Document (#35323)

Author
Thelwall, M.
Wilkinson, D.
Uppal, S.
Title
Data mining emotion in social network communication : gender differences in MySpace
Source
Journal of the American Society for Information Science and Technology. 61(2010) no.1, S.190-199
Year
2009
Abstract
Despite the rapid growth in social network sites and in data mining for emotion (sentiment analysis), little research has tied the two together, and none has had social science goals. This article examines the extent to which emotion is present in MySpace comments, using a combination of data mining and content analysis, and exploring age and gender. A random sample of 819 public comments to or from U.S. users was manually classified for strength of positive and negative emotion. Two thirds of the comments expressed positive emotion, but a minority (20%) contained negative emotion, confirming that MySpace is an extraordinarily emotion-rich environment. Females are likely to give and receive more positive comments than are males, but there is no difference for negative comments. It is thus possible that females are more successful social network site users partly because of their greater ability to textually harness positive affect.
Theme
Data Mining

Similar documents (author)

  1. Thelwall, M.; Wilkinson, D.: Graph structure in three national academic Webs : power laws with anomalies (2003) 5.54
    5.54445 = sum of:
      5.54445 = sum of:
        1.8287488 = weight(author_txt:thelwall in 2681) [ClassicSimilarity], result of:
          1.8287488 = score(doc=2681,freq=1.0), product of:
            0.52900064 = queryWeight, product of:
              6.9139757 = idf(docFreq=119, maxDocs=44421)
              0.076511785 = queryNorm
            3.4569879 = fieldWeight in 2681, product of:
              1.0 = tf(freq=1.0), with freq of:
                1.0 = termFreq=1.0
              6.9139757 = idf(docFreq=119, maxDocs=44421)
              0.5 = fieldNorm(doc=2681)
        3.715701 = weight(author_txt:wilkinson in 2681) [ClassicSimilarity], result of:
          3.715701 = score(doc=2681,freq=1.0), product of:
            0.8486214 = queryWeight, product of:
              1.2665691 = boost
              8.757029 = idf(docFreq=18, maxDocs=44421)
              0.076511785 = queryNorm
            4.3785143 = fieldWeight in 2681, product of:
              1.0 = tf(freq=1.0), with freq of:
                1.0 = termFreq=1.0
              8.757029 = idf(docFreq=18, maxDocs=44421)
              0.5 = fieldNorm(doc=2681)
    
  2. Thelwall, M.; Wilkinson, D.: Finding similar academic Web sites with links, bibliometric couplings and colinks (2004) 5.54
    5.54445 = sum of:
      5.54445 = sum of:
        1.8287488 = weight(author_txt:thelwall in 3571) [ClassicSimilarity], result of:
          1.8287488 = score(doc=3571,freq=1.0), product of:
            0.52900064 = queryWeight, product of:
              6.9139757 = idf(docFreq=119, maxDocs=44421)
              0.076511785 = queryNorm
            3.4569879 = fieldWeight in 3571, product of:
              1.0 = tf(freq=1.0), with freq of:
                1.0 = termFreq=1.0
              6.9139757 = idf(docFreq=119, maxDocs=44421)
              0.5 = fieldNorm(doc=3571)
        3.715701 = weight(author_txt:wilkinson in 3571) [ClassicSimilarity], result of:
          3.715701 = score(doc=3571,freq=1.0), product of:
            0.8486214 = queryWeight, product of:
              1.2665691 = boost
              8.757029 = idf(docFreq=18, maxDocs=44421)
              0.076511785 = queryNorm
            4.3785143 = fieldWeight in 3571, product of:
              1.0 = tf(freq=1.0), with freq of:
                1.0 = termFreq=1.0
              8.757029 = idf(docFreq=18, maxDocs=44421)
              0.5 = fieldNorm(doc=3571)
    
