diff --git a/bibliography.bib b/bibliography.bib
new file mode 100644
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--- /dev/null
+++ b/bibliography.bib
@@ -0,0 +1,783 @@
+@ARTICLE{TAU21_TAGGER,
+       author = {{Thaler}, Jesse and {Van Tilburg}, Ken},
+        title = "{Identifying boosted objects with N-subjettiness}",
+      journal = {Journal of High Energy Physics},
+     keywords = {Jets, Beyond Standard Model, Hadronic Colliders, High Energy Physics - Phenomenology, High Energy Physics - Experiment},
+         year = "2011",
+        month = "Mar",
+       volume = {2011},
+          eid = {15},
+        pages = {15},
+          doi = {10.1007/JHEP03(2011)015},
+archivePrefix = {arXiv},
+       eprint = {1011.2268},
+ primaryClass = {hep-ph},
+       adsurl = {https://ui.adsabs.harvard.edu/abs/2011JHEP...03..015T},
+      adsnote = {Provided by the SAO/NASA Astrophysics Data System}
+}
+@ARTICLE{PREV_RESEARCH,
+       author = {{CMS Collaboration}},
+        title = "{Search for massive resonances decaying into WW, WZ, ZZ, qW, and qZ with dijet final states at $\sqrt{s} =$ 13 TeV}",
+      journal = {arXiv e-prints},
+     keywords = {High Energy Physics - Experiment},
+         year = "2017",
+        month = "Aug",
+          eid = {arXiv:1708.05379},
+        pages = {arXiv:1708.05379},
+archivePrefix = {arXiv},
+       eprint = {1708.05379},
+ primaryClass = {hep-ex},
+       adsurl = {https://ui.adsabs.harvard.edu/abs/2017arXiv170805379C},
+      adsnote = {Provided by the SAO/NASA Astrophysics Data System}
+}
+@article{QSTAR_THEORY,
+      author = {BAUR, U. and HINCHLIFFE, I. and ZEPPENFELD, D.},
+      title = {EXCITED QUARK PRODUCTION AT HADRON COLLIDERS},
+      journal = {International Journal of Modern Physics A},
+      volume = {02},
+      number = {04},
+      pages = {1285-1297},
+      year = {1987},
+      doi = {10.1142/S0217751X87000661},
+      URL = {
+https://doi.org/10.1142/S0217751X87000661
+      },
+      eprint = {
+https://doi.org/10.1142/S0217751X87000661
+      }
+      ,
+            abstract = { Composite models generally predict the existence of excited quark and lepton states. We consider the production and experimental signatures of excited quarks Q* of spin and isospin 1/2 at hadron colliders and estimate the background for those channels which are most promising for Q* identification. Multi-TeVpp-colliders will give access to such particles with masses up to several TeV. }
+}
+@ARTICLE{ANTIKT,
+       author = {{Cacciari}, Matteo and {Salam}, Gavin P. and {Soyez}, Gregory},
+        title = "{The anti-k$_{t}$ jet clustering algorithm}",
+      journal = {Journal of High Energy Physics},
+     keywords = {High Energy Physics - Phenomenology},
+         year = "2008",
+        month = "Apr",
+       volume = {2008},
+       number = {4},
+          eid = {063},
+        pages = {063},
+          doi = {10.1088/1126-6708/2008/04/063},
+archivePrefix = {arXiv},
+       eprint = {0802.1189},
+ primaryClass = {hep-ph},
+       adsurl = {https://ui.adsabs.harvard.edu/abs/2008JHEP...04..063C},
+      adsnote = {Provided by the SAO/NASA Astrophysics Data System}
+}
+@ARTICLE{SUC_COMBINATION,
+       author = {{Ellis}, Stephen D. and {Soper}, Davison E.},
+        title = "{Successive combination jet algorithm for hadron collisions}",
+      journal = {arXiv},
+     keywords = {13.87.-a, 12.38.Bx, Jets in large-Q<sup>2</sup> scattering, Perturbative calculations, High Energy Physics - Phenomenology},
+         year = "1993",
+        month = "Oct",
+       volume = {48},
+       number = {7},
+        pages = {3160-3166},
+          doi = {10.1103/PhysRevD.48.3160},
+archivePrefix = {arXiv},
+       eprint = {hep-ph/9305266},
+ primaryClass = {hep-ph},
+       adsurl = {https://ui.adsabs.harvard.edu/abs/1993PhRvD..48.3160E},
+      adsnote = {Provided by the SAO/NASA Astrophysics Data System}
+}
+@ARTICLE{PARTICLE_FLOW,
+       author = {{Beaudette}, Florian},
+        title = "{The CMS Particle Flow Algorithm}",
+      journal = {arXiv e-prints},
+     keywords = {High Energy Physics - Experiment, Physics - Instrumentation and Detectors},
+         year = "2014",
+        month = "Jan",
+          eid = {arXiv:1401.8155},
+        pages = {arXiv:1401.8155},
+archivePrefix = {arXiv},
+       eprint = {1401.8155},
+ primaryClass = {hep-ex},
+       adsurl = {https://ui.adsabs.harvard.edu/abs/2014arXiv1401.8155B},
+      adsnote = {Provided by the SAO/NASA Astrophysics Data System}
+}
+@techreport{CMS_TRIGGER,
+      author        = "Tosi, Mia",
+      title         = "{The CMS trigger in Run 2}",
+      institution   = "CERN",
+      collaboration = "CMS Collaboration",
+      address       = "Geneva",
+      number        = "CMS-CR-2017-340",
+      month         = "Oct",
+      year          = "2017",
+      reportNumber  = "CMS-CR-2017-340",
+      url           = "https://cds.cern.ch/record/2290106",
+      doi           = "10.22323/1.314.0523",
+}
+@article{PARTICLE_PHYSICS,
+  title = {Review of Particle Physics},
+  author = {Tanabashi, M. and Hagiwara, K. and Hikasa, K. and Nakamura, K. and Sumino, Y. and Takahashi, F. and Tanaka, J. and Agashe, K. and Aielli, G. and Amsler, C. and Antonelli, M. and Asner, D. M. and Baer, H. and Banerjee, Sw. and Barnett, R. M. and Basaglia, T. and Bauer, C. W. and Beatty, J. J. and Belousov, V. I. and Beringer, J. and Bethke, S. and Bettini, A. and Bichsel, H. and Biebel, O. and Black, K. M. and Blucher, E. and Buchmuller, O. and Burkert, V. and Bychkov, M. A. and Cahn, R. N. and Carena, M. and Ceccucci, A. and Cerri, A. and Chakraborty, D. and Chen, M.-C. and Chivukula, R. S. and Cowan, G. and Dahl, O. and D'Ambrosio, G. and Damour, T. and de Florian, D. and de Gouv\^ea, A. and DeGrand, T. and de Jong, P. and Dissertori, G. and Dobrescu, B. A. and D'Onofrio, M. and Doser, M. and Drees, M. and Dreiner, H. K. and Dwyer, D. A. and Eerola, P. and Eidelman, S. and Ellis, J. and Erler, J. and Ezhela, V. V. and Fetscher, W. and Fields, B. D. and Firestone, R. and Foster, B. and Freitas, A. and Gallagher, H. and Garren, L. and Gerber, H.-J. and Gerbier, G. and Gershon, T. and Gershtein, Y. and Gherghetta, T. and Godizov, A. A. and Goodman, M. and Grab, C. and Gritsan, A. V. and Grojean, C. and Groom, D. E. and Gr\"unewald, M. and Gurtu, A. and Gutsche, T. and Haber, H. E. and Hanhart, C. and Hashimoto, S. and Hayato, Y. and Hayes, K. G. and Hebecker, A. and Heinemeyer, S. and Heltsley, B. and Hern\'andez-Rey, J. J. and Hisano, J. and H\"ocker, A. and Holder, J. and Holtkamp, A. and Hyodo, T. and Irwin, K. D. and Johnson, K. F. and Kado, M. and Karliner, M. and Katz, U. F. and Klein, S. R. and Klempt, E. and Kowalewski, R. V. and Krauss, F. and Kreps, M. and Krusche, B. and Kuyanov, Yu. V. and Kwon, Y. and Lahav, O. and Laiho, J. and Lesgourgues, J. and Liddle, A. and Ligeti, Z. and Lin, C.-J. and Lippmann, C. and Liss, T. M. and Littenberg, L. and Lugovsky, K. S. and Lugovsky, S. B. and Lusiani, A. and Makida, Y. and Maltoni, F. and Mannel, T. and Manohar, A. V. and Marciano, W. J. and Martin, A. D. and Masoni, A. and Matthews, J. and Mei\ss{}ner, U.-G. and Milstead, D. and Mitchell, R. E. and M\"onig, K. and Molaro, P. and Moortgat, F. and Moskovic, M. and Murayama, H. and Narain, M. and Nason, P. and Navas, S. and Neubert, M. and Nevski, P. and Nir, Y. and Olive, K. A. and Pagan Griso, S. and Parsons, J. and Patrignani, C. and Peacock, J. A. and Pennington, M. and Petcov, S. T. and Petrov, V. A. and Pianori, E. and Piepke, A. and Pomarol, A. and Quadt, A. and Rademacker, J. and Raffelt, G. and Ratcliff, B. N. and Richardson, P. and Ringwald, A. and Roesler, S. and Rolli, S. and Romaniouk, A. and Rosenberg, L. J. and Rosner, J. L. and Rybka, G. and Ryutin, R. A. and Sachrajda, C. T. and Sakai, Y. and Salam, G. P. and Sarkar, S. and Sauli, F. and Schneider, O. and Scholberg, K. and Schwartz, A. J. and Scott, D. and Sharma, V. and Sharpe, S. R. and Shutt, T. and Silari, M. and Sj\"ostrand, T. and Skands, P. and Skwarnicki, T. and Smith, J. G. and Smoot, G. F. and Spanier, S. and Spieler, H. and Spiering, C. and Stahl, A. and Stone, S. L. and Sumiyoshi, T. and Syphers, M. J. and Terashi, K. and Terning, J. and Thoma, U. and Thorne, R. S. and Tiator, L. and Titov, M. and Tkachenko, N. P. and T\"ornqvist, N. A. and Tovey, D. R. and Valencia, G. and Van de Water, R. and Varelas, N. and Venanzoni, G. and Verde, L. and Vincter, M. G. and Vogel, P. and Vogt, A. and Wakely, S. P. and Walkowiak, W. and Walter, C. W. and Wands, D. and Ward, D. R. and Wascko, M. O. and Weiglein, G. and Weinberg, D. H. and Weinberg, E. J. and White, M. and Wiencke, L. R. and Willocq, S. and Wohl, C. G. and Womersley, J. and Woody, C. L. and Workman, R. L. and Yao, W.-M. and Zeller, G. P. and Zenin, O. V. and Zhu, R.-Y. and Zhu, S.-L. and Zimmermann, F. and Zyla, P. A. and Anderson, J. and Fuller, L. and Lugovsky, V. S. and Schaffner, P.},
+  collaboration = {Particle Data Group},
+  journal = {Phys. Rev. D},
+  volume = {98},
+  issue = {3},
+  pages = {030001},
+  numpages = {1898},
+  year = {2018},
+  month = {Aug},
+  publisher = {American Physical Society},
+  doi = {10.1103/PhysRevD.98.030001},
+  url = {https://link.aps.org/doi/10.1103/PhysRevD.98.030001}
+}
+@book{CMS_REPORT,
+      author        = "Bayatian, G L and Chatrchyan, S and Hmayakyan, G and
+                       Sirunyan, A M and Adam, W and Bergauer, T and Dragicevic, M
+                       and Ero, J and Friedl, M and Fruehwirth, R and Ghete, V and
+                       Glaser, P and Hrubec, J and Jeitler, M and Krammer, M and
+                       Magrans, I and Mikulec, I and Mitaroff, W and Noebauer, T
+                       and Pernicka, M and Porth, P and Rohringer, H and Strauss,
+                       J and Taurok, A and Waltenberger, W and Walzel, G and Widl,
+                       E and Wulz, C-E and Fedorov, A and Korzhik, M and
+                       Missevitch, O and Zuyeuski, R and Chekhovsky, V and
+                       Dvornikov, O and Emeliantchik, I and Litomin, A and
+                       Mossolov, V and Shumeiko, N and Solin, A and Stefanovitch,
+                       R and Suarez Gonzalez, J and Tikhonov, A and Petrov, V and
+                       D'Hondt, J and De Weirdt, S and Goorens, R and Heyninck, J
+                       and Lowette, S and Tavernier, S and Van Doninck, Walter and
+                       Van Lancker, L and Bouhali, O and Clerbaux, B and De
+                       Lentdecker, G and Dewulf, J P and Mahmoud, T and Marage, P
+                       E and Neukermans, L and Sundararajan, V and Vander Velde, C
+                       and Vanlaer, P and Wickens, J and Assouak, S and Bonnet, J
+                       L and Bruno, G and Caudron, J and De Callatay, B and De
+                       Favereau De Jeneret, J and De Visscher, Simon and Delaere,
+                       C and Demin, P and Favart, D and Feltrin, E and Forton, E
+                       and Gregoire, G and Kalinin, S and Kcira, D and Keutgen, T
+                       and Leibenguth, G and Lemaitre, V and Liu, Y and Michotte,
+                       D and Militaru, O and Ninane, A and Ovyn, S and Pierzchala,
+                       T and Piotrzkowski, K and Roberfroid, V and Rouby, X and
+                       Teyssier, D and Van der Aa, O and Vander Donckt, M and
+                       Daubie, E and Herquet, P and Mollet, A and Romeyer, A and
+                       Beaumont, W and Cardaci, M and De Langhe, E and De Wolf, E
+                       A and Rurua, L and Souza, M H G and Oguri, V and Santoro, A
+                       and Sznajder, A and Vaz, M and Gregores, E M and Novaes, S
+                       F and Anguelov, T and Antchev, G and Atanasov, I and
+                       Damgov, J and Darmenov, N and Dimitrov, L and Genchev, V
+                       and Iaydjiev, P and Panev, B and Piperov, Stefan and
+                       Stoykova, S and Sultanov, G and Vankov, I and Dimitrov, A
+                       and Kozhuharov, V and Litov, L and Makariev, M and Marinov,
+                       A and Marinova, E and Markov, S and Mateev, M and Pavlov, B
+                       and Petkov, P and Sabev, C and Stoynev, S and Toteva, Z and
+                       Verguilov, V and Chen, G M and Chen, H S and He, K L and
+                       Jiang, C H and Li, W G and Liu, H M and Meng, X and Shen, X
+                       Y and Sun, H S and Yang, M and Zhao, W R and Zhuang, H L
+                       and Ban, Y and Cai, J and Liu, S and Qian, S J and Yang, Z
+                       C and Ye, Y L and Ying, J and Wu, J and Zhang, Z P and
+                       Godinovic, N and Puljak, I and Soric, I and Antunovic, Z
+                       and Dzelalija, M and Marasovic, K and Brigljevic, V and
+                       Ferencek, D and Kadija, K and Morovic, S and Planinic, M
+                       and Nicolaou, C and Papadakis, A and Razis, P A and
+                       Tsiakkouri, D and Hektor, A and Kadastik, M and Kannike, K
+                       and Lippmaa, E and Muntel, M and Raidal, M and Aarnio, P A
+                       and Czellar, S and Haeggstroem, E and Heikkinen, A and
+                       Harkonen, J and Karimaki, V and Kinnunen, R and Lampen, T
+                       and Lassila-Perini, K and Lehti, S and Linden, T and
+                       Luukka, P R and Michal, S and Maenpaa, T and Nysten, J and
+                       Stettler, M and Tuominen, E and Tuominiemi, J and Wendland,
+                       L and Tuuva, T and Guillaud, J P and Nedelec, P and Sillou,
+                       D and Anfreville, M and Beauceron, S and Bougamont, E and
+                       Bredy, P and Chipaux, R and Dejardin, M and Denegri, D and
+                       Descamps, J and Fabbro, B and Faure, J L and Ganjour, S and
+                       Gentit, F X and Givernaud, A and Gras, P and Hamel de
+                       Monchenault, G and Jarry, P and Kircher, F and Lemaire, M C
+                       and Levesy, B and Locci, E and Lottin, J P and Mandjavidze,
+                       I and Mur, M and Pasquetto, E and Payn, A and Rander, J and
+                       Reymond, J M and Rondeaux, F and Rosowsky, A and Sun, Z H
+                       and Verrecchia, P and Baffioni, S and Beaudette, F and
+                       Bercher, M and Berthon, U and Bimbot, S and Bourotte, J and
+                       Busson, P and Cerutti, M and Chamont, D and Charlot, C and
+                       Collard, C and Decotigny, D and Delmeire, E and Dobrzynski,
+                       L and Gaillac, A M and Geerebaert, Y and Gilly, J and
+                       Haguenauer, M and Karar, A and Mathieu, A and Milleret, G
+                       and Mine, P and Paganini, P and Romanteau, T and Semeniouk,
+                       I and Sirois, Y and Berst, J D and Brom, J M and
+                       Didierjean, F and Drouhin, F and Fontaine, J C and
+                       Goerlach, U and Graehling, P and Gross, L and Houchu, L and
+                       Juillot, P and Lounis, A and Maazouzi, C and Mangeol, D and
+                       Olivetto, C and Todorov, T and Van Hove, P and Vintache, D
+                       and Ageron, M and Agram, J L and Baulieu, G and Bedjidian,
+                       M and Blaha, J and Bonnevaux, A and Boudoul, G and
+                       Chabanat, E and Combaret, C and Contardo, D and Della
+                       Negra, R and Depasse, P and Dupasquier, T and El Mamouni, H
+                       and Estre, N and Fay, J and Gascon, S and Giraud, N and
+                       Girerd, C and Haroutunian, R and Ianigro, J C and Ille, B
+                       and Lethuillier, M and Lumb, N and Mathez, H and Maurelli,
+                       G and Mirabito, L and Perries, S and Ravat, O and Kvatadze,
+                       R and Roinishvili, V and Adolphi, R and Brauer, R and
+                       Braunschweig, W and Esser, H and Feld, L and Heister, A and
+                       Karpinski, W and Klein, K and Kukulies, C and Olzem, J and
+                       Ostapchuk, A and Pandoulas, D and Pierschel, G and Raupach,
+                       F and Schael, S and Schwering, G and Thomas, M and Weber, M
+                       and Wittmer, B and Wlochal, M and Adolf, A and Biallass,
+                       Philipp A and Bontenackels, M and Erdmann, M and Fesefeldt,
+                       H and Hebbeker, T and Hermann, S and Hilgers, G and
+                       Hoepfner, K and Hof, C and Kappler, S and Kirsch, M and
+                       Lanske, D and Philipps, B and Reithler, H and
+                       Rommerskirchen, T and Sowa, M and Szczesny, H and Tonutti,
+                       M and Tsigenov, O and Beissel, F and Davids, M and Duda, M
+                       and Flugge, G and Franke, T and Giffels, M and Hermanns, T
+                       and Heydhausen, D and Kasselmann, S and Kaussen, G and
+                       Kress, T and Linn, A and Nowack, A and Poettgens, M and
+                       Pooth, O and Stahl, A and Tornier, D and Flossdorf, A and
+                       Hegner, B and Mnich, J and Rosemann, C and Flucke, G and
+                       Holm, U and Klanner, R and Pein, U and Schirm, N and
+                       Schleper, P and Steinbruck, G and Stoye, M and Van Staa, R
+                       and Wick, K and Blum, P and Buege, V and De Boer, W and
+                       Dirkes, G and Fahrer, M and Feindt, M and Felzmann, U and
+                       Fernandez Menendez, J and Frey, M and Furgeri, A and
+                       Hartmann, F and Heier, S and Jung, C and Ledermann, B and
+                       Muller, Th and Niegel, M and Oehler, A and Ortega Gomez, T
+                       and Piasecki, C and Quast, G and Rabbertz, K and Saout, C
+                       and Scheurer, A and Schieferdecker, D and Schmidt, A and
+                       Simonis, H J and Theel, A and Vest, A and Weiler, T and
+                       Weiser, C and Weng, J and Zhukov, V and Karapostoli, G and
+                       Katsas, P and Kreuzer, P and Panagiotou, A and
+                       Papadimitropoulos, C and Anagnostou, G and Barone, M and
+                       Geralis, T and Kalfas, C and Koimas, A and Kyriakis, A and
+                       Kyriazopoulou, S and Loukas, D and Markou, A and Markou, C
+                       and Mavrommatis, C and Theofilatos, K and Vermisoglou, G
+                       and Zachariadou, A and Aslanoglou, X and Evangelou, I and
+                       Kokkas, P and Manthos, N and Papadopoulos, I and
+                       Sidiropoulos, G and Triantis, F A and Bencze, G and
+                       Boldizsar, L and Hajdu, C and Horvath, D and Laszlo, A and
+                       Odor, G and Sikler, F and Toth, N and Vesztergombi, G and
+                       Zalan, P and Molnar, J and Beni, N and Kapusi, A and
+                       Marian, G and Raics, P and Szabo, Z and Szillasi, Z and
+                       Zilizi, G and Bawa, H S and Beri, S B and Bhandari, V and
+                       Bhatnagar, V and Kaur, M and Kaur, R and Kohli, J M and
+                       Kumar, A and Singh, J B and Bhardwaj, A and Bhattacharya, S
+                       and Chatterji, S and Chauhan, S and Choudhary, B C and
+                       Gupta, P and Jha, M and Ranjan, K and Shivpuri, R K and
+                       Srivastava, A K and Borkar, S and Dixit, M and Ghodgaonkar,
+                       M and Kataria, S K and Lalwani, S K and Mishra, V and
+                       Mohanty, A K and Topkar, A and Aziz, T and Banerjee, S and
+                       Bose, S and Cheere, N and Chendvankar, S and Deshpande, P V
+                       and Guchait, M and Gurtu, A and Maity, M and Majumder, G
+                       and Mazumdar, K and Nayak, A and Patil, M R and Sharma, S
+                       and Sudhakar, K and Tonwar, S C and Acharya, Bannanje
+                       Sripath and Bheesette, S and Dugad, S and Kalmani, S D and
+                       Lakkireddi, V R and Mondal, N K and Panyam, N and Verma, P
+                       and Arabgol, M and Arfaei, H and Hashemi, M and Mohammadi,
+                       M and Mohammadi Najafabadi, M and Moshaii, A and Paktinat
+                       Mehdiabadi, S and Grunewald, M and Abbrescia, M and
+                       Barbone, L and Colaleo, A and Creanza, D and De Filippis, N
+                       and De Palma, M and Donvito, G and Fiore, L and Giordano, D
+                       and Iaselli, G and Loddo, F and Maggi, G and Maggi, M and
+                       Manna, N and Marangelli, B and Mennea, M S and My, S and
+                       Natali, S and Nuzzo, S and Pugliese, G and Radicci, V and
+                       Ranieri, A and Romano, F and Selvaggi, G and Silvestris, L
+                       and Tempesta, P and Trentadue, R and Zito, G and Abbiendi,
+                       G and Bacchi, W and Benvenuti, A and Bonacorsi, D and
+                       Braibant-Giacomelli, S and Capiluppi, P and Cavallo, F R
+                       and Ciocca, C and Codispoti, G and D'Antone, I and
+                       Dallavalle, G M and Fabbri, F and Fanfani, A and
+                       Giacomelli, P and Grandi, C and Guerzoni, M and Guiducci, L
+                       and Marcellini, S and Masetti, G and Montanari, A and
+                       Navarria, F and Odorici, F and Perrotta, A and Rossi, A and
+                       Rovelli, T and Siroli, G and Travaglini, R and Albergo, S
+                       and Chiorboli, M and Costa, S and Galanti, M and Gatto
+                       Rotondo, G and Noto, F and Potenza, R and Russo, G and
+                       Tricomi, A and Tuve, C and Bocci, A and Ciraolo, G and
+                       Ciulli, V and Civinini, C and D'Alessandro, R and Focardi,
+                       E and Genta, C and Lenzi, P and Macchiolo, A and Magini, N
+                       and Manolescu, F and Marchettini, C and Masetti, L and
+                       Mersi, S and Meschini, M and Paoletti, S and Parrini, G and
+                       Ranieri, R and Sani, M and Fabbricatore, P and Farinon, S
+                       and Greco, Mario and Cattaneo, G and De Min, A and
+                       Dominoni, M and Farina, F M and Ferri, F and Ghezzi, A and
+                       Govoni, P and Leporini, R and Magni, S and Malberti, M and
+                       Malvezzi, S and Marelli, S and Menasce, D and Moroni, L and
+                       Negri, P and Paganoni, M and Pedrini, D and Pullia, A and
+                       Ragazzi, S and Redaelli, Nicola Giuseppe and Rovelli, C and
+                       Rovere, M and Sala, L and Sala, S and Salerno, R and
+                       Tabarelli de Fatis, T and Vigano, S and Comunale, G and
+                       Fabozzi, F and Lomidze, D and Mele, S and Paolucci, P and
+                       Piccolo, D and Polese, G and Sciacca, C and Azzi, P and
+                       Bacchetta, N and Bellato, M and Benettoni, M and Bisello, D
+                       and Borsato, E and Candelori, A and Checchia, P and Conti,
+                       E and De Mattia, M and Dorigo, T and Drollinger, V and
+                       Fanzago, F and Gasparini, F and Gasparini, U and Giarin, M
+                       and Giubilato, P and Gonella, F and Kaminskiy, A and
+                       Karaevskii, S and Khomenkov, V and Lacaprara, S and Lippi,
+                       I and Loreti, M and Lytovchenko, O and Mazzucato, M and
+                       Meneguzzo, A T and Michelotto, M and Montecassiano, F and
+                       Nigro, M and Passaseo, M and Pegoraro, M and Rampazzo, G
+                       and Ronchese, P and Torassa, E and Ventura, S and Zanetti,
+                       M and Zotto, P and Zumerle, G and Belli, G and Berzano, U
+                       and De Vecchi, C and Guida, R and Necchi, M M and Ratti, S
+                       P and Riccardi, C and Sani, G and Torre, P and Vitulo, P
+                       and Ambroglini, F and Babucci, E and Benedetti, D and
+                       Biasini, M and Bilei, G M and Caponeri, B and Checcucci, B
+                       and Fano, L and Lariccia, P and Mantovani, G and Passeri, D
+                       and Pioppi, M and Placidi, P and Postolache, V and Ricci, D
+                       and Santocchia, A and Servoli, L and Spiga, D and Azzurri,
+                       P and Bagliesi, Giuseppe and Basti, A and Benucci, L and
+                       Bernardini, J and Boccali, T and Borrello, L and Bosi, F
+                       and Calzolari, F and Castaldi, R and Cerri, C and Cucoanes,
+                       A S and D'Alfonso, M and Dell'Orso, R and Dutta, S and Foa,
+                       L and Gennai, S and Giammanco, A and Giassi, A and
+                       Kartashov, D and Ligabue, F and Linari, S and Lomtadze, T
+                       and Lungu, G A and Mangano, B and Martinelli, G and Massa,
+                       M and Messineo, A and Moggi, A and Palla, F and Palmonari,
+                       F and Petrucciani, G and Raffaelli, F and Rizzi, A and
+                       Sanguinetti, G and Segneri, G and Sentenac, D and Serban, A
+                       T and Sguazzoni, G and Slav, A and Spagnolo, P and
+                       Tenchini, R and Tonelli, G and Venturi, A and Verdini, P G
+                       and Vos, M and Baccaro, S and Barone, L and Bartoloni, A
+                       and Cavallari, F and Costantini, S and Dafinei, I and Del
+                       Re, D and Diemoz, M and Gargiulo, C and Longo, E and
+                       Meridiani, P and Organtini, G and Rahatlou, S and
+                       Accomando, E and Arneodo, M and Ballestrero, A and Bellan,
+                       R and Biino, C and Bolognesi, S and Cartiglia, N and
+                       Cerminara, G and Cordero, M and Costa, M and Dellacasa, G
+                       and Demaria, N and Maina, E and Mariotti, C and Maselli, S
+                       and Mereu, P and Migliore, E and Monaco, V and Nervo, M and
+                       Obertino, M M and Pastrone, N and Petrillo, G and Romero, A
+                       and Ruspa, M and Sacchi, R and Staiano, A and Trapani, P P
+                       and Belforte, S and Cossutti, F and Della Ricca, G and
+                       Penzo, A and Cho, K and Ham, S W and Han, D and Kim, D H
+                       and Kim, G N and Kim, J C and Kim, W Y and Lee, M W and Oh,
+                       S K and Park, W H and Ro, S R and Son, D C and Suh, J S and
+                       Kim, J Y and Jung, S Y and Rhee, J T and Hong, B S and
+                       Hong, S J and Lee, K S and Park, I and Park, S K and Sim, K
+                       S and Won, E and Kim, S B and Carrillo Moreno, S and
+                       Castilla Valdez, H and Sanchez Hernandez, A and Salazar
+                       Ibarguen, H A and Morelos Pineda, Antonio and Gray, R N C
+                       and Krofcheck, D and Bernardino Rodrigues, N and Butler,
+                       Philip H and Williams, J C and Aftab, Z and Ahmad, M and
+                       Ahmad, U and Ahmed, I and Alam Jan, J and Asghar, M I and
+                       Asghar, S and Hafeez, M and Hoorani, H R and Ibrahim, M and
+                       Iftikhar, M and Khan, M S and Qaiser, N and Rehman, I and
+                       Solaija, T and Toor, S and Blocki, J and Cyz, A and
+                       Gladysz-Dziadus, E and Mikocki, S and Turnau, J and
+                       Wlodarczyk, Z and Zychowski, P and Bunkowski, K and
+                       Czyrkowski, H and Dabrowski, R and Dominik, W and Doroba, K
+                       and Kalinowski, A and Konecki, M and Krolikowski, J and
+                       Kudla, Ignacy M and Pietrusinski, M and Pozniak, K and
+                       Zabolotny, W and Zych, P and Bluj, M and Gokieli, R and
+                       Goscilo, L and Gorski, M and Nawrocki, K and Traczyk, P and
+                       Wrochna, G and Zalewski, P and Alemany-Fernandez, R and
+                       Almeida, C and Almeida, N and Araujo Trindade, A and
+                       Bordalo, P and Da Silva Rodrigues, P and Husejko, M and
+                       Jain, A and Kazana, M and Musella, P and Ramos, S and
+                       Rasteiro Da Silva, J and Ribeiro, P Q and Santos, M and
+                       Semiao, J and Silva, P and Teixeira, I and Teixeira, J P
+                       and Varela, J and Afanasiev, S and Babich, K and Belotelov,
+                       I and Elsha, V and Ershov, Y and Filozova, I and Golunov, A
+                       and Golutvin, I and Gorbounov, N and Gramenitski, I and
+                       Kalagin, V and Kamenev, A and Karjavin, V and Khabarov, S
+                       and Khabarov, V and Kiryushin, Y and Konoplyanikov, V and
+                       Korenkov, V and Kozlov, G and Kurenkov, A and Lanev, A and
+                       Lysiakov, V and Malakhov, A and Melnitchenko, I and Mitsyn,
+                       V V and Moisenz, K and Moisenz, P and Movchan, S and
+                       Nikonov, E and Oleynik, D and Palichik, V and Perelygin, V
+                       and Petrosyan, A and Rogalev, E and Samsonov, V and Savina,
+                       M and Semenov, R and Shmatov, S and Shulha, S and Smirnov,
+                       V and Smolin, D and Tcheremoukhine, A and Teryaev, O and
+                       Tikhonenko, E and Vassiliev, S and Vishnevskiy, A and
+                       Volodko, A and Zamiatin, N and Zarubin, A and Zarubin, P
+                       and Zubarev, E and Bondar, N and Golovtsov, V and Golyash,
+                       A and Ivanov, Y and Kim, V and Kozlov, V and Lebedev, V and
+                       Makarenkov, G and Orishchin, E and Shevel, A and Sknar, V
+                       and Smirnov, I and Sulimov, V and Tarakanov, V and Uvarov,
+                       L and Velichko, G and Volkov, S and Vorobyev, A and
+                       Andreev, Yu and Anisimov, A and Gninenko, S and Golubev, N
+                       and Gorbunov, D and Kirsanov, M and Kovzelev, A and
+                       Krasnikov, N and Matveev, V and Pashenkov, A and Postoev, V
+                       E and Sadovski, A and Solovey, A and Soloviev, D and
+                       Stepanova, L and Toropin, A and Gavrilov, V and Ilina, N
+                       and Kaftanov, V and Kiselevich, I and Kolosov, V and
+                       Kossov, M and Krokhotin, A and Kuleshov, S and Oulianov, A
+                       and Safronov, G and Semenov, S and Stolin, V and Vlasov, E
+                       and Zaytsev, V and Fomenko, A M and Konovalova, N and
+                       Kozlov, V and Lebedev, A I and Lvova, N and Rusakov, S V
+                       and Terkulov, A and Boos, E and Dubinin, M and Dudko, L and
+                       Ershov, A and Gribushin, A and Ilyin, V and Klyukhin, V and
+                       Kodolova, Olga and Lokhtin, I and Petrushanko, S and
+                       Sarycheva, L and Savrin, V and Sherstnev, A and Snigirev, A
+                       and Teplov, K and Vardanyan, I and Abramov, V and
+                       Azhguirei, I and Bitioukov, S and Datsko, K and Filine, A
+                       and Goncharov, P and Grishin, V and Inyakin, A and
+                       Kachanov, V and Khmelnikov, A and Konstantinov, D and
+                       Korablev, A and Krychkine, V and Levine, A and Lobov, I and
+                       Petrov, V and Pikalov, V and Ryutin, R and Slabospitsky, S
+                       and Sourkov, A and Sytine, A and Tourtchanovitch, L and
+                       Troshin, S and Tyurin, N and Uzunian, A and Volkov, A and
+                       Zelepoukine, S and Adzic, P and Krpic, D and Maletic, D and
+                       Milenovic, P and Puzovic, J and Smiljkovic, N and Zupan, M
+                       and Aguilar-Benitez, M and Alberdi, J and Alcaraz Maestre,
+                       J and Aldaya Martin, M and Arce, P and Barcala, J M and
+                       Burgos Lazaro, C and Caballero Bejar, J and Calvo, E and
+                       Cardenas Montes, M and Cerrada, M and Chamizo Llatas, M and
+                       Colino, N and Daniel, M and De La Cruz, B and Fernandez
+                       Bedoya, C and Ferrando, A and Fouz, M C and Garcia-Abia,
+                       Pablo and Hernandez, J M and Josa, M I and Luque, J M and
+                       Marin, J and Merino, G and Molinero, A and Navarrete, J J
+                       and Oller, J C and Perez Calle, E and Romero, L and
+                       Salicio, J and Villanueva Munoz, C and Willmott, C and
+                       Yuste, C and Albajar, C and de Troconiz, J F and Fernandez,
+                       M and Jimenez, I and Teixeira, R F and Cuevas, J and Lopez,
+                       J M and Naves Sordo, H and Vizan Garcia, J M and Calderon,
+                       A and Cano Fernandez, D and Diaz Merino, I and Garcia
+                       Moral, L A and Gomez, G and Gonzalez Caballero, I and
+                       Gonzalez Sanchez, J and Lopez Virto, A and Marco, J and
+                       Marco, R and Martinez Rivero, C and Martinez Ruiz del
+                       Arbol, P and Matorras, F and Patino Revuelta, A and
+                       Rodrigo, T and Rodriguez Gonzalez, D and Ruiz Jimeno,
+                       Alberto and Sobron Sanudo, M and Vila, I and Vilar
+                       Cortabitarte, R and Abbaneo, D and Abbas, S M and Agostino,
+                       L and Ahmed, I and Akhtar, S and Amapane, N and Araujo
+                       Meleiro, B and Argiro, S and Ashby, S and Aspell, P and
+                       Auffray, E and Axer, M and Ball, A and Bangert, N and
+                       Barney, D and Bernet, C and Bialas, W and Bloch, C and
+                       Bloch, P and Bonacini, S and Bosteels, M and Boyer, V and
+                       Branson, A and Brett, A M and Breuker, H and Bruneliere, R
+                       and Buchmuller, O and Campi, D and Camporesi, T and Cano, E
+                       and Carrone, E and Cattai, A and Chierici, R and
+                       Christiansen, T and Cittolin, S and Corrin, E and Corvo, M
+                       and Cucciarelli, S and Cure, B and d'Enterria, David G and
+                       De Roeck, A and Delikaris, D and Della Negra, M and
+                       Dierlamm, A and Elliott-Peisert, A and Eppard, M and Foeth,
+                       H and Folch, R and Fratianni, S and Funk, W and Gaddi, A
+                       and Gastal, M and Gayde, J C and Gerwig, H and Gill, K and
+                       Giolo-Nicollerat, A A and Glege, F and Gomez-Reino Garrido,
+                       R and Goudard, R and Gutleber, J and Hansen, M and Hartert,
+                       J and Herve, Alain and Hoffmann, H F and Honma, A and
+                       Huhtinen, M and Iles, G and Innocente, V and Jank, W and
+                       Janot, P and Kloukinas, K and Lasseur, C and Lebeau, M and
+                       Lecoq, P and Leonidopoulos, C and Letheren, M and Ljuslin,
+                       C and Loos, R and Magazzu, G and Malgeri, L and Mannelli, M
+                       and Marchioro, A and Meijers, F and Meschi, E and Moser, R
+                       and Mulders, M and Nash, J and Ofierzynski, R A and Oh, A
+                       and Olbrechts, P and Onnela, A and Orsini, L and Pal, I and
+                       Papotti, G and Paramatti, R and Passardi, G and Perea
+                       Solano, B and Perinic, G and Petagna, P and Petrilli, A and
+                       Pfeiffer, A and Pimia, M and Pintus, R and Postema, H and
+                       Principe, R and Puerta Pelayo, J and Racz, A and Rehn, J
+                       and Reynaud, S and Risoldi, M and Rodrigues Simoes Moreira,
+                       P and Rolandi, G and Rosinsky, P and Rumerio, P and
+                       Sakulin, H and Samyn, D and Schilling, F P and Schwick, C
+                       and Schafer, C and Segoni, I and Sharma, A and Siegrist, P
+                       and Sinanis, N and Sphicas, P and Spiropulu, M and Szoncso,
+                       F and Teller, O and Treille, D and Troska, J and Tsesmelis,
+                       E and Tsirigkas, D and Tsirou, A and Ungaro, D and Vasey, F
+                       and Vazquez Acosta, Monica Luisa and Veillet, L and
+                       Vichoudis, P and Wertelaers, P and Wijnant, A and
+                       Wilhelmsson, M and Willers, I M and Bertl, Wilhelm H and
+                       Deiters, K and Erdmann, W and Gabathuler, K and Heising, S
+                       and Horisberger, R and Ingram, Q and Kaestli, H C and
