For our sentiment analysis, we automatically processed each and every paragraph, or “entry”, of Marcus Aurelius’ diary, annotating it with the degree to which it is positive, negative or neutral. This gives us a percentage estimation in this sentimental continuum of Marcus Aurelius, for each fragment.
First, we use the latest XLM-roBERTa model to extract data regarding the sentiments of each diary entry. Then, we add this data to each diary entry on our knowledge graph, to give to the user the possibility to see, understand and query which sentiment is dominant in each diary entry.
Select one of the 12 books to see the sentimental analysis results on each of its fragments.
Book |
BookChapter |
Negative |
Neutral |
Positive |
1 |
1 |
0.05316855 |
0.375244 |
0.5715874 |
1 |
2 |
0.049230266 |
0.2740714 |
0.67669827 |
1 |
3 |
0.34608826 |
0.38594672 |
0.26796505 |
1 |
4 |
0.09973159 |
0.29120174 |
0.60906667 |
1 |
5 |
0.48962015 |
0.34082535 |
0.16955452 |
1 |
6 |
0.4193811 |
0.3140514 |
0.26656738 |
1 |
7 |
0.409127 |
0.3343325 |
0.25654042 |
1 |
8 |
0.5203923 |
0.2716585 |
0.20794913 |
1 |
9 |
0.4058218 |
0.3076793 |
0.28649896 |
1 |
10 |
0.42150012 |
0.37609872 |
0.2024012 |
1 |
11 |
0.9319361 |
0.050125804 |
0.01793828 |
1 |
12 |
0.40571952 |
0.43883651 |
0.15544403 |
1 |
13 |
0.40984577 |
0.28181553 |
0.30833867 |
1 |
14 |
0.36935246 |
0.34825122 |
0.28239632 |
1 |
15 |
0.5603805 |
0.27055675 |
0.1690627 |
1 |
16 |
0.49327028 |
0.30722263 |
0.19950715 |
1 |
17 |
0.42539966 |
0.35222572 |
0.22237468 |
Book |
BookChapter |
Negative |
Neutral |
Positive |
2 |
1 |
0.6137548 |
0.26416886 |
0.12207642 |
2 |
2 |
0.6358594 |
0.27105168 |
0.09308894 |
2 |
3 |
0.28054222 |
0.4039995 |
0.3154582 |
2 |
4 |
0.38289613 |
0.43711063 |
0.17999321 |
2 |
5 |
0.34795308 |
0.3972809 |
0.25476617 |
2 |
6 |
0.83797747 |
0.12767908 |
0.034343388 |
2 |
7 |
0.5396933 |
0.32381704 |
0.13648969 |
2 |
8 |
0.7927872 |
0.17288353 |
0.034329344 |
2 |
9 |
0.19088173 |
0.6208019 |
0.18831639 |
2 |
10 |
0.60179824 |
0.24103937 |
0.15716238 |
2 |
11 |
0.68046486 |
0.22760186 |
0.09193329 |
2 |
12 |
0.49337167 |
0.35392922 |
0.15269919 |
2 |
13 |
0.6076666 |
0.2689649 |
0.12336842 |
2 |
14 |
0.49019518 |
0.37600744 |
0.13379727 |
2 |
15 |
0.17107818 |
0.5788231 |
0.2500987 |
2 |
16 |
0.4525687 |
0.3993635 |
0.14806777 |
2 |
17 |
0.4656561 |
0.38244691 |
0.15189715 |
Book |
BookChapter |
Negative |
Neutral |
Positive |
3 |
1 |
0.3811612 |
0.39604115 |
0.22279766 |
3 |
2 |
0.35379523 |
0.36424989 |
0.28195462 |
3 |
3 |
0.5419194 |
0.3045905 |
0.15349007 |
3 |
4 |
0.46811312 |
0.35041413 |
0.18147288 |
3 |
5 |
0.5083099 |
0.32776743 |
0.16392258 |
3 |
6 |
0.35129142 |
0.3909614 |
0.25774717 |
3 |
7 |
0.58474886 |
0.27764267 |
0.13760842 |
3 |
8 |
0.5099978 |
0.34067503 |
0.14932723 |
3 |
9 |
0.38179827 |
0.3977731 |
0.2204287 |
3 |
10 |
0.5530969 |
0.34048423 |
0.10641883 |
3 |
11 |
0.31076065 |
0.45744327 |
0.231796 |
3 |
12 |
0.19162495 |
0.36617965 |
0.44219533 |
3 |
13 |
0.3129915 |
0.43668777 |
0.25032076 |
3 |
14 |
0.60559714 |
0.27993712 |