  3. Thelwall, M.; Wilkinson, D.: Public dialogs in social network sites : What is their purpose? (2010) 5.54
    5.54445 = sum of:
      5.54445 = sum of:
        1.8287488 = weight(author_txt:thelwall in 314) [ClassicSimilarity], result of:
          1.8287488 = score(doc=314,freq=1.0), product of:
            0.52900064 = queryWeight, product of:
              6.9139757 = idf(docFreq=119, maxDocs=44421)
              0.076511785 = queryNorm
            3.4569879 = fieldWeight in 314, product of:
              1.0 = tf(freq=1.0), with freq of:
                1.0 = termFreq=1.0
              6.9139757 = idf(docFreq=119, maxDocs=44421)
              0.5 = fieldNorm(doc=314)
        3.715701 = weight(author_txt:wilkinson in 314) [ClassicSimilarity], result of:
          3.715701 = score(doc=314,freq=1.0), product of:
            0.8486214 = queryWeight, product of:
              1.2665691 = boost
              8.757029 = idf(docFreq=18, maxDocs=44421)
              0.076511785 = queryNorm
            4.3785143 = fieldWeight in 314, product of:
              1.0 = tf(freq=1.0), with freq of:
                1.0 = termFreq=1.0
              8.757029 = idf(docFreq=18, maxDocs=44421)
              0.5 = fieldNorm(doc=314)
    
  4. Wilkinson, D.; Thelwall, M.: Social network site changes over time : the case of MySpace (2010) 5.54
    5.54445 = sum of:
      5.54445 = sum of:
        1.8287488 = weight(author_txt:thelwall in 106) [ClassicSimilarity], result of:
          1.8287488 = score(doc=106,freq=1.0), product of:
            0.52900064 = queryWeight, product of:
              6.9139757 = idf(docFreq=119, maxDocs=44421)
              0.076511785 = queryNorm
            3.4569879 = fieldWeight in 106, product of:
              1.0 = tf(freq=1.0), with freq of:
                1.0 = termFreq=1.0
              6.9139757 = idf(docFreq=119, maxDocs=44421)
              0.5 = fieldNorm(doc=106)
        3.715701 = weight(author_txt:wilkinson in 106) [ClassicSimilarity], result of:
          3.715701 = score(doc=106,freq=1.0), product of:
            0.8486214 = queryWeight, product of:
              1.2665691 = boost
              8.757029 = idf(docFreq=18, maxDocs=44421)
              0.076511785 = queryNorm
            4.3785143 = fieldWeight in 106, product of:
              1.0 = tf(freq=1.0), with freq of:
                1.0 = termFreq=1.0
              8.757029 = idf(docFreq=18, maxDocs=44421)
              0.5 = fieldNorm(doc=106)
    
  5. Wilkinson, D.; Thelwall, M.: Trending Twitter topics in English : an international comparison (2012) 5.54
    5.54445 = sum of:
      5.54445 = sum of:
        1.8287488 = weight(author_txt:thelwall in 1375) [ClassicSimilarity], result of:
          1.8287488 = score(doc=1375,freq=1.0), product of:
            0.52900064 = queryWeight, product of:
              6.9139757 = idf(docFreq=119, maxDocs=44421)
              0.076511785 = queryNorm
            3.4569879 = fieldWeight in 1375, product of:
              1.0 = tf(freq=1.0), with freq of:
                1.0 = termFreq=1.0
              6.9139757 = idf(docFreq=119, maxDocs=44421)
              0.5 = fieldNorm(doc=1375)
        3.715701 = weight(author_txt:wilkinson in 1375) [ClassicSimilarity], result of:
          3.715701 = score(doc=1375,freq=1.0), product of:
            0.8486214 = queryWeight, product of:
              1.2665691 = boost
              8.757029 = idf(docFreq=18, maxDocs=44421)
              0.076511785 = queryNorm
            4.3785143 = fieldWeight in 1375, product of:
              1.0 = tf(freq=1.0), with freq of:
                1.0 = termFreq=1.0
              8.757029 = idf(docFreq=18, maxDocs=44421)
              0.5 = fieldNorm(doc=1375)
    

Similar documents (content)