+                       Kotlinski, D and Konig, S and Renker, D and Rohe, T and
+                       Spira, M and Betev, B and Davatz, G and Dissertori, G and
+                       Dittmar, M and Djambazov, L and Ehlers, J and Eichler, R
+                       and Faber, G and Freudenreich, K and Fuchs, J F and Grab, C
+                       and Holzner, A and Ingenito, P and Langenegger, U and
+                       Lecomte, P and Leshev, G and Lister, A and Luckey, David
+                       and Lustermann, W and Maillefaud, J D and Moortgat, F and
+                       Nardulli, A and Nessi-Tedaldi, F and Pape, L and Pauss, F
+                       and Rykaczewski, H and Roser, U and Schinzel, D and
+                       Starodumov, A and Stockli, F and Suter, H and Tauscher, L
+                       and Trub, P and von Gunten, H P and Wensveen, M and Alagoz,
+                       E and Amsler, Claude and Chiochia, V and Hoermann, C and
+                       Prokofiev, K and Regenfus, Christian and Robmann, P and
+                       Speer, T and Steiner, S and Wilke, L and Blyth, S and
+                       Chang, Y H and Chen, E A and Go, A and Hung, C C and Kuo, C
+                       M and Lin, W and Chang, P and Chao, Y and Chen, K F and
+                       Gao, Z and Hsiung, Y and Lei, Y J and Schumann, J and Shiu,
+                       J G and Ueno, K and Velikzhanin, Y and Yeh, P and Aydin, S
+                       and Bakirci, M N and Cerci, S and Dumanoglu, I and Erturk,
+                       S and Esen, S and Eskut, E and Kayis Topaksu, A and Kurt, P
+                       and Ozkurt, H and Polatoz, A and Sogut, K and Topakli, H
+                       and Vergili, M and Yetkin, T and Onengut, G and Gamsizkan,
+                       H and Ozkan, C and Sekmen, S and Serin-Zeyrek, M and Sever,
+                       R and Yazgan, E and Zeyrek, M and Cakir, A and Cankocak, K
+                       and Deliomeroglu, M and Demir, D and Dindar, K and Gulmez,
+                       Erhan and Isiksal, E and Kaya, M and Kaya, O and
+                       Ozkorucuklu, S and Sonmez, N and Grinev, B and Lyubynskiy,
+                       V and Senchyshyn, V and Levchuk, L and Sorokin, P and
+                       Bailey, D S and Barrass, T and Brooke, J J and Croft, R and
+                       Cussans, D and Evans, D and Frazier, R and Grant, N and
+                       Hansen, M and Heath, G P and Heath, H F and Huckvale, B and
+                       Lynch, C and Mackay, C K and Metson, S and Newbold, D M and
+                       Smith, V J and Tapper, R J and Baird, S A and Bell, Kenneth
+                       Watson and Brown, Robert M and Cockerill, D J A and
+                       Coughlan, J A and Flower, P S and Francis, V B and French,
+                       M and Greenhalgh, R Justin and Halsall, R and Hill, J and
+                       Jones, L and Kennedy, B W and Lintern, L and Lodge, A B and
+                       Maddox, J and Morrissey, Q and Murray, P and Pearson, M and
+                       Quinton, S and Salisbury, J and Shah, A and
+                       Shepherd-Themistocleous, C and Smith, B and Sproston, M and
+                       Stephenson, R and Taghavirad, S and Tomalin, I R and
+                       Williams, J H and Arteche, F and Bainbridge, R and Barber,
+                       G and Barrillon, P and Beuselinck, R and Blekman, F and
+                       Britton, D and Colling, D and Daskalakis, G and Dewhirst, G
+                       and Dris, Stefanos and Foudas, C and Fulcher, J and Greder,
+                       S and Hall, G and Jones, J and Leaver, J and MacEvoy, B C
+                       and Maroney, O and Nikitenko, A and Papageorgiou, A and
+                       Raymond, D M and Ryan, M J and Seez, C and Sharp, P and
+                       Takahashi, M and Timlin, C and Virdee, T and Wakefield, S
+                       and Wingham, M and Zabi, A and Zhang, Y and Zorba, O and Da
+                       Via, C and Goitom, I and Hobson, P R and Kyberd, P and
+                       Munro, C and Nebrensky, J and Reid, I and Sharif, O and
+                       Taylor, R and Teodorescu, L and Watts, S J and Yaselli, I
+                       and Hazen, E and Heering, A H and Lazic, D and Machado, E
+                       and Osborne, D and Rohlf, J and Sulak, L and Varela
+                       Rodriguez, F and Wu, S and Cutts, D and Hooper, R and
+                       Landsberg, G and Partridge, Richard and Vanini, S and
+                       Breedon, R and Case, M and Chertok, M and Conway, J and
+                       Cox, P T and Erbacher, R and Gunion, J and Holbrook, B and
+                       Ko, W and Lander, R and Pellett, David E and Smith, J and
+                       Soha, A and Tripathi, M and Vogt, R and Andreev, V and
+                       Arisaka, K and Cline, D and Cousins, R and Erhan, S and
+                       Felcini, M and Hauser, J and Ignatenko, M and Lisowski, B
+                       and Matlock, D and Matthey, C and Mohr, B and Mumford, J
+                       and Otwinowski, S and Rakness, G and Schlein, P and Shi, Y
+                       and Tucker, J and Valuev, V and Wallny, R and Wang, H G and
+                       Yang, X and Zheng, Y and Clare, R and Fortin, D and Futyan,
+                       D and Gary, John William and Giunta, Marina and Hanson, G
+                       and Jeng, G Y and Kao, S C and Liu, H and Pasztor, G and
+                       Satpathy, A and Shen, B C and Stringer, R and Sytnik, V and
+                       Wilken, R and Zer-Zion, D and Branson, J G and Dusinberre
+                       Sudano, Elizabeth Jane and Letts, J and Martin, T and
+                       Mojaver, M and Paar, H P and Pi, H and Pieri, M and Rana, A
+                       and Sharma, V and White, A and Wuerthwein, Frank K and
+                       Affolder, A and Campagnari, C and Hill, C and Incandela, J
+                       and Kyre, S and Lamb, J and Richman, J and Stuart, D and
+                       White, D and Albert, J and Bornheim, A and Bunn, J and
+                       Chen, J and Denis, G and Galvez, P and Gataullin, M and
+                       Legrand, I and Litvine, Vladimir A and Ma, Y and Nae, D and
+                       Newman, H B and Ravot, S and Shevchenko, S and Singh, S and
+                       Steenberg, C and Su, X and Thomas, M and Timciuc, V and van
+                       Lingen, F and Veverka, J and Voicu, B R and Weinstein, A
+                       and Wilkinson, R and Yang, X and Yang, Y and Zhang, L Y and
+                       Zhu, K and Zhu, R Y and Ferguson, T and Paulini, M and
+                       Russ, J and Terentyev, N and Vogel, H and Vorobiev, I and
+                       Cumalat, J P and Ford, William T and Johnson, D and
+                       Nauenberg, U and Stenson, K and Wagner, S R and Alexander,
+                       J and Cassel, D and Ecklund, K and Heltsley, B and Jones, C
+                       D and Kuznetsov, V and Patterson, J R and Ryd, A and Thom,
+                       J and Wittich, P and Beetz, C P and Cirino, G and Podrasky,
+                       V and Sanzeni, C and Winn, D and Abdullin, S and Afaq, M A
+                       and Albrow, M and Amundson, J and Apollinari, G and Atac, M
+                       and Badgett, W and Bakken, J A and Baldin, B and Bauerdick,
+                       L A T and Baumbaugh, A and Baur, U and Bhat, P C and
+                       Borcherding, F and Burkett, K and Butler, J N and Cheung, H
+                       and Churin, I and Cihangir, S and Demarteau, M and Eartly,
+                       David P and Elias, J E and Elvira, V D and Evans, D and
+                       Fisk, I and Freeman, J and Gartung, P and Geurts, F J M and
+                       Glenzinski, D A and Gottschalk, Erik Edward and Graham, G
+                       and Green, D and Guglielmo, G M and Guo, Y and Gutsche, O
+                       and Hahn, A and Hanlon, J and Hansen, S and Harris, R M and
+                       Hesselroth, T and Holm, S L and Holzman, Burt and Iqbal, S
+                       and James, E and Johnson, M and Joshi, U and Klima, B and
+                       Kowalkowski, J and Kramer, T and Kwan, S and La Vallie, E
+                       and Larwill, M and Los, S and Lueking, L and Lukhanin, G
+                       and Lusin, S and Maeshima, K and McBride, P and Murray, S J
+                       and O'Dell, V and Paterno, M and Patrick, J and Petravick,
+                       D and Pordes, Ruth and Prokofyev, O and Rasmislovich, V and
+                       Ratnikova, N and Ronzhin, A and Sekhri, V and
+                       Sexton-Kennedy, E and Shaw, T and Skow, D and Smith, R P
+                       and Spalding, W J and Spiegel, L and Stavrianakou, M and
+                       Stiehr, G and Suzuki, I and Tan, P and Tanenbaum, W and
+                       Tkaczyk, S and Veseli, S and Vidal, R and Wenzel, H and
+                       Whitmore, J and Womersley, W J and Wu, W M and Wu, Y and
+                       Yagil, A and Yarba, J and Yun, J C and Acosta, D and Avery,
+                       P and Barashko, V and Bartalini, P and Bourilkov, D and
+                       Cavanaugh, R and Drozdetskiy, A and Field, R D and Fu, Y
+                       and Gray, L and Holmes, D and Kim, B J and Klimenko, S and
+                       Konigsberg, J and Korytov, A and Kotov, K and Levchenko, P
+                       and Madorsky, A and Matchev, K and Mitselmakher, Guenakh
+                       and Pakhotin, Y and Prescott, C and Ramond, P and
+                       Rodriguez, J L and Schmitt, M and Scurlock, B and Stoeck, H
+                       and Yelton, J and Boeglin, W and Gaultney, V and Kramer, L
+                       and Linn, S and Markowitz, P and Martinez, G and Raue, B
+                       and Reinhold, J and Askew, A and Bertoldi, M and
+                       Dharmaratna, Welathantri G D and Gershtein, Y and Hagopian,
+                       S and Hagopian, V and Jenkins, M and Johnson, K F and
+                       Prosper, H and Wahl, H and Baarmand, M and Baksay, L and
+                       Guragain, S and Hohlmann, M and Mermerkaya, H and Ralich, R
+                       and Vodopiyanov, I and Adams, M R and Betts, R R and
+                       Gerber, C E and Shabalina, E and Smith, C and Ten, T and
+                       Akgun, U and Ayan, A S and Cooper, A and Debbins, P and
+                       Duru, F and Fountain, M and George, N and McCliment, E and
+                       Merlo, J P and Mestvirishvili, A and Miller, M J and
+                       Newsom, C R and Norbeck, E and Onel, Y and Schmidt, I and
+                       Wang, S and Anderson, E W and Atramentov, O and Hauptman, J
+                       M and Lamsa, J and Barnett, B A and Blumenfeld, Barry J and
+                       Chien, C Y and Kim, D W and Maksimovic, P and Spangler, S
+                       and Swartz, M and Baringer, Philip S and Bean, A and
+                       Coppage, D and Grachov, O A and Kim, E J and Murray, M and
+                       Bandurin, D and Bolton, T and Khanov, A and Maravin, Y and
+                       Onoprienko, D and Rizatdinova, F and Sidwell, R and
+                       Stanton, N and Von Toerne, E and Baden, D and Bard, R and
+                       Eno, S C and Grassi, T and Hadley, N J and Kellogg, R G and
+                       Kunori, S and Ratnikov, F and Skuja, A and Arcidiacono, R
+                       and Ballintijn, M and Bauer, G and Harris, P and
+                       Kravchenko, I and Loizides, C and Nahn, S and Paus, C and
+                       Pavlon, S and Roland, C and Roland, G and Sumorok, K and
+                       Vaurynovich, S and Veres, G and Wyslouch, B and Bailleux, D
+                       and Corum, S and Cushman, P and De Benedetti, A and
+                       Dolgopolov, A and Egeland, R and Franzoni, G and Gilbert, W
+                       J and Grahl, J and Haupt, J and Kubota, Y and Mans, J and
+                       Pearson, N and Rusack, R and Singovsky, A and Cremaldi, L M
+                       and Godang, R and Kroeger, R and Sanders, D A and Summers,
+                       D and Bloom, Kenneth A and Claes, D R and Dominguez, A and
+                       Eads, M and Lundstedt, C and Malik, S and Snow, G R and
+                       Sobol, A and Iashvili, I and Kharchilava, A and Alverson, G
+                       and Barberis, E and Boeriu, O and Eulisse, G and Musienko,
+                       Y and Muzaffar, S and Osborne, I and Reucroft, S and Swain,
+                       J and Taylor, L and Tuura, Lassi A and Wood, D and Gobbi, B
+                       and Kubantsev, M and Schellman, H and Schmitt, M and
+                       Spencer, E and Velasco, M and Baumbaugh, B and Cason, N M
+                       and Hildreth, M and Karmgard, D J and Marinelli, N and
+                       Ruchti, R and Warchol, J and Wayne, M and Bylsma, B and
+                       Durkin, L S and Gilmore, J and Gu, J and Herman, D and
+                       Killewald, P and Knobbe, K and Ling, T Y and Elmer, P and
+                       Marlow, D and Piroue, P and Stickland, D and Tully, C and
+                       Wildish, T and Wynhoff, S and Xie, Z and Apresyan, A and
+                       Arndt, K and Banicz, K and Barnes, V E and Bolla, G and
+                       Bortoletto, D and Bujak, A and Garfinkel, A F and Gonzalez
+                       Lopez, O and Gutay, L and Ippolito, N and Kozhevnikov, Y
+                       and Laasanen, A T and Liu, C and Maroussov, V and Merkel, P
+                       and Miller, David Harry and Miyamoto, J and Neumeister, N
+                       and Rott, C and Roy, A and Sedov, A and Shipsey, I and
+                       Parashar, N and Eppley, G and Lee, S J and Liu, J and
+                       Matveev, M and Nussbaum, T and Padley, B Paul and Roberts,
+                       J and Tumanov, A and Yepes, P and Bodek, A and Budd, Howard
+                       Scott and Chung, Y S and De Barbaro, P and Demina, R and
+                       Eusebi, R and Ginther, G and Gotra, Y and Hocker, James
+                       Andrew and Husemann, U and Korjenevski, S and Sakumoto, W
+                       and Slattery, P and Tipton, P and Zielinski, M and Bartz, E
+                       and Doroshenko, J and Halkiadakis, E and Jacques, P F and
+                       Kalelkar, M S and Khits, D and Lath, A and Macpherson, A
+                       and Perera, L and Plano, R and Rose, K and Schnetzer, S and
+                       Somalwar, S and Stone, R and Thomson, G and Watts, T L and
+                       Akchurin, N and Carrell, K W and Gumus, Kazim Ziya and
+                       Jeong, C and Kim, H and Papadimitriou, V and Sill, A and
+                       Spezziga, M and Washington, E and Wigmans, R and Zhang, L
+                       and Bapty, T and Engh, D and Johns, W and Keskinpala, T and
+                       Luiggi Lopez, E and Neema, S and Nordstrom, S and Pathak, S
+                       and Sheldon, P and Vaandering, E W and Webster, M and
+                       Arenton, M W and Conetti, S and Cox, B and Hirosky, R and
+                       Imlay, R and Ledovskoy, A and Phillips, D II and Powell, H
+                       and Ronquest, M and Smith, D and Baek, Y W and Bellinger,
+                       James Nugent and Bradley, D and Carlsmith, D and Crotty, I
+                       and Dasu, S and Feyzi, F and Gorski, T and Grothe, M and
+                       Hogg, W and Jaworski, M and Klabbers, P and Lanaro, A and
+                       Loveless, R and Magrans de Abril, M and Reeder, D and
+                       Smith, W H and Wenman, D and Atoyan, G S and Dhawan, S and
+                       Issakov, V and Neal, H and Poblaguev, A and Zeller, M E and
+                       Yuldashev, B S",
+      title         = "{CMS Physics: Technical Design Report Volume 1: Detector
+                       Performance and Software}",
+      publisher     = "CERN",
+      collaboration = "CMS Collaboration",
+      address       = "Geneva",
+      series        = "Technical Design Report CMS",
+      year          = "2006",
+      reportNumber  = "CERN-LHCC-2006-001",
+      url           = "https://cds.cern.ch/record/922757",
+      note          = "There is an error on cover due to a technical problem for
+                       some items",
+}
+@ARTICLE{HADRONIZATION,
+       author = {{Webber}, Bryan},
+        title = "{Hadronization}",
+      journal = {arXiv e-prints},
+     keywords = {High Energy Physics - Phenomenology},
+         year = "1994",
+        month = "Nov",
+          eid = {hep-ph/9411384},
+        pages = {hep-ph/9411384},
+archivePrefix = {arXiv},
+       eprint = {hep-ph/9411384},
+ primaryClass = {hep-ph},
+       adsurl = {https://ui.adsabs.harvard.edu/abs/1994hep.ph...11384W},
+      adsnote = {Provided by the SAO/NASA Astrophysics Data System}
+}
+@ARTICLE{SDM,
+       author = {{Larkoski}, Andrew J. and {Marzani}, Simone and {Soyez}, Gregory and
+         {Thaler}, Jesse},
+        title = "{Soft drop}",
+      journal = {Journal of High Energy Physics},
+     keywords = {QCD Phenomenology, Jets, High Energy Physics - Phenomenology},
+         year = "2014",
+        month = "May",
+       volume = {2014},
+          eid = {146},
+        pages = {146},
+          doi = {10.1007/JHEP05(2014)146},
+archivePrefix = {arXiv},
+       eprint = {1402.2657},
+ primaryClass = {hep-ph},
+       adsurl = {https://ui.adsabs.harvard.edu/abs/2014JHEP...05..146L},
+      adsnote = {Provided by the SAO/NASA Astrophysics Data System}
+}
+@ARTICLE{MONTECARLO,
+       author = {{Murthy}, K.~P.~N.},
+        title = "{An Introduction to Monte Carlo Simulation of Statistical physics Problem}",
+      journal = {arXiv e-prints},
+     keywords = {Condensed Matter - Statistical Mechanics, Physics - Computational Physics},
+         year = "2001",
+        month = "Apr",
+          eid = {cond-mat/0104167},
+        pages = {cond-mat/0104167},
+archivePrefix = {arXiv},
+       eprint = {cond-mat/0104167},
+ primaryClass = {cond-mat.stat-mech},
+       adsurl = {https://ui.adsabs.harvard.edu/abs/2001cond.mat..4167M},
+      adsnote = {Provided by the SAO/NASA Astrophysics Data System}
+}
+@article{LHC_MACHINE,
+	doi = {10.1088/1748-0221/3/08/s08001},
+	url = {https://doi.org/10.1088%2F1748-0221%2F3%2F08%2Fs08001},
+	year = 2008,
+	month = {aug},
+	publisher = {{IOP} Publishing},
+	volume = {3},
+	number = {08},
+	pages = {S08001--S08001},
+	author = {Lyndon Evans and Philip Bryant},
+	title = {{LHC} Machine},
+	journal = {Journal of Instrumentation},
+	abstract = {The Large Hadron Collider (LHC) at CERN near Geneva is the
+world's newest and most powerful tool for Particle Physics
+research. It is designed to collide proton beams with a centre-of-mass
+energy of 14 TeV and an unprecedented luminosity of 1034 cm−2 s−1. It
+can also collide heavy (Pb) ions with an energy of 2.8 TeV per nucleon
+and a peak luminosity of 1027 cm−2 s−1. In this paper, the machine
+design is described.}
+}
+@ARTICLE{LHC,
+       author = {{Apollinari}, G. and {Bruening}, O. and {Nakamoto}, T. and {Rossi}, L.},
+        title = "{High Luminosity Large Hadron Collider HL-LHC}",
+      journal = {arXiv e-prints},
+     keywords = {Physics - Accelerator Physics},
+         year = "2017",
+        month = "May",
+          eid = {arXiv:1705.08830},
+        pages = {arXiv:1705.08830},
+archivePrefix = {arXiv},
+       eprint = {1705.08830},
+ primaryClass = {physics.acc-ph},
+       adsurl = {https://ui.adsabs.harvard.edu/abs/2017arXiv170508830A},
+      adsnote = {Provided by the SAO/NASA Astrophysics Data System}
+}
+@techreport{DEEP_BOOSTED,
+      title         = "{Machine learning-based identification of highly
+                       Lorentz-boosted hadronically decaying particles at the CMS
+                       experiment}",
+      institution   = "CERN",
+      collaboration = "CMS Collaboration",
+      address       = "Geneva",
+      number        = "CMS-PAS-JME-18-002",
+      year          = "2019",
+      reportNumber  = "CMS-PAS-JME-18-002",
+      url           = "https://cds.cern.ch/record/2683870",
+}
+
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+ gr  gr showpage
+end
+%%EOF
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diff --git a/lucas_unsrt.bst b/lucas_unsrt.bst
new file mode 100644
index 0000000..ad9067e
--- /dev/null
+++ b/lucas_unsrt.bst
@@ -0,0 +1,1389 @@
+% ------------------------------------------------------------------------
+%
+%  Defines style/format of references built using bibtex
+%
+%  Modified version of utcaps.bst from the University of Texas
+%
+%  2011/01/04: Add URL processing from APS revtex bib style
+%  2005/06/30: Added arXiv: for arXiv references. Added doi as another form of eprint archive (only for articles so far).
+%              See http://www.crossref.org/ and http://www.doi.org/hb.html for information on doi's (Digital Object Identifiers). G. Alverson.
+%  2005/05/12: re-adapted for the UT style (http://golem.ph.utexas.edu/~distler/TeXstuff/utcaps.bst) from the unsrt style. G. Alverson.
+%  2003/04/28: Original version for use at CERN/CMS. L. Taylor.
+%
+% ------------------------------------------------------------------------
+% UT Physics bibliographic style, ver. 1.8a. Based on:
+%
+%X     IEEE Transactions bibliography style (29-Jan-88 version)
+%X       numeric labels, order-of-reference, IEEE abbreviations,
+%X       quotes around article titles, commas separate all fields
+%X       except after book titles and before "notes".  Otherwise,
+%X       much like the "plain" family, from which this is adapted.
+%X
+%X       History
+%X       9/30/85    (HWT)    Original version, by Howard Trickey.
+%X       1/29/88    (OP&HWT) Updated for BibTeX version 0.99a, Oren Patashnik;
+%X       THIS `ieeetr' VERSION DOES NOT WORK WITH BIBTEX 0.98i.
+%
+%  Modifications: 1 added hypertex support and "archive" and "eprint" fields.
+%                 2 parentheses around dates, and no "pp." for article entries
+%                 3 "publisher, address" instead of "address: publisher"
+%                 4 added "report" field for article entries.
+%                 5 particle physics-oriented abbreviations, rather than ieee.
+%                 6 added "collaboration" field, as per
+%                    Jonathan Flynn' suggestion. SPIRES now supports this field.
+%                 7 Improved output of Proceedings entries
+%
+%    Modified by Jacques Distler, 11/99
+%           History: ver 1.0  9/96
+%                    ver 1.1 10/96 - added "collaboration" field
+%                    ver 1.2  7/97 - added a "\providecommand{\href}[2]{#2}"
+%                                    to handle case where \href is not defined
+%                    ver 1.3 12/97 - fixed lousy-looking proceedings output.
+%                    ver 1.4  1/98 - fixed format.number, address in
+%                                    proceedings entries
+%                    ver 1.5  3/99 - added (nonprinting) CITATION field for
+%                                    SLAC internal use
+%                    ver 1.6  4/99 - Fix to ensure %%CITATION output not broken
+%                                    across lines. Added new.sentence to ensure
+%                                    previous output properly terminated.
+%                                    (Moral: test before you release.)
+%                    ver 1.7 10/99 - "et.~al." should be "et al." Morons!
+%                    ver 1.8 11/99 - Changed the Web URL to the more portable
+%                                    arXiv.org. The "archive" field functions as
+%                                    a true base-URL. This is NOT A
+%                                    BACKWARDS-COMPATIBLE change!
+%                   ver 1.8a 12/99 - MACROs for arXiv and cogprints
+%                                    BaseURL's defined.
+%
+% HyperTeX Wizardry:
+%
+% The following are equivalent:
+%   archive  =  arXiv
+%   eprint   = "hep-th/9605023"
+% and
+%   eprint   = "hep-th/9605023"
+% both produce
+%    \href{http://arXiv.org/abs/hep-th/9605023}{{\tt hep-th/9605023}}
+% in the bibliographic output at the appropriate point. More generally,
+% if the archive field is present, we produce a URL of the form
+% "archive/eprint" as the first argument of the \href. If absent, the base
+% URL defaults to "http://arXiv.org/abs"
+% If you are using a hypertex macropackage, like hyperref.sty, this command
+% will create a link to the eprint at Los Alamos (or wherever).
+%
+% The bibtex output produced by SPIRES, while far from perfect, is pretty
+% suitable for use with this style. Indeed, this style was designed with
+% SPIRES in mind.
+
+ENTRY
+  { address
+    author
+    booktitle
+    chapter
+    edition
+    editor
+    howpublished
+    institution
+    journal
+    key
+    month
+    note
+    number
+    organization
+    pages
+    publisher
+    school
+    series
+    title
+    type
+    volume
+    year
+    archive
+    eprint
+    doi
+    url
+    report
+    collaboration
+    SLACcitation
+  }
+  {}
+  { label  extra.label sort.label short.list }
+
+INTEGERS { output.state before.all mid.sentence after.quote after.sentence
+        after.quoted.block after.block }
+
+FUNCTION {init.state.consts}
+{ #0 'before.all :=
+  #1 'mid.sentence :=
+  #2 'after.quote :=
+  #3 'after.sentence :=
+  #4 'after.quoted.block :=
+  #5 'after.block :=
+}
+
+STRINGS { s t }
+
+FUNCTION {output.nonnull}
+{ 's :=
+  output.state mid.sentence =
+    { ", " * write$ }
+    { output.state after.quote =
+    { " " * write$ }
+    { output.state after.block =
+        { add.period$ write$
+          newline$
+          "\newblock " write$
+        }
+        { output.state before.all =
+        'write$
+        { output.state after.quoted.block =
+            { write$
+              newline$
+              "\newblock " write$
+            }
+            { add.period$ " " * write$ }
+          if$
+        }
+          if$
+        }
+      if$
+    }
+      if$
+      mid.sentence 'output.state :=
+    }
+  if$
+  s
+}
+
+FUNCTION {output}
+{ duplicate$ empty$
+    'pop$
+    'output.nonnull
+  if$
+}
+FUNCTION {output.nopunct}
+{
+  write$
+}
+
+FUNCTION {output.check}
+{ 't :=
+  duplicate$ empty$
+    { pop$ "empty " t * " in " * cite$ * warning$ }
+    'output.nonnull
+  if$
+}
+
+
+FUNCTION {blank.sep}
+{ after.quote 'output.state :=
+}
+
+FUNCTION {fin.entry}
+{ output.state after.quoted.block =
+    'skip$
+    'add.period$
+  if$
+  write$
+  newline$
+}
+
+FUNCTION {new.block}
+{ output.state before.all =
+    'skip$
+    { output.state after.quote =
+    { after.quoted.block 'output.state := }
+    { after.block 'output.state := }
+      if$
+    }
+  if$
+}
+
+FUNCTION {new.sentence}
+{ output.state after.block =
+    'skip$
+    { output.state before.all =
+    'skip$
+    { after.sentence 'output.state := }
+      if$
+    }
+  if$
+}
+
+FUNCTION {not}
+{   { #0 }
+    { #1 }
+  if$
+}
+
+FUNCTION {and}
+{   'skip$
+    { pop$ #0 }
+  if$
+}
+
+FUNCTION {or}
+{   { pop$ #1 }
+    'skip$
+  if$
+}
+
+FUNCTION {new.block.checka}
+{ empty$
+    'skip$
+    'new.block
+  if$
+}
+
+FUNCTION {new.block.checkb}
+{ empty$
+  swap$ empty$
+  and
+    'skip$
+    'new.block
+  if$
+}
+
+FUNCTION {new.sentence.checka}
+{ empty$
+    'skip$
+    'new.sentence
+  if$
+}
+
+FUNCTION {field.or.null}
+{ duplicate$ empty$
+    { pop$ "" }
+    'skip$
+  if$
+}
+
+FUNCTION {emphasize}
+{ duplicate$ empty$
+    { pop$ "" }
+    { "\textit{ " swap$ * "}" * }
+  if$
+}
+
+INTEGERS { nameptr namesleft numnames }
+
+FUNCTION {format.names}
+{ 's :=
+  #1 'nameptr :=
+  s num.names$ 'numnames :=
+  numnames 'namesleft :=
+    { namesleft #0 > }
+    {
+      nameptr #3 >
+      {
+        nameptr #1 + 'nameptr :=
+        namesleft #1 - 'namesleft :=
+      }
+      {
+        s nameptr "{f.~}{vv~}{ll}{, jj}" format.name$ 't :=
+      nameptr #1 >
+    { namesleft #1 >
+              {
+                nameptr #3 =
+                { ", " * t * "{ et~al.}" *}
+        { ", " * t * }
+                if$
+              }
+        { numnames #2 >
+        { "," * }
+        'skip$
+          if$
+          t "others" =
+                  { " {et~al.}" * }
+        { " and " * t * }
+          if$
+        }
+      if$
+    }
+    't
+      if$
+      nameptr #1 + 'nameptr :=
+      namesleft #1 - 'namesleft :=
+    }
+      if$
+    }
+  while$
+}
+
+FUNCTION {format.key}
+{ empty$
+    { key field.or.null }
+    { "" }
+  if$
+}
+
+FUNCTION {format.authors}
+{ author empty$
+    { "" }
+    { author format.names }
+  if$
+}
+
+
+
+FUNCTION {format.eprint}
+{ eprint empty$
+     { ""}
+     { archive empty$
+          {"\href{http://www.arXiv.org/abs/" eprint * "}" *
+             "{\texttt{ arXiv:" * eprint * "}}" *}
+          {"\href{" archive *  "/" * eprint * "}" *
+             "{\texttt{ " * eprint * "}}" *}
+       if$
+     }
+     if$
+}
+
+FUNCTION {format.doi}
+{ doi empty$
+     { ""}
+     {"\href{http://dx.doi.org/" doi * "}{\doi{" * doi * "}}" *}
+     if$
+}
+
+FUNCTION {format.report}
+{ report empty$
+     { ""}
+     { report}
+     if$
+}
+
+FUNCTION {format.editors}
+{ editor empty$
+    { "" }
+    { editor format.names
+      editor num.names$ #1 >
+    { ", eds." * }
+    { ", ed." * }
+      if$
+    }
+  if$
+}
+
+FUNCTION {format.title}
+{ title empty$
+    { "" }
+    { "``" title * "''," * }
+  if$
+}
+
+
+FUNCTION {format.full.names}
+{'s :=
+  #1 'nameptr :=
+  s num.names$ 'numnames :=
+  numnames 'namesleft :=
+    { namesleft #0 > }
+    { s nameptr
+      "{vv~}{ll}" format.name$ 't :=
+      nameptr #1 >
+        {
+          namesleft #1 >
+            { ", " * t * }
+            {
+              numnames #2 >
+                { "," * }
+                'skip$
+              if$
+              t "others" =
+                { " et~al." * }
+                { " and " * t * }
+              if$
+            }
+          if$
+        }
+        't
+      if$
+      nameptr #1 + 'nameptr :=
+      namesleft #1 - 'namesleft :=
+    }
+  while$
+}
+
+FUNCTION {author.editor.full}
+{ author empty$
+    { editor empty$
+        { "" }
+        { editor format.full.names }
+      if$
+    }
+    { author format.full.names }
+  if$
+}
+
+FUNCTION {author.full}
+{ author empty$
+    { "" }
+    { author format.full.names }
+  if$
+}
+
+FUNCTION {editor.full}
+{ editor empty$
+    { "" }
+    { editor format.full.names }
+  if$
+}
+
+FUNCTION {make.full.names}
+{ type$ "book" =
+  type$ "inbook" =
+  or
+    'author.editor.full
+    { type$ "proceedings" =
+        'editor.full
+        'author.full
+      if$
+    }
+  if$
+}
+
+FUNCTION {output.bibitem}
+{ newline$
+  "\bibitem{" write$
+  cite$ write$
+  "}" write$
+  newline$
+  ""
+  before.all 'output.state :=
+}
+
+FUNCTION {format.title.p}
+{ title empty$
+    { "" }
+    { "``" title * "''." * }
+  if$
+}
+
+FUNCTION {n.dashify}
+{ 't :=
+  ""
+    { t empty$ not }
+    { t #1 #1 substring$ "-" =
+    { t #1 #2 substring$ "--" = not
+        { "--" *
+          t #2 global.max$ substring$ 't :=
+        }
+        {   { t #1 #1 substring$ "-" = }
+        { "-" *
+          t #2 global.max$ substring$ 't :=
+        }
+          while$
+        }
+      if$
+    }
+    { t #1 #1 substring$ *
+      t #2 global.max$ substring$ 't :=
+    }
+      if$
+    }
+  while$
+}
+
+FUNCTION {format.date}
+{ year empty$
+    { month empty$
+    { "" }
+    { "there's a month but no year in " cite$ * warning$
+      month
+    }
+      if$
+    }
+    { month empty$
+    'year
+    { month ", " * year * }
+      if$
+    }
+  if$
+}
+
+FUNCTION {format.date.paren}
+{ year empty$
+    { month empty$
+    { "" }
+    { "there's a month but no year in " cite$ * warning$
+      month
+    }
+      if$
+    }
+    { month empty$
+    {"(" year * ")" *}
+    {"(" month * ", " * year * ")" *}
+      if$
+    }
+  if$
+}
+
+FUNCTION {format.collaboration}
+{ collaboration empty$
+    { "" }
+    { "{ " collaboration * "} " * "Collaboration" * }
+  if$
+}
+
+FUNCTION {format.SLACcitation}
+{ SLACcitation empty$
+  {""}
+   { newline$ SLACcitation output "" newline$ }
+  if$
+}
+
+FUNCTION {format.btitle}
+{ "``" title * "''" * }            %---------------- Modified (LT) was:   { title emphasize }
+
+FUNCTION {tie.or.space.connect}
+{ duplicate$ text.length$ #3 <
+    { "~" }
+    { " " }
+  if$
+  swap$ * *
+}
+
+FUNCTION {either.or.check}
+{ empty$
+    'pop$
+    { "can't use both " swap$ * " fields in " * cite$ * warning$ }
+  if$
+}
+
+FUNCTION {format.bvolume}
+{ volume empty$
+    { "" }
+    { "volume" volume tie.or.space.connect   %---------------- Modified (GA) was: "vol.~" volume *
+      series empty$
+    'skip$
+    { " of " * series emphasize * }
+      if$
+      "volume and number" number either.or.check
+    }
+  if$
+}
+
+FUNCTION {format.number.series}
+{ volume empty$
+    { number empty$
+    { series field.or.null }
+    { output.state mid.sentence =
+        { "number" }                            %---------------- Modified (GA) was: "no.~", etc
+        { "Number" }
+      if$
+      number tie.or.space.connect               %---------------- Modified (GA) was: number *
+      series empty$
+        { "there's a number but no series in " cite$ * warning$ }
+        { " in " * series * }
+      if$
+    }
+      if$
+    }
+    { "" }
+  if$
+}
+
+FUNCTION {format.edition}
+{ edition empty$
+    { "" }
+    { edition "l" change.case$ " edition" * }%---------------- Modified (GA) was: "~ed." *
+  if$
+}
+
+INTEGERS { multiresult }
+
+FUNCTION {multi.page.check}
+{ 't :=
+  #0 'multiresult :=
+    { multiresult not
+      t empty$ not
+      and
+    }
+    { t #1 #1 substring$
+      duplicate$ "-" =
+      swap$ duplicate$ "," =
+      swap$ "+" =
+      or or
+    { #1 'multiresult := }
+    { t #2 global.max$ substring$ 't := }
+      if$
+    }
+  while$
+  multiresult
+}
+
+FUNCTION {format.pages}
+{ pages empty$
+    { "" }
+    { pages multi.page.check
+    { "pp.~" pages n.dashify * }
+    { "p.~" pages * }
+      if$
+    }
+  if$
+}
+
+FUNCTION {format.pages.nopp}
+{ pages empty$
+    { "" }
+    { pages multi.page.check
+    { pages n.dashify  }
+    { pages }
+      if$
+    }
+  if$
+}
+
+
+FUNCTION {format.volume}
+{ volume empty$
+    { "" }
+    { "\textbf{ " volume * "}" * }
+  if$
+}
+
+FUNCTION {format.number}
+{ number empty$
+    { "" }
+    { "no.~" number * "," *}
+  if$
+}
+
+FUNCTION {format.chapter.pages}
+{ chapter empty$
+    'format.pages
+    { type empty$
+    { "ch.~" chapter * }
+    { type "l" change.case$ chapter tie.or.space.connect }
+      if$
+      pages empty$
+    'skip$
+    { ", " * format.pages * }
+      if$
+    }
+  if$
+}
+
+FUNCTION {format.in.ed.booktitle}
+{ booktitle empty$
+    { "" }
+    { "in " booktitle emphasize *
+      editor empty$
+    'skip$
+    { ", " * format.editors *  }
+      if$
+    }
+  if$
+}
+
+FUNCTION {format.thesis.type}
+{ type empty$
+    'skip$
+    { pop$
+      output.state after.block =
+    { type "t" change.case$ }
+    { type "l" change.case$ }
+      if$
+    }
+  if$
+}
+
+FUNCTION {empty.misc.check}
+{ author empty$ title empty$ howpublished empty$
+  month empty$ year empty$ note empty$
+  and and and and and
+    { "all relevant fields are empty in " cite$ * warning$ }
+    'skip$
+  if$
+}
+
+FUNCTION {format.tr.number}
+{ type empty$
+    { "Technical Report" } %---------------- Modified (GA) was: Tech. Rep.
+    'type
+  if$
+  number empty$
+    { "l" change.case$ }
+    { number tie.or.space.connect }
+  if$
+}
+
+FUNCTION {format.paddress}
+{ address empty$
+    { "" }
+    { "(" address * ")" * }
+  if$
+}
+
+FUNCTION {format.article.crossref}
+{ key empty$
+    { journal empty$
+    { "need key or journal for " cite$ * " to crossref " * crossref *
+      warning$
+      ""
+    }
+    { "in \textit{ " journal * "\/}" * }
+      if$
+    }
+    { "in " key * }
+  if$
+  " \cite{" * crossref * "}" *
+}
+
+FUNCTION {format.crossref.editor}
+{ editor #1 "{vv~}{ll}" format.name$
+  editor num.names$ duplicate$
+  #2 >
+    { pop$ " {et.~al.}" * }
+    { #2 <
+    'skip$
+    { editor #2 "{ff }{vv }{ll}{ jj}" format.name$ "others" =
+        { " {et.~al.}" * }
+        { " and " * editor #2 "{vv~}{ll}" format.name$ * }
+      if$
+    }
+      if$
+    }
+  if$
+}
+
+FUNCTION {format.book.crossref}
+{ volume empty$
+    { "empty volume in " cite$ * "'s crossref of " * crossref * warning$
+      "In "
+    }
+    { "Volume" volume tie.or.space.connect %---------------- Modified (GA) was: "Vol.~" volume *