0.11446582 |
3 |
15 |
0.36667764 |
0.53408384 |
0.09923844 |
3 |
16 |
0.3505262 |
0.39697495 |
0.25249875 |
Book |
BookChapter |
Negative |
Neutral |
Positive |
4 |
1 |
0.34274846 |
0.37797222 |
0.27927932 |
4 |
2 |
0.109605275 |
0.42342997 |
0.4669648 |
4 |
3 |
0.4077607 |
0.37846062 |
0.21377873 |
4 |
4 |
0.31636465 |
0.48624492 |
0.19739047 |
4 |
5 |
0.50193536 |
0.40357038 |
0.094494395 |
4 |
6 |
0.40464693 |
0.41297948 |
0.18237367 |
4 |
7 |
0.5890254 |
0.35169548 |
0.059279077 |
4 |
8 |
0.6968813 |
0.25663906 |
0.046479616 |
4 |
9 |
0.14025572 |
0.42644855 |
0.43329567 |
4 |
10 |
0.1514733 |
0.45736703 |
0.3911597 |
4 |
11 |
0.3558784 |
0.50928324 |
0.1348383 |
4 |
12 |
0.2566589 |
0.43654358 |
0.30679744 |
4 |
13 |
0.20795758 |
0.61849946 |
0.17354284 |
4 |
14 |
0.24927574 |
0.6120906 |
0.13863371 |
4 |
15 |
0.3201352 |
0.555382 |
0.12448281 |
4 |
16 |
0.17640133 |
0.30574852 |
0.5178501 |
4 |
17 |
0.24498543 |
0.45391825 |
0.30109644 |
4 |
18 |
0.3152124 |
0.42314738 |
0.26164034 |
4 |
19 |
0.46944577 |
0.3583797 |
0.17217459 |
4 |
20 |
0.4105186 |
0.31800702 |
0.27147436 |
4 |
21 |
0.34586868 |
0.4838521 |
0.17027928 |
4 |
22 |
0.061025966 |
0.46284598 |
0.476128 |
4 |
23 |
0.18303707 |
0.45139122 |
0.36557168 |
4 |
24 |
0.37880093 |
0.37044048 |
0.25075856 |
4 |
25 |
0.10669102 |
0.29337946 |
0.5999295 |
4 |
26 |
0.399662 |
0.39623663 |
0.20410143 |
4 |
27 |
0.32618028 |
0.43186602 |
0.24195367 |
4 |
28 |
0.93204033 |
0.051465757 |
0.016494108 |
4 |
29 |
0.49971926 |
0.38677916 |
0.11350154 |
4 |
30 |
0.52858216 |
0.356671 |
0.11474689 |
4 |
31 |
0.124430895 |
0.3782156 |
0.4973535 |
4 |
32 |
0.50678194 |
0.3327906 |
0.16042744 |
4 |
33 |
0.365464 |
0.3731576 |
0.26137847 |
4 |
34 |
0.24711722 |
0.5192994 |
0.23358336 |
4 |
35 |
0.07608096 |
0.6791073 |
0.24481173 |
4 |
36 |
0.2368439 |
0.45353678 |
0.30961922 |
4 |
37 |
0.8325111 |
0.13966316 |
0.027825754 |
4 |
38 |
0.30611613 |
0.5326674 |
0.16121641 |
4 |
39 |
0.48700234 |
0.40235797 |
0.11063975 |
4 |
40 |
0.13356335 |
0.3935704 |
0.47286642 |
4 |
41 |
0.11086004 |
0.67538196 |
0.21375804 |
4 |
42 |
0.3258474 |
0.44721818 |
0.22693448 |
4 |
43 |
0.17855102 |
0.6082101 |
0.21323892 |
4 |
44 |
0.6304154 |
0.25462374 |
0.114960924 |
4 |
45 |
0.1671241 |
0.55726105 |
0.27561495 |
4 |
46 |
0.27362493 |
0.5223032 |
0.20407182 |
4 |
47 |
0.4144048 |
0.45047447 |
0.13512075 |
4 |
48 |
0.47397497 |
0.32809043 |
0.19793458 |
4 |
49 |
0.45651725 |
0.3283204 |
0.2151623 |
4 |
50 |
0.53617245 |
0.31345898 |
0.15036853 |
4 |
51 |
0.18208331 |
0.44073623 |
0.3771805 |
Book |
BookChapter |
Negative |
Neutral |
Positive |
5 |
1 |
0.46337882 |
0.34133708 |
0.19528398 |
5 |
2 |
0.26313752 |
0.3236017 |
0.4132608 |
5 |
3 |
0.35100427 |
0.44726327 |
0.20173246 |
5 |
4 |
0.14573817 |
0.37983826 |
0.47442356 |
5 |
5 |
0.58722204 |
0.25129372 |
0.16148415 |
5 |
6 |
0.39052776 |
0.38511163 |
0.22436067 |
5 |
7 |
0.10074145 |
0.2839889 |
0.6152697 |
5 |
8 |
0.36977613 |
0.41126552 |
0.21895821 |
5 |
9 |
0.507755 |
0.31003624 |
0.18220875 |
5 |
10 |
0.4968815 |
0.3334543 |