  1. Thelwall, M.; Buckley, K.; Paltoglou, G.; Cai, D.; Kappas, A.: Sentiment strength detection in short informal text (2010) 0.52
    0.5203995 = sum of:
      0.5203995 = product of:
        1.3009988 = sum of:
          0.05560041 = weight(abstract_txt:strength in 200) [ClassicSimilarity], result of:
            0.05560041 = score(doc=200,freq=3.0), product of:
              0.07268057 = queryWeight, product of:
                1.0067531 = boost
                7.0667386 = idf(docFreq=102, maxDocs=44421)
                0.010215892 = queryNorm
              0.7649969 = fieldWeight in 200, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                7.0667386 = idf(docFreq=102, maxDocs=44421)
                0.0625 = fieldNorm(doc=200)
          0.038325142 = weight(abstract_txt:partly in 200) [ClassicSimilarity], result of:
            0.038325142 = score(doc=200,freq=1.0), product of:
              0.08179548 = queryWeight, product of:
                1.0680177 = boost
                7.496775 = idf(docFreq=66, maxDocs=44421)
                0.010215892 = queryNorm
              0.46854845 = fieldWeight in 200, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                7.496775 = idf(docFreq=66, maxDocs=44421)
                0.0625 = fieldNorm(doc=200)
          0.08674111 = weight(abstract_txt:sentiment in 200) [ClassicSimilarity], result of:
            0.08674111 = score(doc=200,freq=5.0), product of:
              0.082458116 = queryWeight, product of:
                1.0723351 = boost
                7.5270805 = idf(docFreq=64, maxDocs=44421)
                0.010215892 = queryNorm
              1.0519415 = fieldWeight in 200, product of:
                2.236068 = tf(freq=5.0), with freq of:
                  5.0 = termFreq=5.0
                7.5270805 = idf(docFreq=64, maxDocs=44421)
                0.0625 = fieldNorm(doc=200)
          0.026979037 = weight(abstract_txt:network in 200) [ClassicSimilarity], result of:
            0.026979037 = score(doc=200,freq=1.0), product of:
              0.09335368 = queryWeight, product of:
                1.9762422 = boost
                4.6239696 = idf(docFreq=1184, maxDocs=44421)
                0.010215892 = queryNorm
              0.2889981 = fieldWeight in 200, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.6239696 = idf(docFreq=1184, maxDocs=44421)
                0.0625 = fieldNorm(doc=200)
          0.03820854 = weight(abstract_txt:social in 200) [ClassicSimilarity], result of:
            0.03820854 = score(doc=200,freq=2.0), product of:
              0.102846704 = queryWeight, product of:
                2.3951848 = boost
                4.2031517 = idf(docFreq=1804, maxDocs=44421)
                0.010215892 = queryNorm
              0.37150964 = fieldWeight in 200, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.2031517 = idf(docFreq=1804, maxDocs=44421)
                0.0625 = fieldNorm(doc=200)
          0.06819508 = weight(abstract_txt:negative in 200) [ClassicSimilarity], result of:
            0.06819508 = score(doc=200,freq=1.0), product of:
              0.17322712 = queryWeight, product of:
                2.6920455 = boost
                6.2987905 = idf(docFreq=221, maxDocs=44421)
                0.010215892 = queryNorm
              0.3936744 = fieldWeight in 200, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.2987905 = idf(docFreq=221, maxDocs=44421)
                0.0625 = fieldNorm(doc=200)
          0.07447346 = weight(abstract_txt:positive in 200) [ClassicSimilarity], result of:
            0.07447346 = score(doc=200,freq=1.0), product of:
              0.20219067 = queryWeight, product of:
                3.3583376 = boost
                5.8933253 = idf(docFreq=332, maxDocs=44421)
                0.010215892 = queryNorm
              0.36833283 = fieldWeight in 200, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.8933253 = idf(docFreq=332, maxDocs=44421)
                0.0625 = fieldNorm(doc=200)
          0.21364284 = weight(abstract_txt:myspace in 200) [ClassicSimilarity], result of:
            0.21364284 = score(doc=200,freq=1.0), product of:
              0.3708851 = queryWeight, product of:
                3.939074 = boost
                9.216561 = idf(docFreq=11, maxDocs=44421)
                0.010215892 = queryNorm
              0.5760351 = fieldWeight in 200, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                9.216561 = idf(docFreq=11, maxDocs=44421)
                0.0625 = fieldNorm(doc=200)
          0.12053568 = weight(abstract_txt:comments in 200) [ClassicSimilarity], result of:
            0.12053568 = score(doc=200,freq=1.0), product of:
              0.30024365 = queryWeight, product of:
                4.5754704 = boost
                6.4233527 = idf(docFreq=195, maxDocs=44421)
                0.010215892 = queryNorm
              0.40145954 = fieldWeight in 200, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.4233527 = idf(docFreq=195, maxDocs=44421)
                0.0625 = fieldNorm(doc=200)
          0.57829756 = weight(abstract_txt:emotion in 200) [ClassicSimilarity], result of:
            0.57829756 = score(doc=200,freq=3.0), product of:
              0.6624706 = queryWeight, product of:
                8.041668 = boost
                8.063882 = idf(docFreq=37, maxDocs=44421)
                0.010215892 = queryNorm
              0.8729408 = fieldWeight in 200, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                8.063882 = idf(docFreq=37, maxDocs=44421)
                0.0625 = fieldNorm(doc=200)
        0.4 = coord(10/25)
    