+      " of " *
+    }
+  if$
+  editor empty$
+  editor field.or.null author field.or.null =
+  or
+    { key empty$
+    { series empty$
+        { "need editor, key, or series for " cite$ * " to crossref " *
+          crossref * warning$
+          "" *
+        }
+        { "\textit{ " * series * "\/}" * }
+      if$
+    }
+    { key * }
+      if$
+    }
+    { format.crossref.editor * }
+  if$
+  " \cite{" * crossref * "}" *
+}
+
+FUNCTION {format.incoll.inproc.crossref}
+{ editor empty$
+  editor field.or.null author field.or.null =
+  or
+    { key empty$
+    { booktitle empty$
+        { "need editor, key, or booktitle for " cite$ * " to crossref " *
+          crossref * warning$
+          ""
+        }
+        { "in \textit{" booktitle * "\/}" * }
+      if$
+    }
+    { "in " key * }
+      if$
+    }
+    { "in " format.crossref.editor * }
+  if$
+  " \cite{" * crossref * "}" *
+}
+
+FUNCTION {format.url}
+{
+  url duplicate$ empty$
+    { pop$ "" }
+    {
+      "\url "
+      "{" * swap$ * "}" *
+    }
+  if$
+}
+FUNCTION {href.command}
+{
+  "\href "
+}
+FUNCTION {noop.command}
+{
+  "\hrefCMSnoop "
+}
+FUNCTION {link.tag.open}
+{
+  doi duplicate$ empty$
+    {
+      pop$
+      url duplicate$ empty$
+        {
+          pop$ "" noop.command
+        }{
+          href.command
+        }
+      if$
+    }
+    {
+      pop$ "" noop.command
+    }
+  if$
+  "{" * swap$ * "} {" *
+}
+FUNCTION {link.tag.shut}
+{
+  "}"
+}
+FUNCTION {link.open}
+{
+  link.tag.open output.nopunct
+}
+FUNCTION {link.shut}
+{
+  link.tag.shut *
+}
+FUNCTION {add.doi}
+{
+  link.tag.open swap$ * link.tag.shut *
+}
+FUNCTION {article}
+{ output.bibitem
+  format.collaboration output
+  collaboration empty$
+    {
+      format.authors "author" output.check
+    }
+   {}
+  if$
+  link.open
+  format.title "title" output.check
+  link.shut
+  blank.sep
+  crossref missing$
+    {  journal missing$
+       {}
+       { journal emphasize "journal" output.check
+         blank.sep
+         format.volume output
+         blank.sep
+         format.date.paren "year"  output.check
+         month empty$
+           { format.number output }
+           'skip$
+         if$
+         blank.sep
+         format.pages.nopp output
+       }
+       if$
+       report missing$
+         { format.doi output format.eprint output }
+         { blank.sep format.report output format.doi output format.eprint output }
+       if$
+    }
+    { format.article.crossref output.nonnull
+      format.pages output
+      format.doi output
+      format.eprint output
+    }
+  if$
+  new.sentence
+  note output
+  new.sentence
+  format.SLACcitation output
+  fin.entry
+}
+
+FUNCTION {book}
+{ output.bibitem
+  format.collaboration output
+  author empty$
+    { format.editors "author and editor" output.check }
+    { format.authors output.nonnull
+      crossref missing$
+    { "author and editor" editor either.or.check }
+    'skip$
+      if$
+    }
+  if$
+  format.btitle "title" output.check
+  crossref missing$
+    { format.bvolume output
+      new.block
+      format.number.series output
+      new.sentence
+      publisher "publisher" output.check
+      address output
+    }
+    { new.block
+      format.book.crossref output.nonnull
+    }
+  if$
+  format.edition output
+  format.date "year" output.check
+  new.block
+  note output
+  new.sentence
+  format.SLACcitation output
+  fin.entry
+}
+
+FUNCTION {booklet}
+{ output.bibitem
+  format.collaboration output
+  format.authors output
+  title empty$
+    { "empty title in " cite$ * warning$
+      howpublished new.sentence.checka
+    }
+    { howpublished empty$ not
+      address empty$ month empty$ year empty$ and and
+      or
+    { format.title.p output.nonnull }
+    { format.title output.nonnull }
+      if$
+      blank.sep
+    }
+  if$
+  howpublished output
+  address output
+  format.date output
+  new.block
+  note output
+  new.sentence
+  format.SLACcitation output
+  fin.entry
+}
+
+FUNCTION {inbook}
+{ output.bibitem
+  format.collaboration output
+  author empty$
+    { format.editors "author and editor" output.check }
+    { format.authors output.nonnull
+      crossref missing$
+    { "author and editor" editor either.or.check }
+    'skip$
+      if$
+    }
+  if$
+  link.open
+  format.btitle "title" output.check
+  link.shut
+  crossref missing$
+    { format.bvolume output
+      format.chapter.pages "chapter and pages" output.check
+      new.block
+      format.number.series output
+      new.block
+      publisher "publisher" output.check
+      address output
+    }
+    { format.chapter.pages "chapter and pages" output.check
+      new.block
+      format.book.crossref output.nonnull
+    }
+  if$
+  format.edition output
+  format.date "year" output.check
+  new.block
+  format.eprint output
+  new.block
+  note output
+  new.sentence
+  format.doi output
+  new.sentence
+  format.SLACcitation output
+  fin.entry
+}
+
+FUNCTION {incollection}
+{ output.bibitem
+  format.collaboration output
+  format.authors "author" output.check
+  link.open
+  format.title "title" output.check
+  link.shut
+  blank.sep
+  crossref missing$
+    { format.in.ed.booktitle "booktitle" output.check
+      format.bvolume output
+      format.number.series output
+      format.chapter.pages output
+      new.block
+      publisher "publisher" output.check
+      address output
+      format.edition output
+      format.date "year" output.check
+    }
+    { format.incoll.inproc.crossref output.nonnull
+      format.chapter.pages output
+    }
+  if$
+  new.block
+  format.eprint output
+  new.block
+  note output
+  new.sentence
+  format.SLACcitation output
+  fin.entry
+}
+
+FUNCTION {inproceedings}
+{ output.bibitem
+  format.collaboration output
+  format.authors "author" output.check
+  link.open
+  format.title "title" output.check
+  link.shut
+  blank.sep
+  crossref missing$
+    { format.in.ed.booktitle "booktitle" output.check
+      format.bvolume output
+      format.number.series output
+      format.pages output
+      organization output
+      new.block
+      publisher output
+      address output
+      format.date "year" output.check
+    }
+    { format.incoll.inproc.crossref output.nonnull
+      format.pages output
+    }
+  if$
+  new.block
+  format.eprint output
+  new.block
+  note output
+  new.sentence
+  format.doi output
+  new.sentence
+  format.SLACcitation output
+  fin.entry
+}
+
+FUNCTION {conference} { inproceedings }
+
+FUNCTION {manual}
+{ output.bibitem
+  format.collaboration output
+  author empty$
+    { organization empty$
+    'skip$
+    { organization output.nonnull
+      address output
+    }
+      if$
+    }
+    { format.authors output.nonnull }
+  if$
+  format.btitle "title" output.check
+  author empty$
+    { organization empty$
+    { address new.block.checka
+      address output
+    }
+    'skip$
+      if$
+    }
+    { organization address new.block.checkb
+      organization output
+      address output
+    }
+  if$
+  format.edition output
+  format.date output
+  new.block
+  note output
+  fin.entry
+}
+
+FUNCTION {mastersthesis}
+{ output.bibitem
+  format.authors "author" output.check
+  link.open
+  format.title "title" output.check
+  link.shut
+  blank.sep
+  "Master's thesis" format.thesis.type output.nonnull
+  school "school" output.check
+  address output
+  format.date "year" output.check
+  new.block
+  note output
+  fin.entry
+}
+
+FUNCTION {misc}
+{ output.bibitem
+  format.collaboration output
+  format.authors output
+  link.open
+  title empty$
+    { howpublished new.sentence.checka }
+    { howpublished empty$ not
+      month empty$ year empty$ and
+      or
+    { format.title.p output.nonnull }
+    { format.title output.nonnull }
+      if$
+      blank.sep
+    }
+  if$
+  link.shut
+  howpublished output
+  format.date output
+  new.block
+  note output
+  new.sentence
+  format.doi output
+  fin.entry
+  empty.misc.check
+}
+
+FUNCTION {phdthesis}
+{ output.bibitem
+  format.authors "author" output.check
+  link.open
+  format.btitle "title" output.check
+  link.shut
+  new.block
+  "PhD thesis" format.thesis.type output.nonnull
+  school "school" output.check
+  address output
+  format.date "year" output.check
+  new.block
+  format.eprint output
+  new.block
+  note output
+  new.sentence
+  format.doi output
+  new.sentence
+  format.SLACcitation output
+  fin.entry
+}
+
+FUNCTION {proceedings}
+{ output.bibitem
+  editor empty$
+    { organization output }
+    { format.editors output.nonnull }
+  if$
+  link.open
+  format.btitle "title" output.check
+  format.bvolume output
+  format.number.series output
+  link.shut
+  editor empty$
+    'skip$
+    { organization output }
+  if$
+  new.block
+  publisher output
+  address output
+  format.date.paren "year" output.check
+  new.block
+  format.eprint output
+  note output
+  new.sentence
+  format.SLACcitation output
+  fin.entry
+}
+
+FUNCTION {techreport}
+{ output.bibitem
+  collaboration empty$
+    {
+  format.authors "author" output.check
+    }
+    {
+      format.collaboration output
+   }
+  if$
+  link.open
+  format.title "title" output.check
+  link.shut
+  blank.sep
+  format.tr.number output.nonnull
+  institution "institution" output.check
+  address output
+  format.date.paren "year" output.check
+  new.block
+  note output
+  fin.entry
+}
+
+FUNCTION {unpublished}
+{ output.bibitem
+  format.collaboration output
+  collaboration empty$
+    {
+      format.authors "author" output.check
+    }
+   {}
+  if$
+  link.open
+  format.title "title" output.check
+  link.shut
+  blank.sep
+  format.date.paren "year"  output.check
+  new.sentence
+  format.eprint output
+  new.sentence
+  note "note" output.check
+  new.sentence
+  format.SLACcitation output
+  fin.entry
+}
+
+FUNCTION {default.type} { misc }
+%---------------- Modified (GA) was: short month names, only HEP journals, not Computing
+
+MACRO {jan} {"January"}
+
+MACRO {feb} {"February"}
+
+MACRO {mar} {"March"}
+
+MACRO {apr} {"April"}
+
+MACRO {may} {"May"}
+
+MACRO {jun} {"June"}
+
+MACRO {jul} {"July"}
+
+MACRO {aug} {"August"}
+
+MACRO {sep} {"September"}
+
+MACRO {oct} {"October"}
+
+MACRO {nov} {"November"}
+
+MACRO {dec} {"December"}
+
+MACRO {acmcs} {"ACM Computing Surveys"}
+
+MACRO {acta} {"Acta Informatica"}
+
+MACRO {cacm} {"Communications of the ACM"}
+
+MACRO {cmp} {"Comm. Math. Phys."}
+
+MACRO {ibmjrd} {"IBM Journal of Research and Development"}
+
+MACRO {ibmsj} {"IBM Systems Journal"}
+
+MACRO {ieeese} {"IEEE Transactions on Software Engineering"}
+
+MACRO {ieeetc} {"IEEE Transactions on Computers"}
+
+MACRO {ieeetcad}
+ {"IEEE Transactions on Computer-Aided Design of Integrated Circuits"}
+
+MACRO {ijmp} {"Int. J. Mod. Phys."}
+
+MACRO {ipl} {"Information Processing Letters"}
+
+MACRO {jacm} {"Journal of the ACM"}
+
+MACRO {jcss} {"Journal of Computer and System Sciences"}
+
+MACRO {jinst} {"Journal of Instrumentation"}
+
+MACRO {mpl} {"Mod. Phys. Lett."}
+
+MACRO {nim} {"Nucl. Instrum. and Methods"}
+
+MACRO {nup} {"Nucl. Phys."}
+
+MACRO {pl} {"Phys. Lett."}
+
+MACRO {pr} {"Phys. Rev."}
+
+MACRO {prl} {"Phys. Rev. Lett."}
+
+MACRO {rmp} {"Rev. Mod. Phys."}
+
+MACRO {scp} {"Science of Computer Programming"}
+
+MACRO {sicomp} {"SIAM Journal on Computing"}
+
+MACRO {tcs} {"Theoretical Computer Science"}
+
+MACRO {tocs} {"ACM Transactions on Computer Systems"}
+
+MACRO {tods} {"ACM Transactions on Database Systems"}
+
+MACRO {tog} {"ACM Transactions on Graphics"}
+
+MACRO {toms} {"ACM Transactions on Mathematical Software"}
+
+MACRO {toois} {"ACM Transactions on Office Information Systems"}
+
+MACRO {toplas} {"ACM Transactions on Programming Languages and Systems"}
+
+MACRO {arXiv}     {"http://arXiv.org/abs"}
+
+MACRO {cogprints} {"http://cogprints.soton.ac.uk/abs"}
+
+READ
+
+STRINGS { longest.label }
+
+INTEGERS { number.label longest.label.width }
+
+FUNCTION {initialize.longest.label}
+{ "" 'longest.label :=
+  #1 'number.label :=
+  #0 'longest.label.width :=
+}
+
+FUNCTION {longest.label.pass}
+{ number.label int.to.str$ 'label :=
+  number.label #1 + 'number.label :=
+  label width$ longest.label.width >
+    { label 'longest.label :=
+      label width$ 'longest.label.width :=
+    }
+    'skip$
+  if$
+}
+
+EXECUTE {initialize.longest.label}
+
+ITERATE {longest.label.pass}
+
+FUNCTION {begin.bib}
+{ preamble$ empty$
+    'skip$
+    { preamble$ write$ newline$ }
+  if$
+  "\providecommand{\href}[2]{#2}"
+  "\begingroup\raggedright\begin{thebibliography}{" * longest.label  *
+  "}%" * write$ newline$
+  "\makeatletter" write$ newline$
+  "\providecommand{" noop.command "}[0]{\@secondoftwo}%" * * write$ newline$
+  "\makeatother" write$ newline$
+  "\providecommand{\doi}{\texttt{doi:}\begingroup \urlstyle{tt}\Url}" write$ newline$
+}
+
+EXECUTE {begin.bib}
+
+EXECUTE {init.state.consts}
+
+ITERATE {call.type$}
+
+FUNCTION {end.bib}
+{ newline$
+  "\end{thebibliography}\endgroup" write$ newline$
+}
+
+EXECUTE {end.bib}
+
diff --git a/make.sh b/make.sh
new file mode 100755
index 0000000..300e8b6
--- /dev/null
+++ b/make.sh
@@ -0,0 +1,6 @@
+#!/bin/sh
+
+pandoc thesis.md -o thesis.tex --biblatex --bibliography=bibliography.bib -N --listings --pdf-engine=lualatex -s --filter pandoc-crossref
+lualatex thesis
+biber thesis
+lualatex thesis
diff --git a/thesis.aux b/thesis.aux
new file mode 100644
index 0000000..3b17b55
--- /dev/null
+++ b/thesis.aux
@@ -0,0 +1,267 @@
+\relax 
+\providecommand\hyper@newdestlabel[2]{}
+\providecommand\BKM@entry[2]{}
+\providecommand\HyperFirstAtBeginDocument{\AtBeginDocument}
+\HyperFirstAtBeginDocument{\ifx\hyper@anchor\@undefined
+\global\let\oldcontentsline\contentsline
+\gdef\contentsline#1#2#3#4{\oldcontentsline{#1}{#2}{#3}}
+\global\let\oldnewlabel\newlabel
+\gdef\newlabel#1#2{\newlabelxx{#1}#2}
+\gdef\newlabelxx#1#2#3#4#5#6{\oldnewlabel{#1}{{#2}{#3}}}
+\AtEndDocument{\ifx\hyper@anchor\@undefined
+\let\contentsline\oldcontentsline
+\let\newlabel\oldnewlabel
+\fi}
+\fi}
+\global\let\hyper@last\relax 
+\gdef\HyperFirstAtBeginDocument#1{#1}
+\providecommand\HyField@AuxAddToFields[1]{}
+\providecommand\HyField@AuxAddToCoFields[2]{}
+\bibstyle{lucas_unsrt}
+\abx@aux@refcontext{nty/global//global/global}
+\@writefile{toc}{\boolfalse {citerequest}\boolfalse {citetracker}\boolfalse {pagetracker}\boolfalse {backtracker}\relax }
+\@writefile{lof}{\boolfalse {citerequest}\boolfalse {citetracker}\boolfalse {pagetracker}\boolfalse {backtracker}\relax }
+\@writefile{lot}{\boolfalse {citerequest}\boolfalse {citetracker}\boolfalse {pagetracker}\boolfalse {backtracker}\relax }
+\babel@aux{british}{}
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diff --git a/thesis.bbl b/thesis.bbl
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+      \field{eid}{arXiv:1705.08830}
+      \field{eprintclass}{physics.acc-ph}
+      \field{eprinttype}{arXiv}
+      \field{journaltitle}{arXiv e-prints}
+      \field{month}{5}
+      \field{title}{{High Luminosity Large Hadron Collider HL-LHC}}
+      \field{year}{2017}
+      \true{nocite}
+      \field{pages}{arXiv:1705.08830}
+      \range{pages}{-1}
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+      \keyw{Physics - Accelerator Physics}
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+      \field{abstract}{Composite models generally predict the existence of excited quark and lepton states. We consider the production and experimental signatures of excited quarks Q* of spin and isospin 1/2 at hadron colliders and estimate the background for those channels which are most promising for Q* identification. Multi-TeVpp-colliders will give access to such particles with masses up to several TeV.}
+      \field{journaltitle}{International Journal of Modern Physics A}
+      \field{number}{04}
+      \field{title}{EXCITED QUARK PRODUCTION AT HADRON COLLIDERS}
+      \field{volume}{02}
+      \field{year}{1987}
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+      \field{journaltitle}{arXiv}
+      \field{month}{10}
+      \field{number}{7}
+      \field{title}{{Successive combination jet algorithm for hadron collisions}}
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+      \field{abstract}{The Large Hadron Collider (LHC) at CERN near Geneva is the world's newest and most powerful tool for Particle Physics research. It is designed to collide proton beams with a centre-of-mass energy of 14 TeV and an unprecedented luminosity of 1034 cm−2 s−1. It can also collide heavy (Pb) ions with an energy of 2.8 TeV per nucleon and a peak luminosity of 1027 cm−2 s−1. In this paper, the machine design is described.}
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+      \field{journaltitle}{Journal of High Energy Physics}
+      \field{month}{5}
+      \field{title}{{Soft drop}}
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+      \field{year}{2014}
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+      <bcf:value order="3">shorteditor</bcf:value>
+      <bcf:value order="4">editor</bcf:value>
+      <bcf:value order="5">translator</bcf:value>
+    </bcf:option>
+    <bcf:option type="singlevalued">
+      <bcf:key>labeltitle</bcf:key>
+      <bcf:value>0</bcf:value>
+    </bcf:option>
+    <bcf:option type="multivalued">
+      <bcf:key>labeltitlespec</bcf:key>
+      <bcf:value order="1">shorttitle</bcf:value>
+      <bcf:value order="2">title</bcf:value>
+      <bcf:value order="3">maintitle</bcf:value>
+    </bcf:option>
+    <bcf:option type="singlevalued">
+      <bcf:key>labeltitleyear</bcf:key>
+      <bcf:value>0</bcf:value>
+    </bcf:option>
+    <bcf:option type="singlevalued">
+      <bcf:key>labeldateparts</bcf:key>
+      <bcf:value>0</bcf:value>
+    </bcf:option>
+    <bcf:option type="multivalued">
+      <bcf:key>labeldatespec</bcf:key>
+      <bcf:value order="1" type="field">date</bcf:value>
+      <bcf:value order="2" type="field">year</bcf:value>
+      <bcf:value order="3" type="field">eventdate</bcf:value>
+      <bcf:value order="4" type="field">origdate</bcf:value>
+      <bcf:value order="5" type="field">urldate</bcf:value>
+      <bcf:value order="6" type="string">nodate</bcf:value>
+    </bcf:option>
+    <bcf:option type="singlevalued">
+      <bcf:key>julian</bcf:key>
+      <bcf:value>0</bcf:value>
+    </bcf:option>
+    <bcf:option type="singlevalued">
+      <bcf:key>gregorianstart</bcf:key>
+      <bcf:value>1582-10-15</bcf:value>
+    </bcf:option>
+    <bcf:option type="singlevalued">
+      <bcf:key>maxalphanames</bcf:key>
+      <bcf:value>3</bcf:value>
+    </bcf:option>
+    <bcf:option type="singlevalued">
+      <bcf:key>maxbibnames</bcf:key>
+      <bcf:value>3</bcf:value>
+    </bcf:option>
+    <bcf:option type="singlevalued">
+      <bcf:key>maxcitenames</bcf:key>
+      <bcf:value>3</bcf:value>
+    </bcf:option>
+    <bcf:option type="singlevalued">
+      <bcf:key>maxsortnames</bcf:key>
+      <bcf:value>3</bcf:value>
+    </bcf:option>
+    <bcf:option type="singlevalued">
+      <bcf:key>maxitems</bcf:key>
+      <bcf:value>3</bcf:value>
+    </bcf:option>
+    <bcf:option type="singlevalued">
+      <bcf:key>minalphanames</bcf:key>
+      <bcf:value>1</bcf:value>
+    </bcf:option>
+    <bcf:option type="singlevalued">
+      <bcf:key>minbibnames</bcf:key>
+      <bcf:value>1</bcf:value>
+    </bcf:option>
+    <bcf:option type="singlevalued">
+      <bcf:key>mincitenames</bcf:key>
+      <bcf:value>1</bcf:value>
+    </bcf:option>
+    <bcf:option type="singlevalued">
+      <bcf:key>minsortnames</bcf:key>
+      <bcf:value>1</bcf:value>
+    </bcf:option>
+    <bcf:option type="singlevalued">
+      <bcf:key>minitems</bcf:key>
+      <bcf:value>1</bcf:value>
+    </bcf:option>
+    <bcf:option type="singlevalued">
+      <bcf:key>singletitle</bcf:key>
+      <bcf:value>0</bcf:value>
+    </bcf:option>
+    <bcf:option type="singlevalued">
+      <bcf:key>sortalphaothers</bcf:key>
+      <bcf:value>+</bcf:value>
+    </bcf:option>
+    <bcf:option type="singlevalued">
+      <bcf:key>sortlocale</bcf:key>
+      <bcf:value>british</bcf:value>
+    </bcf:option>
+    <bcf:option type="singlevalued">
+      <bcf:key>sortingtemplatename</bcf:key>
+      <bcf:value>nty</bcf:value>
+    </bcf:option>
+    <bcf:option type="singlevalued">
+      <bcf:key>sortsets</bcf:key>
+      <bcf:value>0</bcf:value>
+    </bcf:option>
+    <bcf:option type="singlevalued">
+      <bcf:key>uniquelist</bcf:key>
+      <bcf:value>0</bcf:value>
+    </bcf:option>
+    <bcf:option type="singlevalued">
+      <bcf:key>uniquename</bcf:key>
+      <bcf:value>0</bcf:value>
+    </bcf:option>
+    <bcf:option type="singlevalued">
+      <bcf:key>uniqueprimaryauthor</bcf:key>
+      <bcf:value>0</bcf:value>
+    </bcf:option>
+    <bcf:option type="singlevalued">
+      <bcf:key>uniquetitle</bcf:key>
+      <bcf:value>0</bcf:value>
+    </bcf:option>
+    <bcf:option type="singlevalued">
+      <bcf:key>uniquebaretitle</bcf:key>
+      <bcf:value>0</bcf:value>
+    </bcf:option>
+    <bcf:option type="singlevalued">
+      <bcf:key>uniquework</bcf:key>
+      <bcf:value>0</bcf:value>
+    </bcf:option>
+    <bcf:option type="singlevalued">
+      <bcf:key>useprefix</bcf:key>
+      <bcf:value>0</bcf:value>
+    </bcf:option>
+    <bcf:option type="singlevalued">
+      <bcf:key>useafterword</bcf:key>
+      <bcf:value>1</bcf:value>
+    </bcf:option>
+    <bcf:option type="singlevalued">
+      <bcf:key>useannotator</bcf:key>
+      <bcf:value>1</bcf:value>
+    </bcf:option>
+    <bcf:option type="singlevalued">
+      <bcf:key>useauthor</bcf:key>
+      <bcf:value>1</bcf:value>
+    </bcf:option>
+    <bcf:option type="singlevalued">
+      <bcf:key>usebookauthor</bcf:key>
+      <bcf:value>1</bcf:value>
+    </bcf:option>
+    <bcf:option type="singlevalued">
+      <bcf:key>usecommentator</bcf:key>
+      <bcf:value>1</bcf:value>
+    </bcf:option>
+    <bcf:option type="singlevalued">
+      <bcf:key>useeditor</bcf:key>
+      <bcf:value>1</bcf:value>
+    </bcf:option>
+    <bcf:option type="singlevalued">
+      <bcf:key>useeditora</bcf:key>
+      <bcf:value>1</bcf:value>
+    </bcf:option>
+    <bcf:option type="singlevalued">
+      <bcf:key>useeditorb</bcf:key>
+      <bcf:value>1</bcf:value>
+    </bcf:option>
+    <bcf:option type="singlevalued">
+      <bcf:key>useeditorc</bcf:key>
+      <bcf:value>1</bcf:value>
+    </bcf:option>
+    <bcf:option type="singlevalued">
+      <bcf:key>useforeword</bcf:key>
+      <bcf:value>1</bcf:value>
+    </bcf:option>
+    <bcf:option type="singlevalued">
+      <bcf:key>useholder</bcf:key>
+      <bcf:value>1</bcf:value>
+    </bcf:option>
+    <bcf:option type="singlevalued">
+      <bcf:key>useintroduction</bcf:key>
+      <bcf:value>1</bcf:value>
+    </bcf:option>
+    <bcf:option type="singlevalued">
+      <bcf:key>usenamea</bcf:key>
+      <bcf:value>1</bcf:value>
+    </bcf:option>
+    <bcf:option type="singlevalued">
+      <bcf:key>usenameb</bcf:key>
+      <bcf:value>1</bcf:value>
+    </bcf:option>
+    <bcf:option type="singlevalued">
+      <bcf:key>usenamec</bcf:key>
+      <bcf:value>1</bcf:value>
+    </bcf:option>
+    <bcf:option type="singlevalued">
+      <bcf:key>usetranslator</bcf:key>
+      <bcf:value>0</bcf:value>
+    </bcf:option>
+    <bcf:option type="singlevalued">
+      <bcf:key>useshortauthor</bcf:key>
+      <bcf:value>1</bcf:value>
+    </bcf:option>
+    <bcf:option type="singlevalued">
+      <bcf:key>useshorteditor</bcf:key>
+      <bcf:value>1</bcf:value>
+    </bcf:option>
+  </bcf:options>
+  <!-- BIBLATEX OPTION SCOPE -->
+  <bcf:optionscope type="GLOBAL">
+    <bcf:option datatype="xml">datamodel</bcf:option>
+    <bcf:option datatype="xml">labelalphanametemplate</bcf:option>
+    <bcf:option datatype="xml">labelalphatemplate</bcf:option>
+    <bcf:option datatype="xml">inheritance</bcf:option>
+    <bcf:option datatype="xml">translit</bcf:option>
+    <bcf:option datatype="xml">uniquenametemplate</bcf:option>
+    <bcf:option datatype="xml">sortingnamekeytemplate</bcf:option>
+    <bcf:option datatype="xml">sortingtemplate</bcf:option>
+    <bcf:option datatype="xml">extradatespec</bcf:option>
+    <bcf:option datatype="xml">labelnamespec</bcf:option>
+    <bcf:option datatype="xml">labeltitlespec</bcf:option>
+    <bcf:option datatype="xml">labeldatespec</bcf:option>
+    <bcf:option datatype="string">controlversion</bcf:option>
+    <bcf:option datatype="string">alphaothers</bcf:option>
+    <bcf:option datatype="string">sortalphaothers</bcf:option>
+    <bcf:option datatype="string">presort</bcf:option>
+    <bcf:option datatype="string">texencoding</bcf:option>
+    <bcf:option datatype="string">bibencoding</bcf:option>
+    <bcf:option datatype="string">sortingtemplatename</bcf:option>
+    <bcf:option datatype="string">sortlocale</bcf:option>
+    <bcf:option datatype="string">language</bcf:option>
+    <bcf:option datatype="string">autolang</bcf:option>
+    <bcf:option datatype="string">backrefsetstyle</bcf:option>
+    <bcf:option datatype="string">block</bcf:option>
+    <bcf:option datatype="string">labeldate</bcf:option>
+    <bcf:option datatype="string">labeltime</bcf:option>
+    <bcf:option datatype="string">dateera</bcf:option>
+    <bcf:option datatype="string">date</bcf:option>
+    <bcf:option datatype="string">time</bcf:option>
+    <bcf:option datatype="string">eventdate</bcf:option>
+    <bcf:option datatype="string">eventtime</bcf:option>
+    <bcf:option datatype="string">origdate</bcf:option>
+    <bcf:option datatype="string">origtime</bcf:option>
+    <bcf:option datatype="string">urldate</bcf:option>
+    <bcf:option datatype="string">urltime</bcf:option>
+    <bcf:option datatype="string">alldatesusetime</bcf:option>
+    <bcf:option datatype="string">alldates</bcf:option>
+    <bcf:option datatype="string">alltimes</bcf:option>
+    <bcf:option datatype="string">gregorianstart</bcf:option>
+    <bcf:option datatype="string">autocite</bcf:option>
+    <bcf:option datatype="string">notetype</bcf:option>
+    <bcf:option datatype="string">refsection</bcf:option>
+    <bcf:option datatype="string">refsegment</bcf:option>
+    <bcf:option datatype="string">citereset</bcf:option>
+    <bcf:option datatype="string">sortlos</bcf:option>
+    <bcf:option datatype="string">babel</bcf:option>
+    <bcf:option datatype="string">datelabel</bcf:option>
+    <bcf:option datatype="string">backrefstyle</bcf:option>
+    <bcf:option datatype="string">arxiv</bcf:option>
+    <bcf:option datatype="boolean">familyinits</bcf:option>
+    <bcf:option datatype="boolean">giveninits</bcf:option>
+    <bcf:option datatype="boolean">prefixinits</bcf:option>
+    <bcf:option datatype="boolean">suffixinits</bcf:option>
+    <bcf:option datatype="boolean">useafterword</bcf:option>
+    <bcf:option datatype="boolean">useannotator</bcf:option>
+    <bcf:option datatype="boolean">useauthor</bcf:option>
+    <bcf:option datatype="boolean">usebookauthor</bcf:option>
+    <bcf:option datatype="boolean">usecommentator</bcf:option>
+    <bcf:option datatype="boolean">useeditor</bcf:option>
+    <bcf:option datatype="boolean">useeditora</bcf:option>
+    <bcf:option datatype="boolean">useeditorb</bcf:option>
+    <bcf:option datatype="boolean">useeditorc</bcf:option>
+    <bcf:option datatype="boolean">useforeword</bcf:option>
+    <bcf:option datatype="boolean">useholder</bcf:option>
+    <bcf:option datatype="boolean">useintroduction</bcf:option>
+    <bcf:option datatype="boolean">usenamea</bcf:option>
+    <bcf:option datatype="boolean">usenameb</bcf:option>
+    <bcf:option datatype="boolean">usenamec</bcf:option>
+    <bcf:option datatype="boolean">usetranslator</bcf:option>
+    <bcf:option datatype="boolean">useshortauthor</bcf:option>
+    <bcf:option datatype="boolean">useshorteditor</bcf:option>
+    <bcf:option datatype="boolean">debug</bcf:option>
+    <bcf:option datatype="boolean">loadfiles</bcf:option>
+    <bcf:option datatype="boolean">safeinputenc</bcf:option>
+    <bcf:option datatype="boolean">sortcase</bcf:option>
+    <bcf:option datatype="boolean">sortupper</bcf:option>
+    <bcf:option datatype="boolean">terseinits</bcf:option>
+    <bcf:option datatype="boolean">abbreviate</bcf:option>
+    <bcf:option datatype="boolean">dateabbrev</bcf:option>
+    <bcf:option datatype="boolean">clearlang</bcf:option>
+    <bcf:option datatype="boolean">indexing</bcf:option>
+    <bcf:option datatype="boolean">sortcites</bcf:option>
+    <bcf:option datatype="boolean">sortsets</bcf:option>
+    <bcf:option datatype="boolean">hyperref</bcf:option>
+    <bcf:option datatype="boolean">backref</bcf:option>
+    <bcf:option datatype="boolean">pagetracker</bcf:option>
+    <bcf:option datatype="boolean">citecounter</bcf:option>
+    <bcf:option datatype="boolean">citetracker</bcf:option>
+    <bcf:option datatype="boolean">ibidtracker</bcf:option>
+    <bcf:option datatype="boolean">idemtracker</bcf:option>
+    <bcf:option datatype="boolean">opcittracker</bcf:option>
+    <bcf:option datatype="boolean">loccittracker</bcf:option>
+    <bcf:option datatype="boolean">parentracker</bcf:option>
+    <bcf:option datatype="boolean">labeldateusetime</bcf:option>
+    <bcf:option datatype="boolean">datecirca</bcf:option>
+    <bcf:option datatype="boolean">dateuncertain</bcf:option>
+    <bcf:option datatype="boolean">dateusetime</bcf:option>
+    <bcf:option datatype="boolean">eventdateusetime</bcf:option>
+    <bcf:option datatype="boolean">origdateusetime</bcf:option>
+    <bcf:option datatype="boolean">urldateusetime</bcf:option>
+    <bcf:option datatype="boolean">julian</bcf:option>
+    <bcf:option datatype="boolean">datezeros</bcf:option>
+    <bcf:option datatype="boolean">timezeros</bcf:option>
+    <bcf:option datatype="boolean">timezones</bcf:option>
+    <bcf:option datatype="boolean">seconds</bcf:option>
+    <bcf:option datatype="boolean">autopunct</bcf:option>
+    <bcf:option datatype="boolean">punctfont</bcf:option>
+    <bcf:option datatype="boolean">labelnumber</bcf:option>
+    <bcf:option datatype="boolean">labelalpha</bcf:option>
+    <bcf:option datatype="boolean">labeltitle</bcf:option>
+    <bcf:option datatype="boolean">labeltitleyear</bcf:option>
+    <bcf:option datatype="boolean">labeldateparts</bcf:option>
+    <bcf:option datatype="boolean">uniquelist</bcf:option>
+    <bcf:option datatype="boolean">uniquename</bcf:option>
+    <bcf:option datatype="boolean">noroman</bcf:option>
+    <bcf:option datatype="boolean">singletitle</bcf:option>
+    <bcf:option datatype="boolean">uniquetitle</bcf:option>
+    <bcf:option datatype="boolean">uniquebaretitle</bcf:option>
+    <bcf:option datatype="boolean">uniquework</bcf:option>
+    <bcf:option datatype="boolean">uniqueprimaryauthor</bcf:option>
+    <bcf:option datatype="boolean">defernumbers</bcf:option>
+    <bcf:option datatype="boolean">locallabelwidth</bcf:option>
+    <bcf:option datatype="boolean">bibwarn</bcf:option>
+    <bcf:option datatype="boolean">useprefix</bcf:option>
+    <bcf:option datatype="boolean">defernums</bcf:option>
+    <bcf:option datatype="boolean">firstinits</bcf:option>
+    <bcf:option datatype="boolean">sortfirstinits</bcf:option>
+    <bcf:option datatype="boolean">sortgiveninits</bcf:option>
+    <bcf:option datatype="boolean">labelyear</bcf:option>
+    <bcf:option datatype="boolean">isbn</bcf:option>
+    <bcf:option datatype="boolean">url</bcf:option>
+    <bcf:option datatype="boolean">doi</bcf:option>
+    <bcf:option datatype="boolean">eprint</bcf:option>
+    <bcf:option datatype="boolean">related</bcf:option>
+    <bcf:option datatype="boolean">subentry</bcf:option>
+    <bcf:option datatype="integer">mincrossrefs</bcf:option>
+    <bcf:option datatype="integer">minxrefs</bcf:option>
+    <bcf:option datatype="integer">maxnames</bcf:option>
+    <bcf:option datatype="integer">minnames</bcf:option>
+    <bcf:option datatype="integer">maxbibnames</bcf:option>
+    <bcf:option datatype="integer">minbibnames</bcf:option>
+    <bcf:option datatype="integer">maxcitenames</bcf:option>
+    <bcf:option datatype="integer">mincitenames</bcf:option>
+    <bcf:option datatype="integer">maxsortnames</bcf:option>
+    <bcf:option datatype="integer">minsortnames</bcf:option>
+    <bcf:option datatype="integer">maxitems</bcf:option>
+    <bcf:option datatype="integer">minitems</bcf:option>
+    <bcf:option datatype="integer">maxalphanames</bcf:option>
+    <bcf:option datatype="integer">minalphanames</bcf:option>
+    <bcf:option datatype="integer">maxparens</bcf:option>
+    <bcf:option datatype="integer">dateeraauto</bcf:option>
+  </bcf:optionscope>
+  <bcf:optionscope type="ENTRYTYPE">
+    <bcf:option datatype="string">alphaothers</bcf:option>
+    <bcf:option datatype="string">sortalphaothers</bcf:option>
+    <bcf:option datatype="string">presort</bcf:option>
+    <bcf:option datatype="boolean">useafterword</bcf:option>
+    <bcf:option datatype="boolean">useannotator</bcf:option>
+    <bcf:option datatype="boolean">useauthor</bcf:option>
+    <bcf:option datatype="boolean">usebookauthor</bcf:option>
+    <bcf:option datatype="boolean">usecommentator</bcf:option>
+    <bcf:option datatype="boolean">useeditor</bcf:option>
+    <bcf:option datatype="boolean">useeditora</bcf:option>
+    <bcf:option datatype="boolean">useeditorb</bcf:option>
+    <bcf:option datatype="boolean">useeditorc</bcf:option>
+    <bcf:option datatype="boolean">useforeword</bcf:option>
+    <bcf:option datatype="boolean">useholder</bcf:option>
+    <bcf:option datatype="boolean">useintroduction</bcf:option>
+    <bcf:option datatype="boolean">usenamea</bcf:option>
+    <bcf:option datatype="boolean">usenameb</bcf:option>
+    <bcf:option datatype="boolean">usenamec</bcf:option>
+    <bcf:option datatype="boolean">usetranslator</bcf:option>
+    <bcf:option datatype="boolean">useshortauthor</bcf:option>
+    <bcf:option datatype="boolean">useshorteditor</bcf:option>
+    <bcf:option datatype="boolean">indexing</bcf:option>
+    <bcf:option datatype="boolean">labelnumber</bcf:option>
+    <bcf:option datatype="boolean">labelalpha</bcf:option>
+    <bcf:option datatype="boolean">labeltitle</bcf:option>
+    <bcf:option datatype="boolean">labeltitleyear</bcf:option>
+    <bcf:option datatype="boolean">labeldateparts</bcf:option>
+    <bcf:option datatype="boolean">uniquelist</bcf:option>
+    <bcf:option datatype="boolean">uniquename</bcf:option>
+    <bcf:option datatype="boolean">noroman</bcf:option>
+    <bcf:option datatype="boolean">singletitle</bcf:option>
+    <bcf:option datatype="boolean">uniquetitle</bcf:option>
+    <bcf:option datatype="boolean">uniquebaretitle</bcf:option>
+    <bcf:option datatype="boolean">uniquework</bcf:option>
+    <bcf:option datatype="boolean">useprefix</bcf:option>
+    <bcf:option datatype="boolean">skipbib</bcf:option>
+    <bcf:option datatype="boolean">skipbiblist</bcf:option>
+    <bcf:option datatype="boolean">skiplab</bcf:option>
+    <bcf:option datatype="boolean">dataonly</bcf:option>
+    <bcf:option datatype="boolean">skiplos</bcf:option>
+    <bcf:option datatype="boolean">labelyear</bcf:option>
+    <bcf:option datatype="xml">labelalphatemplate</bcf:option>
+    <bcf:option datatype="xml">translit</bcf:option>
+    <bcf:option datatype="xml">sortexclusion</bcf:option>
+    <bcf:option datatype="xml">sortinclusion</bcf:option>
+    <bcf:option datatype="xml">labelnamespec</bcf:option>
+    <bcf:option datatype="xml">labeltitlespec</bcf:option>
+    <bcf:option datatype="xml">labeldatespec</bcf:option>
+    <bcf:option datatype="integer">maxnames</bcf:option>
+    <bcf:option datatype="integer">minnames</bcf:option>
+    <bcf:option datatype="integer">maxbibnames</bcf:option>
+    <bcf:option datatype="integer">minbibnames</bcf:option>
+    <bcf:option datatype="integer">maxcitenames</bcf:option>
+    <bcf:option datatype="integer">mincitenames</bcf:option>
+    <bcf:option datatype="integer">maxsortnames</bcf:option>
+    <bcf:option datatype="integer">minsortnames</bcf:option>
+    <bcf:option datatype="integer">maxitems</bcf:option>
+    <bcf:option datatype="integer">minitems</bcf:option>
+    <bcf:option datatype="integer">maxalphanames</bcf:option>
+    <bcf:option datatype="integer">minalphanames</bcf:option>
+  </bcf:optionscope>
+  <bcf:optionscope type="ENTRY">
+    <bcf:option datatype="string">noinherit</bcf:option>
+    <bcf:option datatype="string">nametemplates</bcf:option>
+    <bcf:option datatype="string">labelalphanametemplatename</bcf:option>
+    <bcf:option datatype="string">uniquenametemplatename</bcf:option>
+    <bcf:option datatype="string">sortingnamekeytemplatename</bcf:option>
+    <bcf:option datatype="string">presort</bcf:option>
+    <bcf:option datatype="boolean">useafterword</bcf:option>
+    <bcf:option datatype="boolean">useannotator</bcf:option>
+    <bcf:option datatype="boolean">useauthor</bcf:option>
+    <bcf:option datatype="boolean">usebookauthor</bcf:option>
+    <bcf:option datatype="boolean">usecommentator</bcf:option>
+    <bcf:option datatype="boolean">useeditor</bcf:option>