0.16966413 |
5 |
11 |
0.70015377 |
0.24083368 |
0.059012532 |
5 |
12 |
0.42280215 |
0.3515592 |
0.22563866 |
5 |
13 |
0.35901007 |
0.49475604 |
0.14623399 |
5 |
14 |
0.12781292 |
0.50932425 |
0.36286283 |
5 |
15 |
0.49333295 |
0.31649187 |
0.19017518 |
5 |
16 |
0.3050989 |
0.4300261 |
0.26487505 |
5 |
17 |
0.7536041 |
0.17986266 |
0.06653322 |
5 |
18 |
0.4837312 |
0.3375821 |
0.1786867 |
5 |
19 |
0.61242884 |
0.3104648 |
0.07710639 |
5 |
20 |
0.43872398 |
0.36640164 |
0.19487433 |
5 |
21 |
0.12368711 |
0.49679604 |
0.37951687 |
5 |
22 |
0.60121614 |
0.2931912 |
0.1055927 |
5 |
23 |
0.43732995 |
0.36774415 |
0.19492584 |
5 |
24 |
0.18623501 |
0.57117486 |
0.24259001 |
5 |
25 |
0.19845045 |
0.5629316 |
0.23861799 |
5 |
26 |
0.39320642 |
0.39783528 |
0.2089584 |
5 |
27 |
0.089745395 |
0.49626216 |
0.41399243 |
5 |
28 |
0.42634767 |
0.32148856 |
0.2521637 |
5 |
29 |
0.5259651 |
0.30126905 |
0.17276578 |
5 |
30 |
0.16345999 |
0.37705398 |
0.45948595 |
5 |
31 |
0.4069723 |
0.35353157 |
0.23949613 |
5 |
32 |
0.3635521 |
0.48430014 |
0.15214783 |
5 |
33 |
0.46256304 |
0.36531353 |
0.1721234 |
5 |
34 |
0.23754893 |
0.37307167 |
0.38937932 |
5 |
35 |
0.9009005 |
0.083451845 |
0.015647637 |
5 |
36 |
0.5940446 |
0.26927355 |
0.13668187 |
5 |
37 |
0.124707505 |
0.3030572 |
0.5722353 |
Book |
BookChapter |
Negative |
Neutral |
Positive |
6 |
1 |
0.27291843 |
0.4600906 |
0.26699087 |
6 |
2 |
0.41614237 |
0.37855756 |
0.20530005 |
6 |
3 |
0.3789429 |
0.48374006 |
0.13731703 |
6 |
4 |
0.26105744 |
0.58572805 |
0.15321466 |
6 |
5 |
0.10496228 |
0.68953085 |
0.20550679 |
6 |
6 |
0.54526246 |
0.246522 |
0.20821545 |
6 |
7 |
0.03399296 |
0.3618442 |
0.6041628 |
6 |
8 |
0.08107257 |
0.36718854 |
0.55173886 |
6 |
9 |
0.16145252 |
0.64458305 |
0.19396448 |
6 |
10 |
0.47998467 |
0.34496805 |
0.17504732 |
6 |
11 |
0.3527566 |
0.42612028 |
0.22112317 |
6 |
12 |
0.2658254 |
0.49226844 |
0.24190614 |
6 |
13 |
0.43105268 |
0.3129692 |
0.2559782 |
6 |
14 |
0.42601302 |
0.36970094 |
0.20428596 |
6 |
15 |
0.41047925 |
0.3960805 |
0.19344023 |
6 |
16 |
0.4301578 |
0.36107373 |
0.20876856 |
6 |
17 |
0.1512292 |
0.5274326 |
0.3213382 |
6 |
18 |
0.86173934 |
0.110163294 |
0.028097402 |
6 |
19 |
0.21851565 |
0.41632646 |
0.3651579 |
6 |
20 |
0.5587509 |
0.29155993 |
0.14968918 |
6 |
21 |
0.40834808 |
0.31530038 |
0.27635145 |
6 |
22 |
0.8452055 |
0.12415305 |
0.03064145 |
6 |
23 |
0.26410833 |
0.3980741 |
0.33781767 |
6 |
24 |
0.46497622 |
0.4249235 |
0.11010028 |
6 |
25 |
0.18214959 |
0.53898686 |
0.27886358 |
6 |
26 |
0.47975639 |
0.3434318 |
0.17681174 |
6 |
27 |
0.7970519 |
0.1372742 |
0.065673836 |
6 |
28 |
0.18234317 |
0.6165946 |
0.20106219 |
6 |
29 |
0.88884604 |
0.09289154 |
0.018262431 |
6 |
30 |
0.45628262 |
0.33296472 |
0.21075268 |
6 |
31 |
0.26252812 |
0.46724695 |
0.27022493 |
6 |
32 |
0.45370674 |
0.4550905 |
0.09120272 |
6 |
33 |
0.47949964 |
0.41574645 |
0.10475393 |
6 |
34 |
0.23975706 |
0.1458071 |
0.6144359 |
6 |
35 |
0.4579178 |
0.34837097 |
0.19371125 |
6 |
36 |
0.46229047 |
0.38772586 |
0.14998366 |
6 |
37 |
0.09201811 |
0.41926175 |