  2. Thelwall, M.: Social networks, gender, and friending : an analysis of MySpace member profiles (2008) 0.25
    0.24937657 = sum of:
      0.24937657 = product of:
        0.8906306 = sum of:
          0.011679434 = weight(abstract_txt:users in 2883) [ClassicSimilarity], result of:
            0.011679434 = score(doc=2883,freq=2.0), product of:
              0.037041448 = queryWeight, product of:
                1.016419 = boost
                3.5672934 = idf(docFreq=3408, maxDocs=44421)
                0.010215892 = queryNorm
              0.31530717 = fieldWeight in 2883, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.5672934 = idf(docFreq=3408, maxDocs=44421)
                0.0625 = fieldNorm(doc=2883)
          0.008815038 = weight(abstract_txt:analysis in 2883) [ClassicSimilarity], result of:
            0.008815038 = score(doc=2883,freq=1.0), product of:
              0.038687102 = queryWeight, product of:
                1.0387521 = boost
                3.6456752 = idf(docFreq=3151, maxDocs=44421)
                0.010215892 = queryNorm
              0.2278547 = fieldWeight in 2883, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.6456752 = idf(docFreq=3151, maxDocs=44421)
                0.0625 = fieldNorm(doc=2883)
          0.11943497 = weight(abstract_txt:males in 2883) [ClassicSimilarity], result of:
            0.11943497 = score(doc=2883,freq=2.0), product of:
              0.13851105 = queryWeight, product of:
                1.3898119 = boost
                9.755557 = idf(docFreq=6, maxDocs=44421)
                0.010215892 = queryNorm
              0.86227757 = fieldWeight in 2883, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                9.755557 = idf(docFreq=6, maxDocs=44421)
                0.0625 = fieldNorm(doc=2883)
          0.014253367 = weight(abstract_txt:data in 2883) [ClassicSimilarity], result of:
            0.014253367 = score(doc=2883,freq=2.0), product of:
              0.04842268 = queryWeight, product of:
                1.4233079 = boost
                3.3302255 = idf(docFreq=4320, maxDocs=44421)
                0.010215892 = queryNorm
              0.29435313 = fieldWeight in 2883, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.3302255 = idf(docFreq=4320, maxDocs=44421)
                0.0625 = fieldNorm(doc=2883)
          0.054035038 = weight(abstract_txt:social in 2883) [ClassicSimilarity], result of:
            0.054035038 = score(doc=2883,freq=4.0), product of:
              0.102846704 = queryWeight, product of:
                2.3951848 = boost
                4.2031517 = idf(docFreq=1804, maxDocs=44421)
                0.010215892 = queryNorm
              0.52539396 = fieldWeight in 2883, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                4.2031517 = idf(docFreq=1804, maxDocs=44421)
                0.0625 = fieldNorm(doc=2883)
          0.31237254 = weight(abstract_txt:females in 2883) [ClassicSimilarity], result of:
            0.31237254 = score(doc=2883,freq=4.0), product of:
              0.26293314 = queryWeight, product of:
                2.7080176 = boost
                9.504243 = idf(docFreq=8, maxDocs=44421)
                0.010215892 = queryNorm
              1.1880304 = fieldWeight in 2883, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                9.504243 = idf(docFreq=8, maxDocs=44421)
                0.0625 = fieldNorm(doc=2883)
          0.37004024 = weight(abstract_txt:myspace in 2883) [ClassicSimilarity], result of:
            0.37004024 = score(doc=2883,freq=3.0), product of:
              0.3708851 = queryWeight, product of:
                3.939074 = boost
                9.216561 = idf(docFreq=11, maxDocs=44421)
                0.010215892 = queryNorm
              0.997722 = fieldWeight in 2883, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                9.216561 = idf(docFreq=11, maxDocs=44421)
                0.0625 = fieldNorm(doc=2883)
        0.28 = coord(7/25)
    