+    <bcf:option datatype="boolean">useeditora</bcf:option>
+    <bcf:option datatype="boolean">useeditorb</bcf:option>
+    <bcf:option datatype="boolean">useeditorc</bcf:option>
+    <bcf:option datatype="boolean">useforeword</bcf:option>
+    <bcf:option datatype="boolean">useholder</bcf:option>
+    <bcf:option datatype="boolean">useintroduction</bcf:option>
+    <bcf:option datatype="boolean">usenamea</bcf:option>
+    <bcf:option datatype="boolean">usenameb</bcf:option>
+    <bcf:option datatype="boolean">usenamec</bcf:option>
+    <bcf:option datatype="boolean">usetranslator</bcf:option>
+    <bcf:option datatype="boolean">useshortauthor</bcf:option>
+    <bcf:option datatype="boolean">useshorteditor</bcf:option>
+    <bcf:option datatype="boolean">indexing</bcf:option>
+    <bcf:option datatype="boolean">uniquelist</bcf:option>
+    <bcf:option datatype="boolean">uniquename</bcf:option>
+    <bcf:option datatype="boolean">noroman</bcf:option>
+    <bcf:option datatype="boolean">useprefix</bcf:option>
+    <bcf:option datatype="boolean">skipbib</bcf:option>
+    <bcf:option datatype="boolean">skipbiblist</bcf:option>
+    <bcf:option datatype="boolean">skiplab</bcf:option>
+    <bcf:option datatype="boolean">dataonly</bcf:option>
+    <bcf:option datatype="boolean">skiplos</bcf:option>
+    <bcf:option datatype="integer">maxnames</bcf:option>
+    <bcf:option datatype="integer">minnames</bcf:option>
+    <bcf:option datatype="integer">maxbibnames</bcf:option>
+    <bcf:option datatype="integer">minbibnames</bcf:option>
+    <bcf:option datatype="integer">maxcitenames</bcf:option>
+    <bcf:option datatype="integer">mincitenames</bcf:option>
+    <bcf:option datatype="integer">maxsortnames</bcf:option>
+    <bcf:option datatype="integer">minsortnames</bcf:option>
+    <bcf:option datatype="integer">maxitems</bcf:option>
+    <bcf:option datatype="integer">minitems</bcf:option>
+    <bcf:option datatype="integer">maxalphanames</bcf:option>
+    <bcf:option datatype="integer">minalphanames</bcf:option>
+  </bcf:optionscope>
+  <bcf:optionscope type="NAMELIST">
+    <bcf:option datatype="string">nametemplates</bcf:option>
+    <bcf:option datatype="string">sortingnamekeytemplatename</bcf:option>
+    <bcf:option datatype="string">uniquenametemplatename</bcf:option>
+    <bcf:option datatype="string">labelalphanametemplatename</bcf:option>
+    <bcf:option datatype="boolean">useprefix</bcf:option>
+  </bcf:optionscope>
+  <bcf:optionscope type="NAME">
+    <bcf:option datatype="string">nametemplates</bcf:option>
+    <bcf:option datatype="string">sortingnamekeytemplatename</bcf:option>
+    <bcf:option datatype="string">uniquenametemplatename</bcf:option>
+    <bcf:option datatype="string">labelalphanametemplatename</bcf:option>
+    <bcf:option datatype="boolean">useprefix</bcf:option>
+  </bcf:optionscope>
+  <!-- DATAFIELDSETS -->
+  <bcf:datafieldset name="setnames">
+    <bcf:member datatype="name" fieldtype="list"/>
+  </bcf:datafieldset>
+  <bcf:datafieldset name="settitles">
+    <bcf:member field="title"/>
+    <bcf:member field="booktitle"/>
+    <bcf:member field="eventtitle"/>
+    <bcf:member field="issuetitle"/>
+    <bcf:member field="journaltitle"/>
+    <bcf:member field="maintitle"/>
+    <bcf:member field="origtitle"/>
+  </bcf:datafieldset>
+  <!-- SOURCEMAP -->
+  <bcf:sourcemap>
+    <bcf:maps datatype="bibtex" level="driver">
+      <bcf:map>
+        <bcf:map_step map_field_set="day" map_null="1"/>
+      </bcf:map>
+      <bcf:map>
+        <bcf:map_step map_type_source="conference" map_type_target="inproceedings"/>
+        <bcf:map_step map_type_source="electronic" map_type_target="online"/>
+        <bcf:map_step map_type_source="www" map_type_target="online"/>
+      </bcf:map>
+      <bcf:map>
+        <bcf:map_step map_type_source="mastersthesis" map_type_target="thesis" map_final="1"/>
+        <bcf:map_step map_field_set="type" map_field_value="mathesis"/>
+      </bcf:map>
+      <bcf:map>
+        <bcf:map_step map_type_source="phdthesis" map_type_target="thesis" map_final="1"/>
+        <bcf:map_step map_field_set="type" map_field_value="phdthesis"/>
+      </bcf:map>
+      <bcf:map>
+        <bcf:map_step map_type_source="techreport" map_type_target="report" map_final="1"/>
+        <bcf:map_step map_field_set="type" map_field_value="techreport"/>
+      </bcf:map>
+      <bcf:map>
+        <bcf:map_step map_field_source="hyphenation" map_field_target="langid"/>
+        <bcf:map_step map_field_source="address" map_field_target="location"/>
+        <bcf:map_step map_field_source="school" map_field_target="institution"/>
+        <bcf:map_step map_field_source="annote" map_field_target="annotation"/>
+        <bcf:map_step map_field_source="archiveprefix" map_field_target="eprinttype"/>
+        <bcf:map_step map_field_source="journal" map_field_target="journaltitle"/>
+        <bcf:map_step map_field_source="primaryclass" map_field_target="eprintclass"/>
+        <bcf:map_step map_field_source="key" map_field_target="sortkey"/>
+        <bcf:map_step map_field_source="pdf" map_field_target="file"/>
+      </bcf:map>
+    </bcf:maps>
+  </bcf:sourcemap>
+  <!-- LABELALPHA NAME TEMPLATE -->
+  <bcf:labelalphanametemplate name="global">
+    <bcf:namepart order="1" use="1" pre="1" substring_width="1" substring_compound="1">prefix</bcf:namepart>
+    <bcf:namepart order="2">family</bcf:namepart>
+  </bcf:labelalphanametemplate>
+  <!-- LABELALPHA TEMPLATE -->
+  <bcf:labelalphatemplate type="global">
+    <bcf:labelelement order="1">
+      <bcf:labelpart final="1">shorthand</bcf:labelpart>
+      <bcf:labelpart>label</bcf:labelpart>
+      <bcf:labelpart substring_width="3" substring_side="left" ifnames="1">labelname</bcf:labelpart>
+      <bcf:labelpart substring_width="1" substring_side="left">labelname</bcf:labelpart>
+    </bcf:labelelement>
+    <bcf:labelelement order="2">
+      <bcf:labelpart substring_width="2" substring_side="right">year</bcf:labelpart>
+    </bcf:labelelement>
+  </bcf:labelalphatemplate>
+  <!-- EXTRADATE -->
+  <bcf:extradatespec>
+    <bcf:scope>
+      <bcf:field order="1">labelyear</bcf:field>
+      <bcf:field order="2">year</bcf:field>
+    </bcf:scope>
+  </bcf:extradatespec>
+  <!-- INHERITANCE -->
+  <bcf:inheritance>
+    <bcf:defaults inherit_all="true" override_target="false">
+    </bcf:defaults>
+    <bcf:inherit>
+      <bcf:type_pair source="mvbook" target="inbook"/>
+      <bcf:type_pair source="mvbook" target="bookinbook"/>
+      <bcf:type_pair source="mvbook" target="suppbook"/>
+      <bcf:type_pair source="book" target="inbook"/>
+      <bcf:type_pair source="book" target="bookinbook"/>
+      <bcf:type_pair source="book" target="suppbook"/>
+      <bcf:field source="author" target="author"/>
+      <bcf:field source="author" target="bookauthor"/>
+    </bcf:inherit>
+    <bcf:inherit>
+      <bcf:type_pair source="mvbook" target="book"/>
+      <bcf:type_pair source="mvbook" target="inbook"/>
+      <bcf:type_pair source="mvbook" target="bookinbook"/>
+      <bcf:type_pair source="mvbook" target="suppbook"/>
+      <bcf:field source="title" target="maintitle"/>
+      <bcf:field source="subtitle" target="mainsubtitle"/>
+      <bcf:field source="titleaddon" target="maintitleaddon"/>
+      <bcf:field source="shorttitle" skip="true"/>
+      <bcf:field source="sorttitle" skip="true"/>
+      <bcf:field source="indextitle" skip="true"/>
+      <bcf:field source="indexsorttitle" skip="true"/>
+    </bcf:inherit>
+    <bcf:inherit>
+      <bcf:type_pair source="mvcollection" target="collection"/>
+      <bcf:type_pair source="mvcollection" target="reference"/>
+      <bcf:type_pair source="mvcollection" target="incollection"/>
+      <bcf:type_pair source="mvcollection" target="inreference"/>
+      <bcf:type_pair source="mvcollection" target="suppcollection"/>
+      <bcf:type_pair source="mvreference" target="collection"/>
+      <bcf:type_pair source="mvreference" target="reference"/>
+      <bcf:type_pair source="mvreference" target="incollection"/>
+      <bcf:type_pair source="mvreference" target="inreference"/>
+      <bcf:type_pair source="mvreference" target="suppcollection"/>
+      <bcf:field source="title" target="maintitle"/>
+      <bcf:field source="subtitle" target="mainsubtitle"/>
+      <bcf:field source="titleaddon" target="maintitleaddon"/>
+      <bcf:field source="shorttitle" skip="true"/>
+      <bcf:field source="sorttitle" skip="true"/>
+      <bcf:field source="indextitle" skip="true"/>
+      <bcf:field source="indexsorttitle" skip="true"/>
+    </bcf:inherit>
+    <bcf:inherit>
+      <bcf:type_pair source="mvproceedings" target="proceedings"/>
+      <bcf:type_pair source="mvproceedings" target="inproceedings"/>
+      <bcf:field source="title" target="maintitle"/>
+      <bcf:field source="subtitle" target="mainsubtitle"/>
+      <bcf:field source="titleaddon" target="maintitleaddon"/>
+      <bcf:field source="shorttitle" skip="true"/>
+      <bcf:field source="sorttitle" skip="true"/>
+      <bcf:field source="indextitle" skip="true"/>
+      <bcf:field source="indexsorttitle" skip="true"/>
+    </bcf:inherit>
+    <bcf:inherit>
+      <bcf:type_pair source="book" target="inbook"/>
+      <bcf:type_pair source="book" target="bookinbook"/>
+      <bcf:type_pair source="book" target="suppbook"/>
+      <bcf:field source="title" target="booktitle"/>
+      <bcf:field source="subtitle" target="booksubtitle"/>
+      <bcf:field source="titleaddon" target="booktitleaddon"/>
+      <bcf:field source="shorttitle" skip="true"/>
+      <bcf:field source="sorttitle" skip="true"/>
+      <bcf:field source="indextitle" skip="true"/>
+      <bcf:field source="indexsorttitle" skip="true"/>
+    </bcf:inherit>
+    <bcf:inherit>
+      <bcf:type_pair source="collection" target="incollection"/>
+      <bcf:type_pair source="collection" target="inreference"/>
+      <bcf:type_pair source="collection" target="suppcollection"/>
+      <bcf:type_pair source="reference" target="incollection"/>
+      <bcf:type_pair source="reference" target="inreference"/>
+      <bcf:type_pair source="reference" target="suppcollection"/>
+      <bcf:field source="title" target="booktitle"/>
+      <bcf:field source="subtitle" target="booksubtitle"/>
+      <bcf:field source="titleaddon" target="booktitleaddon"/>
+      <bcf:field source="shorttitle" skip="true"/>
+      <bcf:field source="sorttitle" skip="true"/>
+      <bcf:field source="indextitle" skip="true"/>
+      <bcf:field source="indexsorttitle" skip="true"/>
+    </bcf:inherit>
+    <bcf:inherit>
+      <bcf:type_pair source="proceedings" target="inproceedings"/>
+      <bcf:field source="title" target="booktitle"/>
+      <bcf:field source="subtitle" target="booksubtitle"/>
+      <bcf:field source="titleaddon" target="booktitleaddon"/>
+      <bcf:field source="shorttitle" skip="true"/>
+      <bcf:field source="sorttitle" skip="true"/>
+      <bcf:field source="indextitle" skip="true"/>
+      <bcf:field source="indexsorttitle" skip="true"/>
+    </bcf:inherit>
+    <bcf:inherit>
+      <bcf:type_pair source="periodical" target="article"/>
+      <bcf:type_pair source="periodical" target="suppperiodical"/>
+      <bcf:field source="title" target="journaltitle"/>
+      <bcf:field source="subtitle" target="journalsubtitle"/>
+      <bcf:field source="shorttitle" skip="true"/>
+      <bcf:field source="sorttitle" skip="true"/>
+      <bcf:field source="indextitle" skip="true"/>
+      <bcf:field source="indexsorttitle" skip="true"/>
+    </bcf:inherit>
+    <bcf:inherit>
+      <bcf:type_pair source="*" target="*"/>
+      <bcf:field source="ids" skip="true"/>
+      <bcf:field source="crossref" skip="true"/>
+      <bcf:field source="xref" skip="true"/>
+      <bcf:field source="entryset" skip="true"/>
+      <bcf:field source="entrysubtype" skip="true"/>
+      <bcf:field source="execute" skip="true"/>
+      <bcf:field source="label" skip="true"/>
+      <bcf:field source="options" skip="true"/>
+      <bcf:field source="presort" skip="true"/>
+      <bcf:field source="related" skip="true"/>
+      <bcf:field source="relatedoptions" skip="true"/>
+      <bcf:field source="relatedstring" skip="true"/>
+      <bcf:field source="relatedtype" skip="true"/>
+      <bcf:field source="shorthand" skip="true"/>
+      <bcf:field source="shorthandintro" skip="true"/>
+      <bcf:field source="sortkey" skip="true"/>
+    </bcf:inherit>
+  </bcf:inheritance>
+  <!-- UNIQUENAME TEMPLATES -->
+  <bcf:uniquenametemplate name="global">
+    <bcf:namepart order="1" use="1" base="1">prefix</bcf:namepart>
+    <bcf:namepart order="2" base="1">family</bcf:namepart>
+    <bcf:namepart order="3">given</bcf:namepart>
+  </bcf:uniquenametemplate>
+  <!-- SORTING NAME KEY TEMPLATES -->
+  <bcf:sortingnamekeytemplate name="global">
+    <bcf:keypart order="1">
+      <bcf:part type="namepart" order="1" use="1">prefix</bcf:part>
+    </bcf:keypart>
+    <bcf:keypart order="2">
+      <bcf:part type="namepart" order="1">family</bcf:part>
+    </bcf:keypart>
+    <bcf:keypart order="3">
+      <bcf:part type="namepart" order="1">given</bcf:part>
+    </bcf:keypart>
+    <bcf:keypart order="4">
+      <bcf:part type="namepart" order="1">suffix</bcf:part>
+    </bcf:keypart>
+    <bcf:keypart order="5">
+      <bcf:part type="namepart" order="1" use="0">prefix</bcf:part>
+    </bcf:keypart>
+  </bcf:sortingnamekeytemplate>
+  <bcf:presort>mm</bcf:presort>
+  <!-- DATA MODEL -->
+  <bcf:datamodel>
+    <bcf:constants>
+      <bcf:constant type="list" name="gender">sf,sm,sn,pf,pm,pn,pp</bcf:constant>
+      <bcf:constant type="list" name="nameparts">family,given,prefix,suffix</bcf:constant>
+      <bcf:constant type="list" name="optiondatatypes">boolean,integer,string,xml</bcf:constant>
+    </bcf:constants>
+    <bcf:entrytypes>
+      <bcf:entrytype>article</bcf:entrytype>
+      <bcf:entrytype>artwork</bcf:entrytype>
+      <bcf:entrytype>audio</bcf:entrytype>
+      <bcf:entrytype>bibnote</bcf:entrytype>
+      <bcf:entrytype>book</bcf:entrytype>
+      <bcf:entrytype>bookinbook</bcf:entrytype>
+      <bcf:entrytype>booklet</bcf:entrytype>
+      <bcf:entrytype>collection</bcf:entrytype>
+      <bcf:entrytype>commentary</bcf:entrytype>
+      <bcf:entrytype>customa</bcf:entrytype>
+      <bcf:entrytype>customb</bcf:entrytype>
+      <bcf:entrytype>customc</bcf:entrytype>
+      <bcf:entrytype>customd</bcf:entrytype>
+      <bcf:entrytype>custome</bcf:entrytype>
+      <bcf:entrytype>customf</bcf:entrytype>
+      <bcf:entrytype>inbook</bcf:entrytype>
+      <bcf:entrytype>incollection</bcf:entrytype>
+      <bcf:entrytype>inproceedings</bcf:entrytype>
+      <bcf:entrytype>inreference</bcf:entrytype>
+      <bcf:entrytype>image</bcf:entrytype>
+      <bcf:entrytype>jurisdiction</bcf:entrytype>
+      <bcf:entrytype>legal</bcf:entrytype>
+      <bcf:entrytype>legislation</bcf:entrytype>
+      <bcf:entrytype>letter</bcf:entrytype>
+      <bcf:entrytype>manual</bcf:entrytype>
+      <bcf:entrytype>misc</bcf:entrytype>
+      <bcf:entrytype>movie</bcf:entrytype>
+      <bcf:entrytype>music</bcf:entrytype>
+      <bcf:entrytype>mvcollection</bcf:entrytype>
+      <bcf:entrytype>mvreference</bcf:entrytype>
+      <bcf:entrytype>mvproceedings</bcf:entrytype>
+      <bcf:entrytype>mvbook</bcf:entrytype>
+      <bcf:entrytype>online</bcf:entrytype>
+      <bcf:entrytype>patent</bcf:entrytype>
+      <bcf:entrytype>performance</bcf:entrytype>
+      <bcf:entrytype>periodical</bcf:entrytype>
+      <bcf:entrytype>proceedings</bcf:entrytype>
+      <bcf:entrytype>reference</bcf:entrytype>
+      <bcf:entrytype>report</bcf:entrytype>
+      <bcf:entrytype>review</bcf:entrytype>
+      <bcf:entrytype>set</bcf:entrytype>
+      <bcf:entrytype>software</bcf:entrytype>
+      <bcf:entrytype>standard</bcf:entrytype>
+      <bcf:entrytype>suppbook</bcf:entrytype>
+      <bcf:entrytype>suppcollection</bcf:entrytype>
+      <bcf:entrytype>suppperiodical</bcf:entrytype>
+      <bcf:entrytype>thesis</bcf:entrytype>
+      <bcf:entrytype>unpublished</bcf:entrytype>
+      <bcf:entrytype>video</bcf:entrytype>
+      <bcf:entrytype skip_output="true">xdata</bcf:entrytype>
+    </bcf:entrytypes>
+    <bcf:fields>
+      <bcf:field fieldtype="field" datatype="integer">sortyear</bcf:field>
+      <bcf:field fieldtype="field" datatype="integer">volume</bcf:field>
+      <bcf:field fieldtype="field" datatype="integer">volumes</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal">abstract</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal">addendum</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal">annotation</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal">booksubtitle</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal">booktitle</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal">booktitleaddon</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal">chapter</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal">edition</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal">eid</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal">entrysubtype</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal">eprintclass</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal">eprinttype</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal">eventtitle</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal">eventtitleaddon</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal">gender</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal">howpublished</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal">indexsorttitle</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal">indextitle</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal">isan</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal">isbn</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal">ismn</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal">isrn</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal">issn</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal">issue</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal">issuesubtitle</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal">issuetitle</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal">iswc</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal">journalsubtitle</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal">journaltitle</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal">label</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal">langid</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal">langidopts</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal">library</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal">mainsubtitle</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal">maintitle</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal">maintitleaddon</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal">nameaddon</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal">note</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal">number</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal">origtitle</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal">pagetotal</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal">part</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal">relatedstring</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal">relatedtype</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal">reprinttitle</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal">series</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal">shorthandintro</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal">subtitle</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal">title</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal">titleaddon</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal">usera</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal">userb</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal">userc</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal">userd</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal">usere</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal">userf</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal">venue</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal">version</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal" label="true">shorthand</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal" label="true">shortjournal</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal" label="true">shortseries</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal" label="true">shorttitle</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal" skip_output="true">sorttitle</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal" skip_output="true">sortshorthand</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal" skip_output="true">sortkey</bcf:field>
+      <bcf:field fieldtype="field" datatype="literal" skip_output="true">presort</bcf:field>
+      <bcf:field fieldtype="list" datatype="literal">institution</bcf:field>
+      <bcf:field fieldtype="list" datatype="literal">lista</bcf:field>
+      <bcf:field fieldtype="list" datatype="literal">listb</bcf:field>
+      <bcf:field fieldtype="list" datatype="literal">listc</bcf:field>
+      <bcf:field fieldtype="list" datatype="literal">listd</bcf:field>
+      <bcf:field fieldtype="list" datatype="literal">liste</bcf:field>
+      <bcf:field fieldtype="list" datatype="literal">listf</bcf:field>
+      <bcf:field fieldtype="list" datatype="literal">location</bcf:field>
+      <bcf:field fieldtype="list" datatype="literal">organization</bcf:field>
+      <bcf:field fieldtype="list" datatype="literal">origlocation</bcf:field>
+      <bcf:field fieldtype="list" datatype="literal">origpublisher</bcf:field>
+      <bcf:field fieldtype="list" datatype="literal">publisher</bcf:field>
+      <bcf:field fieldtype="list" datatype="name">afterword</bcf:field>
+      <bcf:field fieldtype="list" datatype="name">annotator</bcf:field>
+      <bcf:field fieldtype="list" datatype="name">author</bcf:field>
+      <bcf:field fieldtype="list" datatype="name">bookauthor</bcf:field>
+      <bcf:field fieldtype="list" datatype="name">commentator</bcf:field>
+      <bcf:field fieldtype="list" datatype="name">editor</bcf:field>
+      <bcf:field fieldtype="list" datatype="name">editora</bcf:field>
+      <bcf:field fieldtype="list" datatype="name">editorb</bcf:field>
+      <bcf:field fieldtype="list" datatype="name">editorc</bcf:field>
+      <bcf:field fieldtype="list" datatype="name">foreword</bcf:field>
+      <bcf:field fieldtype="list" datatype="name">holder</bcf:field>
+      <bcf:field fieldtype="list" datatype="name">introduction</bcf:field>
+      <bcf:field fieldtype="list" datatype="name">namea</bcf:field>
+      <bcf:field fieldtype="list" datatype="name">nameb</bcf:field>
+      <bcf:field fieldtype="list" datatype="name">namec</bcf:field>
+      <bcf:field fieldtype="list" datatype="name">translator</bcf:field>
+      <bcf:field fieldtype="list" datatype="name" label="true">shortauthor</bcf:field>
+      <bcf:field fieldtype="list" datatype="name" label="true">shorteditor</bcf:field>
+      <bcf:field fieldtype="list" datatype="name" skip_output="true">sortname</bcf:field>
+      <bcf:field fieldtype="field" datatype="key">authortype</bcf:field>
+      <bcf:field fieldtype="field" datatype="key">editoratype</bcf:field>
+      <bcf:field fieldtype="field" datatype="key">editorbtype</bcf:field>
+      <bcf:field fieldtype="field" datatype="key">editorctype</bcf:field>
+      <bcf:field fieldtype="field" datatype="key">editortype</bcf:field>
+      <bcf:field fieldtype="field" datatype="key">bookpagination</bcf:field>
+      <bcf:field fieldtype="field" datatype="key">nameatype</bcf:field>
+      <bcf:field fieldtype="field" datatype="key">namebtype</bcf:field>
+      <bcf:field fieldtype="field" datatype="key">namectype</bcf:field>
+      <bcf:field fieldtype="field" datatype="key">pagination</bcf:field>
+      <bcf:field fieldtype="field" datatype="key">pubstate</bcf:field>
+      <bcf:field fieldtype="field" datatype="key">type</bcf:field>
+      <bcf:field fieldtype="list" datatype="key">language</bcf:field>
+      <bcf:field fieldtype="list" datatype="key">origlanguage</bcf:field>
+      <bcf:field fieldtype="field" datatype="entrykey">crossref</bcf:field>
+      <bcf:field fieldtype="field" datatype="entrykey">xref</bcf:field>
+      <bcf:field fieldtype="field" datatype="date" skip_output="true">date</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart" nullok="true">endyear</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart" nullok="true">year</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart">month</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart">day</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart">hour</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart">minute</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart">second</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart">timezone</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart">season</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart">endmonth</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart">endday</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart">endhour</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart">endminute</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart">endsecond</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart">endtimezone</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart">endseason</bcf:field>
+      <bcf:field fieldtype="field" datatype="date" skip_output="true">eventdate</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart" nullok="true">eventendyear</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart" nullok="true">eventyear</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart">eventmonth</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart">eventday</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart">eventhour</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart">eventminute</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart">eventsecond</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart">eventtimezone</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart">eventseason</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart">eventendmonth</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart">eventendday</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart">eventendhour</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart">eventendminute</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart">eventendsecond</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart">eventendtimezone</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart">eventendseason</bcf:field>
+      <bcf:field fieldtype="field" datatype="date" skip_output="true">origdate</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart" nullok="true">origendyear</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart" nullok="true">origyear</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart">origmonth</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart">origday</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart">orighour</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart">origminute</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart">origsecond</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart">origtimezone</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart">origseason</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart">origendmonth</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart">origendday</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart">origendhour</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart">origendminute</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart">origendsecond</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart">origendtimezone</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart">origendseason</bcf:field>
+      <bcf:field fieldtype="field" datatype="date" skip_output="true">urldate</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart" nullok="true">urlendyear</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart" nullok="true">urlyear</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart">urlmonth</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart">urlday</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart">urlhour</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart">urlminute</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart">urlsecond</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart">urltimezone</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart">urlseason</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart">urlendmonth</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart">urlendday</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart">urlendhour</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart">urlendminute</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart">urlendsecond</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart">urlendtimezone</bcf:field>
+      <bcf:field fieldtype="field" datatype="datepart">urlendseason</bcf:field>
+      <bcf:field fieldtype="field" datatype="verbatim">doi</bcf:field>
+      <bcf:field fieldtype="field" datatype="verbatim">eprint</bcf:field>
+      <bcf:field fieldtype="field" datatype="verbatim">file</bcf:field>
+      <bcf:field fieldtype="field" datatype="verbatim">verba</bcf:field>
+      <bcf:field fieldtype="field" datatype="verbatim">verbb</bcf:field>
+      <bcf:field fieldtype="field" datatype="verbatim">verbc</bcf:field>
+      <bcf:field fieldtype="field" datatype="uri">url</bcf:field>
+      <bcf:field fieldtype="field" format="xsv" datatype="entrykey" skip_output="true">xdata</bcf:field>
+      <bcf:field fieldtype="field" format="xsv" datatype="entrykey" skip_output="true">ids</bcf:field>
+      <bcf:field fieldtype="field" format="xsv" datatype="entrykey" skip_output="true">entryset</bcf:field>
+      <bcf:field fieldtype="field" format="xsv" datatype="entrykey">related</bcf:field>
+      <bcf:field fieldtype="field" format="xsv" datatype="keyword">keywords</bcf:field>
+      <bcf:field fieldtype="field" format="xsv" datatype="option" skip_output="true">options</bcf:field>
+      <bcf:field fieldtype="field" format="xsv" datatype="option" skip_output="true">relatedoptions</bcf:field>
+      <bcf:field fieldtype="field" datatype="range">pages</bcf:field>
+      <bcf:field fieldtype="field" datatype="code">execute</bcf:field>
+    </bcf:fields>
+    <bcf:entryfields>
+      <bcf:field>abstract</bcf:field>
+      <bcf:field>annotation</bcf:field>
+      <bcf:field>authortype</bcf:field>
+      <bcf:field>bookpagination</bcf:field>
+      <bcf:field>crossref</bcf:field>
+      <bcf:field>day</bcf:field>
+      <bcf:field>endday</bcf:field>
+      <bcf:field>endhour</bcf:field>
+      <bcf:field>endminute</bcf:field>
+      <bcf:field>endmonth</bcf:field>
+      <bcf:field>endseason</bcf:field>
+      <bcf:field>endsecond</bcf:field>
+      <bcf:field>endtimezone</bcf:field>
+      <bcf:field>endyear</bcf:field>
+      <bcf:field>entryset</bcf:field>
+      <bcf:field>entrysubtype</bcf:field>
+      <bcf:field>execute</bcf:field>
+      <bcf:field>file</bcf:field>
+      <bcf:field>gender</bcf:field>
+      <bcf:field>hour</bcf:field>
+      <bcf:field>ids</bcf:field>
+      <bcf:field>indextitle</bcf:field>
+      <bcf:field>indexsorttitle</bcf:field>
+      <bcf:field>isan</bcf:field>
+      <bcf:field>ismn</bcf:field>
+      <bcf:field>iswc</bcf:field>
+      <bcf:field>keywords</bcf:field>
+      <bcf:field>label</bcf:field>
+      <bcf:field>langid</bcf:field>
+      <bcf:field>langidopts</bcf:field>
+      <bcf:field>library</bcf:field>
+      <bcf:field>lista</bcf:field>
+      <bcf:field>listb</bcf:field>
+      <bcf:field>listc</bcf:field>
+      <bcf:field>listd</bcf:field>
+      <bcf:field>liste</bcf:field>
+      <bcf:field>listf</bcf:field>
+      <bcf:field>minute</bcf:field>
+      <bcf:field>month</bcf:field>
+      <bcf:field>nameaddon</bcf:field>
+      <bcf:field>options</bcf:field>
+      <bcf:field>origday</bcf:field>
+      <bcf:field>origendday</bcf:field>
+      <bcf:field>origendhour</bcf:field>
+      <bcf:field>origendminute</bcf:field>
+      <bcf:field>origendmonth</bcf:field>
+      <bcf:field>origendseason</bcf:field>
+      <bcf:field>origendsecond</bcf:field>
+      <bcf:field>origendtimezone</bcf:field>
+      <bcf:field>origendyear</bcf:field>
+      <bcf:field>orighour</bcf:field>
+      <bcf:field>origminute</bcf:field>
+      <bcf:field>origmonth</bcf:field>
+      <bcf:field>origseason</bcf:field>
+      <bcf:field>origsecond</bcf:field>
+      <bcf:field>origtimezone</bcf:field>
+      <bcf:field>origyear</bcf:field>
+      <bcf:field>origlocation</bcf:field>
+      <bcf:field>origpublisher</bcf:field>
+      <bcf:field>origtitle</bcf:field>
+      <bcf:field>pagination</bcf:field>
+      <bcf:field>presort</bcf:field>
+      <bcf:field>related</bcf:field>
+      <bcf:field>relatedoptions</bcf:field>
+      <bcf:field>relatedstring</bcf:field>
+      <bcf:field>relatedtype</bcf:field>
+      <bcf:field>season</bcf:field>
+      <bcf:field>second</bcf:field>
+      <bcf:field>shortauthor</bcf:field>
+      <bcf:field>shorteditor</bcf:field>
+      <bcf:field>shorthand</bcf:field>
+      <bcf:field>shorthandintro</bcf:field>
+      <bcf:field>shortjournal</bcf:field>
+      <bcf:field>shortseries</bcf:field>
+      <bcf:field>shorttitle</bcf:field>
+      <bcf:field>sortkey</bcf:field>
+      <bcf:field>sortname</bcf:field>
+      <bcf:field>sortshorthand</bcf:field>
+      <bcf:field>sorttitle</bcf:field>
+      <bcf:field>sortyear</bcf:field>
+      <bcf:field>timezone</bcf:field>
+      <bcf:field>url</bcf:field>
+      <bcf:field>urlday</bcf:field>
+      <bcf:field>urlendday</bcf:field>
+      <bcf:field>urlendhour</bcf:field>
+      <bcf:field>urlendminute</bcf:field>
+      <bcf:field>urlendmonth</bcf:field>
+      <bcf:field>urlendsecond</bcf:field>
+      <bcf:field>urlendtimezone</bcf:field>
+      <bcf:field>urlendyear</bcf:field>
+      <bcf:field>urlhour</bcf:field>
+      <bcf:field>urlminute</bcf:field>
+      <bcf:field>urlmonth</bcf:field>
+      <bcf:field>urlsecond</bcf:field>
+      <bcf:field>urltimezone</bcf:field>
+      <bcf:field>urlyear</bcf:field>
+      <bcf:field>usera</bcf:field>
+      <bcf:field>userb</bcf:field>
+      <bcf:field>userc</bcf:field>
+      <bcf:field>userd</bcf:field>
+      <bcf:field>usere</bcf:field>
+      <bcf:field>userf</bcf:field>
+      <bcf:field>verba</bcf:field>
+      <bcf:field>verbb</bcf:field>
+      <bcf:field>verbc</bcf:field>
+      <bcf:field>xdata</bcf:field>
+      <bcf:field>xref</bcf:field>
+      <bcf:field>year</bcf:field>
+    </bcf:entryfields>
+    <bcf:entryfields>
+      <bcf:entrytype>set</bcf:entrytype>
+      <bcf:field>entryset</bcf:field>
+      <bcf:field>crossref</bcf:field>
+    </bcf:entryfields>
+    <bcf:entryfields>
+      <bcf:entrytype>article</bcf:entrytype>
+      <bcf:field>addendum</bcf:field>
+      <bcf:field>annotator</bcf:field>
+      <bcf:field>author</bcf:field>
+      <bcf:field>commentator</bcf:field>
+      <bcf:field>doi</bcf:field>
+      <bcf:field>editor</bcf:field>
+      <bcf:field>editora</bcf:field>
+      <bcf:field>editorb</bcf:field>
+      <bcf:field>editorc</bcf:field>
+      <bcf:field>editortype</bcf:field>
+      <bcf:field>editoratype</bcf:field>
+      <bcf:field>editorbtype</bcf:field>
+      <bcf:field>editorctype</bcf:field>
+      <bcf:field>eid</bcf:field>
+      <bcf:field>eprint</bcf:field>
+      <bcf:field>eprintclass</bcf:field>
+      <bcf:field>eprinttype</bcf:field>
+      <bcf:field>issn</bcf:field>
+      <bcf:field>issue</bcf:field>
+      <bcf:field>issuetitle</bcf:field>
+      <bcf:field>issuesubtitle</bcf:field>
+      <bcf:field>journalsubtitle</bcf:field>
+      <bcf:field>journaltitle</bcf:field>
+      <bcf:field>language</bcf:field>
+      <bcf:field>note</bcf:field>
+      <bcf:field>number</bcf:field>
+      <bcf:field>origlanguage</bcf:field>
+      <bcf:field>pages</bcf:field>
+      <bcf:field>pubstate</bcf:field>
+      <bcf:field>series</bcf:field>
+      <bcf:field>subtitle</bcf:field>
+      <bcf:field>title</bcf:field>
+      <bcf:field>titleaddon</bcf:field>
+      <bcf:field>translator</bcf:field>
+      <bcf:field>version</bcf:field>
+      <bcf:field>volume</bcf:field>
+    </bcf:entryfields>
+    <bcf:entryfields>
+      <bcf:entrytype>bibnote</bcf:entrytype>
+      <bcf:field>note</bcf:field>
+    </bcf:entryfields>
+    <bcf:entryfields>
+      <bcf:entrytype>book</bcf:entrytype>
+      <bcf:field>author</bcf:field>
+      <bcf:field>addendum</bcf:field>
+      <bcf:field>afterword</bcf:field>
