Ian Maxon | 857dc13 | 2015-09-25 17:13:19 -0700 | [diff] [blame] | 1 | /* |
| 2 | * Licensed to the Apache Software Foundation (ASF) under one |
| 3 | * or more contributor license agreements. See the NOTICE file |
| 4 | * distributed with this work for additional information |
| 5 | * regarding copyright ownership. The ASF licenses this file |
| 6 | * to you under the Apache License, Version 2.0 (the |
| 7 | * "License"); you may not use this file except in compliance |
| 8 | * with the License. You may obtain a copy of the License at |
| 9 | * |
| 10 | * http://www.apache.org/licenses/LICENSE-2.0 |
| 11 | * |
| 12 | * Unless required by applicable law or agreed to in writing, |
| 13 | * software distributed under the License is distributed on an |
| 14 | * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY |
| 15 | * KIND, either express or implied. See the License for the |
| 16 | * specific language governing permissions and limitations |
| 17 | * under the License. |
| 18 | */ |
icetindil | e8fd4cc | 2014-08-05 20:25:16 -0700 | [diff] [blame] | 19 | drop dataverse fuzzyjoin if exists; |
| 20 | |
| 21 | create dataverse fuzzyjoin; |
| 22 | |
| 23 | use dataverse fuzzyjoin; |
| 24 | |
| 25 | create type DBLPType as open { |
| 26 | id: int32, |
| 27 | dblpid: string, |
| 28 | title: string, |
| 29 | authors: string, |
| 30 | misc: string |
| 31 | } |
| 32 | |
| 33 | create dataset DBLP(DBLPType) primary key id; |
| 34 | |
| 35 | set import-private-functions 'true'; |
| 36 | |
| 37 | // |
| 38 | // -- - Stage 3 - -- |
| 39 | // |
| 40 | for $paperLeft in dataset('DBLP') |
| 41 | for $paperRight in dataset('DBLP') |
| 42 | for $ridpair in |
| 43 | // |
| 44 | // -- - Stage 2 - -- |
| 45 | // |
| 46 | for $paperLeft in dataset('DBLP') |
| 47 | let $lenLeft := len(counthashed-word-tokens($paperLeft.title)) |
| 48 | let $tokensLeft := |
| 49 | for $tokenUnranked in counthashed-word-tokens($paperLeft.title) |
| 50 | for $tokenRanked at $i in |
| 51 | // |
| 52 | // -- - Stage 1 - -- |
| 53 | // |
| 54 | for $paper in dataset('DBLP') |
| 55 | for $token in counthashed-word-tokens($paper.title) |
| 56 | group by $tokenGroupped := $token with $paper |
| 57 | order by count($paper), $tokenGroupped |
| 58 | return $tokenGroupped |
| 59 | where $tokenUnranked = $tokenRanked |
| 60 | order by $i |
| 61 | return $i |
| 62 | for $prefixTokenLeft in subset-collection( |
| 63 | $tokensLeft, |
| 64 | 0, |
| 65 | prefix-len-jaccard($lenLeft, .5f)) |
| 66 | |
| 67 | for $paperRight in dataset('DBLP') |
| 68 | let $lenRight := len(counthashed-word-tokens($paperRight.title)) |
| 69 | let $tokensRight := |
| 70 | for $tokenUnranked in counthashed-word-tokens($paperRight.title) |
| 71 | for $tokenRanked at $i in |
| 72 | // |
| 73 | // -- - Stage 1 - -- |
| 74 | // |
| 75 | for $paper in dataset('DBLP') |
| 76 | for $token in counthashed-word-tokens($paper.title) |
| 77 | group by $tokenGroupped := $token with $paper |
| 78 | order by count($paper), $tokenGroupped |
| 79 | return $tokenGroupped |
| 80 | where $tokenUnranked = $tokenRanked |
| 81 | order by $i |
| 82 | return $i |
| 83 | for $prefixTokenRight in subset-collection( |
| 84 | $tokensRight, |
| 85 | 0, |
| 86 | prefix-len-jaccard($lenRight, .5f)) |
| 87 | |
| 88 | where $prefixTokenLeft = $prefixTokenRight |
| 89 | |
| 90 | let $sim := similarity-jaccard-prefix( |
| 91 | $lenLeft, |
| 92 | $tokensLeft, |
| 93 | $lenRight, |
| 94 | $tokensRight, |
| 95 | $prefixTokenLeft, |
| 96 | .5f) |
| 97 | where $sim >= .5f and $paperLeft.id < $paperRight.id |
| 98 | group by $idLeft := $paperLeft.id, $idRight := $paperRight.id with $sim |
| 99 | return {'idLeft': $idLeft, 'idRight': $idRight, 'sim': $sim[0]} |
| 100 | |
| 101 | where $ridpair.idLeft = $paperLeft.id and $ridpair.idRight = $paperRight.id |
| 102 | order by $paperLeft.id, $paperRight.id |
Ian Maxon | 857dc13 | 2015-09-25 17:13:19 -0700 | [diff] [blame] | 103 | return {'left': $paperLeft, 'right': $paperRight, 'sim': $ridpair.sim} |