock
False,False,False
120
120
0.400000
6883
6191
Riverboat Showdown
NaN
Card Game
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Game Nerdz,Amazon.com
$19.80,$33.58
http://www.gamenerdz.com/clairvoyance-card-game?utm_source=boardgameprices.com&utm_medium=price-...
In Stock,In Stock
False,False
121
121
0.400000
6754
6503
Change!
10
Card Game
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Noble Knight Games,Amazon.com,
$10.00,$11.40,Prices from $ 8.00
http://www.nobleknight.com/ProductDetailSearch.asp_Q_ProductID_E_2147593707_A_InventoryID_E_2148...
In Stock,In Stock,In Stock
False,False,False
122
122
0.400000
6883
2280
Riverboat Showdown
NaN
Card Game
NaN
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Amazon.com,Game Nerdz,
$14.50,$15.12,Prices from $ 24.00
http://www.amazon.com/Z-Man-Games-ZMG-41201-Parade/dp/B00E0JSMGG%3FSubscriptionId%3DAKIAJ4BCA4P5...
In Stock,In Stock,In Stock
False,False,False
123
123
0.400000
6895
647
Blindside
NaN
Card Game
Trick-taking
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Game Nerdz,Amazon.com
$11.85,$12.95
http://www.gamenerdz.com/cadaver-card-game?utm_source=boardgameprices.com&utm_medium=price-searc...
In Stock,In Stock
False,False
124
124
0.400000
6895
1180
Blindside
NaN
Card Game
Trick-taking
NaN
NaN
...
NaN
NaN
NaN
NaN
NaN
Amazon.com,Game Nerdz,
$4.69,$8.75,Prices from $ 8.00
http://www.amazon.com/Blink-The-Worlds-Fastest-Game/dp/B0037W5Y2W%3Fpsc%3D1%26SubscriptionId%3DA...
In Stock,In Stock,In Stock
False,False,False
125 rows × 26 columns
In [12]:
dbg[['ltable_name', 'rtable_name']] # Look for name matches in the
# debug table. (We're doing this in addition to the above full debug
# table print out since the rtable_name is hidden away in the collapse
# on the above call.)
# Looking we see no matches so our blocking seems pretty good
Out[12]:
ltable_name
rtable_name
0
Nix
Cypher Card Game
1
Oskar
Clairvoyance Card Game
2
Split (Revised Edition)
Canasta Caliente Card Game (Revised Edition)
3
Oskar
Chimera Card Game
4
Oskar
Babel Card Game
5
Oskar
Blink Card Game
6
Nix
Clairvoyance Card Game
7
Lord of the Rings Trivia Game
Lord of the Rings - Childrens Game
8
Nix
Duo Card Game
9
Oskar
Parade Card Game
10
Nix
Parade Card Game
11
Oskar
Cypher Card Game
12
Nix
Blink Card Game
13
Numero
Cadaver Card Game
14
Nix
Cadaver Card Game
15
Numero
Clairvoyance Card Game
16
Numero
Babel Card Game
17
Numero
Cypher Card Game
18
Nix
Babel Card Game
19
Numero
Duo Card Game
20
Numero
Parade Card Game
21
Oskar
Duo Card Game
22
Numero
Blink Card Game
23
Nix
Chimera Card Game
24
Oskar
Cadaver Card Game
25
Numero
Chimera Card Game
26
World War II: European Theater of Operations 1939-45
World War II - European Theater of Operations
27
European Theater of Operations
World War II - European Theater of Operations
28
The Guns of August
The Guns of August
29
David & Goliath
Clue Card Game
...
...
...
95
The Bottle Imp
Peloponnes: The Card Game
96
The Totally Insane Card Game
The Worst Game Ever Card Game
97
Blindside
Babel Card Game
98
Riverboat Showdown
Chimera Card Game
99
Zar
Clairvoyance Card Game
100
Tzuris
Duo Card Game
101
Blindside
Clairvoyance Card Game
102
Blindside
Parade Card Game
103
Blindside
Chimera Card Game
104
Zar
Blink Card Game
105
Riverboat Showdown
Cadaver Card Game
106
Change!
Chimera Card Game
107
Cargo
Cargo
108
Riverboat Showdown
Blink Card Game
109
Change!
Babel Card Game
110
Numbters
Duo Card Game
111
Change!