+      <bcf:field>annotator</bcf:field>
+      <bcf:field>chapter</bcf:field>
+      <bcf:field>commentator</bcf:field>
+      <bcf:field>doi</bcf:field>
+      <bcf:field>edition</bcf:field>
+      <bcf:field>editor</bcf:field>
+      <bcf:field>editora</bcf:field>
+      <bcf:field>editorb</bcf:field>
+      <bcf:field>editorc</bcf:field>
+      <bcf:field>editortype</bcf:field>
+      <bcf:field>editoratype</bcf:field>
+      <bcf:field>editorbtype</bcf:field>
+      <bcf:field>editorctype</bcf:field>
+      <bcf:field>eprint</bcf:field>
+      <bcf:field>eprintclass</bcf:field>
+      <bcf:field>eprinttype</bcf:field>
+      <bcf:field>foreword</bcf:field>
+      <bcf:field>introduction</bcf:field>
+      <bcf:field>isbn</bcf:field>
+      <bcf:field>language</bcf:field>
+      <bcf:field>location</bcf:field>
+      <bcf:field>maintitle</bcf:field>
+      <bcf:field>maintitleaddon</bcf:field>
+      <bcf:field>mainsubtitle</bcf:field>
+      <bcf:field>note</bcf:field>
+      <bcf:field>number</bcf:field>
+      <bcf:field>origlanguage</bcf:field>
+      <bcf:field>pages</bcf:field>
+      <bcf:field>pagetotal</bcf:field>
+      <bcf:field>part</bcf:field>
+      <bcf:field>publisher</bcf:field>
+      <bcf:field>pubstate</bcf:field>
+      <bcf:field>series</bcf:field>
+      <bcf:field>subtitle</bcf:field>
+      <bcf:field>title</bcf:field>
+      <bcf:field>titleaddon</bcf:field>
+      <bcf:field>translator</bcf:field>
+      <bcf:field>volume</bcf:field>
+      <bcf:field>volumes</bcf:field>
+    </bcf:entryfields>
+    <bcf:entryfields>
+      <bcf:entrytype>mvbook</bcf:entrytype>
+      <bcf:field>addendum</bcf:field>
+      <bcf:field>afterword</bcf:field>
+      <bcf:field>annotator</bcf:field>
+      <bcf:field>author</bcf:field>
+      <bcf:field>commentator</bcf:field>
+      <bcf:field>doi</bcf:field>
+      <bcf:field>edition</bcf:field>
+      <bcf:field>editor</bcf:field>
+      <bcf:field>editora</bcf:field>
+      <bcf:field>editorb</bcf:field>
+      <bcf:field>editorc</bcf:field>
+      <bcf:field>editortype</bcf:field>
+      <bcf:field>editoratype</bcf:field>
+      <bcf:field>editorbtype</bcf:field>
+      <bcf:field>editorctype</bcf:field>
+      <bcf:field>eprint</bcf:field>
+      <bcf:field>eprintclass</bcf:field>
+      <bcf:field>eprinttype</bcf:field>
+      <bcf:field>foreword</bcf:field>
+      <bcf:field>introduction</bcf:field>
+      <bcf:field>isbn</bcf:field>
+      <bcf:field>language</bcf:field>
+      <bcf:field>location</bcf:field>
+      <bcf:field>note</bcf:field>
+      <bcf:field>number</bcf:field>
+      <bcf:field>origlanguage</bcf:field>
+      <bcf:field>pagetotal</bcf:field>
+      <bcf:field>publisher</bcf:field>
+      <bcf:field>pubstate</bcf:field>
+      <bcf:field>series</bcf:field>
+      <bcf:field>subtitle</bcf:field>
+      <bcf:field>title</bcf:field>
+      <bcf:field>titleaddon</bcf:field>
+      <bcf:field>translator</bcf:field>
+      <bcf:field>volume</bcf:field>
+      <bcf:field>volumes</bcf:field>
+    </bcf:entryfields>
+    <bcf:entryfields>
+      <bcf:entrytype>inbook</bcf:entrytype>
+      <bcf:entrytype>bookinbook</bcf:entrytype>
+      <bcf:entrytype>suppbook</bcf:entrytype>
+      <bcf:field>addendum</bcf:field>
+      <bcf:field>afterword</bcf:field>
+      <bcf:field>annotator</bcf:field>
+      <bcf:field>author</bcf:field>
+      <bcf:field>booktitle</bcf:field>
+      <bcf:field>bookauthor</bcf:field>
+      <bcf:field>booksubtitle</bcf:field>
+      <bcf:field>booktitleaddon</bcf:field>
+      <bcf:field>chapter</bcf:field>
+      <bcf:field>commentator</bcf:field>
+      <bcf:field>doi</bcf:field>
+      <bcf:field>edition</bcf:field>
+      <bcf:field>editor</bcf:field>
+      <bcf:field>editora</bcf:field>
+      <bcf:field>editorb</bcf:field>
+      <bcf:field>editorc</bcf:field>
+      <bcf:field>editortype</bcf:field>
+      <bcf:field>editoratype</bcf:field>
+      <bcf:field>editorbtype</bcf:field>
+      <bcf:field>editorctype</bcf:field>
+      <bcf:field>eprint</bcf:field>
+      <bcf:field>eprintclass</bcf:field>
+      <bcf:field>eprinttype</bcf:field>
+      <bcf:field>foreword</bcf:field>
+      <bcf:field>introduction</bcf:field>
+      <bcf:field>isbn</bcf:field>
+      <bcf:field>language</bcf:field>
+      <bcf:field>location</bcf:field>
+      <bcf:field>mainsubtitle</bcf:field>
+      <bcf:field>maintitle</bcf:field>
+      <bcf:field>maintitleaddon</bcf:field>
+      <bcf:field>note</bcf:field>
+      <bcf:field>number</bcf:field>
+      <bcf:field>origlanguage</bcf:field>
+      <bcf:field>part</bcf:field>
+      <bcf:field>publisher</bcf:field>
+      <bcf:field>pages</bcf:field>
+      <bcf:field>pubstate</bcf:field>
+      <bcf:field>series</bcf:field>
+      <bcf:field>subtitle</bcf:field>
+      <bcf:field>title</bcf:field>
+      <bcf:field>titleaddon</bcf:field>
+      <bcf:field>translator</bcf:field>
+      <bcf:field>volume</bcf:field>
+      <bcf:field>volumes</bcf:field>
+    </bcf:entryfields>
+    <bcf:entryfields>
+      <bcf:entrytype>booklet</bcf:entrytype>
+      <bcf:field>addendum</bcf:field>
+      <bcf:field>author</bcf:field>
+      <bcf:field>chapter</bcf:field>
+      <bcf:field>doi</bcf:field>
+      <bcf:field>editor</bcf:field>
+      <bcf:field>editortype</bcf:field>
+      <bcf:field>eprint</bcf:field>
+      <bcf:field>eprintclass</bcf:field>
+      <bcf:field>eprinttype</bcf:field>
+      <bcf:field>howpublished</bcf:field>
+      <bcf:field>language</bcf:field>
+      <bcf:field>location</bcf:field>
+      <bcf:field>note</bcf:field>
+      <bcf:field>pages</bcf:field>
+      <bcf:field>pagetotal</bcf:field>
+      <bcf:field>pubstate</bcf:field>
+      <bcf:field>subtitle</bcf:field>
+      <bcf:field>title</bcf:field>
+      <bcf:field>titleaddon</bcf:field>
+      <bcf:field>type</bcf:field>
+    </bcf:entryfields>
+    <bcf:entryfields>
+      <bcf:entrytype>collection</bcf:entrytype>
+      <bcf:entrytype>reference</bcf:entrytype>
+      <bcf:field>addendum</bcf:field>
+      <bcf:field>afterword</bcf:field>
+      <bcf:field>annotator</bcf:field>
+      <bcf:field>chapter</bcf:field>
+      <bcf:field>commentator</bcf:field>
+      <bcf:field>doi</bcf:field>
+      <bcf:field>edition</bcf:field>
+      <bcf:field>editor</bcf:field>
+      <bcf:field>editora</bcf:field>
+      <bcf:field>editorb</bcf:field>
+      <bcf:field>editorc</bcf:field>
+      <bcf:field>editortype</bcf:field>
+      <bcf:field>editoratype</bcf:field>
+      <bcf:field>editorbtype</bcf:field>
+      <bcf:field>editorctype</bcf:field>
+      <bcf:field>eprint</bcf:field>
+      <bcf:field>eprintclass</bcf:field>
+      <bcf:field>eprinttype</bcf:field>
+      <bcf:field>foreword</bcf:field>
+      <bcf:field>introduction</bcf:field>
+      <bcf:field>isbn</bcf:field>
+      <bcf:field>language</bcf:field>
+      <bcf:field>location</bcf:field>
+      <bcf:field>mainsubtitle</bcf:field>
+      <bcf:field>maintitle</bcf:field>
+      <bcf:field>maintitleaddon</bcf:field>
+      <bcf:field>note</bcf:field>
+      <bcf:field>number</bcf:field>
+      <bcf:field>origlanguage</bcf:field>
+      <bcf:field>pages</bcf:field>
+      <bcf:field>pagetotal</bcf:field>
+      <bcf:field>part</bcf:field>
+      <bcf:field>publisher</bcf:field>
+      <bcf:field>pubstate</bcf:field>
+      <bcf:field>series</bcf:field>
+      <bcf:field>subtitle</bcf:field>
+      <bcf:field>title</bcf:field>
+      <bcf:field>titleaddon</bcf:field>
+      <bcf:field>translator</bcf:field>
+      <bcf:field>volume</bcf:field>
+      <bcf:field>volumes</bcf:field>
+    </bcf:entryfields>
+    <bcf:entryfields>
+      <bcf:entrytype>mvcollection</bcf:entrytype>
+      <bcf:entrytype>mvreference</bcf:entrytype>
+      <bcf:field>addendum</bcf:field>
+      <bcf:field>afterword</bcf:field>
+      <bcf:field>annotator</bcf:field>
+      <bcf:field>author</bcf:field>
+      <bcf:field>commentator</bcf:field>
+      <bcf:field>doi</bcf:field>
+      <bcf:field>edition</bcf:field>
+      <bcf:field>editor</bcf:field>
+      <bcf:field>editora</bcf:field>
+      <bcf:field>editorb</bcf:field>
+      <bcf:field>editorc</bcf:field>
+      <bcf:field>editortype</bcf:field>
+      <bcf:field>editoratype</bcf:field>
+      <bcf:field>editorbtype</bcf:field>
+      <bcf:field>editorctype</bcf:field>
+      <bcf:field>eprint</bcf:field>
+      <bcf:field>eprintclass</bcf:field>
+      <bcf:field>eprinttype</bcf:field>
+      <bcf:field>foreword</bcf:field>
+      <bcf:field>introduction</bcf:field>
+      <bcf:field>isbn</bcf:field>
+      <bcf:field>language</bcf:field>
+      <bcf:field>location</bcf:field>
+      <bcf:field>note</bcf:field>
+      <bcf:field>number</bcf:field>
+      <bcf:field>origlanguage</bcf:field>
+      <bcf:field>publisher</bcf:field>
+      <bcf:field>pubstate</bcf:field>
+      <bcf:field>subtitle</bcf:field>
+      <bcf:field>title</bcf:field>
+      <bcf:field>titleaddon</bcf:field>
+      <bcf:field>translator</bcf:field>
+      <bcf:field>volume</bcf:field>
+      <bcf:field>volumes</bcf:field>
+    </bcf:entryfields>
+    <bcf:entryfields>
+      <bcf:entrytype>incollection</bcf:entrytype>
+      <bcf:entrytype>suppcollection</bcf:entrytype>
+      <bcf:entrytype>inreference</bcf:entrytype>
+      <bcf:field>addendum</bcf:field>
+      <bcf:field>afterword</bcf:field>
+      <bcf:field>annotator</bcf:field>
+      <bcf:field>author</bcf:field>
+      <bcf:field>booksubtitle</bcf:field>
+      <bcf:field>booktitle</bcf:field>
+      <bcf:field>booktitleaddon</bcf:field>
+      <bcf:field>chapter</bcf:field>
+      <bcf:field>commentator</bcf:field>
+      <bcf:field>doi</bcf:field>
+      <bcf:field>edition</bcf:field>
+      <bcf:field>editor</bcf:field>
+      <bcf:field>editora</bcf:field>
+      <bcf:field>editorb</bcf:field>
+      <bcf:field>editorc</bcf:field>
+      <bcf:field>editortype</bcf:field>
+      <bcf:field>editoratype</bcf:field>
+      <bcf:field>editorbtype</bcf:field>
+      <bcf:field>editorctype</bcf:field>
+      <bcf:field>eprint</bcf:field>
+      <bcf:field>eprintclass</bcf:field>
+      <bcf:field>eprinttype</bcf:field>
+      <bcf:field>foreword</bcf:field>
+      <bcf:field>introduction</bcf:field>
+      <bcf:field>isbn</bcf:field>
+      <bcf:field>language</bcf:field>
+      <bcf:field>location</bcf:field>
+      <bcf:field>mainsubtitle</bcf:field>
+      <bcf:field>maintitle</bcf:field>
+      <bcf:field>maintitleaddon</bcf:field>
+      <bcf:field>note</bcf:field>
+      <bcf:field>number</bcf:field>
+      <bcf:field>origlanguage</bcf:field>
+      <bcf:field>pages</bcf:field>
+      <bcf:field>part</bcf:field>
+      <bcf:field>publisher</bcf:field>
+      <bcf:field>pubstate</bcf:field>
+      <bcf:field>series</bcf:field>
+      <bcf:field>subtitle</bcf:field>
+      <bcf:field>title</bcf:field>
+      <bcf:field>titleaddon</bcf:field>
+      <bcf:field>translator</bcf:field>
+      <bcf:field>volume</bcf:field>
+      <bcf:field>volumes</bcf:field>
+    </bcf:entryfields>
+    <bcf:entryfields>
+      <bcf:entrytype>manual</bcf:entrytype>
+      <bcf:field>addendum</bcf:field>
+      <bcf:field>author</bcf:field>
+      <bcf:field>chapter</bcf:field>
+      <bcf:field>doi</bcf:field>
+      <bcf:field>edition</bcf:field>
+      <bcf:field>editor</bcf:field>
+      <bcf:field>editortype</bcf:field>
+      <bcf:field>eprint</bcf:field>
+      <bcf:field>eprintclass</bcf:field>
+      <bcf:field>eprinttype</bcf:field>
+      <bcf:field>isbn</bcf:field>
+      <bcf:field>language</bcf:field>
+      <bcf:field>location</bcf:field>
+      <bcf:field>note</bcf:field>
+      <bcf:field>number</bcf:field>
+      <bcf:field>organization</bcf:field>
+      <bcf:field>pages</bcf:field>
+      <bcf:field>pagetotal</bcf:field>
+      <bcf:field>publisher</bcf:field>
+      <bcf:field>pubstate</bcf:field>
+      <bcf:field>series</bcf:field>
+      <bcf:field>subtitle</bcf:field>
+      <bcf:field>title</bcf:field>
+      <bcf:field>titleaddon</bcf:field>
+      <bcf:field>type</bcf:field>
+      <bcf:field>version</bcf:field>
+    </bcf:entryfields>
+    <bcf:entryfields>
+      <bcf:entrytype>misc</bcf:entrytype>
+      <bcf:field>addendum</bcf:field>
+      <bcf:field>author</bcf:field>
+      <bcf:field>doi</bcf:field>
+      <bcf:field>editor</bcf:field>
+      <bcf:field>editortype</bcf:field>
+      <bcf:field>eprint</bcf:field>
+      <bcf:field>eprintclass</bcf:field>
+      <bcf:field>eprinttype</bcf:field>
+      <bcf:field>howpublished</bcf:field>
+      <bcf:field>language</bcf:field>
+      <bcf:field>location</bcf:field>
+      <bcf:field>note</bcf:field>
+      <bcf:field>organization</bcf:field>
+      <bcf:field>pubstate</bcf:field>
+      <bcf:field>subtitle</bcf:field>
+      <bcf:field>title</bcf:field>
+      <bcf:field>titleaddon</bcf:field>
+      <bcf:field>type</bcf:field>
+      <bcf:field>version</bcf:field>
+    </bcf:entryfields>
+    <bcf:entryfields>
+      <bcf:entrytype>online</bcf:entrytype>
+      <bcf:field>addendum</bcf:field>
+      <bcf:field>author</bcf:field>
+      <bcf:field>doi</bcf:field>
+      <bcf:field>editor</bcf:field>
+      <bcf:field>editortype</bcf:field>
+      <bcf:field>eprint</bcf:field>
+      <bcf:field>eprintclass</bcf:field>
+      <bcf:field>eprinttype</bcf:field>
+      <bcf:field>language</bcf:field>
+      <bcf:field>note</bcf:field>
+      <bcf:field>organization</bcf:field>
+      <bcf:field>pubstate</bcf:field>
+      <bcf:field>subtitle</bcf:field>
+      <bcf:field>title</bcf:field>
+      <bcf:field>titleaddon</bcf:field>
+      <bcf:field>version</bcf:field>
+    </bcf:entryfields>
+    <bcf:entryfields>
+      <bcf:entrytype>patent</bcf:entrytype>
+      <bcf:field>addendum</bcf:field>
+      <bcf:field>author</bcf:field>
+      <bcf:field>doi</bcf:field>
+      <bcf:field>eprint</bcf:field>
+      <bcf:field>eprintclass</bcf:field>
+      <bcf:field>eprinttype</bcf:field>
+      <bcf:field>holder</bcf:field>
+      <bcf:field>location</bcf:field>
+      <bcf:field>note</bcf:field>
+      <bcf:field>number</bcf:field>
+      <bcf:field>pubstate</bcf:field>
+      <bcf:field>subtitle</bcf:field>
+      <bcf:field>title</bcf:field>
+      <bcf:field>titleaddon</bcf:field>
+      <bcf:field>type</bcf:field>
+      <bcf:field>version</bcf:field>
+    </bcf:entryfields>
+    <bcf:entryfields>
+      <bcf:entrytype>periodical</bcf:entrytype>
+      <bcf:field>addendum</bcf:field>
+      <bcf:field>doi</bcf:field>
+      <bcf:field>editor</bcf:field>
+      <bcf:field>editora</bcf:field>
+      <bcf:field>editorb</bcf:field>
+      <bcf:field>editorc</bcf:field>
+      <bcf:field>editortype</bcf:field>
+      <bcf:field>editoratype</bcf:field>
+      <bcf:field>editorbtype</bcf:field>
+      <bcf:field>editorctype</bcf:field>
+      <bcf:field>eprint</bcf:field>
+      <bcf:field>eprintclass</bcf:field>
+      <bcf:field>eprinttype</bcf:field>
+      <bcf:field>issn</bcf:field>
+      <bcf:field>issue</bcf:field>
+      <bcf:field>issuesubtitle</bcf:field>
+      <bcf:field>issuetitle</bcf:field>
+      <bcf:field>language</bcf:field>
+      <bcf:field>note</bcf:field>
+      <bcf:field>number</bcf:field>
+      <bcf:field>pubstate</bcf:field>
+      <bcf:field>season</bcf:field>
+      <bcf:field>series</bcf:field>
+      <bcf:field>subtitle</bcf:field>
+      <bcf:field>title</bcf:field>
+      <bcf:field>volume</bcf:field>
+    </bcf:entryfields>
+    <bcf:entryfields>
+      <bcf:entrytype>mvproceedings</bcf:entrytype>
+      <bcf:field>addendum</bcf:field>
+      <bcf:field>doi</bcf:field>
+      <bcf:field>editor</bcf:field>
+      <bcf:field>editortype</bcf:field>
+      <bcf:field>eprint</bcf:field>
+      <bcf:field>eprintclass</bcf:field>
+      <bcf:field>eprinttype</bcf:field>
+      <bcf:field>eventday</bcf:field>
+      <bcf:field>eventendday</bcf:field>
+      <bcf:field>eventendhour</bcf:field>
+      <bcf:field>eventendminute</bcf:field>
+      <bcf:field>eventendmonth</bcf:field>
+      <bcf:field>eventendseason</bcf:field>
+      <bcf:field>eventendsecond</bcf:field>
+      <bcf:field>eventendtimezone</bcf:field>
+      <bcf:field>eventendyear</bcf:field>
+      <bcf:field>eventhour</bcf:field>
+      <bcf:field>eventminute</bcf:field>
+      <bcf:field>eventmonth</bcf:field>
+      <bcf:field>eventseason</bcf:field>
+      <bcf:field>eventsecond</bcf:field>
+      <bcf:field>eventtimezone</bcf:field>
+      <bcf:field>eventyear</bcf:field>
+      <bcf:field>eventtitle</bcf:field>
+      <bcf:field>eventtitleaddon</bcf:field>
+      <bcf:field>isbn</bcf:field>
+      <bcf:field>language</bcf:field>
+      <bcf:field>location</bcf:field>
+      <bcf:field>note</bcf:field>
+      <bcf:field>number</bcf:field>
+      <bcf:field>organization</bcf:field>
+      <bcf:field>pagetotal</bcf:field>
+      <bcf:field>publisher</bcf:field>
+      <bcf:field>pubstate</bcf:field>
+      <bcf:field>series</bcf:field>
+      <bcf:field>subtitle</bcf:field>
+      <bcf:field>title</bcf:field>
+      <bcf:field>titleaddon</bcf:field>
+      <bcf:field>venue</bcf:field>
+      <bcf:field>volumes</bcf:field>
+    </bcf:entryfields>
+    <bcf:entryfields>
+      <bcf:entrytype>proceedings</bcf:entrytype>
+      <bcf:field>addendum</bcf:field>
+      <bcf:field>chapter</bcf:field>
+      <bcf:field>doi</bcf:field>
+      <bcf:field>editor</bcf:field>
+      <bcf:field>editortype</bcf:field>
+      <bcf:field>eprint</bcf:field>
+      <bcf:field>eprintclass</bcf:field>
+      <bcf:field>eprinttype</bcf:field>
+      <bcf:field>eventday</bcf:field>
+      <bcf:field>eventendday</bcf:field>
+      <bcf:field>eventendhour</bcf:field>
+      <bcf:field>eventendminute</bcf:field>
+      <bcf:field>eventendmonth</bcf:field>
+      <bcf:field>eventendseason</bcf:field>
+      <bcf:field>eventendsecond</bcf:field>
+      <bcf:field>eventendtimezone</bcf:field>
+      <bcf:field>eventendyear</bcf:field>
+      <bcf:field>eventhour</bcf:field>
+      <bcf:field>eventminute</bcf:field>
+      <bcf:field>eventmonth</bcf:field>
+      <bcf:field>eventseason</bcf:field>
+      <bcf:field>eventsecond</bcf:field>
+      <bcf:field>eventtimezone</bcf:field>
+      <bcf:field>eventyear</bcf:field>
+      <bcf:field>eventtitle</bcf:field>
+      <bcf:field>eventtitleaddon</bcf:field>
+      <bcf:field>isbn</bcf:field>
+      <bcf:field>language</bcf:field>
+      <bcf:field>location</bcf:field>
+      <bcf:field>mainsubtitle</bcf:field>
+      <bcf:field>maintitle</bcf:field>
+      <bcf:field>maintitleaddon</bcf:field>
+      <bcf:field>note</bcf:field>
+      <bcf:field>number</bcf:field>
+      <bcf:field>organization</bcf:field>
+      <bcf:field>pages</bcf:field>
+      <bcf:field>pagetotal</bcf:field>
+      <bcf:field>part</bcf:field>
+      <bcf:field>publisher</bcf:field>
+      <bcf:field>pubstate</bcf:field>
+      <bcf:field>series</bcf:field>
+      <bcf:field>subtitle</bcf:field>
+      <bcf:field>title</bcf:field>
+      <bcf:field>titleaddon</bcf:field>
+      <bcf:field>venue</bcf:field>
+      <bcf:field>volume</bcf:field>
+      <bcf:field>volumes</bcf:field>
+    </bcf:entryfields>
+    <bcf:entryfields>
+      <bcf:entrytype>inproceedings</bcf:entrytype>
+      <bcf:field>addendum</bcf:field>
+      <bcf:field>author</bcf:field>
+      <bcf:field>booksubtitle</bcf:field>
+      <bcf:field>booktitle</bcf:field>
+      <bcf:field>booktitleaddon</bcf:field>
+      <bcf:field>chapter</bcf:field>
+      <bcf:field>doi</bcf:field>
+      <bcf:field>editor</bcf:field>
+      <bcf:field>editortype</bcf:field>
+      <bcf:field>eprint</bcf:field>
+      <bcf:field>eprintclass</bcf:field>
+      <bcf:field>eprinttype</bcf:field>
+      <bcf:field>eventday</bcf:field>
+      <bcf:field>eventendday</bcf:field>
+      <bcf:field>eventendhour</bcf:field>
+      <bcf:field>eventendminute</bcf:field>
+      <bcf:field>eventendmonth</bcf:field>
+      <bcf:field>eventendseason</bcf:field>
+      <bcf:field>eventendsecond</bcf:field>
+      <bcf:field>eventendtimezone</bcf:field>
+      <bcf:field>eventendyear</bcf:field>
+      <bcf:field>eventhour</bcf:field>
+      <bcf:field>eventminute</bcf:field>
+      <bcf:field>eventmonth</bcf:field>
+      <bcf:field>eventseason</bcf:field>
+      <bcf:field>eventsecond</bcf:field>
+      <bcf:field>eventtimezone</bcf:field>
+      <bcf:field>eventyear</bcf:field>
+      <bcf:field>eventtitle</bcf:field>
+      <bcf:field>eventtitleaddon</bcf:field>
+      <bcf:field>isbn</bcf:field>
+      <bcf:field>language</bcf:field>
+      <bcf:field>location</bcf:field>
+      <bcf:field>mainsubtitle</bcf:field>
+      <bcf:field>maintitle</bcf:field>
+      <bcf:field>maintitleaddon</bcf:field>
+      <bcf:field>note</bcf:field>
+      <bcf:field>number</bcf:field>
+      <bcf:field>organization</bcf:field>
+      <bcf:field>pages</bcf:field>
+      <bcf:field>part</bcf:field>
+      <bcf:field>publisher</bcf:field>
+      <bcf:field>pubstate</bcf:field>
+      <bcf:field>series</bcf:field>
+      <bcf:field>subtitle</bcf:field>
+      <bcf:field>title</bcf:field>
+      <bcf:field>titleaddon</bcf:field>
+      <bcf:field>venue</bcf:field>
+      <bcf:field>volume</bcf:field>
+      <bcf:field>volumes</bcf:field>
+    </bcf:entryfields>
+    <bcf:entryfields>
+      <bcf:entrytype>report</bcf:entrytype>
+      <bcf:field>addendum</bcf:field>
+      <bcf:field>author</bcf:field>
+      <bcf:field>chapter</bcf:field>
+      <bcf:field>doi</bcf:field>
+      <bcf:field>eprint</bcf:field>
+      <bcf:field>eprintclass</bcf:field>
+      <bcf:field>eprinttype</bcf:field>
+      <bcf:field>institution</bcf:field>
+      <bcf:field>isrn</bcf:field>
+      <bcf:field>language</bcf:field>
+      <bcf:field>location</bcf:field>
+      <bcf:field>note</bcf:field>
+      <bcf:field>number</bcf:field>
+      <bcf:field>pages</bcf:field>
+      <bcf:field>pagetotal</bcf:field>
+      <bcf:field>pubstate</bcf:field>
+      <bcf:field>subtitle</bcf:field>
+      <bcf:field>title</bcf:field>
+      <bcf:field>titleaddon</bcf:field>
+      <bcf:field>type</bcf:field>
+      <bcf:field>version</bcf:field>
+    </bcf:entryfields>
+    <bcf:entryfields>
+      <bcf:entrytype>thesis</bcf:entrytype>
+      <bcf:field>addendum</bcf:field>
+      <bcf:field>author</bcf:field>
+      <bcf:field>chapter</bcf:field>
+      <bcf:field>doi</bcf:field>
+      <bcf:field>eprint</bcf:field>
+      <bcf:field>eprintclass</bcf:field>
+      <bcf:field>eprinttype</bcf:field>
+      <bcf:field>institution</bcf:field>
+      <bcf:field>language</bcf:field>
+      <bcf:field>location</bcf:field>
+      <bcf:field>note</bcf:field>
+      <bcf:field>pages</bcf:field>
+      <bcf:field>pagetotal</bcf:field>
+      <bcf:field>pubstate</bcf:field>
+      <bcf:field>subtitle</bcf:field>
+      <bcf:field>title</bcf:field>
+      <bcf:field>titleaddon</bcf:field>
+      <bcf:field>type</bcf:field>
+    </bcf:entryfields>
+    <bcf:entryfields>
+      <bcf:entrytype>unpublished</bcf:entrytype>
+      <bcf:field>addendum</bcf:field>
+      <bcf:field>author</bcf:field>
+      <bcf:field>eventday</bcf:field>
+      <bcf:field>eventendday</bcf:field>
+      <bcf:field>eventendhour</bcf:field>
+      <bcf:field>eventendminute</bcf:field>
+      <bcf:field>eventendmonth</bcf:field>
+      <bcf:field>eventendseason</bcf:field>
+      <bcf:field>eventendsecond</bcf:field>
+      <bcf:field>eventendtimezone</bcf:field>
+      <bcf:field>eventendyear</bcf:field>
+      <bcf:field>eventhour</bcf:field>
+      <bcf:field>eventminute</bcf:field>
+      <bcf:field>eventmonth</bcf:field>
+      <bcf:field>eventseason</bcf:field>
+      <bcf:field>eventsecond</bcf:field>
+      <bcf:field>eventtimezone</bcf:field>
+      <bcf:field>eventyear</bcf:field>
+      <bcf:field>eventtitle</bcf:field>
+      <bcf:field>eventtitleaddon</bcf:field>
+      <bcf:field>howpublished</bcf:field>
+      <bcf:field>language</bcf:field>
+      <bcf:field>location</bcf:field>
+      <bcf:field>note</bcf:field>
+      <bcf:field>pubstate</bcf:field>
+      <bcf:field>subtitle</bcf:field>
+      <bcf:field>title</bcf:field>
+      <bcf:field>titleaddon</bcf:field>
+      <bcf:field>type</bcf:field>
+      <bcf:field>venue</bcf:field>
+    </bcf:entryfields>
+    <bcf:constraints>
+      <bcf:entrytype>article</bcf:entrytype>
+      <bcf:entrytype>book</bcf:entrytype>
+      <bcf:entrytype>inbook</bcf:entrytype>
+      <bcf:entrytype>bookinbook</bcf:entrytype>
+      <bcf:entrytype>suppbook</bcf:entrytype>
+      <bcf:entrytype>booklet</bcf:entrytype>
+      <bcf:entrytype>collection</bcf:entrytype>
+      <bcf:entrytype>incollection</bcf:entrytype>
+      <bcf:entrytype>suppcollection</bcf:entrytype>
+      <bcf:entrytype>manual</bcf:entrytype>
+      <bcf:entrytype>misc</bcf:entrytype>
+      <bcf:entrytype>mvbook</bcf:entrytype>
+      <bcf:entrytype>mvcollection</bcf:entrytype>
+      <bcf:entrytype>online</bcf:entrytype>
+      <bcf:entrytype>patent</bcf:entrytype>
+      <bcf:entrytype>periodical</bcf:entrytype>
+      <bcf:entrytype>suppperiodical</bcf:entrytype>
+      <bcf:entrytype>proceedings</bcf:entrytype>
+      <bcf:entrytype>inproceedings</bcf:entrytype>
+      <bcf:entrytype>reference</bcf:entrytype>
+      <bcf:entrytype>inreference</bcf:entrytype>
+      <bcf:entrytype>report</bcf:entrytype>
+      <bcf:entrytype>set</bcf:entrytype>
+      <bcf:entrytype>thesis</bcf:entrytype>
+      <bcf:entrytype>unpublished</bcf:entrytype>
+      <bcf:constraint type="mandatory">
+        <bcf:fieldxor>
+          <bcf:field>date</bcf:field>
+          <bcf:field>year</bcf:field>
+        </bcf:fieldxor>
+      </bcf:constraint>
+    </bcf:constraints>
+    <bcf:constraints>
+      <bcf:entrytype>set</bcf:entrytype>
+      <bcf:constraint type="mandatory">
+        <bcf:field>entryset</bcf:field>
+        <bcf:field>crossref</bcf:field>
+      </bcf:constraint>
+    </bcf:constraints>
+    <bcf:constraints>
+      <bcf:entrytype>article</bcf:entrytype>
+      <bcf:constraint type="mandatory">
+        <bcf:field>author</bcf:field>
+        <bcf:field>journaltitle</bcf:field>
+        <bcf:field>title</bcf:field>
+      </bcf:constraint>
+    </bcf:constraints>
+    <bcf:constraints>
+      <bcf:entrytype>book</bcf:entrytype>
+      <bcf:entrytype>mvbook</bcf:entrytype>
+      <bcf:entrytype>mvcollection</bcf:entrytype>
+      <bcf:entrytype>mvreference</bcf:entrytype>
+      <bcf:constraint type="mandatory">
+        <bcf:field>author</bcf:field>
+        <bcf:field>title</bcf:field>
+      </bcf:constraint>
+    </bcf:constraints>
+    <bcf:constraints>
+      <bcf:entrytype>inbook</bcf:entrytype>
+      <bcf:entrytype>bookinbook</bcf:entrytype>
+      <bcf:entrytype>suppbook</bcf:entrytype>
+      <bcf:constraint type="mandatory">
+        <bcf:field>author</bcf:field>
+        <bcf:field>title</bcf:field>
+        <bcf:field>booktitle</bcf:field>
+      </bcf:constraint>
+    </bcf:constraints>
+    <bcf:constraints>
+      <bcf:entrytype>booklet</bcf:entrytype>
+      <bcf:constraint type="mandatory">
+        <bcf:fieldor>
+          <bcf:field>author</bcf:field>
+          <bcf:field>editor</bcf:field>
+        </bcf:fieldor>
+        <bcf:field>title</bcf:field>
+      </bcf:constraint>
+    </bcf:constraints>
+    <bcf:constraints>
+      <bcf:entrytype>collection</bcf:entrytype>
+      <bcf:entrytype>reference</bcf:entrytype>
+      <bcf:constraint type="mandatory">
+        <bcf:field>editor</bcf:field>
+        <bcf:field>title</bcf:field>
+      </bcf:constraint>
+    </bcf:constraints>
+    <bcf:constraints>
+      <bcf:entrytype>incollection</bcf:entrytype>
+      <bcf:entrytype>suppcollection</bcf:entrytype>
+      <bcf:entrytype>inreference</bcf:entrytype>
+      <bcf:constraint type="mandatory">
+        <bcf:field>author</bcf:field>
+        <bcf:field>editor</bcf:field>
+        <bcf:field>title</bcf:field>
+        <bcf:field>booktitle</bcf:field>
+      </bcf:constraint>
+    </bcf:constraints>
+    <bcf:constraints>
+      <bcf:entrytype>manual</bcf:entrytype>
+      <bcf:constraint type="mandatory">
+        <bcf:field>title</bcf:field>
+      </bcf:constraint>
+    </bcf:constraints>
+    <bcf:constraints>
+      <bcf:entrytype>misc</bcf:entrytype>
+      <bcf:constraint type="mandatory">
+        <bcf:field>title</bcf:field>
+      </bcf:constraint>
+    </bcf:constraints>
+    <bcf:constraints>
+      <bcf:entrytype>online</bcf:entrytype>
+      <bcf:constraint type="mandatory">
+        <bcf:field>title</bcf:field>
+        <bcf:field>url</bcf:field>
+      </bcf:constraint>
+    </bcf:constraints>
+    <bcf:constraints>
+      <bcf:entrytype>patent</bcf:entrytype>
+      <bcf:constraint type="mandatory">
+        <bcf:field>author</bcf:field>
+        <bcf:field>title</bcf:field>
+        <bcf:field>number</bcf:field>
+      </bcf:constraint>
+    </bcf:constraints>
+    <bcf:constraints>
+      <bcf:entrytype>periodical</bcf:entrytype>
+      <bcf:constraint type="mandatory">
+        <bcf:field>editor</bcf:field>
+        <bcf:field>title</bcf:field>
+      </bcf:constraint>
+    </bcf:constraints>
+    <bcf:constraints>
+      <bcf:entrytype>proceedings</bcf:entrytype>
+      <bcf:entrytype>mvproceedings</bcf:entrytype>
+      <bcf:constraint type="mandatory">
+        <bcf:field>editor</bcf:field>
+        <bcf:field>title</bcf:field>
+      </bcf:constraint>
+    </bcf:constraints>
+    <bcf:constraints>
+      <bcf:entrytype>inproceedings</bcf:entrytype>
+      <bcf:constraint type="mandatory">
+        <bcf:field>author</bcf:field>
+        <bcf:field>title</bcf:field>
+        <bcf:field>booktitle</bcf:field>
+      </bcf:constraint>
+    </bcf:constraints>
+    <bcf:constraints>
+      <bcf:entrytype>report</bcf:entrytype>
+      <bcf:constraint type="mandatory">
+        <bcf:field>author</bcf:field>
+        <bcf:field>title</bcf:field>
+        <bcf:field>type</bcf:field>
+        <bcf:field>institution</bcf:field>
+      </bcf:constraint>
+    </bcf:constraints>
+    <bcf:constraints>
+      <bcf:entrytype>thesis</bcf:entrytype>
+      <bcf:constraint type="mandatory">
+        <bcf:field>author</bcf:field>
+        <bcf:field>title</bcf:field>
+        <bcf:field>type</bcf:field>
+        <bcf:field>institution</bcf:field>
+      </bcf:constraint>
+    </bcf:constraints>
+    <bcf:constraints>
+      <bcf:entrytype>unpublished</bcf:entrytype>
+      <bcf:constraint type="mandatory">
+        <bcf:field>author</bcf:field>
+        <bcf:field>title</bcf:field>
+      </bcf:constraint>
+    </bcf:constraints>
+    <bcf:constraints>
+      <bcf:constraint type="data" datatype="isbn">
+        <bcf:field>isbn</bcf:field>
+      </bcf:constraint>
+      <bcf:constraint type="data" datatype="issn">
+        <bcf:field>issn</bcf:field>
+      </bcf:constraint>
+      <bcf:constraint type="data" datatype="ismn">
+        <bcf:field>ismn</bcf:field>
+      </bcf:constraint>
+      <bcf:constraint type="data" datatype="date">
+        <bcf:field>date</bcf:field>
+        <bcf:field>eventdate</bcf:field>
+        <bcf:field>origdate</bcf:field>
+        <bcf:field>urldate</bcf:field>
+      </bcf:constraint>
+      <bcf:constraint type="data" datatype="pattern" pattern="(?:sf|sm|sn|pf|pm|pn|pp)">
+        <bcf:field>gender</bcf:field>
+      </bcf:constraint>
+    </bcf:constraints>
+  </bcf:datamodel>
+  <!-- CITATION DATA -->
+  <!-- SECTION 0 -->
+  <bcf:bibdata section="0">
+    <bcf:datasource type="file" datatype="bibtex">bibliography.bib</bcf:datasource>
+  </bcf:bibdata>
+  <bcf:section number="0">
+    <bcf:citekey order="1">website</bcf:citekey>
+    <bcf:citekey order="2">QSTAR_THEORY</bcf:citekey>
+    <bcf:citekey order="3">PREV_RESEARCH</bcf:citekey>
+    <bcf:citekey order="4">QSTAR_THEORY</bcf:citekey>
+    <bcf:citekey order="5">PREV_RESEARCH</bcf:citekey>
+    <bcf:citekey order="6">PREV_RESEARCH</bcf:citekey>
+    <bcf:citekey order="0" nocite="1">*</bcf:citekey>
+  </bcf:section>
+  <!-- SORTING TEMPLATES -->
+  <bcf:sortingtemplate name="nty">
+    <bcf:sort order="1">
+      <bcf:sortitem order="1">presort</bcf:sortitem>
+    </bcf:sort>
+    <bcf:sort order="2" final="1">
+      <bcf:sortitem order="1">sortkey</bcf:sortitem>
+    </bcf:sort>
+    <bcf:sort order="3">
+      <bcf:sortitem order="1">sortname</bcf:sortitem>
+      <bcf:sortitem order="2">author</bcf:sortitem>
+      <bcf:sortitem order="3">editor</bcf:sortitem>
+      <bcf:sortitem order="4">translator</bcf:sortitem>
+      <bcf:sortitem order="5">sorttitle</bcf:sortitem>
+      <bcf:sortitem order="6">title</bcf:sortitem>
+    </bcf:sort>
+    <bcf:sort order="4">
+      <bcf:sortitem order="1">sorttitle</bcf:sortitem>
+      <bcf:sortitem order="2">title</bcf:sortitem>
+    </bcf:sort>
+    <bcf:sort order="5">
+      <bcf:sortitem order="1">sortyear</bcf:sortitem>
+      <bcf:sortitem order="2">year</bcf:sortitem>
+    </bcf:sort>
+    <bcf:sort order="6">
+      <bcf:sortitem order="1">volume</bcf:sortitem>
+      <bcf:sortitem order="2">0</bcf:sortitem>
+    </bcf:sort>
+  </bcf:sortingtemplate>
+  <!-- DATALISTS -->
+  <bcf:datalist section="0"
+                name="nty/global//global/global"
+                type="entry"
+                sortingtemplatename="nty"
+                sortingnamekeytemplatename="global"
+                labelprefix=""
+                uniquenametemplatename="global"
+                labelalphanametemplatename="global">
+  </bcf:datalist>
+</bcf:controlfile>
diff --git a/thesis.blg b/thesis.blg
new file mode 100644
index 0000000..23324b5
--- /dev/null
+++ b/thesis.blg
@@ -0,0 +1,28 @@
+[0] Config.pm:304> INFO - This is Biber 2.12
+[0] Config.pm:307> INFO - Logfile is 'thesis.blg'
+[20] biber:315> INFO - === Mi Okt 16, 2019, 13:44:43
+[37] Biber.pm:371> INFO - Reading 'thesis.bcf'
+[91] Biber.pm:886> INFO - Using all citekeys in bib section 0
+[102] Biber.pm:4093> INFO - Processing section 0
+[111] Biber.pm:4254> INFO - Looking for bibtex format file 'bibliography.bib' for section 0
+[115] bibtex.pm:1523> INFO - LaTeX decoding ...
+[178] bibtex.pm:1340> INFO - Found BibTeX data source 'bibliography.bib'
+[183] Utils.pm:193> WARN - month field 'Nov' in entry 'HADRONIZATION' is not an integer - this will probably not sort properly.
+[194] Utils.pm:193> WARN - month field 'Apr' in entry 'ANTIKT' is not an integer - this will probably not sort properly.
+[2543] Utils.pm:193> WARN - month field 'aug' in entry 'LHC_MACHINE' is not an integer - this will probably not sort properly.
+[2551] Utils.pm:193> WARN - month field 'Mar' in entry 'TAU21_TAGGER' is not an integer - this will probably not sort properly.
+[2813] Utils.pm:193> WARN - month field 'Aug' in entry 'PARTICLE_PHYSICS' is not an integer - this will probably not sort properly.
+[2816] Utils.pm:193> WARN - month field 'Jan' in entry 'PARTICLE_FLOW' is not an integer - this will probably not sort properly.
+[2823] Utils.pm:193> WARN - month field 'May' in entry 'SDM' is not an integer - this will probably not sort properly.
+[2829] Utils.pm:193> WARN - month field 'May' in entry 'LHC' is not an integer - this will probably not sort properly.
+[2832] Utils.pm:193> WARN - month field 'Aug' in entry 'PREV_RESEARCH' is not an integer - this will probably not sort properly.
+[2837] Utils.pm:193> WARN - month field 'Oct' in entry 'SUC_COMBINATION' is not an integer - this will probably not sort properly.
+[2840] Utils.pm:193> WARN - month field 'Apr' in entry 'MONTECARLO' is not an integer - this will probably not sort properly.
+[2844] Utils.pm:193> WARN - month field 'Oct' in entry 'CMS_TRIGGER' is not an integer - this will probably not sort properly.
+[2911] UCollate.pm:68> INFO - Overriding locale 'en-GB' defaults 'variable = shifted' with 'variable = non-ignorable'
+[2911] UCollate.pm:68> INFO - Overriding locale 'en-GB' defaults 'normalization = NFD' with 'normalization = prenormalized'
+[2912] Biber.pm:3921> INFO - Sorting list 'nty/global//global/global' of type 'entry' with template 'nty' and locale 'en-GB'
+[2912] Biber.pm:3927> INFO - No sort tailoring available for locale 'en-GB'
+[2992] bbl.pm:636> INFO - Writing 'thesis.bbl' with encoding 'UTF-8'
+[6640] bbl.pm:739> INFO - Output to thesis.bbl
+[6642] Biber.pm:110> INFO - WARNINGS: 12
diff --git a/thesis.log b/thesis.log
new file mode 100644
index 0000000..71902d7
--- /dev/null
+++ b/thesis.log
@@ -0,0 +1,2930 @@
+This is LuaTeX, Version 1.10.0 (TeX Live 2019/Arch Linux)  (format=lualatex 2019.8.29)  16 OCT 2019 13:44
+ restricted system commands enabled.
+**thesis
+(./thesis.tex
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+)/m/n/12 ,
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diff --git a/thesis.md b/thesis.md
index e97171f..766f8ca 100644
--- a/thesis.md
+++ b/thesis.md
@@ -6,34 +6,67 @@ header-includes: |
     \usepackage[onehalfspacing]{setspace}
     \usepackage{siunitx}
     \usepackage{tikz-feynman}
+    \usepackage{csquotes}
     \pagenumbering{gobble}
+    \setlength{\parindent}{1.0em}
+    \setlength{\parskip}{0.5em}
+    \bibliographystyle{lucas_unsrt}
 abstract: |
-    This is my very long abstract.
+    ```{=tex}
+    Abstract.
+    \end{abstract}
+    \begin{abstract}
+    Abstract 2.
+    ```
 