0.48872015 |
6 |
38 |
0.13401918 |
0.48412812 |
0.3818526 |
6 |
39 |
0.045481537 |
0.29112837 |
0.66339016 |
6 |
40 |
0.1908854 |
0.49327323 |
0.31584147 |
6 |
41 |
0.716598 |
0.21360382 |
0.069798134 |
6 |
42 |
0.47499105 |
0.36165902 |
0.16334994 |
6 |
43 |
0.21055144 |
0.5500358 |
0.23941278 |
6 |
44 |
0.38034588 |
0.3855108 |
0.23414338 |
6 |
45 |
0.24619429 |
0.47234866 |
0.28145695 |
6 |
46 |
0.33213326 |
0.42174396 |
0.24612276 |
6 |
47 |
0.4453504 |
0.33846167 |
0.21618788 |
6 |
48 |
0.17341714 |
0.38996348 |
0.43661937 |
6 |
49 |
0.44849938 |
0.39653593 |
0.15496475 |
6 |
50 |
0.49250373 |
0.3218996 |
0.18559656 |
6 |
51 |
0.12483167 |
0.40822142 |
0.466947 |
6 |
52 |
0.41456968 |
0.41460657 |
0.17082378 |
6 |
53 |
0.16713618 |
0.59868574 |
0.23417813 |
6 |
54 |
0.6137245 |
0.2680401 |
0.118235365 |
6 |
55 |
0.7496097 |
0.21229075 |
0.03809945 |
6 |
56 |
0.85688955 |
0.12477651 |
0.018334068 |
6 |
57 |
0.81729525 |
0.13187905 |
0.05082581 |
6 |
58 |
0.14624238 |
0.5851865 |
0.26857117 |
6 |
59 |
0.13724646 |
0.48286894 |
0.3798845 |
Book |
BookChapter |
Negative |
Neutral |
Positive |
7 |
1 |
0.51782274 |
0.343103 |
0.1390742 |
7 |
2 |
0.37588885 |
0.35747552 |
0.26663557 |
7 |
3 |
0.43856218 |
0.31491756 |
0.24652022 |
7 |
4 |
0.10177517 |
0.6813922 |
0.21683264 |
7 |
5 |
0.22798765 |
0.4378565 |
0.33415565 |
7 |
6 |
0.74657387 |
0.22301394 |
0.030412162 |
7 |
7 |
0.6852702 |
0.20850272 |
0.10622695 |
7 |
8 |
0.067418195 |
0.5094805 |
0.42310134 |
7 |
9 |
0.208803 |
0.44887888 |
0.34231818 |
7 |
10 |
0.25769252 |
0.42110965 |
0.3211978 |
7 |
11 |
0.059791308 |
0.7138533 |
0.22635542 |
7 |
12 |
0.1367764 |
0.7047738 |
0.15844986 |
7 |
13 |
0.3157823 |
0.41872174 |
0.2654959 |
7 |
14 |
0.5836074 |
0.29098105 |
0.12541163 |
7 |
15 |
0.15483838 |
0.32719442 |
0.5179672 |
7 |
16 |
0.5518393 |
0.31112877 |
0.13703194 |
7 |
17 |
0.4096549 |
0.3389173 |
0.25142783 |
7 |
18 |
0.43373075 |
0.41298994 |
0.15327938 |
7 |
19 |
0.3964319 |
0.39954075 |
0.20402732 |
7 |
20 |
0.8768309 |
0.10111631 |
0.02205275 |
7 |
21 |
0.38344094 |
0.5231785 |
0.09338058 |
7 |
22 |
0.6732543 |
0.22667849 |
0.10006725 |
7 |
23 |
0.4403964 |
0.39843124 |
0.16117239 |
7 |
24 |
0.8317631 |
0.13634922 |
0.03188778 |
7 |
25 |
0.09971675 |
0.54577523 |
0.35450804 |
7 |
26 |
0.6317576 |
0.24900156 |
0.119240895 |
7 |
27 |
0.45212227 |
0.3506687 |
0.1972089 |
7 |
28 |
0.15046167 |
0.34303835 |
0.50649995 |
7 |
29 |
0.28247282 |
0.56837624 |
0.14915088 |
7 |
30 |
0.05261881 |
0.68215096 |
0.2652303 |
7 |
31 |
0.15877807 |
0.39453816 |
0.44668382 |
7 |
32 |
0.35574 |
0.5474304 |
0.09682956 |
7 |
33 |
0.5067718 |
0.3824562 |
0.11077191 |
7 |
34 |
0.23950182 |
0.5506341 |
0.20986402 |
7 |
35 |
0.34876826 |
0.30325478 |
0.34797695 |
7 |
36 |
0.048568193 |
0.37750158 |
0.5739302 |
7 |
37 |
0.34024665 |
0.44934413 |
0.21040925 |
7 |
38 |
0.52139616 |
0.39397 |
0.08463382 |
7 |
39 |
0.02492249 |
0.12976152 |
0.845316 |
7 |
40 |
0.12958494 |
0.6014341 |
0.26898086 |
7 |
41 |
0.46031994 |
0.4113128 |
0.12836713 |
7 |
42 |
0.057110585 |
0.44566858 |