Parade Card Game
112
Zar
Cypher Card Game
113
Doorways to Horror
Doorways to Horror - The VCR Game
114
Riverboat Showdown
Duo Card Game
115
King of the Anthill
King of the Elves
116
Riverboat Showdown
Babel Card Game
117
Blindside
Cypher Card Game
118
Change!
Clairvoyance Card Game
119
Riverboat Showdown
Cypher Card Game
120
Riverboat Showdown
Clairvoyance Card Game
121
Change!
Duo Card Game
122
Riverboat Showdown
Parade Card Game
123
Blindside
Cadaver Card Game
124
Blindside
Blink Card Game
125 rows × 2 columns
In [13]:
# export C0 (the canidate set from just the year blocking)
em.to_csv_metadata(C0, './candidate_set_C0_v2.csv')
WARNING:py_entitymatching.io.parsers:File already exists at ./candidate_set_C0_v2.csv; Overwriting it
WARNING:py_entitymatching.io.parsers:Metadata file already exists at ./candidate_set_C0_v2.metadata. Overwriting it
Out[13]:
True
In [14]:
# export C1 (the canidate set from blocking on year and name. This is our final set)
em.to_csv_metadata(C1, './candidate_set_C1_v2.csv')
WARNING:py_entitymatching.io.parsers:File already exists at ./candidate_set_C1_v2.csv; Overwriting it
WARNING:py_entitymatching.io.parsers:Metadata file already exists at ./candidate_set_C1_v2.metadata. Overwriting it
Out[14]:
True
In [15]:
# read back C1 to ensure it saved
C = em.read_csv_metadata('candidate_set_C1_v2.csv', ltable=A, rtable=B)
In [16]:
C
Out[16]:
_id
ltable_id
rtable_id
ltable_name
ltable_year
rtable_name
rtable_year
0
130
244
5464
Win Lose or Draw
1988
Win, Lose or Draw
1988
1
257
591
1462
AirLand Battle: Corps Operational Command in Europe
1988
Buck Rogers - Battle for the 25th Century
1988
2
805
1960
541
Vanity Chase
1988
Vanity Chase
1988
3
1024
2295
3685
Grand Army of the Republic
1988
Grand Army of the Republic
1988
4
2637
5391
5464
Clay To Win
1988
Win, Lose or Draw
1988
5
2994
5971
1462
Buck Rogers: Battle for the 25th Century Game
1988
Buck Rogers - Battle for the 25th Century
1988
6
3093
6217
3289
Girl Talk
1988
Body Talk
1988
7
3137
6225
2899
The Great Patriotic War
1988
Great Composers, The
1988
8
3147
6225
8722
The Great Patriotic War
1988
Great Alaskan Clean-Up
1988
9
3795
481
3813
West Front
1985
Arctic Front (1st Printing)
1985
10
3868
611
1917
Legal Decision
1985
Legal Decision
1985
11
4893
2637
3647
Superpowers at War
1985
World War II - European Theater of Operations
1985
12
4933
2833
3647
Forte Trivia Cards Volume II
1985
World War II - European Theater of Operations
1985
13
4956
2878
3832
East Wind Rain
1985
East Wind Rain
1985
14
5158
3108
5803
All My Children
1985
All My Children
1985
15
5190
3258
2690
Main Battle Area
1985
Battle of the Bulge (1st Printing)
1985
16
5203
3258
8937
Main Battle Area
1985
Main Battle Area
1985
17
5455
3722
3813
Russian Front
1985
Arctic Front (1st Printing)
1985
18
5477
3742
4896
Air Cav
1985
Air Cav
1985
19
5494
3774
3720
Advance to Boardwalk
1985
Advance to Boardwalk
1985
20
5613
4008
3647
Stage II
1985
World War II - European Theater of Operations
1985
21
5631
4092
2865
History of the Second World War
1985
World in Flames
1985
22
5633
4092
3647
History of the Second World War
1985
World War II - European Theater of Operations
1985
23
5770
4799
2690
Cromwell's Victory: The Battle of Marston Moor
1985
Battle of the Bulge (1st Printing)
1985
24
5783
4799
8937
Cromwell's Victory: The Battle of Marston Moor
1985
Main Battle Area
1985
25
5804
4877
9011
Star Trek III
1985
Star Trek: The Enterprise^4 Encounter
1985
26
5805
4877
9313
Star Trek III
1985
Star Trek - The Adventure Game
1985
27
5809
4893
2528
Code 777
1985
Code 777
1985
28
5830
4914
2690
The Road To Vicksburg: The Battle of Champion Hill
1985
Battle of the Bulge (1st Printing)
1985
29
5843
4914
8937
The Road To Vicksburg: The Battle of Champion Hill
1985
Main Battle Area
1985
...