-    Blubb
 documentclass: article
 geometry:
 - top=2.5cm
-- left=3cm
+- left=2.5cm
 - right=2.5cm
-- bottom=2.5cm
+- bottom=2cm
 papersize: a4
 mainfont: Times New Roman
 fontsize: 12pt
 toc: true
+nocite: |
+    @*
 ---
 \newpage
 \pagenumbering{arabic}
 
 # Introduction
 
+The Standard Model is a very successful theory in describing most of the effects on a particle level. But it still has a
+lot of shortcomings that show that it isn't yet a full "theory of everything". To solve these shortcomings, lots of
+theories beyond the standard model exist that try to explain some of them.
+
+One category of such theories is based on a composite quark model. They predict that quarks consist of particles unknown
+to us so far or can bind to other particles using unknown forces. This could explain some symmetries between particles
+and reduce the number of constants needed to explain the properties of the known particles. One common prediction of
+those theories are excited quark states. Those are quark states of higher energy that can decay to an unexcited quark
+under the emission of a boson. These decays are the topic of this thesis.
+
+In previous research, a lower limit for the mass of an excited quark has already been set using data from the 2016 run
+of the Large Hadron Collider with an integrated luminosity of $\SI{35.92}{\per\femto\barn}$. Since then, a lot more data
+has been collected, totalling to $\SI{137.19}{\per\femto\barn}$. This thesis uses this new data as well as a new
+technique to identify decays of highly boosted particles based on a deep neural network to further improve this limit
+and therefore exclude the excited quark particle to even higher masses. It will also compare this new tagging technique 
+to an older tagger based on jet substructure studies used in the previous research.
+
+First, a theoretical background will be presented explaining in short the Standard Model, its shortcomings and the
+theory of excited quarks. Then the Large Hadron Collider and the Compact Muon Solenoid, the detector that collected the
+data for this analysis, will be described. After that, the main analysis part follows, describing how the data was used
+to extract limits on the mass of the excited quark particle. At the very end, the results are presented and compared to
+previous research.
+
 \newpage
 
 # Theoretical background
 
 This chapter presents a short summary of the theoretical background relevant to this thesis. It first gives an
-introduction to the standard model itself and some of the issues it raises. It then goes on to explain the processes of
-quantum chromodynamics and the theory of q*, which will be the main topic of this thesis.
+introduction to the standard model itself and some of the issues it raises. It then goes on to explain the background 
+processes of quantum chromodynamics and the theory of q*, which will be the main topic of this thesis.
 
 ## Standard model
 
@@ -46,19 +79,20 @@ integer but so far is only known to be one for fermions and either one (gauge bo
 bosons. The fermions are further divided into quarks and leptons. Each of those exists in six so called flavours.
 Furthermore, quarks and leptons can also be divided into three generations, each of which contains two particles.
 In the lepton category, each generation has one charged lepton and one neutrino, that has no charge. Also, the mass of
-the neutrinos is not yet known, so far, only an upper bound has been established. A full list of particles known to the
+the neutrinos is not yet known, only an upper bound has been established. A full list of particles known to the
 standard model can be found in [@fig:sm]. Furthermore, all fermions have an associated anti particle with reversed
-charge. Therefore it is not clear, whether it makes sense to differ between particle and anti particle for chargeless
-particles such as photons and neutrinos.
+charge. Multiple quarks can form bound states called hadrons (e.g. proton and neutron).
 
-![Elementary particles and some of their properties.](./figures/sm_wikipedia.svg){width=50% #fig:sm}
+![Elementary particles of the Standard Model and their mass charge and spin.
+](./figures/sm_wikipedia.pdf){width=50% #fig:sm}
 
-The gauge bosons, namely the photon, $W^\pm$ bosons, $Z^0$ boson, and eight gluons, are mediators of the different
+The gauge bosons, namely the photon, $W^\pm$ bosons, $Z^0$ boson, and gluon, are mediators of the different
 forces of the standard model.
 
 The photon is responsible for the electromagnetic force and therefore interacts with all
 electrically charged particles. It itself carries no electromagnetic charge and has no mass. Possible interactions are
-either scattering or absorption.
+either scattering or absorption. Photons of different energies can also be described as electromagnetic waves of 
+different wavelengths.
 
 The $W^\pm$ and $Z^0$ bosons mediate the weak force. All quarks and leptons carry a flavour, which is a conserved value.
 Only the weak interaction breaks this conservation, a quark or lepton can therefore, by interacting with a $W^\pm$
@@ -78,28 +112,29 @@ boson, change its flavour. The probabilities of this happening are determined by
       0.008 & 0.041 & 0.999
     \end{pmatrix}
 \end{equation}
-
 The probability of a quark changing its flavour from $i$ to $j$ is given by the square of the absolute value of the
 matrix element $V_{ij}$. It is easy to see, that the change of flavour in the same generation is way more likely than
 any other flavour change.
 
-The strong interaction or quantum chromodynamics (QCD) describe the strong interaction of particles. It applies to all
-particles carrying colour (e.g. quarks). The force is mediated by the gluons. Those bosons carry colour as well,
-although they don't carry just one colour but rather a combination of a colour and an anticolour, and can therefore
-interact with themselves. As a result of this, processes, where a gluon decays into two gluons are possible. Furthermore
-the strong force, binding to colour carrying particles, increases with their distance r making it at a certain point
-more energetically efficient to form a new quark - antiquark pair than separating two particles even further. This
-effect is known as colour confinement. Due to this effect, colour carrying particles can't be observed directly but
-rather form so called jets that cause hadronic showers in the detector. An effect called Hadronisation.
+The quantum chromodynamics (QCD) describe the strong interaction of particles. It applies to all
+particles carrying colour (e.g. quarks). The force is mediated by the gluon. This boson carries colour as well,
+although it doesn't carry only one colour but rather a combination of a colour and an anticolour, and can therefore
+interact with itself and exists in eight different variant. As a result of this, processes, where a gluon decays into 
+two gluons are possible. Furthermore the strong force, binding to colour carrying particles, increases with their 
+distance r making it at a certain point more energetically efficient to form a new quark - antiquark pair than 
+separating the two particles even further. This effect is known as colour confinement. Due to this effect, colour 
+carrying particles can't be observed directly, but rather form so called jets that cause hadronic showers in the 
+detector. An effect called Hadronisation.
 
 ### Quantum Chromodynamic background {#sec:qcdbg}
 
-In this thesis, a decay that produces two jets will be analysed. Therefore it will be hard to distinguish the signal
-processes from any QCD effects. Those also produce two jets in the endstate, as can be seen in [@fig:qcdfeynman]. They
-are also happening very often in a proton proton collision. This is caused by the structure of the proton. It does not
-only consist of the three quarks, called valence quarks, but also of a lot of quark-antiquark pairs connected by
-gluons, called the sea quarks. Therefore in a proton - proton collision, interactions of gluons and quarks are the main
-processes causing a very strong QCD background.
+In this thesis, a decay with two jets in the endstate will be analysed. Therefore it will be hard to distinguish the 
+signal processes from QCD effects. Those can also produce two jets in the endstate, as can be seen in [@fig:qcdfeynman]. 
+They are also happening very often in a proton proton collision, as it is happening in the Large Hadron Collider. This 
+is caused by the structure of the proton. It not only consists of three quarks, called valence quarks, but also of a lot 
+of quark-antiquark pairs connected by gluons, called the sea quarks, that exist due to the self interaction of the 
+gluons binding the three valence quarks. Therefore in a proton - proton collision, interactions of gluons and quarks are 
+the main processes causing a very strong QCD background.
 
 \begin{figure}
 \centering
@@ -122,23 +157,26 @@ While being very successful in describing mostly all of the effects we can obser
 Standard Model still has several shortcomings.
 
 - **Gravity**: as already noted, the standard model doesn't include gravity as a force.
-- **Dark Matter**: observations of the rotational velocity of galaxies can't be explained by the matter known, dark
-  matter up to date is our best theory to explain those.
+- **Dark Matter**: observations of the rotational velocity of galaxies can't be explained by the known matter. Dark
+  matter currently is our best theory to explain those.
 - **Matter-antimatter assymetry**: The amount of matter vastly outweights the amount of
   antimatter in the observable universe. This can't be explained by the standard model, which predicts a similar amount
   of matter and antimatter.
 - **Symmetries between particles**: Why do exactly three generations of fermions exist? Why is the charge of a quark
-  exactly one third of the charge of a lepton? How are the masses of the particles related? Those questions cannot be
-  answered by the standard model.
-- **Hierarchy problem**: 
+  exactly one third of the charge of a lepton? How are the masses of the particles related? Those and more questions 
+  cannot be answered by the standard model.
+- **Hierarchy problem**: The weak force is approximately $10^{24}$ times stronger than gravity and so far, there's no
+  satisfactory explanation as to why that is.
 