0.49722084 |
7 |
43 |
0.8468547 |
0.107275106 |
0.045870174 |
7 |
44 |
0.31613582 |
0.51644486 |
0.16741922 |
7 |
45 |
0.55767304 |
0.3107914 |
0.1315356 |
7 |
46 |
0.2780285 |
0.40181017 |
0.32016137 |
7 |
47 |
0.15475217 |
0.4175617 |
0.42768613 |
7 |
48 |
0.40544796 |
0.45869693 |
0.13585514 |
7 |
49 |
0.27451384 |
0.5017321 |
0.22375412 |
7 |
50 |
0.44533747 |
0.42386606 |
0.1307964 |
7 |
51 |
0.13541797 |
0.39215478 |
0.4724272 |
7 |
52 |
0.4095045 |
0.30343533 |
0.28706017 |
7 |
53 |
0.13070627 |
0.4091473 |
0.46014658 |
7 |
54 |
0.1589423 |
0.41804683 |
0.42301095 |
7 |
55 |
0.39642963 |
0.39902884 |
0.2045415 |
7 |
56 |
0.2846362 |
0.5564342 |
0.15892968 |
7 |
57 |
0.06865604 |
0.38992962 |
0.5414144 |
7 |
58 |
0.48790467 |
0.36660165 |
0.14549367 |
7 |
59 |
0.035534605 |
0.2110596 |
0.7534057 |
7 |
60 |
0.22747596 |
0.48653758 |
0.28598648 |
7 |
61 |
0.14057148 |
0.4373786 |
0.42204997 |
7 |
62 |
0.38427356 |
0.42726862 |
0.18845792 |
7 |
63 |
0.28387755 |
0.387796 |
0.32832646 |
7 |
64 |
0.6555302 |
0.24812196 |
0.09634781 |
7 |
65 |
0.44408303 |
0.42364883 |
0.13226816 |
7 |
66 |
0.58707726 |
0.27423784 |
0.13868493 |
7 |
67 |
0.4610055 |
0.33391628 |
0.20507826 |
7 |
68 |
0.37313798 |
0.38927004 |
0.23759183 |
7 |
69 |
0.30427358 |
0.37432438 |
0.32140198 |
7 |
70 |
0.65160894 |
0.23618512 |
0.112206094 |
7 |
71 |
0.8807324 |
0.08598903 |
0.033278678 |
7 |
72 |
0.45094767 |
0.34777433 |
0.20127809 |
7 |
73 |
0.5005735 |
0.35697928 |
0.14244719 |
7 |
74 |
0.14112931 |
0.44381672 |
0.41505402 |
7 |
75 |
0.4127812 |
0.3930268 |
0.19419199 |
Book |
BookChapter |
Negative |
Neutral |
Positive |
8 |
1 |
0.48299193 |
0.34308103 |
0.17392713 |
8 |
2 |
0.6093237 |
0.33407846 |
0.056597885 |
8 |
3 |
0.33635992 |
0.51079273 |
0.15284748 |
8 |
4 |
0.24653086 |
0.5148618 |
0.23860736 |
8 |
5 |
0.3144733 |
0.41862097 |
0.26690578 |
8 |
6 |
0.16425784 |
0.53363645 |
0.30210578 |
8 |
7 |
0.25586852 |
0.5188551 |
0.22527644 |
8 |
8 |
0.3308626 |
0.28188387 |
0.38725352 |
8 |
9 |
0.87924635 |
0.09321038 |
0.027543256 |
8 |
10 |
0.5544841 |
0.26229915 |
0.1832167 |
8 |
11 |
0.27209437 |
0.6605385 |
0.0673671 |
8 |
12 |
0.27714664 |
0.48297068 |
0.2398826 |
8 |
13 |
0.087216035 |
0.58843523 |
0.32434875 |
8 |
14 |
0.44374797 |
0.36075097 |
0.1955011 |
8 |
15 |
0.45138 |
0.33483556 |
0.21378455 |
8 |
16 |
0.07284594 |
0.5102521 |
0.416902 |
8 |
17 |
0.639876 |
0.2700071 |
0.090116784 |
8 |
18 |
0.13123564 |
0.6089605 |
0.25980383 |
8 |
19 |
0.30020612 |
0.55101466 |
0.14877929 |
8 |
20 |
0.3700422 |
0.38442078 |
0.2455369 |
8 |
21 |
0.44750562 |
0.3802686 |
0.17222574 |
8 |
22 |
0.4082805 |
0.43286556 |
0.1588539 |
8 |
23 |
0.17379798 |
0.59487885 |
0.23132318 |
8 |
24 |
0.9046192 |
0.07237599 |
0.023004813 |
8 |
25 |
0.42821288 |
0.37636173 |
0.19542542 |
8 |
26 |
0.102017544 |
0.31588092 |
0.58210164 |
8 |
27 |
0.09227625 |
0.6034841 |
0.30423966 |
8 |
28 |
0.5358744 |
0.33419433 |
0.12993118 |
8 |
29 |
0.30571476 |
0.4257013 |
0.26858383 |
8 |
30 |
0.13399519 |
0.56257045 |
0.30343443 |
8 |
31 |
0.49471354 |