  3. Xu, C.; Zhang, Q.: ¬The dominant factor of social tags for users' decision behavior on e-commerce websites : color or text (2019) 0.24
    0.23836543 = sum of:
      0.23836543 = product of:
        0.9931893 = sum of:
          0.020229373 = weight(abstract_txt:users in 359) [ClassicSimilarity], result of:
            0.020229373 = score(doc=359,freq=6.0), product of:
              0.037041448 = queryWeight, product of:
                1.016419 = boost
                3.5672934 = idf(docFreq=3408, maxDocs=44421)
                0.010215892 = queryNorm
              0.54612803 = fieldWeight in 359, product of:
                2.4494898 = tf(freq=6.0), with freq of:
                  6.0 = termFreq=6.0
                3.5672934 = idf(docFreq=3408, maxDocs=44421)
                0.0625 = fieldNorm(doc=359)
          0.027017519 = weight(abstract_txt:social in 359) [ClassicSimilarity], result of:
            0.027017519 = score(doc=359,freq=1.0), product of:
              0.102846704 = queryWeight, product of:
                2.3951848 = boost
                4.2031517 = idf(docFreq=1804, maxDocs=44421)
                0.010215892 = queryNorm
              0.26269698 = fieldWeight in 359, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.2031517 = idf(docFreq=1804, maxDocs=44421)
                0.0625 = fieldNorm(doc=359)
          0.11811735 = weight(abstract_txt:negative in 359) [ClassicSimilarity], result of:
            0.11811735 = score(doc=359,freq=3.0), product of:
              0.17322712 = queryWeight, product of:
                2.6920455 = boost
                6.2987905 = idf(docFreq=221, maxDocs=44421)
                0.010215892 = queryNorm
              0.6818641 = fieldWeight in 359, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                6.2987905 = idf(docFreq=221, maxDocs=44421)
                0.0625 = fieldNorm(doc=359)
          0.12899181 = weight(abstract_txt:positive in 359) [ClassicSimilarity], result of:
            0.12899181 = score(doc=359,freq=3.0), product of:
              0.20219067 = queryWeight, product of:
                3.3583376 = boost
                5.8933253 = idf(docFreq=332, maxDocs=44421)
                0.010215892 = queryNorm
              0.63797116 = fieldWeight in 359, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                5.8933253 = idf(docFreq=332, maxDocs=44421)
                0.0625 = fieldNorm(doc=359)
          0.12053568 = weight(abstract_txt:comments in 359) [ClassicSimilarity], result of:
            0.12053568 = score(doc=359,freq=1.0), product of:
              0.30024365 = queryWeight, product of:
                4.5754704 = boost
                6.4233527 = idf(docFreq=195, maxDocs=44421)
                0.010215892 = queryNorm
              0.40145954 = fieldWeight in 359, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.4233527 = idf(docFreq=195, maxDocs=44421)
                0.0625 = fieldNorm(doc=359)
          0.57829756 = weight(abstract_txt:emotion in 359) [ClassicSimilarity], result of:
            0.57829756 = score(doc=359,freq=3.0), product of:
              0.6624706 = queryWeight, product of:
                8.041668 = boost
                8.063882 = idf(docFreq=37, maxDocs=44421)
                0.010215892 = queryNorm
              0.8729408 = fieldWeight in 359, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                8.063882 = idf(docFreq=37, maxDocs=44421)
                0.0625 = fieldNorm(doc=359)
        0.24 = coord(6/25)
    