...
...
...
...
...
...
...
1639
249072
1700
9935
Adam Games Football
1964
Pro Football
1964
1640
249194
6109
3179
James Bond Secret Agent 007 Game
1964
James Bond Secret Agent 007 Game
1964
1641
249218
5549
3602
Supremacy
1940
Supremacy
1940
1642
249413
5670
4717
Murder Mystery Evening: Death in the Ring
2007
Mystery of the Abbey with The Pilgrims' Chronicles
2007
1643
249504
3629
296
Scrabble
1948
Scrabble - Travel Edition
1948
1644
249522
3313
6751
Beat the Clock Game
1954
Beat the Clock Game
1954
1645
249540
6413
8938
Mille Bornes
1954
Mille Bornes
1954
1646
249553
1472
1015
Flags of the World
2008
New World: A Carcassonne Game
2008
1647
249561
1472
1357
Flags of the World
2008
Second World War at Sea: Arctic Convoy
2008
1648
249574
1472
2004
Flags of the World
2008
World of Warcraft - The Adventure Game
2008
1649
249632
1472
6090
Flags of the World
2008
World of Warcraft Adventure Game: Zowka Shattertusk Character Pack
2008
1650
249639
1472
6462
Flags of the World
2008
World of Warcraft Adventure Game: Artumnis Moondream Character Pack
2008
1651
249693
1472
9334
Flags of the World
2008
A World at War
2008
1652
249743
2803
1801
Medieval Warfare
2008
Battleground Fantasy Warfare: Monsters & Mercenaries
2008
1653
249800
2803
5623
Medieval Warfare
2008
Battleground Fantasy Warfare: Scenario Booklet
2008
1654
250078
2011
733
Crusader Rex
2005
Crusader Rex 2nd Edition
2005
1655
250205
2108
800
A Box of Silly Word Games
2005
Pizza Box Football Expansion (2007 version)
2005
1656
250376
2159
3775
Assyrian Wars
2005
Assyrian Wars
2005
1657
250412
2159
7281
Assyrian Wars
2005
Risk: Star Wars – The Clone Wars Edition
2005
1658
250710
3461
857
Wings of War: Watch Your Back!
2005
Barbary Coast War (2nd Edition)
2005
1659
250744
3461
2786
Wings of War: Watch Your Back!
2005
Wings of War: Watch Your Back!
2005
1660
250760
3461
4441
Wings of War: Watch Your Back!
2005
Fire in the Sky - The Great Pacific War 1941-1945
2005
1661
250762
3461
4489
Wings of War: Watch Your Back!
2005
Battles from the Age of Reason #5 - Lobositz - First Battle of the Seven Years War
2005
1662
250771
3461
5614
Wings of War: Watch Your Back!
2005
Wings of War: Burning Drachens
2005
1663
250823
3461
10027
Wings of War: Watch Your Back!
2005
Second World War at Sea: Bismarck
2005
1664
250958
3499
536
Winner Spinner
1953
Winner Spinner
1953
1665
250971
4497
8307
Go to the Head of the Class
1936
Go to the Head of the Class (1967 Edition)
1936
1666
250980
5238
10117
Easy Money
1935
Easy Money
1935
1667
250986
3587
6839
All-Star Baseball
1941
All-Star Baseball (1st Printing)
1941
1668
250989
4587
7602
Across the Continent
1890
Across the Continent
1890
1669 rows × 7 columns
In [17]:
# Take a look at how blocking using just the name works for fun
ob = em.OverlapBlocker()
# block using name
C4 = ob.block_tables(A, B, 'name', 'name',
l_output_attrs=['name', 'year'],
r_output_attrs=['name', 'year'],word_level=True, overlap_size=1,)
C4
0% 100%
[##############################] | ETA: 00:00:00
Total time elapsed: 00:00:20
Out[17]:
_id
ltable_id
rtable_id
ltable_name