-## Excited quark states
+## Excited quark states {#sec:qs}
 
 One category of theories that try to solve some of the shortcomings of the standard model are the composite quark
 models. Those state, that quarks consist of some particles unknown to us so far. This could explain the symmetries
-between the different fermions. A common prediction of those models are excited quark states (q\*, q\*\*, q\*\*\*...),
-similar to atoms, that can be excited by the absorption of a photon and can then decay again under emission of a photon
-with an energy corresponding to the excited state.
+between the different fermions. A common prediction of those models are excited quark states (q\*, q\*\*, q\*\*\*...).
+Similar to atoms, that can be excited by the absorption of a photon and can then decay again under emission of a photon
+with an energy corresponding to the excited state, those excited quark states could decay under the emission of some 
+boson. Quarks are smaller than $10^{-18}$ m, due to that, excited states have to be of very high energy. That will cause 
+the emitted boson to be highly boosted.
 
 \begin{figure}
 \centering
@@ -151,14 +189,17 @@ with an energy corresponding to the excited state.
 \caption{Feynman diagram showing a possible decay of a q* particle to a W boson and a quark with the W boson also
 decaying to two quarks.} \label{fig:qsfeynman}
 \end{figure}
-
 This thesis will search data collected by the CMS in the years 2016, 2017 and 2018 for the single excited quark state
 q\* which can decay to a quark and any boson. An example of a q\* decaying to a quark and a W boson can be seen in
-[@fig:qsfeynman]. As the boson will also quickly decay to for example two quarks, those events will be hard to
-distinguish from the QCD background described in [@sec:qcdbg]. To reconstruct the mass of the q\* particle, the dijet
-invariant mass, the mass of the two jets in the final state, can be calculated by adding their four momenta, vectors
-consisting of the energy and momentum of a particle, together. From the four momentum it's easy to derive the mass by
-solving $E=\sqrt{p^2 + m^2}$ for m.
+[@fig:qsfeynman]. The boson quickly further decays into for example two quarks. Because the boson is highly boosted, 
+those will be very close together and therefore appear to the detector as only one jet. This means that the decay of a 
+q\* particle will have two jets in the endstate (assuming the W/Z boson decays to two quarks) and will therefore be hard 
+to distinguish from the QCD background described in [@sec:qcdbg].
+
+To reconstruct the mass of the q\* particle from an event successfully recognized to be the decay of such a particle, 
+the dijet invariant mass, the mass of the two jets in the final state, can be calculated by adding their four momenta, 
+vectors consisting of the energy and momentum of a particle, together. From the four momentum it's easy to derive the 
+mass by solving $E=\sqrt{p^2 + m^2}$ for m.
 
 \newpage
 
@@ -173,14 +214,13 @@ of 27 km and can collide protons at a centre of mass energy of 13 TeV. It is hom
 those are ATLAS and the Compact Muon Solenoid (CMS). Both are general-purpose detectors to investigate the particles
 that form during particle collisions.
 
-The luminosity L is a quantity to be able to calculate the number of events per second generated in a LHC collision by
-$N_{event} = L\sigma_{event}$ with $\sigma_{event}$ being the cross section of the event.
-The luminosity of the LHC for a Gaussian beam distribution can be described as follows:
+Particle colliders are characterized by their luminosity L. It is a quantity to be able to calculate the number of 
+events per second generated in a collision by $N_{event} = L\sigma_{event}$ with $\sigma_{event}$ being the cross 
+section of the event. The luminosity of the LHC for a Gaussian beam distribution can be described as follows:
 
 \begin{equation}
   L = \frac{N_b^2 n_b f_{rev} \gamma_r}{4 \pi \epsilon_n \beta^*}F
 \end{equation}
-
 Where $N_b$ is the number of particles per bunch, $n_b$ the number of bunches per beam, $f_{rev}$ the revolution
 frequency, $\gamma_r$ the relativistic gamma factor, $\epsilon_n$ the normalised transverse beam emittance, $\beta^*$
 the beta function at the collision point and F the geometric luminosity reduction factor due to the crossing angle at
@@ -188,28 +228,34 @@ the interaction point:
 \begin{equation}
   F = \left(1+\left( \frac{\theta_c\sigma_z}{2\sigma^*}\right)^2\right)^{-1/2}
 \end{equation}
-
 At the maximum luminosity of $10^{34}\si{\per\square\centi\metre\per\s}$, $N_b = 1.15 \cdot 10^{11}$, $n_b = 2808$,
 $f_{rev} = \SI{11.2}{\kilo\Hz}$, $\beta^* = \SI{0.55}{\m}$, $\epsilon_n = \SI{3.75}{\micro\m}$ and $F = 0.85$.
 
 To quantify the amount of data collected by one of the experiments at LHC, the integrated luminosity is introduced as
-$L_{int} = \int L dt$. In 2016 the CMS captured data of a total integrated luminosity of $\SI{35.92}{\per\femto\barn}$.
-In 2017 it collected $\SI{41.53}{\per\femto\barn}$ and in 2018 $\SI{59.74}{\per\femto\barn}$.
+$L_{int} = \int L dt$.
+
 
 ## Compact Muon Solenoid
 
 The data used in this thesis was captured by the Compact Muon Solenoid (CMS). It is one of the biggest experiments at
 the Large Hadron Collider. It can detect all elementary particles of the standard model except neutrinos. For that, it
 has an onion like setup. The particles produced in a collision first go through a tracking system. They then pass an
-electromegnetic as well as a hadronic calorimeter. This part is surrounded by a supercondcting solenoid that generates a
-magenetic field of 3.8 T. Outside of the solenoid are big muon chambers.
+electromegnetic as well as a hadronic calorimeter. This part is surrounded by a superconducting solenoid that generates 
+a magenetic field of 3.8 T. Outside of the solenoid are big muon chambers. In 2016 the CMS captured data of a integrated
+luminosity of $\SI{35.92}{\per\femto\barn}$. In 2017 it collected $\SI{41.53}{\per\femto\barn}$ and in 2018
+$\SI{59.74}{\per\femto\barn}$. Therefore the combined dataset of all three years has a total integrated luminosity of
+$\SI{137.19}{\per\femto\barn}$.
+
 
 ### Coordinate conventions
 
 Per convention, the z axis points along the beam axis, the y axis upwards and the x axis horizontal towards the LHC
 centre. Furthermore, the azimuthal angle $\phi$, which describes the angle in the x - y plane, the polar angle $\theta$,
 which describes the angle in the y - z plane and the pseudorapidity $\eta$, which is defined as $\eta =
--ln\left(tan\frac{\theta}{2}\right)$ are introduced. The coordinates are visualised in [@fig:cmscoords].
+-ln\left(tan\frac{\theta}{2}\right)$ are introduced. The coordinates are visualised in [@fig:cmscoords]. Furthermore,
+to describe a particles momentum, often the transverse momentum, $p_t$ is used. It is the component of the momentum
+transversal to the beam axis. It is a useful quantity, because the sum of all transverse momenta has to be zero.
+Missing transverse momentum implies particles that weren't detected such as neutrinos.
 
 ![Coordinate conventions of the CMS illustrating the use of $\eta$ and
 $\phi$. The Z axis is in beam direction. Taken from https://inspirehep.net/record/1236817/plots 
@@ -227,7 +273,7 @@ The electromagnetic calorimeter measures the energy of photons and electrons. It
 When passed by particles, it produces light in proportion to the particle's energy. This light is measured by
 photodetectors that convert this scintillation light to an electrical signal. To measure a particles energy, it has to
 leave its whole energy in the ECAL, which is true for photons and electrons, but not for other particles such as
-hadrons (particles formed of quarks) and muons. They too leave some energy in the ECAL.
+hadrons and muons. They too leave some energy in the ECAL.
 
 ### The hadronic calorimeter
 
@@ -237,7 +283,7 @@ to shower, the active material then detects those showers and measures their ene
 
 ### The solenoid
 
-The solenoid, giving the detector its name, is one of the most important feature. It creates a magnetic field of 3.8 T
+The solenoid, giving the detector its name, is one of the most important features. It creates a magnetic field of 3.8 T
 and therefore makes it possible to measure momentum of charged particles by bending their tracks.
 
 ### The muon system
@@ -247,6 +293,14 @@ cathode strip chambers and resistive plate chambers. The system is divided into
 they cover $0 < |\eta| < 2.4$. The muons are the only detected particles, that can pass all the other systems
 without a significant energy loss.
 
+### The Trigger system
+
+The CMS features a two level trigger system. It is necessary because the detector is unable to process all the events
+due to limited bandwidth. The Level 1 trigger reduces the event rate from 40 MHz to 100 kHz, the software based High
+Level trigger is then able to further reduce the rate to 1 kHz. The Level 1 trigger uses the data from the
+electromagnetic and hadronic calorimeters as well as the muon chambers to decide whether to keep an event. The High
+Level trigger uses a streamlined version of the CMS offline reconstruction software for its decision making.
+
 ### The Particle Flow algorithm
 
 The particle flow algorithm is used to identify and reconstruct all the particles arising from the proton - proton
@@ -254,13 +308,13 @@ collision by using all the information available from the different sub-detector
 extrapolating the tracks through the different calorimeters and associating clusters they cross with them. The set of
 the track and its clusters is then no more used for the detection of other particles. This is first done for muons and
 then for charged hadrons, so a muon can't give rise to a wrongly identified charged hadron. Due to Bremsstrahlung photon
-emission, electrons are harder to reconstruct, for them a specific track reconstruction algorithm is used [TODO].
+emission, electrons are harder to reconstruct. For them a specific track reconstruction algorithm is used.
 After identifying charged hadrons, muons and electrons, all remaining clusters within the HCAL correspond to neutral
 hadrons and within ECAL to photons. If the list of particles and their corresponding deposits is established, it can be
-used to determine the particles four momentums. From that, the missing transverse energy can be calculated and tau
+used to determine the particles four momenta. From that, the missing transverse energy can be calculated and tau
 particles can be reconstructed by their decay products.
 
-### Jet clustering
+## Jet clustering
 
 Because of the hadronisation it is not possible to uniquely identify the originating particle of a jet. Nonetheless,
 several algorithms exist to help with this problem. The algorithm used in this thesis is the anti-$k_t$ clustering
@@ -269,8 +323,13 @@ and SISCone clustering algorithms.
 
 The anti-$k_t$ clustering algorithm associates hard particles with their soft particles surrounding them within a radius
 R in the $\eta$ - $\phi$ plane forming cone like jets. If two jets overlap, the jets shape is changed according to its
-hardness. A softer particles jet will change its shape more than a harder particles. A visual comparision of four
-different clustering algorithms can be seen in [@fig:antiktcomparision].
+hardness. A softer particles jet will change its shape more than a harder particles. A visual comparison of four
+different clustering algorithms can be seen in [@fig:antiktcomparision]. For this analysis, a radius of 0.8 is used.
+
+Furthermore, to approximate the mass of a heavy particle that caused a jet, the softdropmass can be used. It is 
+calculated by removing wide angle soft particles from the jet to counter the effects of contamination from initial state 
+radiation, underlying event and multiple hadron scattering. It therefore is more accurate in determining the mass of a 
+particle causing a jet than taking the mass of all constituent particles of the jet combined.
 
 ![
 Comparision of the $k_t$, Cambridge/Aachen, SISCone and anti-$k_t$ algorithms clustering a sample parton-level event
@@ -281,136 +340,662 @@ with many random soft "ghosts". Taken from
 
 # Method of analysis
 
-As described in …, an excited quark q\* can decay to a quark and any boson. The branching ratios are calculated to be as
-follows:
+This section gives an overview over how the data gathered by the LHC and CMS is going to be analysed to be able to 
+either exclude the q\* particle to even higher masses than already done or maybe confirm its existence.
+
+As described in [@sec:qs], an excited quark q\* can decay to a quark and any boson. The branching ratios are calculated
+to be as follows [@QSTAR_THEORY]:
+
+
+: Branching ratios of the decaying q\* particle.
+
+| decay mode                | br. ratio [%] | decay mode                | br. ratio [%] |
+|---------------------------|---------------|---------------------------|---------------|
+| $U^* \rightarrow ug$      | 83.4          | $D^* \rightarrow dg$      | 83.4          |
+| $U^* \rightarrow dW$      | 10.9          | $D^* \rightarrow uW$      | 10.9          |
+| $U^* \rightarrow u\gamma$ | 2.2           | $D^* \rightarrow d\gamma$ | 0.5           |
+| $U^* \rightarrow uZ$      | 3.5           | $D^* \rightarrow dZ$      | 5.1           |
 
 The majority of excited quarks will decay to a quark and a gluon, but as this is virtually impossible to distinguish
-from QCD effects (for example from the qg->qg processes), this analysis will focus on the processes q\*->qW and q\*->qZ.
-In this case, due to jet substructure studies, it is possible to establish a discriminator between QCD background and
-jets originating in a W/Z decay. They still make up roughly 20 % of the signal events to study and therefore seem like a
-good choice.
+from QCD effects (for example from the qg $\rightarrow$ qg processes), this analysis will focus on the processes q\*
+$\rightarrow$ qW and q\* $\rightarrow$ qZ. In this case, due to jet substructure studies, it is possible to establish a
+discriminator between QCD background and jets originating in a W/Z decay. They still make up roughly 20 % of the signal
+events to study and therefore seem like a good choice.
 
-To find signal events in the data, this thesis looks at the dijet invariant mass distribution. It is assumed to only consist
-of QCD background and signal events, other backgrounds are neglected. If the q\* particle exists, this distribution
-should show a peak at its invariant mass. This peak will be looked for with statistical methods explained later on.
+The data studied was collected by the CMS experiment in the years 2016, 2017 and 2018. It is analysed with the Particle 
+Flow algorithm to reconstruct jets and all the other particles forming during the collision. The jets are then clustered 
+using the anti-$k_t$ algorithm with the distance parameter R being 0.8. Furthermore, the calorimeters of the CMS 
+detector have to be calibrated. For that, jet energy corrections published by the CMS working group are applied to the 
+data.
 
-## Signal/Background modelling
+To find signal events in the data, this thesis looks at the dijet invariant mass distribution. The data is assumed to 
+only consist of QCD background and signal events, other backgrounds are neglected. Cuts on several distributions are 
+introduced to reduce the background and improve the sensitivity for the signal. If the q\* particle exists, the dijet 
+invariant mass distribution should show a resonance at its invariant mass. This resonance will be looked for with 
+statistical methods explained later on.
 
-To be able to first make sure the setup is working as intended, simulated samples are of background and signal are used.
-For that, Monte Carlo simulations are used. The different particle interactions that take in a proton - proton collision
-are simulated using the probabilities provided by the Standard Model. Later on, also detector effects are applied to
-make sure, they look like real data coming from the CMS detector. The q\* signal samples are simulated by the
-probabilities given by the q\* theory and assuming a cross section of $\SI{1}{\per\pico\barn}$.
+The analysis will be conducted with two different sets of data. First, only the data collected by CMS in 2016 will be
+used to compare the results to the previous analysis [@PREV_RESEARCH]. Then the combined data from 2016, 2017 and 2018 
+will be used to improve the previously set limits for the mass of the q\* particle. Also, two different tagging 
+mechanisms will be used. One based on the N-subjettiness variable used in the previous research, the other being a novel 
+approach using a deep neural network.
 
-The invariant mass distribution of the QCD background sample is fitted using the following function with three
-parameters p0, p1, p2:
+## Signal and Background modelling
+
+To make sure the setup is working as intended, at first simulated samples of background and signal are used. In those 
+Monte Carlo simulations, the different particle interactions that take place in a proton - proton
+collision are simulated using the probabilities provided by the Standard Model by calculating the cross sections of the 
+different feynman diagrams. Later on, also detector effects (like its limited resolution) are
+applied to make sure, they look like real data coming from the CMS detector. The q\* signal samples are simulated by the
+probabilities given by the q\* theory [@QSTAR_THEORY] and assuming a cross section of $\SI{1}{\per\pico\barn}$. The 
+simulation was done using MadGraph. Because of the expected high mass, the signal width will be dominated by the 
+resolution of the detector, not by the natural resonance width.
+
+The dijet invariant mass distribution of the QCD background is expected to smoothly fall with higher masses.
+It is therefore fitted using the following smooth falling function with three parameters p0, p1, p2:
 \begin{equation}
-\frac{dN}{dm_{jj}} = \frac{p_0 \cdot ( 1 - m_{jj} / \sqrt{s} )^{p_2}}{ (m_{jj} / \sqrt{s})^{p_1}} 
-\end{equation} 
-Whereas $m_{jj}$ is the invariant mass of the dijet and $p_0$ is a normalisation parameter. Two and four parameter
-functions have also been studied but found to not fit the background as good as this one.
+\frac{dN}{dm_{jj}} = \frac{p_0 \cdot ( 1 - m_{jj} / \sqrt{s} )^{p_2}}{ (m_{jj} / \sqrt{s})^{p_1}}
+\end{equation}
+Whereas $m_{jj}$ is the invariant mass of the dijet and $p_0$ is a normalisation parameter. It is the same function as 
+used in the previous research studying 2016 data only.
 
-The signal is fitted using a double sided crystal ball function. A gaussian and a poisson have also been studied but
-found to not fit the signal sample very well.
+The signal is fitted using a double sided crystal ball function. It has six parameters:
+
+- mean: the functions mean, in this case the resonance mass
+- sigma: the functions width, in this case the resolution of the detector
+- n1, n2, alpha1, alpha2: parameters influencing the shape of the left and right tail
+
+A gaussian and a poisson have also been studied but found to not fit the signal sample very well as they aren't able to 
+fit the tail on both sides of the peak.
+
+An example of a fit of these functions to a toy dataset with gaussian errors can be seen in [@fig:cb_fit]. In this 
+figure, a binning of 200 GeV is used. For the actual analysis a 1 GeV binning will be used.
+
+![
+Combined fit of signal and background on a toy dataset with gaussian errors and a simulated resonance mass of 3 TeV.
+](./figures/cb_fit.pdf){#fig:cb_fit}
 
 \newpage
 
 # Preselection and data quality
 
-To separate the background from the signal, several cuts have to be introduced. The selection of events is divided in
-two parts. The first one (the preselection) adds some cuts for trigger efficiency as well as general physics motivated
-cuts. It is not expected to already provide a good separation of background and signal. In the second part, different
-taggers will be used as a discriminator between QCD background and signal events. After the preselection, it is made
-sure, that the simulated samples represent the real data well.
+To separate the background from the signal, cuts on several distributions have to be introduced. The selection of events 
+is divided into
+two parts. The first one (the preselection) adds some general physics motivated cuts and is also used to make sure a 
+good trigger efficiency is achieved. It is not expected to already provide a good separation of background and signal. 
+In the second part, different taggers will be used as a discriminator between QCD background and signal events. After 
+the preselection, it is made sure, that the simulated samples represent the real data well.
 
 ## Preselection
 
-From a decaying q\* particle, we expect two jets in the endstate. Therefore a cut of number of jets $\ge$ 2 is added.
-More jets are also possible because of jets originating in QCD effects such as gluon - gluon interactions. The second
-cut is on $\Delta\eta$. The q\* particle is expected to be very heavy and therefore almost stationary. Its decay
-products should therefore be close to back to back, which means a low $\Delta\eta$. To maintain comparability, the
-same cut as in previous research of $\Delta\eta \le 1.3$ will be used. The last cut in the preselection is on the dijet
-invariant mass: $m_{jj} \ge \SI{1050}{\giga\eV}$. It is important for a high trigger efficiency. To summarise, the
-following cuts are applied during preselection:
+First, all events are cleaned of jets with a $p_t < \SI{200}{\giga\eV}$ and a pseudorapidity $|\eta| > 2.4$. This is to
+discard soft background and to make sure the particles are in the barrel region of the detector for an optimal detector 
+resolution. Furthermore, all events with one of the two highest $p_t$ jets having an angular separation smaller
+than 0.8 from any electron or muon are discarded to allow future use of the results in studies of the semi or
+all-leptonic decay channels.
 
-1. Number of jets $\ge$ 2
-1. $\Delta\eta \le 1.3$
-1. $m_{jj} \ge \SI{1050}{\giga\eV}$
+From a decaying q\* particle, we expect two jets in the endstate. Therefore a cut is added to have at least 2 jets.
+More jets are also possible, for example caused by gluon radiation of a quark causing another jet. The cut can be seen 
+in [@fig:njets].
 
-## Data - Monte Carlo Comparision
+\begin{figure}
+\begin{minipage}{0.5\textwidth}
+\includegraphics{./figures/2016/v1_Cleaner_N_jets_stack.eps}
+\end{minipage}
+\begin{minipage}{0.5\textwidth}
+\includegraphics{./figures/2016/v1_Njet_N_jets_stack.eps}
+\end{minipage}
+\begin{minipage}{0.5\textwidth}
+\includegraphics{./figures/combined/v1_Cleaner_N_jets_stack.eps}
+\end{minipage}
+\begin{minipage}{0.5\textwidth}
+\includegraphics{./figures/combined/v1_Njet_N_jets_stack.eps}
+\end{minipage}
+\caption{Number of jet distribution showing the cut at number of jets $\ge$ 2. Left: distribution before the cut. Right:
+distribution after the cut. 1st row: data from 2016. 2nd row: combined data from 2016, 2017 and 2018. The signal curves 
+are amplified by a factor of 10,000, to be visible.}
+\label{fig:njets}
+\end{figure}
 
-To ensure high data quality, the MC QCD background sample is now being compared to the actual data of the corresponding
-year collected by the CMS detector. This is done for the years 2016, 2017 and 2018. The distributions are normalised on
-the invariant mass distribution. For most distributions, no significant difference is seen between data and simulation.
-In 2018, way more events have a high number of primary vertices in the real data than in the simulated sample. This is
-being investigated by a CMS workgroup already but should not affect this analysis.
+Another cut is on $\Delta\eta$. The q\* particle is expected to be very heavy in regards to the center of mass energy of 
+the collision and will therefore be almost stationary. Its decay products should therefore be close to back to back, 
+which means the $\Delta\eta$ distribution is expected to peak at 0. At the same time, particles originating from QCD 
+effects are expected to have a higher $\Delta\eta$ as they mainly form from less heavy resonances. To maintain 
+comparability, the same cut as in previous research of $\Delta\eta \le 1.3$ is used as can be seen in [@fig:deta].
+
+\begin{figure}
+\begin{minipage}{0.5\textwidth}
+\includegraphics{./figures/2016/v1_Njet_deta_stack.eps}
+\end{minipage}
+\begin{minipage}{0.5\textwidth}
+\includegraphics{./figures/2016/v1_Eta_deta_stack.eps}
+\end{minipage}
+\begin{minipage}{0.5\textwidth}
+\includegraphics{./figures/combined/v1_Njet_deta_stack.eps}
+\end{minipage}
+\begin{minipage}{0.5\textwidth}
+\includegraphics{./figures/combined/v1_Eta_deta_stack.eps}
+\end{minipage}
+\caption{$\Delta\eta$ distribution showing the cut at $\Delta\eta \le 1.3$. Left: distribution before the cut. Right:
+distribution after the cut. 1st row: data from 2016. 2nd row: combined data from 2016, 2017 and 2018. The signal curves 
+are amplified by a factor of 10,000, to be visible.}
+\label{fig:deta}
+\end{figure}
+
+The last cut in the preselection is on the dijet invariant mass: $m_{jj} \ge \SI{1050}{\giga\eV}$. It is important for a
+high trigger efficiency and can be seen in [@fig:invmass]. Also, it has a huge impact on the background because it 
+usually consists of way lighter particles. The q\* on the other hand is expected to have a very high invariant mass of 
+more than 1 TeV. The distribution should be a smoothly falling function for the QCD background and peak at the simulated 
+resonance mass for the signal events.
+
+\begin{figure}
+\begin{minipage}{0.5\textwidth}
+\includegraphics{./figures/2016/v1_Eta_invMass_stack.eps}
+\end{minipage}
+\begin{minipage}{0.5\textwidth}
+\includegraphics{./figures/2016/v1_invmass_invMass_stack.eps}
+\end{minipage}
+\begin{minipage}{0.5\textwidth}
+\includegraphics{./figures/combined/v1_Eta_invMass_stack.eps}
+\end{minipage}
+\begin{minipage}{0.5\textwidth}
+\includegraphics{./figures/combined/v1_invmass_invMass_stack.eps}
+\end{minipage}
+\caption{Invariant mass distribution showing the cut at $m_{jj} \ge \SI{1050}{\giga\eV}$. It shows the expected smooth 
+falling functions of the background whereas the signal peaks at the simulated resonance mass.
+Left: distribution before the
+cut. Right: distribution after the cut. 1st row: data from 2016. 2nd row: combined data from 2016, 2017 and 2018.}
+\label{fig:invmass}
+\end{figure}
+
+After the preselection, the signal efficiency for q* decaying to qW of 2016 ranges from 48 % for 1.6 TeV to 49 % for 7 
+TeV. Decaying to qZ, the efficiencies are between 45 % (1.6 TeV) and 50 % (7 TeV). The amount of background after the 
+preselection is reduced to 5 % of the original events. For the combined data of the three years those values look 
+similar. Decaying to qW signal efficiencies between 49 % (1.6 TeV) and 56 % (7 TeV) are reached, wheres the efficiencies 
+when decaying to qZ are in the range of 46 % (1.6 TeV) to 50 % (7 TeV). Here, the background could be reduced to 8 % of 
+the original events. So while keeping around 50 % of the signal, the background was already reduced to less than a 
+tenth. Still, as can be seen in [@fig:njets] to [@fig:invmass], the amount of signal is very low and, without 
+logarithmic scale, even has to be amplified to be visible.
+
+## Data - Monte Carlo Comparison
+
+To ensure high data quality, the simulated QCD background sample is now being compared to the actual data of the 
+corresponding year collected by the CMS detector. This is done for the year 2016 and for the combined data of years 
+2016, 2017 and 2018. The distributions are rescaled so the integral over the invariant mass distribution of data and 
+simulation are the same. In [@fig:data-mc], the three distributions that cuts were applied on can be seen for year 2016 
+and the combined data of years 2016 to 2018.
+
+\begin{figure}
+\begin{minipage}{0.33\textwidth}
+\includegraphics{./figures/2016/DATA/v1_invmass_N_jets.eps}
+\end{minipage}
+\begin{minipage}{0.33\textwidth}
+\includegraphics{./figures/2016/DATA/v1_invmass_deta.eps}
+\end{minipage}
+\begin{minipage}{0.33\textwidth}
+\includegraphics{./figures/2016/DATA/v1_invmass_invMass.eps}
+\end{minipage}
+\begin{minipage}{0.33\textwidth}
+\includegraphics{./figures/combined/DATA/v1_invmass_N_jets.eps}
+\end{minipage}
+\begin{minipage}{0.33\textwidth}
+\includegraphics{./figures/combined/DATA/v1_invmass_deta.eps}
+\end{minipage}
+\begin{minipage}{0.33\textwidth}
+\includegraphics{./figures/combined/DATA/v1_invmass_invMass.eps}
+\end{minipage}
+\caption{Comparision of data with the Monte Carlo simulation.
+1st row: data from 2016.
+2nd row: combined data from 2016, 2017 and 2018.}
+\label{fig:data-mc}
+\end{figure}
+
+The shape of the real data matches the simulation well. The $\Delta\eta$ distributions shows some offset between data 
+and simulation.
 
 ### Sideband
 
-The sideband is introduced to make sure there are no unwanted side effects of the used cuts. It adds a cut, that makes
-sure, no data in the sideband is used for the actual analysis. As sideband, the region where the mass of one of the two
-jets with the highest transverse momentum ($p_t$) is more than 105 GeV. Because the decay of a q\* to a vector boson is
-being investigated, one of the two jets should have a mass between 105 GeV and 35 GeV. Therefore events with jets that
-are heavier than 105 GeV will not be used for this analysis which makes them a good sideband to use.
+The sideband is introduced to make sure there are no unwanted side effects of the used cuts. It is a region in which no 
+data is used for the actual analysis. Again, data and the Monte Carlo simulation are compared. For this analysis, the 
+region where the softdropmass of both of the two jets with the highest transverse momentum ($p_t$) is more than 105 GeV 
+was chosen. Because the decay of a q\* to a vector boson is being investigated, later on, a selection is applied that 
+one of those particles has to have a mass between 105 GeV and 35 GeV. Therefore events with jets with a softdropmass 
+higher than 105 GeV will not be used for this analysis which makes them a good sideband to use.
 
-# Event substructure selection
+In [@fig:sideband], the comparison of data with simulation in the sideband region can be seen for the softdropmass 
+distribution as well as the dijet invariant mass distribution. As in [fig:data-mc], the histograms are rescaled, so that 
+the dijet invariant mass distributions of data and simulation have the same integral.
+It can be seen, that in the sideband region data and simulation match very well.
 
-This selection is responsible for distinguishing between QCD and signal events by using a tagger to identify jets coming
+\begin{figure}
+\begin{minipage}{0.5\textwidth}
+\includegraphics{./figures/2016/sideband/v1_SDM_SoftDropMass_1.eps}
+\end{minipage}
+\begin{minipage}{0.5\textwidth}
+\includegraphics{./figures/2016/sideband/v1_SDM_invMass.eps}
+\end{minipage}
+\begin{minipage}{0.5\textwidth}
+\includegraphics{./figures/combined/sideband/v1_SDM_SoftDropMass_1.eps}
+\end{minipage}
+\begin{minipage}{0.5\textwidth}
+\includegraphics{./figures/combined/sideband/v1_SDM_invMass.eps}
+\end{minipage}
+\caption{Comparison of data with the Monte Carlo simulation in the sideband region. 1st row: data from 2016. 2nd row: 
+combined data from 2016, 2017 and 2018.}
+\label{fig:sideband}
+\end{figure}
+
+\newpage
+
+# Jet substructure selection
+
+So far it was made sure, that the actual data and the simulation match well after the preselection and no unwanted side 
+effects are introduced in the data by the used cuts. Now another selection has to be introduced, to further reduce the 
+background to be able to extract the hypothetical signal events from the actual data.
+
+This is done by distinguishing between QCD and signal events using a tagger to identify jets coming
 from a vector boson. Two different taggers will be used to later compare the results. The decay analysed includes either
 a W or Z boson, which are, compared to the particles in QCD effects, very heavy. This can be used by adding a cut on the
-softdropmass of a jet. The softdropmass is calculated by removing wide angle soft particles from the jet to counter the
-effects of contamination from initial state radiation, underlying event and multiple hadron scattering. The softdropmass
-of at least one of the two leading jets is expected to be within $\SI{35}{\giga\eV}$ and $\SI{105}{\giga\eV}$.
+softdropmass of a jet. The softdropmass of at least one of the two leading jets is expected to be within 
+$\SI{35}{\giga\eV}$ and $\SI{105}{\giga\eV}$. This cut already provides a good separation of QCD and signal events, on 
+which the two taggers presented next can build.
+
+Both taggers provide a discriminator value to choose whether an event originates in the decay of a vector boson or from 
+QCD effects. This value will be optimized afterwards to make sure the maximum efficiency possible is achieved.
 
 ## N-Subjettiness
 
-The N-subjettiness $\tau_n$ is defined as
+The N-subjettiness $\tau_n$ is a jet shape parameter designed to identify boosted hadronically-decaying objects. When a
+vector boson decays hadronically, it produces two quarks each causing a jet. But because of the high mass of the vector
+bosons, the particles are highly boosted and appear, after applying a clustering algorithm, as just one. This algorithm
+now tries to figure out, whether one jet might consist of two subjets by using the kinematics and positions of the
+constituent particles of this jet.
+The N-subjettiness is defined as
 
 \begin{equation} \tau_N = \frac{1}{d_0} \sum_k p_{T,k} \cdot \text{min}\{ \Delta R_{1,k}, \Delta R_{2,k}, …, \Delta
 R_{N,k} \} \end{equation}
 
 with k going over the constituent particles in a given jet, $p_{T,k}$ being their transverse momenta and $\Delta R_{J,k}
 = \sqrt{(\Delta\eta)^2 + (\Delta\phi)^2}$ being the distance of a candidate subjet J and a constituent particle k in the
-rapidity-azimuth plane. It quantifies to what degree a jet can be regarded as a jet composed of $N$ subjets.
-It has been shown, that $\tau_{21} = \tau_2/\tau_1$ is a good discriminator between QCD events
-and events originating from the decay of a boosted vector boson.
+$\eta$ - $\phi$ plane. It quantifies to what degree a jet can be regarded as a jet composed of $N$ subjets.
+Experiments showed, that rather than using $\tau_N$ directly, the ratio $\tau_{21} = \tau_2/\tau_1$ is a better
+discriminator between QCD events and events originating from the decay of a boosted vector boson.
 
-The $\tau_{21}$ cut is applied to the one of the two highest $p_t$ jets passing the softdropmasswindow. If both of them
-pass, it is applied to the one with higher $p_t$.
+The lower the $\tau_{21}$ is, the more likely a jet is caused by the decay of a vector boson. Therefore a selection will 
+be introduced, so that $\tau_{21}$ of one candidate jet is smaller then some value that will be determined by an 
+optimization process described in the next chapter. As candidate jet the one of the two highest $p_t$ jets passing the 
+softdropmass window is used. If both of them pass, the one with higher $p_t$ is chosen.
 
-## DeepBoosted
+## DeepAK8
 
-The deep boosted tagger uses a trained neural network to identify decays originitating in a vector boson. It is supposed
+The DeepAK8 tagger uses a deep neural network (DNN) to identify decays originating in a vector boson. It is supposed
 to give better efficiencies than the older N-Subjettiness method.
 
+The DNN has two input lists for each jet. The first is a list of up to 100 constituent particles of the jet, sorted by
+decreasing $p_t$. A total of 42 properties of the particles such es $p_t$, energy deposit, charge and the
+angular momentum between the particle and the jet or subjet axes are included. The second input list is a list of up to
+seven secondary vertices, each with 15 features, such as the kinematics, displacement and quality criteria.
+To process those inputs, a customised DNN architecture has been developed. It consists of two convolutional neural
+networks that each process one of the input lists. The outputs of the two CNNs are then combined and processed by a
+fully-connected network to identify the jet. The network was trained with a sample of 40 million jets, another 10
+million jets were used for development and validation.
+
+In this thesis, the mass decorrelated version of the DeepAK8 tagger is used. It adds an additional mass predictor layer,
+that is trained to quantify how strongly the output of the non-decorrelated tagger is correlated to the mass of a
+particle. Its output is fed back to the network as a penalty so it avoids using features of the particles correlated to
+their mass. The result is a largely mass decorrelated tagger of heavy resonances.
+As the mass variable is already in use for the softdropmass selection, this version of the tagger is to be preferred.
+
+The higher the discriminator value of the deep boosted tagger, the more likely is the jet to be caused by decay of a 
+vector boson. Therefore, using the same way to choose a candidate jet as for the N-subjettiness tagger, a selection is 
+applied so that this candidate jet has a WvsQCD/ZvsQCD value greater than some value determined by the optimization 
+presented next.
+
 ## Optimization
 
 To figure out the best value to cut on the discriminators introduced by the two taggers, a value to quantify how good a
 cut is has to be introduced. For that, the significance calculated by $\frac{S}{\sqrt{B}}$ will be used. S stands for
 the amount of signal events and B for the amount of background events in a given interval. This value assumes a gaussian
 error on the background so it will be calculated for the 2 TeV masspoint where enough background events exist to justify
-this assumption. The value therefore represents how good the signal can be distinguished from the background in units of
-the standard deviation of the background. As interval, a 10 % margin around the masspoint is chosen.
+this assumption. It follows from the central limit theorem that states, that for identical distributed random variables, 
+their sum converges to a gaussian distribution. The significance therefore represents how good the signal can be 
+distinguished from the background in units of the standard deviation of the background. As interval, a 10 % margin 
+around the masspoint is chosen.
 