  4. Chung, W.; Zeng, D.: Social-media-based public policy informatics : sentiment and network analyses of U.S. immigration and border security (2016) 0.23
    0.22806247 = sum of:
      0.22806247 = product of:
        0.8145088 = sum of:
          0.014304327 = weight(abstract_txt:users in 4969) [ClassicSimilarity], result of:
            0.014304327 = score(doc=4969,freq=3.0), product of:
              0.037041448 = queryWeight, product of:
                1.016419 = boost
                3.5672934 = idf(docFreq=3408, maxDocs=44421)
                0.010215892 = queryNorm
              0.38617083 = fieldWeight in 4969, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                3.5672934 = idf(docFreq=3408, maxDocs=44421)
                0.0625 = fieldNorm(doc=4969)
          0.008815038 = weight(abstract_txt:analysis in 4969) [ClassicSimilarity], result of:
            0.008815038 = score(doc=4969,freq=1.0), product of:
              0.038687102 = queryWeight, product of:
                1.0387521 = boost
                3.6456752 = idf(docFreq=3151, maxDocs=44421)
                0.010215892 = queryNorm
              0.2278547 = fieldWeight in 4969, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.6456752 = idf(docFreq=3151, maxDocs=44421)
                0.0625 = fieldNorm(doc=4969)
          0.09502014 = weight(abstract_txt:sentiment in 4969) [ClassicSimilarity], result of:
            0.09502014 = score(doc=4969,freq=6.0), product of:
              0.082458116 = queryWeight, product of:
                1.0723351 = boost
                7.5270805 = idf(docFreq=64, maxDocs=44421)
                0.010215892 = queryNorm
              1.1523442 = fieldWeight in 4969, product of:
                2.4494898 = tf(freq=6.0), with freq of:
                  6.0 = termFreq=6.0
                7.5270805 = idf(docFreq=64, maxDocs=44421)
                0.0625 = fieldNorm(doc=4969)
          0.010078653 = weight(abstract_txt:data in 4969) [ClassicSimilarity], result of:
            0.010078653 = score(doc=4969,freq=1.0), product of:
              0.04842268 = queryWeight, product of:
                1.4233079 = boost
                3.3302255 = idf(docFreq=4320, maxDocs=44421)
                0.010215892 = queryNorm
              0.20813909 = fieldWeight in 4969, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.3302255 = idf(docFreq=4320, maxDocs=44421)
                0.0625 = fieldNorm(doc=4969)
          0.053958073 = weight(abstract_txt:network in 4969) [ClassicSimilarity], result of:
            0.053958073 = score(doc=4969,freq=4.0), product of:
              0.09335368 = queryWeight, product of:
                1.9762422 = boost
                4.6239696 = idf(docFreq=1184, maxDocs=44421)
                0.010215892 = queryNorm
              0.5779962 = fieldWeight in 4969, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                4.6239696 = idf(docFreq=1184, maxDocs=44421)
                0.0625 = fieldNorm(doc=4969)
          0.054035038 = weight(abstract_txt:social in 4969) [ClassicSimilarity], result of:
            0.054035038 = score(doc=4969,freq=4.0), product of:
              0.102846704 = queryWeight, product of:
                2.3951848 = boost
                4.2031517 = idf(docFreq=1804, maxDocs=44421)
                0.010215892 = queryNorm
              0.52539396 = fieldWeight in 4969, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                4.2031517 = idf(docFreq=1804, maxDocs=44421)
                0.0625 = fieldNorm(doc=4969)
          0.57829756 = weight(abstract_txt:emotion in 4969) [ClassicSimilarity], result of:
            0.57829756 = score(doc=4969,freq=3.0), product of:
              0.6624706 = queryWeight, product of:
                8.041668 = boost
                8.063882 = idf(docFreq=37, maxDocs=44421)
                0.010215892 = queryNorm
              0.8729408 = fieldWeight in 4969, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                8.063882 = idf(docFreq=37, maxDocs=44421)
                0.0625 = fieldNorm(doc=4969)
        0.28 = coord(7/25)
    