ltable_year
rtable_name
rtable_year
0
0
2050
1
How to Host a Mystery: Star Trek - The Next Generation
1992
Panzer Exp. #3: Drive to the Rhine - The 2nd Front
NaN
1
1
6147
1
Year of the Lord
1968
Panzer Exp. #3: Drive to the Rhine - The 2nd Front
NaN
2
2
4102
1
Squares: The Civil War Battle Game
1995
Panzer Exp. #3: Drive to the Rhine - The 2nd Front
NaN
3
3
4103
1
The Settlers of Canaan
2002
Panzer Exp. #3: Drive to the Rhine - The 2nd Front
NaN
4
4
4098
1
The Twilight War
1984
Panzer Exp. #3: Drive to the Rhine - The 2nd Front
NaN
5
5
11
1
The Odd-Ball Scenario
1996
Panzer Exp. #3: Drive to the Rhine - The 2nd Front
NaN
6
6
6207
1
Planet of the Apes
1974
Panzer Exp. #3: Drive to the Rhine - The 2nd Front
NaN
7
7
5123
1
Fields of Honor: The American War for Independence
2000
Panzer Exp. #3: Drive to the Rhine - The 2nd Front
NaN
8
8
2063
1
PDQ: The Pretty Darn Quick Word Game
2003
Panzer Exp. #3: Drive to the Rhine - The 2nd Front
NaN
9
9
18
1
World Cup in the Void
2003
Panzer Exp. #3: Drive to the Rhine - The 2nd Front
NaN
10
10
6163
1
Fascination (The Electric Maze Game)
1961
Panzer Exp. #3: Drive to the Rhine - The 2nd Front
NaN
11
11
20
1
Korea: The Forgotten War
2003
Panzer Exp. #3: Drive to the Rhine - The 2nd Front
NaN
12
12
3588
1
The Home Stretch
1970
Panzer Exp. #3: Drive to the Rhine - The 2nd Front
NaN
13
13
4783
1
The Air-Eaters Strike Back!
1981
Panzer Exp. #3: Drive to the Rhine - The 2nd Front
NaN
14
14
4442
1
The Fall of Castle Bondi
2002
Panzer Exp. #3: Drive to the Rhine - The 2nd Front
NaN
15
15
6170
1
The Perfect Crime
1970
Panzer Exp. #3: Drive to the Rhine - The 2nd Front
NaN
16
16
6172
1
The Rolling Moon
1959
Panzer Exp. #3: Drive to the Rhine - The 2nd Front
NaN
17
17
5662
1
Murder à la carte: What the Butler Saw
1999
Panzer Exp. #3: Drive to the Rhine - The 2nd Front
NaN
18
18
5809
1
The Battle of the Little Big Horn
1962
Panzer Exp. #3: Drive to the Rhine - The 2nd Front
NaN
19
19
2083
1
Between The Sheets
2000
Panzer Exp. #3: Drive to the Rhine - The 2nd Front
NaN
20
20
36
1
E.T.: The Extra-Terrestrial
1982
Panzer Exp. #3: Drive to the Rhine - The 2nd Front
NaN
21
21
4133
1
Hammer of the Scots
2002
Panzer Exp. #3: Drive to the Rhine - The 2nd Front
NaN
22
22
5499
1
Don't Wake the Dragon!
1986
Panzer Exp. #3: Drive to the Rhine - The 2nd Front
NaN
23
23
4136
1
The Perry Mason Game
1987
Panzer Exp. #3: Drive to the Rhine - The 2nd Front
NaN
24
24
6185
1
Trolls in the Pantry
1989
Panzer Exp. #3: Drive to the Rhine - The 2nd Front
NaN
25
25
3329
1
The Powerpuff Girls: Saving the World Before Bedtime
2000
Panzer Exp. #3: Drive to the Rhine - The 2nd Front
NaN
26
26
4140
1
Harvest of Death: The Second Day at Gettysburg
1989
Panzer Exp. #3: Drive to the Rhine - The 2nd Front
NaN
27
27
6189
1
Hungry Troll and the Gobbos
1989
Panzer Exp. #3: Drive to the Rhine - The 2nd Front
NaN
28
28
46
1
Munchkin 3: Clerical Errors
2003
Panzer Exp. #3: Drive to the Rhine - The 2nd Front
NaN
29
29
48
1
Lord of the Rings Trivia Game
2003
Panzer Exp. #3: Drive to the Rhine - The 2nd Front
NaN
...
...
...
...
...
...
...
...
