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.