  5. Thelwall, M.; Buckley, K.: Topic-based sentiment analysis for the social web : the role of mood and issue-related words (2013) 0.16
    0.15871184 = sum of:
      0.15871184 = product of:
        0.66129935 = sum of:
          0.04012614 = weight(abstract_txt:strength in 2004) [ClassicSimilarity], result of:
            0.04012614 = score(doc=2004,freq=1.0), product of:
              0.07268057 = queryWeight, product of:
                1.0067531 = boost
                7.0667386 = idf(docFreq=102, maxDocs=44421)
                0.010215892 = queryNorm
              0.552089 = fieldWeight in 2004, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                7.0667386 = idf(docFreq=102, maxDocs=44421)
                0.078125 = fieldNorm(doc=2004)
          0.019085117 = weight(abstract_txt:analysis in 2004) [ClassicSimilarity], result of:
            0.019085117 = score(doc=2004,freq=3.0), product of:
              0.038687102 = queryWeight, product of:
                1.0387521 = boost
                3.6456752 = idf(docFreq=3151, maxDocs=44421)
                0.010215892 = queryNorm
              0.4933199 = fieldWeight in 2004, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                3.6456752 = idf(docFreq=3151, maxDocs=44421)
                0.078125 = fieldNorm(doc=2004)
          0.10842639 = weight(abstract_txt:sentiment in 2004) [ClassicSimilarity], result of:
            0.10842639 = score(doc=2004,freq=5.0), product of:
              0.082458116 = queryWeight, product of:
                1.0723351 = boost
                7.5270805 = idf(docFreq=64, maxDocs=44421)
                0.010215892 = queryNorm
              1.3149269 = fieldWeight in 2004, product of:
                2.236068 = tf(freq=5.0), with freq of:
                  5.0 = termFreq=5.0
                7.5270805 = idf(docFreq=64, maxDocs=44421)
                0.078125 = fieldNorm(doc=2004)
          0.01781671 = weight(abstract_txt:data in 2004) [ClassicSimilarity], result of:
            0.01781671 = score(doc=2004,freq=2.0), product of:
              0.04842268 = queryWeight, product of:
                1.4233079 = boost
                3.3302255 = idf(docFreq=4320, maxDocs=44421)
                0.010215892 = queryNorm
              0.3679414 = fieldWeight in 2004, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.3302255 = idf(docFreq=4320, maxDocs=44421)
                0.078125 = fieldNorm(doc=2004)
          0.058494642 = weight(abstract_txt:social in 2004) [ClassicSimilarity], result of:
            0.058494642 = score(doc=2004,freq=3.0), product of:
              0.102846704 = queryWeight, product of:
                2.3951848 = boost
                4.2031517 = idf(docFreq=1804, maxDocs=44421)
                0.010215892 = queryNorm
              0.5687556 = fieldWeight in 2004, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                4.2031517 = idf(docFreq=1804, maxDocs=44421)
                0.078125 = fieldNorm(doc=2004)
          0.41735035 = weight(abstract_txt:emotion in 2004) [ClassicSimilarity], result of:
            0.41735035 = score(doc=2004,freq=1.0), product of:
              0.6624706 = queryWeight, product of:
                8.041668 = boost
                8.063882 = idf(docFreq=37, maxDocs=44421)
                0.010215892 = queryNorm
              0.62999076 = fieldWeight in 2004, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.063882 = idf(docFreq=37, maxDocs=44421)
                0.078125 = fieldNorm(doc=2004)
        0.24 = coord(6/25)