0.38088104 |
0.124405436 |
8 |
32 |
0.35957614 |
0.4444656 |
0.19595814 |
8 |
33 |
0.24747731 |
0.45863196 |
0.29389083 |
8 |
34 |
0.46278682 |
0.38545582 |
0.15175726 |
8 |
35 |
0.19642025 |
0.4665657 |
0.33701408 |
8 |
36 |
0.533242 |
0.3289617 |
0.13779634 |
8 |
37 |
0.6151654 |
0.25776476 |
0.12706967 |
8 |
38 |
0.06322883 |
0.47526357 |
0.46150768 |
8 |
39 |
0.35911474 |
0.37091368 |
0.2699716 |
8 |
40 |
0.5282984 |
0.37684733 |
0.094854236 |
8 |
41 |
0.51237017 |
0.32059082 |
0.16703899 |
8 |
42 |
0.72266215 |
0.22032602 |
0.057011902 |
8 |
43 |
0.09472384 |
0.19616923 |
0.7091069 |
8 |
44 |
0.42263868 |
0.34991238 |
0.22744898 |
8 |
45 |
0.27203175 |
0.37580255 |
0.35216567 |
8 |
46 |
0.7030346 |
0.24297798 |
0.05398737 |
8 |
47 |
0.6049542 |
0.28982928 |
0.10521652 |
8 |
48 |
0.48926425 |
0.3236126 |
0.18712313 |
8 |
49 |
0.6889298 |
0.2404362 |
0.07063413 |
8 |
50 |
0.6216509 |
0.2721339 |
0.1062153 |
8 |
51 |
0.48362544 |
0.2979077 |
0.21846679 |
8 |
52 |
0.68066144 |
0.27343404 |
0.045904525 |
8 |
53 |
0.503882 |
0.364586 |
0.13153188 |
8 |
54 |
0.12434963 |
0.46200854 |
0.41364187 |
8 |
55 |
0.3702628 |
0.4332485 |
0.19648865 |
8 |
56 |
0.43097016 |
0.3493598 |
0.21967001 |
8 |
57 |
0.33533657 |
0.45638052 |
0.20828292 |
8 |
58 |
0.7880711 |
0.18021801 |
0.031710908 |
8 |
59 |
0.15526767 |
0.46630976 |
0.37842253 |
8 |
60 |
0.17045118 |
0.66802996 |
0.16151892 |
8 |
61 |
0.18434332 |
0.49166498 |
0.32399175 |
Book |
BookChapter |
Negative |
Neutral |
Positive |
9 |
1 |
0.43293667 |
0.36438686 |
0.2026765 |
9 |
2 |
0.72052777 |
0.18004107 |
0.09943111 |
9 |
3 |
0.4445634 |
0.36682916 |
0.1886073 |
9 |
4 |
0.89314866 |
0.083810255 |
0.023041021 |
9 |
5 |
0.68070984 |
0.26143557 |
0.0578546 |
9 |
6 |
0.0976678 |
0.5030618 |
0.39927036 |
9 |
7 |
0.14337586 |
0.5756272 |
0.28099704 |
9 |
8 |
0.16128673 |
0.635164 |
0.20354931 |
9 |
9 |
0.33991012 |
0.40797138 |
0.2521185 |
9 |
10 |
0.16461082 |
0.48352906 |
0.35186005 |
9 |
11 |
0.20966767 |
0.39516467 |
0.39516762 |
9 |
12 |
0.6288469 |
0.2453957 |
0.12575732 |
9 |
13 |
0.23479633 |
0.56986463 |
0.19533898 |
9 |
14 |
0.257707 |
0.49485105 |
0.24744196 |
9 |
15 |
0.6448268 |
0.32097512 |
0.03419809 |
9 |
16 |
0.396406 |
0.40362352 |
0.19997045 |
9 |
17 |
0.43523318 |
0.42416823 |
0.1405986 |
9 |
18 |
0.7290629 |
0.21134408 |
0.059592947 |
9 |
19 |
0.5469555 |
0.4069367 |
0.04610784 |
9 |
20 |
0.83839333 |
0.14028852 |
0.021318119 |
9 |
21 |
0.5039306 |
0.37934774 |
0.11672164 |
9 |
22 |
0.2766155 |
0.47467935 |
0.24870512 |
9 |
23 |
0.3730849 |
0.4205278 |
0.2063874 |
9 |
24 |
0.2509864 |
0.52236146 |
0.22665218 |
9 |
25 |
0.13557553 |
0.5516551 |
0.31276944 |
9 |
26 |
0.86059517 |
0.11130771 |
0.028097235 |
9 |
27 |
0.36292312 |
0.39387232 |
0.24320443 |
9 |
28 |
0.3251853 |
0.5042087 |
0.17060599 |
9 |
29 |
0.12517437 |
0.4692486 |
0.40557703 |
9 |
30 |
0.48194593 |
0.32799155 |
0.19006251 |
9 |
31 |
0.42177105 |
0.36802188 |
0.21020702 |
9 |
32 |
0.12392597 |
0.58916247 |
0.28691152 |
9 |
33 |
0.36339343 |
0.37191707 |
0.26468936 |
9 |
34 |
0.35149518 |