4417760
4417760
6838
10298
Lemlican Series 2: Lemlican Monsters
1990
Battles from the Age of Reason #2 - Zorndorf - Frederick vs. the Warriors of Holy Russia
1996
4417761
4417761
6845
10298
Dynamite Nurse 2: Bloody Temple
1990
Battles from the Age of Reason #2 - Zorndorf - Frederick vs. the Warriors of Holy Russia
1996
4417762
4417762
6849
10298
Monster Maker: The Queen of Darkness
NaN
Battles from the Age of Reason #2 - Zorndorf - Frederick vs. the Warriors of Holy Russia
1996
4417763
4417763
6853
10298
Gal Master 2
1990
Battles from the Age of Reason #2 - Zorndorf - Frederick vs. the Warriors of Holy Russia
1996
4417764
4417764
6865
10298
Cat's Eye: The Last Big Game
NaN
Battles from the Age of Reason #2 - Zorndorf - Frederick vs. the Warriors of Holy Russia
1996
4417765
4417765
6866
10298
Arcadia of My Youth
NaN
Battles from the Age of Reason #2 - Zorndorf - Frederick vs. the Warriors of Holy Russia
1996
4417766
4417766
6867
10298
Mighty Warriors
1991
Battles from the Age of Reason #2 - Zorndorf - Frederick vs. the Warriors of Holy Russia
1996
4417767
4417767
6882
10298
And Now For Something Completely Different... The Board Game
1999
Battles from the Age of Reason #2 - Zorndorf - Frederick vs. the Warriors of Holy Russia
1996
4417768
4417768
6887
10298
Lord of the Rings
2003
Battles from the Age of Reason #2 - Zorndorf - Frederick vs. the Warriors of Holy Russia
1996
4417769
4417769
6891
10298
Age of Steam Expansion #1: England & Ireland
2003
Battles from the Age of Reason #2 - Zorndorf - Frederick vs. the Warriors of Holy Russia
1996
4417770
4417770
6896
10298
Antietam: The Bloodiest Day 17 September 1862
1975
Battles from the Age of Reason #2 - Zorndorf - Frederick vs. the Warriors of Holy Russia
1996
4417771
4417771
6901
10298
The Totally Insane Card Game
1993
Battles from the Age of Reason #2 - Zorndorf - Frederick vs. the Warriors of Holy Russia
1996
4417772
4417772
6902
10298
Dungeons & Dragons: The Fantasy Adventure Board Game
2003
Battles from the Age of Reason #2 - Zorndorf - Frederick vs. the Warriors of Holy Russia
1996
4417773
4417773
6909
10298
Napoleon at the Berezina
2003
Battles from the Age of Reason #2 - Zorndorf - Frederick vs. the Warriors of Holy Russia
1996
4417774
4417774
6923
10298
Star Wars: Return of the Jedi - Battle at Sarlacc's Pit
1983
Battles from the Age of Reason #2 - Zorndorf - Frederick vs. the Warriors of Holy Russia
1996
4417775
4417775
6929
10298
Age of Battles
NaN
Battles from the Age of Reason #2 - Zorndorf - Frederick vs. the Warriors of Holy Russia
1996
4417776
4417776
6930
10298
Battle of Lake Peipus
NaN
Battles from the Age of Reason #2 - Zorndorf - Frederick vs. the Warriors of Holy Russia
1996
4417777
4417777
6934
10298
Close Encounters of the Third Kind
1978
Battles from the Age of Reason #2 - Zorndorf - Frederick vs. the Warriors of Holy Russia
1996
4417778
4417778
6936
10298
Joan of Arc
1998
Battles from the Age of Reason #2 - Zorndorf - Frederick vs. the Warriors of Holy Russia
1996
4417779
4417779
6940
10298
Seven Days Battles
1993
Battles from the Age of Reason #2 - Zorndorf - Frederick vs. the Warriors of Holy Russia
1996
4417780
4417780
6941
10298
Four Battles of the Ancient World
1992
Battles from the Age of Reason #2 - Zorndorf - Frederick vs. the Warriors of Holy Russia
1996
4417781
4417781
6942
10298
Hannibal: The Second Punic War
1991
Battles from the Age of Reason #2 - Zorndorf - Frederick vs. the Warriors of Holy Russia
1996
4417782
4417782
6944
10298
Hannibal: The Italian Campaign
1983
Battles from the Age of Reason #2 - Zorndorf - Frederick vs. the Warriors of Holy Russia
1996
4417783
4417783
6945
10298
Norseman: Viking Kingdoms of the North Sea
1985
Battles from the Age of Reason #2 - Zorndorf - Frederick vs. the Warriors of Holy Russia
1996
4417784
4417784
6952
10298
Dredd: The Card Game
1999
Battles from the Age of Reason #2 - Zorndorf - Frederick vs. the Warriors of Holy Russia
1996
4417785
4417785
6962
10298
Melvin the Moon Man
1959
Battles from the Age of Reason #2 - Zorndorf - Frederick vs. the Warriors of Holy Russia
1996
4417786
4417786
6970
10298
Echelons of Fury
1995
Battles from the Age of Reason #2 - Zorndorf - Frederick vs. the Warriors of Holy Russia
1996
4417787
4417787
6973
10298
Fields of Chivalry
2002
Battles from the Age of Reason #2 - Zorndorf - Frederick vs. the Warriors of Holy Russia
1996
4417788
4417788
6985
10298
Murder Mystery Party: Murder on the S. S. Titania
1996
Battles from the Age of Reason #2 - Zorndorf - Frederick vs. the Warriors of Holy Russia
1996
4417789
4417789
6989
10298
Audit: The Tax Game
1979
Battles from the Age of Reason #2 - Zorndorf - Frederick vs. the Warriors of Holy Russia
1996
4417790 rows × 7 columns
In [18]:
# We noticed that in the above table that the ltable_name and rtable_names
# were mangled and apparently tokenized. Here we check
B['name'] # check that the name "Panzer Exp. #3: Drive to the Rhine - The 2nd Front "