0.45701197 |
0.1914929 |
9 |
35 |
0.6381401 |
0.22336596 |
0.138494 |
9 |
36 |
0.53211087 |
0.31903964 |
0.14884955 |
9 |
37 |
0.35247523 |
0.4862511 |
0.16127372 |
9 |
38 |
0.718125 |
0.20908657 |
0.07278842 |
9 |
39 |
0.6901312 |
0.27697638 |
0.032892466 |
9 |
40 |
0.68927956 |
0.23719262 |
0.073527865 |
9 |
41 |
0.46716595 |
0.3574171 |
0.17541698 |
9 |
42 |
0.4936239 |
0.33964226 |
0.1667339 |
9 |
43 |
0.6011822 |
0.27308807 |
0.12572965 |
Book |
BookChapter |
Negative |
Neutral |
Positive |
10 |
1 |
0.38522533 |
0.35185814 |
0.26291654 |
10 |
2 |
0.33617786 |
0.47288015 |
0.190942 |
10 |
3 |
0.35126963 |
0.4084769 |
0.24025361 |
10 |
4 |
0.74115473 |
0.20485233 |
0.053992823 |
10 |
5 |
0.14301977 |
0.5731496 |
0.2838307 |
10 |
6 |
0.32343388 |
0.43285453 |
0.24371158 |
10 |
7 |
0.37436596 |
0.44503134 |
0.18060271 |
10 |
8 |
0.43088427 |
0.34778112 |
0.22133462 |
10 |
9 |
0.34411824 |
0.42924362 |
0.22663812 |
10 |
10 |
0.6001682 |
0.29218125 |
0.1076504 |
10 |
11 |
0.31038073 |
0.4618946 |
0.22772469 |
10 |
12 |
0.3656137 |
0.36403802 |
0.2703482 |
10 |
13 |
0.45450646 |
0.3589728 |
0.18652071 |
10 |
14 |
0.1033957 |
0.38916278 |
0.5074416 |
10 |
15 |
0.29150918 |
0.42179608 |
0.28669465 |
10 |
16 |
0.28763995 |
0.45695633 |
0.25540364 |
10 |
17 |
0.15770844 |
0.48088983 |
0.36140162 |
10 |
18 |
0.26385874 |
0.5896503 |
0.14649099 |
10 |
19 |
0.45398808 |
0.36810803 |
0.17790383 |
10 |
20 |
0.04635997 |
0.6372049 |
0.3164352 |
10 |
21 |
0.13146962 |
0.4207807 |
0.44774964 |
10 |
22 |
0.11509798 |
0.43125725 |
0.45364478 |
10 |
23 |
0.19154339 |
0.53134567 |
0.27711096 |
10 |
24 |
0.4191888 |
0.46484467 |
0.11596652 |
10 |
25 |
0.47471446 |
0.35637033 |
0.16891529 |
10 |
26 |
0.27979386 |
0.3366874 |
0.38351876 |
10 |
27 |
0.30948225 |
0.4643668 |
0.22615086 |
10 |
28 |
0.5283751 |
0.3146316 |
0.15699324 |
10 |
29 |
0.6684352 |
0.28669268 |
0.044872213 |
10 |
30 |
0.49125355 |
0.35825062 |
0.15049586 |
10 |
31 |
0.3806442 |
0.40878284 |
0.21057297 |
10 |
32 |
0.7352845 |
0.20180076 |
0.06291467 |
10 |
33 |
0.44157526 |
0.36251035 |
0.19591436 |
10 |
34 |
0.4109934 |
0.34789112 |
0.24111551 |
10 |
35 |
0.2716438 |
0.4253299 |
0.30302638 |
10 |
36 |
0.4321443 |
0.3609434 |
0.2069122 |
10 |
37 |
0.51427174 |
0.4126388 |
0.07308949 |
10 |
38 |
0.29472968 |
0.4857291 |
0.21954116 |
Book |
BookChapter |
Negative |
Neutral |
Positive |
11 |
1 |
0.3240105 |
0.45150718 |
0.22448242 |
11 |
2 |
0.3567934 |
0.4073631 |
0.23584346 |
11 |
3 |
0.34649768 |
0.3473532 |
0.30614915 |
11 |
4 |
0.05552772 |
0.15932608 |
0.78514624 |
11 |
5 |
0.40249664 |
0.40448934 |
0.19301404 |
11 |
6 |
0.43338647 |
0.36364302 |
0.20297045 |
11 |
7 |
0.16018753 |
0.24754074 |
0.59227175 |
11 |
8 |
0.50585014 |
0.35955855 |
0.13459133 |
11 |
9 |
0.6166083 |
0.25959077 |
0.12380091 |
11 |
10 |
0.343115 |
0.42766172 |
0.22922327 |
11 |
11 |
0.33906502 |
0.44704163 |
0.2138934 |
11 |
12 |
0.17923944 |
0.57276756 |
0.2479929 |
11 |
13 |
0.54335296 |
0.2910027 |
0.16564438 |
11 |
14 |
0.57641214 |
0.24970122 |
0.17388672 |
11 |
15 |
0.37408465 |