# is read in since it seems mangled in the above C3 table rtable_name.
# It is in fact read in correctly so it seems to be an issue with the
# output of block_tables()
Out[18]:
0 Panzer Exp. #3: Drive to the Rhine - The 2nd Front
1 Call of Cthulhu LCG: In the Dread of Night
2 Dungeons and Dragons: The Legend of Drizzt
3 Istanbul: Mocha & Baksheesh
4 Perfect Alibi
5 Star Realms: Crisis – Fleets & Fortresses
6 Nexus Ops
7 The King is Dead
8 Pokemon TCG: XY Fates Collide Booster Display (36)
9 Tide of Iron: Designer Series - Volume One
10 Star Wars: The Card Game - So Be It
11 Dead Men Tell No Tales
12 Crown of Roses
13 Shadows of Brimstone: Trun Hunters Enemy Pack
14 Civilization: Wisdom and Warfare Expansion
15 Across the Aller - Last Stand in Northwest Europe, 1945
16 Marbles: Electric Eel Set
17 Ticket to Ride: Heart of Africa
18 Copper Country
19 Special Agent Meeple Poker Chips (20)
20 Summoner Wars: The Filth Faction Deck
21 Advanced Civilization - Assyria Counters
22 Reaper: Master Series Paint: Clear Green
23 Prague: The Empty Triumph
24 Reaper: Master Series Paint: Flow Improver
25 Panic Bundle
26 Cleopatra's Caboose
27 Ali Baba
28 Folding Cribbage Travel Board
29 The Curse of the Black Dice
...
10266 Dwarven Dive
10267 Island Fortress: 5-6 Player Expansion
10268 Warmachine High Command: Faith & Fortune - Core Set
10269 Jaipur
10270 Expo 1906 Board Game
10271 Dungeon Lords
10272 Galaxy Defenders: Elite Alien Army
10273 Summoner Wars: Jungle Elves Second Summoner Faction Deck
10274 Frank's Zoo Card Game
10275 Clash of Cultures: Civilizations
10276 Star Wars LCG: Jump to Lightspeed Force Pack
10277 Claustrophobia: Furor Sanguinis
10278 Wings of Glory WWII: Rules and Accessories Plus Late Airplane Packs Combo
10279 15" Walnut/Maple Chessboard w/1.75" Squares
10280 KV47 Recovery & Demolition Walker - Maksim/Marlen/Melor/Mikhail
10281 Myth: Orcneas Master of Masters Boss
10282 Mars Attacks: The Miniatures Game
10283 Fatal Alliances: The Great War
10284 Forge War: Second Printing
10285 Warmachine - Faith & Fortune
10286 Expedite
10287 Castle: The Detective Card Game
10288 Rum & Bones: Bone Devils Heroes Set #1
10289 Eagle Kingdoms
10290 Justine & Co. - Maintenance Contractors #2
10291 Shadowrun Crossfire DBG: Core Boxed Game
10292 East is Red, The
10293 Gunship: First Strike!
10294 Extra Extra
10295 Battles from the Age of Reason #2 - Zorndorf - Frederick vs. the Warriors of Holy Russia
Name: name, dtype: object
Content source: malnoxon/board-game-data-science
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