0.3483624 |
0.27755302 |
11 |
16 |
0.43450052 |
0.36871675 |
0.19678274 |
11 |
17 |
0.11672483 |
0.68188256 |
0.20139265 |
11 |
18 |
0.5019387 |
0.3398314 |
0.15822989 |
11 |
19 |
0.46388084 |
0.34206223 |
0.194057 |
11 |
20 |
0.5350029 |
0.3252811 |
0.13971603 |
11 |
21 |
0.3831975 |
0.40280348 |
0.21399899 |
11 |
22 |
0.33491418 |
0.4492582 |
0.21582769 |
11 |
23 |
0.7567992 |
0.21233395 |
0.030866927 |
11 |
24 |
0.23551024 |
0.5263419 |
0.23814774 |
11 |
25 |
0.6101904 |
0.30704013 |
0.08276946 |
11 |
26 |
0.109938234 |
0.33445606 |
0.5556057 |
11 |
27 |
0.1491828 |
0.4002062 |
0.4506109 |
11 |
28 |
0.3100409 |
0.40981188 |
0.28014717 |
11 |
29 |
0.20156187 |
0.48483938 |
0.31359866 |
11 |
30 |
0.48012194 |
0.4481432 |
0.07173496 |
11 |
31 |
0.040113837 |
0.20531467 |
0.75457156 |
11 |
32 |
0.9165874 |
0.066983365 |
0.016429218 |
11 |
33 |
0.42613125 |
0.45085436 |
0.12301454 |
11 |
34 |
0.6473976 |
0.2864981 |
0.06610431 |
11 |
35 |
0.35372 |
0.5317309 |
0.11454908 |
11 |
36 |
0.16704148 |
0.60985965 |
0.223099 |
11 |
37 |
0.2260796 |
0.47118157 |
0.3027388 |
11 |
38 |
0.28015563 |
0.53305966 |
0.18678468 |
11 |
39 |
0.3777406 |
0.5544138 |
0.06784544 |
Book |
BookChapter |
Negative |
Neutral |
Positive |
12 |
1 |
0.35477337 |
0.43357998 |
0.21164662 |
12 |
2 |
0.68353146 |
0.21665634 |
0.09981225 |
12 |
3 |
0.3262434 |
0.4537426 |
0.22001399 |
12 |
4 |
0.42978087 |
0.3385727 |
0.23164639 |
12 |
5 |
0.4832516 |
0.3585911 |
0.1581573 |
12 |
6 |
0.30499434 |
0.3641915 |
0.3308141 |
12 |
7 |
0.3677571 |
0.46393505 |
0.16830778 |
12 |
8 |
0.4109427 |
0.4992588 |
0.08979857 |
12 |
9 |
0.20123945 |
0.6266304 |
0.17213006 |
12 |
10 |
0.1207768 |
0.7073876 |
0.17183554 |
12 |
11 |
0.09449677 |
0.43406585 |
0.47143736 |
12 |
12 |
0.59907603 |
0.26580688 |
0.13511711 |
12 |
13 |
0.90115356 |
0.07587518 |
0.022971159 |
12 |
14 |
0.36637142 |
0.35799438 |
0.27563408 |
12 |
15 |
0.5156818 |
0.30617663 |
0.17814155 |
12 |
16 |
0.42697182 |
0.4757273 |
0.09730081 |
12 |
17 |
0.58427346 |
0.24782386 |
0.16790262 |
12 |
18 |
0.14607683 |
0.50748736 |
0.34643576 |
12 |
19 |
0.19180857 |
0.6081967 |
0.19999476 |
12 |
20 |
0.20193867 |
0.45477295 |
0.34328845 |
12 |
21 |
0.47142255 |
0.37277296 |
0.15580454 |
12 |
22 |
0.40944883 |
0.40770754 |
0.1828435 |
12 |
23 |
0.31998646 |
0.46160033 |
0.2184131 |
12 |
24 |
0.37390676 |
0.46325678 |
0.1628365 |
12 |
25 |
0.48557904 |
0.29865587 |
0.21576501 |
12 |
26 |
0.24461827 |
0.41508326 |
0.34029853 |
12 |
27 |
0.25280014 |
0.42766938 |
0.31953058 |
12 |
28 |
0.3480702 |
0.41143757 |
0.2404923 |
12 |
29 |
0.49652433 |
0.32107356 |
0.18240215 |
12 |
30 |
0.39823642 |
0.34806406 |
0.2536995 |
12 |
31 |
0.20085347 |
0.6304389 |
0.16870765 |
12 |
32 |
0.87753326 |
0.07348539 |
0.048981383 |
12 |
33 |
0.36891976 |
0.38538536 |
0.24569489 |
12 |
34 |
0.4527012 |
0.3840903 |
0.16320854 |
Feel free to hack our code and our choice of data model to better fulfill your own sentiment analysis and computationally-aided annotation needs.
The related documentation can be found on our Github repository.