-As a result, the $\tau_{21}$ cut is placed at $\le 0.35$ and the VvsQCD cut is placed at $\ge 0.83$.
+\begin{figure}
+  \begin{minipage}{0.5\textwidth}
+    \includegraphics{./figures/sig-db.pdf}
+  \end{minipage}
+  \begin{minipage}{0.5\textwidth}
+    \includegraphics{./figures/sig-tau.pdf}
+  \end{minipage}
+\caption{Significance plots for the deep boosted (left) and N-subjettiness (right) tagger at the 2 TeV masspoint.}
+\label{fig:sig}
+\end{figure}
 
-\newpage
+As a result, the $\tau_{21}$ cut is placed at $\le 0.35$, confirming the value previous research chose and the deep 
+boosted cut is placed at $\ge 0.95$. For the deep boosted tagger, 0.97 would give a slightly higher significance but as 
+it is very close to the edge where the significance drops very low and the higher the cut the less background will be 
+left to calculate the cross section limits, especially at higher resonance masses, the slightly less strict cut is 
+chosen.
+The significance for the $\tau_{21}$ cut is 14.08, and for the deep boosted tagger 25.61.
+For both taggers also a low purity category is introduced for high TeV regions. Using the cuts optimized for 2 TeV, 
+there are very few background events left for higher resonance masses, but to reliably calculate cross section limits, 
+those are needed. As low purity category for the N-subjettiness tagger, a cut at $0.35 < \tau_{21} < 0.75$ is used. For 
+the deep boosted tagger the opposite cut from the high purity category is used: $VvsQCD < 0.95$.
 
 # Signal extraction
 
+After the optimization, now the optimal selection for the N-subjettiness as well as the deep boosted tagger is found and 
+applied to the simulated samples as well as the data collected by the CMS. The fit described in [@sec:moa] is performed 
+for all masspoints of the decay to qW and qZ and for both datasets used, the one from 2016 und the combined one of 2016, 
+2017 and 2018.
+
+To extract the signal from the background, its cross section limit is calculated using a frequentist asymptotic limit 
+calculator. It uses the fit that was performed to the simulated samples to calculate expected limits for all the 
+available masspoints and then a fit to the actual data to determine an observed limit. If there's no resonance of the 
+q\* particle in the data, the observed limit should lie within the $2\sigma$ environment of the expected limit. After 
+that, the crossing of the theory line, representing the cross section limits expected, if the q\* particle would exist, 
+and the observed data is calculated, to have a limit of mass up to which the existence of the q\* particle can be 
+excluded. To find the uncertainty of this result, the crossing of the theory line plus, respectively minus, its 
+uncertainty with the observed limit is also calculated.
+
 ## Uncertainties
 
-\newpage
+The following uncertainties are considered:
+
+- *Luminosity*: the integrated luminosity of the LHC has an uncertainty of 2.5 %.
+- *Jet Energy Corrections*: for the Jet Energy Corrections, an uncertainty of 2 % is assumed.
+- *Tagger Efficiency(?)*: 6 % (TODO!)
+- *Parameter Uncertainty of the fit*: The CombinedLimit program used for determining the cross section varies the 
+  parameters used for the fit and therefore includes their uncertainties to calculate the final result.
 
 # Results
 
+In this chapter the results and a comparison to previous research will be shown as well as a comparison between the two 
+different taggers used.
 
 ## 2016
 
-### previous research
+Using the data collected by the CMS experiment on 2016, the cross section limits seen in [@fig:res2016] were obtained. 
+The extracted cross section limits are:
 
 
+: Cross Section limits using 2016 data and the N-subjettiness tagger for the decay to qW
+
+| Mass [TeV] | Exp. limit [pb] | Upper limit [pb] | Lower limit [pb] | Obs. limit [pb] |
+|------------|-----------------|------------------|------------------|-----------------|
+| 1.6        | 0.10406         | 0.14720          | 0.07371          | 0.08165         |
+| 1.8        | 0.07656         | 0.10800          | 0.05441          | 0.04114         |
+| 2.0        | 0.05422         | 0.07605          | 0.03879          | 0.04043         |
+| 2.5        | 0.02430         | 0.03408          | 0.01747          | 0.04052         |
+| 3.0        | 0.01262         | 0.01775          | 0.00904          | 0.02109         |
+| 3.5        | 0.00703         | 0.00992          | 0.00502          | 0.00399         |
+| 4.0        | 0.00424         | 0.00603          | 0.00300          | 0.00172         |
+| 4.5        | 0.00355         | 0.00478          | 0.00273          | 0.00249         |
+| 5.0        | 0.00269         | 0.00357          | 0.00211          | 0.00240         |
+| 6.0        | 0.00103         | 0.00160          | 0.00068          | 0.00062         |
+| 7.0        | 0.00063         | 0.00105          | 0.00039          | 0.00086         |
+
+
+: Cross Section limits using 2016 data and the deep boosted tagger for the decay to qW
+
+| Mass [TeV] | Exp. limit [pb] | Upper limit [pb] | Lower limit [pb] | Obs. limit [pb] |
+|------------|-----------------|------------------|------------------|-----------------|
+| 1.6        | 0.17750         | 0.25179          | 0.12572          | 0.38242         |
+| 1.8        | 0.11125         | 0.15870          | 0.07826          | 0.11692         |
+| 2.0        | 0.08188         | 0.11549          | 0.05799          | 0.09528         |
+| 2.5        | 0.03328         | 0.04668          | 0.02373          | 0.03653         |
+| 3.0        | 0.01648         | 0.02338          | 0.01181          | 0.01108         |
+| 3.5        | 0.00840         | 0.01195          | 0.00593          | 0.00683         |
+| 4.0        | 0.00459         | 0.00666          | 0.00322          | 0.00342         |
+| 4.5        | 0.00276         | 0.00412          | 0.00190          | 0.00366         |
+| 5.0        | 0.00177         | 0.00271          | 0.00118          | 0.00401         |
+| 6.0        | 0.00110         | 0.00175          | 0.00071          | 0.00155         |
+| 7.0        | 0.00065         | 0.00108          | 0.00041          | 0.00108         |
+
+
+: Cross Section limits using 2016 data and the N-subjettiness tagger for the decay to qZ
+
+| Mass [TeV] | Exp. limit [pb] | Upper limit [pb] | Lower limit [pb] | Obs. limit [pb] |
+|------------|-----------------|------------------|------------------|-----------------|
+| 1.6        | 0.08687         | 0.12254          | 0.06174          | 0.06987         |
+| 1.8        | 0.06719         | 0.09477          | 0.04832          | 0.03424         |
+| 2.0        | 0.04734         | 0.06640          | 0.03405          | 0.03310         |
+| 2.5        | 0.01867         | 0.02619          | 0.01343          | 0.03214         |
+| 3.0        | 0.01043         | 0.01463          | 0.00744          | 0.01773         |
+| 3.5        | 0.00596         | 0.00840          | 0.00426          | 0.00347         |
+| 4.0        | 0.00353         | 0.00500          | 0.00250          | 0.00140         |
+| 4.5        | 0.00233         | 0.00335          | 0.00164          | 0.00181         |
+| 5.0        | 0.00157         | 0.00231          | 0.00110          | 0.00188         |
+| 6.0        | 0.00082         | 0.00126          | 0.00054          | 0.00049         |
+| 7.0        | 0.00050         | 0.00083          | 0.00031          | 0.00066         |
+
+
+: Cross Section limits using 2016 data and deep boosted tagger for the decay to qZ
+
+| Mass [TeV] | Exp. limit [pb] | Upper limit [pb] | Lower limit [pb] | Obs. limit [pb] |
+|------------|-----------------|------------------|------------------|-----------------|
+| 1.6        | 0.16687         | 0.23805          | 0.11699          | 0.35999         |
+| 1.8        | 0.12750         | 0.17934          | 0.09138          | 0.12891         |
+| 2.0        | 0.09062         | 0.12783          | 0.06474          | 0.09977         |
+| 2.5        | 0.03391         | 0.04783          | 0.02422          | 0.03754         |
+| 3.0        | 0.01781         | 0.02513          | 0.01277          | 0.01159         |
+| 3.5        | 0.00949         | 0.01346          | 0.00678          | 0.00741         |
+| 4.0        | 0.00494         | 0.00711          | 0.00349          | 0.00362         |
+| 4.5        | 0.00293         | 0.00429          | 0.00203          | 0.00368         |
+| 5.0        | 0.00188         | 0.00284          | 0.00127          | 0.00426         |
+| 6.0        | 0.00102         | 0.00161          | 0.00066          | 0.00155         |
+| 7.0        | 0.00053         | 0.00085          | 0.00034          | 0.00085         |
+
+
+As can be seen in [@fig:res2016], the observed limit in the region where theory and observed limit cross is very high 
+compared to when using the N-subjettiness tagger. Therefore the two lines cross earlier, which results in lower 
+exclusion limits on the mass of the q\* particle.
+
+
+: Mass limits found using the data collected in 2016
+
+| Decay | Tagger       | Limit [TeV] | Upper Limit [TeV] | Lower Limit [TeV] |
+|-------|--------------|-------------|-------------------|-------------------|
+| qW    | $\tau_{21}$  | 5.39        | 6.01              | 4.99              |
+| qW    | deep boosted | 4.96        | 5.19              | 4.84              |
+| qZ    | $\tau_{21}$  | 4.86        | 4.96              | 4.70              |
+| qZ    | deep boosted | 4.49        | 4.61              | 4.40              |
+
+
+
+\begin{figure}
+  \begin{minipage}{0.5\textwidth}
+  \includegraphics{./figures/results/brazilianFlag_QtoqW_2016tau_13TeV.pdf}
+  \end{minipage}
+  \begin{minipage}{0.5\textwidth}
+  \includegraphics{./figures/results/brazilianFlag_QtoqW_2016db_13TeV.pdf}
+  \end{minipage}
+  \begin{minipage}{0.5\textwidth}
+  \includegraphics{./figures/results/brazilianFlag_QtoqZ_2016tau_13TeV.pdf}
+  \end{minipage}
+  \begin{minipage}{0.5\textwidth}
+  \includegraphics{./figures/results/brazilianFlag_QtoqZ_2016db_13TeV.pdf}
+  \end{minipage}
+\caption{Results of the cross section limits for 2016 using the $\tau_{21}$ tagger (left) and the deep boosted tagger 
+(right).}
+\label{fig:res2016}
+\end{figure}
+
+### Previous research
+
+The limit is already slightly higher than the one from previous research, which was found to be 5 TeV for the decay to 
+qW and 4.7 TeV for the decay to qZ. This is mainly due to the fact, that in our data, the observed limit at the 
+intersection point happens to be in the lower region of the expected limit interval and therefore causing a very late 
+crossing with the theory line when using the N-subjettiness tagger (as can be seen in [@fig:res2016]. This could be 
+caused by small differences of the setup used or slightly differently processed data. In general, the results appear to 
+be very similar to the previous research, seen in [@fig:prev].
+
+\begin{figure}
+\begin{minipage}{0.5\textwidth}
+\includegraphics{./figures/results/prev_qW.png}
+\end{minipage}
+\begin{minipage}{0.5\textwidth}
+\includegraphics{./figures/results/prev_qZ.png}
+\end{minipage}
+\caption{Previous results of the cross section limits for q\* decaying to qW (left) and q\* decaying to qZ (right). 
+Taken from \cite{PREV_RESEARCH}.}
+\label{fig:prev}
+\end{figure}
+
 ## 2016 + 2017 + 2018
 
+Using the combined data, the cross section limits seen in [@fig:resCombined] were obtained. It is quite obvious, that 
+the limits are already significantly lower than when only using the data of 2016. The extracted cross section limits are 
+the following:
+
+
+: Cross Section limits using the combined data and the N-subjettiness tagger for the decay to qW
+
+| Mass [TeV] | Exp. limit [pb] | Upper limit [pb] | Lower limit [pb] | Obs. limit [pb] |
+|------------|-----------------|------------------|------------------|-----------------|
+| 1.6        | 0.05703         | 0.07999          | 0.04088          | 0.03366         |
+| 1.8        | 0.03953         | 0.05576          | 0.02833          | 0.04319         |
+| 2.0        | 0.02844         | 0.03989          | 0.02045          | 0.04755         |
+| 2.5        | 0.01270         | 0.01781          | 0.00913          | 0.01519         |
+| 3.0        | 0.00658         | 0.00923          | 0.00473          | 0.01218         |
+| 3.5        | 0.00376         | 0.00529          | 0.00269          | 0.00474         |
+| 4.0        | 0.00218         | 0.00309          | 0.00156          | 0.00114         |
+| 4.5        | 0.00132         | 0.00188          | 0.00094          | 0.00068         |
+| 5.0        | 0.00084         | 0.00122          | 0.00060          | 0.00059         |
+| 6.0        | 0.00044         | 0.00066          | 0.00030          | 0.00041         |
+| 7.0        | 0.00022         | 0.00036          | 0.00014          | 0.00043         |
+
+
+: Cross Section limits using the combined data and the deep boosted tagger for the decay to qW
+
+| Mass [TeV] | Exp. limit [pb] | Upper limit [pb] | Lower limit [pb] | Obs. limit [pb] |
+|------------|-----------------|------------------|------------------|-----------------|
+| 1.6        | 0.06656         | 0.09495          | 0.04698          | 0.12374         |
+| 1.8        | 0.04281         | 0.06141          | 0.03001          | 0.05422         |
+| 2.0        | 0.03297         | 0.04650          | 0.02363          | 0.04658         |
+| 2.5        | 0.01328         | 0.01868          | 0.00950          | 0.01109         |
+| 3.0        | 0.00650         | 0.00917          | 0.00464          | 0.00502         |
+| 3.5        | 0.00338         | 0.00479          | 0.00241          | 0.00408         |
+| 4.0        | 0.00182         | 0.00261          | 0.00129          | 0.00127         |
+| 4.5        | 0.00107         | 0.00156          | 0.00074          | 0.00123         |
+| 5.0        | 0.00068         | 0.00102          | 0.00046          | 0.00149         |
+| 6.0        | 0.00038         | 0.00060          | 0.00024          | 0.00034         |
+| 7.0        | 0.00021         | 0.00035          | 0.00013          | 0.00046         |
+
+
+
+: Cross Section limits using the combined data and the N-subjettiness tagger for the decay to qZ
+
+| Mass [TeV] | Exp. limit [pb] | Upper limit [pb] | Lower limit [pb] | Obs. limit [pb] |
+|------------|-----------------|------------------|------------------|-----------------|
+| 1.6        | 0.05125         | 0.07188          | 0.03667          | 0.02993         |
+| 1.8        | 0.03547         | 0.04989          | 0.02551          | 0.03614         |
+| 2.0        | 0.02523         | 0.03539          | 0.01815          | 0.04177         |
+| 2.5        | 0.01059         | 0.01485          | 0.00761          | 0.01230         |
+| 3.0        | 0.00576         | 0.00808          | 0.00412          | 0.01087         |
+| 3.5        | 0.00327         | 0.00460          | 0.00234          | 0.00425         |
+| 4.0        | 0.00190         | 0.00269          | 0.00136          | 0.00097         |
+| 4.5        | 0.00119         | 0.00168          | 0.00084          | 0.00059         |
+| 5.0        | 0.00077         | 0.00110          | 0.00054          | 0.00051         |
+| 6.0        | 0.00039         | 0.00057          | 0.00026          | 0.00036         |
+| 7.0        | 0.00019         | 0.00031          | 0.00013          | 0.00036         |
+
+
+: Cross Section limits using the combined data and deep boosted tagger for the decay to qZ
+
+| Mass [TeV] | Exp. limit [pb] | Upper limit [pb] | Lower limit [pb] | Obs. limit [pb] |
+|------------|-----------------|------------------|------------------|-----------------|
+| 1.6        | 0.07719         | 0.10949          | 0.05467          | 0.14090         |
+| 1.8        | 0.05297         | 0.07493          | 0.03752          | 0.06690         |
+| 2.0        | 0.03875         | 0.05466          | 0.02768          | 0.05855         |
+| 2.5        | 0.01512         | 0.02126          | 0.01080          | 0.01160         |
+| 3.0        | 0.00773         | 0.01088          | 0.00554          | 0.00548         |
+| 3.5        | 0.00400         | 0.00565          | 0.00285          | 0.00465         |
+| 4.0        | 0.00211         | 0.00301          | 0.00149          | 0.00152         |
+| 4.5        | 0.00118         | 0.00172          | 0.00082          | 0.00128         |
+| 5.0        | 0.00073         | 0.00108          | 0.00050          | 0.00161         |
+| 6.0        | 0.00039         | 0.00060          | 0.00025          | 0.00036         |
+| 7.0        | 0.00021         | 0.00034          | 0.00013          | 0.00045         |
+
+
+The results for the mass limits of the combined years are as follows:
+
+
+: Mass limits found using the data collected in 2016 - 2018
+
+| Decay | Tagger       | Limit [TeV] | Upper Limit [TeV] | Lower Limit [TeV] |
+|-------|--------------|-------------|-------------------|-------------------|
+| qW    | $\tau_{21}$  | 6.00        | 6.26              | 5.74              |
+| qW    | deep boosted | 6.11        | 6.31              | 5.39              |
+| qZ    | $\tau_{21}$  | 5.49        | 5.76              | 5.29              |
+| qZ    | deep boosted | 4.92        | 5.02              | 4.80              |
+
+
+
+\begin{figure}
+  \begin{minipage}{0.5\textwidth}
+  \includegraphics{./figures/results/brazilianFlag_QtoqW_Combinedtau_13TeV.pdf}
+  \end{minipage}
+  \begin{minipage}{0.5\textwidth}
+  \includegraphics{./figures/results/brazilianFlag_QtoqW_Combineddb_13TeV.pdf}
+  \end{minipage}
+  \begin{minipage}{0.5\textwidth}
+  \includegraphics{./figures/results/brazilianFlag_QtoqZ_Combinedtau_13TeV.pdf}
+  \end{minipage}
+  \begin{minipage}{0.5\textwidth}
+  \includegraphics{./figures/results/brazilianFlag_QtoqZ_Combineddb_13TeV.pdf}
+  \end{minipage}
+\caption{Results of the cross section limits for the three combined years using the $\tau_{21}$ tagger (left) and the 
+deep boosted tagger (right).}
+\label{fig:resCombined}
+\end{figure}
+
+The combination of the three years has a big impact on the result. The final limit is 1 TeV higher than what could 
+previously be concluded.
+
+## Comparison of taggers
+
+The previously shown results already show, that the deep boosted tagger was not able to significantly improve the 
+results compared to the N-subjettiness tagger.
+For further comparison, in [@fig:limit_comp] the expected limits of the different taggers for the q\* $\rightarrow$ qW 
+and the q\* $\rightarrow$ qZ decay are shown. It can be seen, that the deep boosted is at best as good as the 
+N-subjettiness tagger. This was not the expected result, as the deep neural network was supposed to provide better 
+separation between signal and background events than the older N-subjettiness tagger. Recently, some issues with the 
+training of the deep boosted tagger used in this analysis were found, so those might explain the bad performance.
+
+\begin{figure}
+\begin{minipage}{0.5\textwidth}
+\includegraphics{./figures/limit_comp_w.pdf}
+\end{minipage}
+\begin{minipage}{0.5\textwidth}
+\includegraphics{./figures/limit_comp_z.pdf}
+\end{minipage}
+\caption{Comparison of expected limits of the different taggers using different datasets. Left: decay to qW. Right: 
+decay to qZ}
+\label{fig:limit_comp}
+\end{figure}
+
+\newpage
 
 # Summary
+
+In this thesis, a limit on the mass of the q\* particle has been successfully established. By combining the data from 
+the years 2016, 2017 and 2018, collected by the CMS experiment, the previously set limit could be significantly 
+improved. For that, a combined fit to the QCD background and signal had to be performed and the cross section limits 
+extracted. Also, the new deep boosted tagger, using a deep neural network, was compared to the older N-subjettiness 
+tagger and found to not significantly change the result, neither to the better nor to the worse. Due to some training 
+issues identified lately, there is still a good chance, that, with that issue fixed, it will be able to further improve 
+the results.
+Also previously research of the 2016 data was repeated and the results compared. The previous research arrived at a 
+exclusion limit up to 5 TeV resp. 4.7 TeV for the decay to qW resp. qZ, this thesis at 5.4 TeV resp. 4.9 TeV. The 
+difference can be explained by small differences in the data used and the setup itself. After that, using the combined 
+data, the limit could be significantly improved to exclude the q\* particle up to a mass of 6.2 TeV resp. 5.5 TeV.
+With the research presented in this thesis, it would also be possible to test other theories of the q\* particle that 
+predict its existence at lower masses, than the one used, by overlaying the different theory curves in the plots shown 
+in [@fig:res2016] and [@fig:resCombined].
+
+\newpage
+
+\nocite{*}
diff --git a/thesis.pdf b/thesis.pdf
index ad4e419..60bc519 100644
Binary files a/thesis.pdf and b/thesis.pdf differ
diff --git a/thesis.run.xml b/thesis.run.xml
new file mode 100644
index 0000000..a5b01ea
--- /dev/null
+++ b/thesis.run.xml
@@ -0,0 +1,87 @@
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diff --git a/thesis.tex b/thesis.tex
index 9969b4f..9c592f8 100644
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+++ b/thesis.tex
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@@ -68,6 +107,7 @@
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+\addbibresource{bibliography.bib}
 
 \title{Search for excited quark states decaying to qW/qZ}
 \author{David Leppla-Weber}
@@ -76,9 +116,10 @@
 \begin{document}
 \maketitle
 \begin{abstract}
-This is my very long abstract.
-
-Blubb
+Abstract.
+\end{abstract}
+\begin{abstract}
+Abstract 2.
 \end{abstract}
 
 {
@@ -91,16 +132,51 @@ Blubb
 \hypertarget{introduction}{%
 \section{Introduction}\label{introduction}}
 
+The Standard Model is a very successful theory in describing most of the
+effects on a particle level. But it still has a lot of shortcomings that
+show that it isn't yet a full \enquote{theory of everything}. To solve
+these shortcomings, lots of theories beyond the standard model exist
+that try to explain some of them.
+
+One category of such theories is based on a composite quark model. They
+predict that quarks consist of particles unknown to us so far or can
+bind to other particles using unknown forces. This could explain some
+symmetries between particles and reduce the number of constants needed
+to explain the properties of the known particles. One common prediction
+of those theories are excited quark states. Those are quark states of
+higher energy that can decay to an unexcited quark under the emission of
+a boson. These decays are the topic of this thesis.
+
+In previous research, a lower limit for the mass of an excited quark has
+already been set using data from the 2016 run of the Large Hadron
+Collider with an integrated luminosity of
+\(\SI{35.92}{\per\femto\barn}\). Since then, a lot more data has been
+collected, totalling to \(\SI{137.19}{\per\femto\barn}\). This thesis
+uses this new data as well as a new technique to identify decays of
+highly boosted particles based on a deep neural network to further
+improve this limit and therefore exclude the excited quark particle to
+even higher masses. It will also compare this new tagging technique to
+an older tagger based on jet substructure studies used in the previous
+research.
+
+First, a theoretical background will be presented explaining in short
+the Standard Model, its shortcomings and the theory of excited quarks.
+Then the Large Hadron Collider and the Compact Muon Solenoid, the
+detector that collected the data for this analysis, will be described.
+After that, the main analysis part follows, describing how the data was
+used to extract limits on the mass of the excited quark particle. At the
+very end, the results are presented and compared to previous research.
+
 \newpage
 
 \hypertarget{theoretical-background}{%
 \section{Theoretical background}\label{theoretical-background}}
 
 This chapter presents a short summary of the theoretical background
-relevant to this thesis. It first gives introduction to the standard
+relevant to this thesis. It first gives an introduction to the standard
 model itself and some of the issues it raises. It then goes on to
-explain the processes of quantum chromodynamics and the theory of q*,
-which will be the main topic of this thesis.
+explain the background processes of quantum chromodynamics and the
+theory of q*, which will be the main topic of this thesis.
 
 \hypertarget{standard-model}{%
 \subsection{Standard model}\label{standard-model}}
@@ -114,46 +190,185 @@ The Standard Model divides all particles into spin-\(\frac{n}{2}\)
 fermions and spin-n bosons, where n could be any integer but so far is
 only known to be one for fermions and either one (gauge bosons) or zero
 (scalar bosons) for bosons. The fermions are further divided into quarks
-and leptons, both of which exist in three generations.
+and leptons. Each of those exists in six so called flavours.
+Furthermore, quarks and leptons can also be divided into three
+generations, each of which contains two particles. In the lepton
+category, each generation has one charged lepton and one neutrino, that
+has no charge. Also, the mass of the neutrinos is not yet known, only an
+upper bound has been established. A full list of particles known to the
+standard model can be found in fig.~\ref{fig:sm}. Furthermore, all
+fermions have an associated anti particle with reversed charge. Multiple
+quarks can form bound states called hadrons (e.g.~proton and neutron).
+
+\begin{figure}
+\hypertarget{fig:sm}{%
+\centering
+\includegraphics[width=0.5\textwidth,height=\textheight]{./figures/sm_wikipedia.pdf}
+\caption{Elementary particles of the Standard Model and their mass
+charge and spin.}\label{fig:sm}
+}
+\end{figure}
+
+The gauge bosons, namely the photon, \(W^\pm\) bosons, \(Z^0\) boson,
+and gluon, are mediators of the different forces of the standard model.
+
+The photon is responsible for the electromagnetic force and therefore
+interacts with all electrically charged particles. It itself carries no
+electromagnetic charge and has no mass. Possible interactions are either
+scattering or absorption. Photons of different energies can also be
+described as electromagnetic waves of different wavelengths.
+
+The \(W^\pm\) and \(Z^0\) bosons mediate the weak force. All quarks and
+leptons carry a flavour, which is a conserved value. Only the weak
+interaction breaks this conservation, a quark or lepton can therefore,
+by interacting with a \(W^\pm\) boson, change its flavour. The
+probabilities of this happening are determined by the
+Cabibbo-Kobayashi-Maskawa matrix:
+
+\begin{equation}
+  V_{CKM} =
+    \begin{pmatrix}
+      |V_{ud}| & |V_{us}| & |V_{ub}| \\
+      |V_{cd}| & |V_{cs}| & |V_{cb}| \\
+      |V_{td}| & |V_{ts}| & |V_{tb}|
+    \end{pmatrix}
+  =
+    \begin{pmatrix}
+      0.974 & 0.225 & 0.004 \\
+      0.224 & 0.974 & 0.042 \\
+      0.008 & 0.041 & 0.999
+    \end{pmatrix}
+\end{equation} The probability of a quark changing its flavour from
+\(i\) to \(j\) is given by the square of the absolute value of the
+matrix element \(V_{ij}\). It is easy to see, that the change of flavour
+in the same generation is way more likely than any other flavour change.
+
+The quantum chromodynamics (QCD) describe the strong interaction of
+particles. It applies to all particles carrying colour (e.g.~quarks).
+The force is mediated by the gluon. This boson carries colour as well,
+although it doesn't carry only one colour but rather a combination of a
+colour and an anticolour, and can therefore interact with itself and
+exists in eight different variant. As a result of this, processes, where
+a gluon decays into two gluons are possible. Furthermore the strong
+force, binding to colour carrying particles, increases with their
+distance r making it at a certain point more energetically efficient to
+form a new quark - antiquark pair than separating the two particles even
+further. This effect is known as colour confinement. Due to this effect,
+colour carrying particles can't be observed directly, but rather form so
+called jets that cause hadronic showers in the detector. An effect
+called Hadronisation.
+
+\hypertarget{sec:qcdbg}{%
+\subsubsection{Quantum Chromodynamic background}\label{sec:qcdbg}}
+
+In this thesis, a decay with two jets in the endstate will be analysed.
+Therefore it will be hard to distinguish the signal processes from QCD
+effects. Those can also produce two jets in the endstate, as can be seen
+in fig.~\ref{fig:qcdfeynman}. They are also happening very often in a
+proton proton collision, as it is happening in the Large Hadron
+Collider. This is caused by the structure of the proton. It not only
+consists of three quarks, called valence quarks, but also of a lot of
+quark-antiquark pairs connected by gluons, called the sea quarks, that
+exist due to the self interaction of the gluons binding the three
+valence quarks. Therefore in a proton - proton collision, interactions
+of gluons and quarks are the main processes causing a very strong QCD
+background.
+
+\begin{figure}
+\centering
+\feynmandiagram [horizontal=v1 to v2] {
+    q1 [particle=\(q\)] -- [fermion] v1 -- [gluon] g1 [particle=\(g\)],
+    v1 -- [gluon] v2,
+    q2 [particle=\(q\)] -- [fermion] v2 -- [gluon] g2 [particle=\(g\)],
+};
+\feynmandiagram [horizontal=v1 to v2] {
+    g1 [particle=\(g\)] -- [gluon] v1 -- [gluon] g2 [particle=\(g\)],
+    v1 -- [gluon] v2,
+    g3 [particle=\(g\)] -- [gluon] v2 -- [gluon] g4 [particle=\(g\)],
+};
+\caption{Two examples of QCD processes resulting in two jets.} \label{fig:qcdfeynman}
+\end{figure}
+
+\hypertarget{shortcomings-of-the-standard-model}{%
+\subsubsection{Shortcomings of the Standard
+Model}\label{shortcomings-of-the-standard-model}}
+
+While being very successful in describing mostly all of the effects we
+can observe in particle colliders so far, the Standard Model still has
+several shortcomings.
 
 \begin{itemize}
 \tightlist
 \item
-  issues
+  \textbf{Gravity}: as already noted, the standard model doesn't include
+  gravity as a force.
+\item
+  \textbf{Dark Matter}: observations of the rotational velocity of
+  galaxies can't be explained by the known matter. Dark matter currently
+  is our best theory to explain those.
+\item
+  \textbf{Matter-antimatter assymetry}: The amount of matter vastly
+  outweights the amount of antimatter in the observable universe. This
+  can't be explained by the standard model, which predicts a similar
+  amount of matter and antimatter.
+\item
+  \textbf{Symmetries between particles}: Why do exactly three
+  generations of fermions exist? Why is the charge of a quark exactly
+  one third of the charge of a lepton? How are the masses of the
+  particles related? Those and more questions cannot be answered by the
+  standard model.
+\item
+  \textbf{Hierarchy problem}: The weak force is approximately
+  \(10^{24}\) times stronger than gravity and so far, there's no
+  satisfactory explanation as to why that is.
 \end{itemize}
 
-\hypertarget{quantum-chromodynamics}{%
-\subsection{Quantum Chromodynamics}\label{quantum-chromodynamics}}
-
-The quantum chromodynamics (QCD) describe the strong interaction of
-particles. It applies to all particles carrying colour (e.g.~quarks).
-The force is mediated by the gluons. Those bosons carry colour as well
-and can therefore interact with themselves. As a result of this,
-processes, where a gluon decays into two gluons are possible.
-Furthermore the strong force, binding to colour carrying particles,
-increases with their distance r making it impossible to separate two
-bound particles and causing the effect of hadronisation, which describes
-the process of hadrons forming out of individual, colour carrying,
-particles.
-
-\hypertarget{excited-quark-states}{%
-\subsection{Excited quark states}\label{excited-quark-states}}
+\hypertarget{sec:qs}{%
+\subsection{Excited quark states}\label{sec:qs}}
 
 One category of theories that try to solve some of the shortcomings of
 the standard model are the composite quark models. Those state, that
-quarks consist of some particles unknown to us so far. A common
+quarks consist of some particles unknown to us so far. This could
+explain the symmetries between the different fermions. A common
 prediction of those models are excited quark states (q*, q**,
-q***\ldots). This thesis will search data of the years 2016, 2017 and
-2018 for the single excited quark state q* which decays to a quark and
-any boson. As the boson will also quickly decay to for example two
-quarks, those events will be hard to distinguish from the QCD background
-described in \ldots.
+q***\ldots). Similar to atoms, that can be excited by the absorption of
+a photon and can then decay again under emission of a photon with an
+energy corresponding to the excited state, those excited quark states
+could decay under the emission of some boson. Quarks are smaller than
+\(10^{-18}\) m, due to that, excited states have to be of very high
+energy. That will cause the emitted boson to be highly boosted.
 
-\feynmandiagram [horizontal=a to b] {
-  i1 -- [fermion] a -- [fermion] i2,
-  a -- [photon] b,
-  f1 -- [fermion] b -- [fermion] f2,
+\begin{figure}
+\centering
+\feynmandiagram [large, horizontal=qs to v] {
+  a -- qs -- b,
+  qs -- [fermion, edge label=\(q*\)] v,
+  q1 [particle=\(q\)] -- v -- w [particle=\(W\)],
+  q2 [particle=\(q\)] -- w -- q3 [particle=\(q\)],
 };
+\caption{Feynman diagram showing a possible decay of a q* particle to a W boson and a quark with the W boson also
+decaying to two quarks.} \label{fig:qsfeynman}
+\end{figure}
+
+This thesis will search data collected by the CMS in the years 2016,
+2017 and 2018 for the single excited quark state q* which can decay to a
+quark and any boson. An example of a q* decaying to a quark and a W
+boson can be seen in fig.~\ref{fig:qsfeynman}. The boson quickly further
+decays into for example two quarks. Because the boson is highly boosted,
+those will be very close together and therefore appear to the detector
+as only one jet. This means that the decay of a q* particle will have
+two jets in the endstate (assuming the W/Z boson decays to two quarks)
+and will therefore be hard to distinguish from the QCD background
+described in sec.~\ref{sec:qcdbg}.
+
+To reconstruct the mass of the q* particle from an event successfully
+recognized to be the decay of such a particle, the dijet invariant mass,
+the mass of the two jets in the final state, can be calculated by adding
+their four momenta, vectors consisting of the energy and momentum of a
+particle, together. From the four momentum it's easy to derive the mass
+by solving \(E=\sqrt{p^2 + m^2}\) for m.
+
+\newpage
 
 \hypertarget{experimental-setup}{%
 \section{Experimental Setup}\label{experimental-setup}}
@@ -167,19 +382,164 @@ this thesis will be described.
 The Large Hadron Collider is the world's largest and most powerful
 particle accelerator \autocite{website}. It has a perimeter of 27 km and
 can collide protons at a centre of mass energy of 13 TeV. It is home to
-several experiments, the biggest of those are ATLAS and CMS. Both are
-general-purpose detectors to investigate the particles that form during
-particle collisions.
+several experiments, the biggest of those are ATLAS and the Compact Muon
+Solenoid (CMS). Both are general-purpose detectors to investigate the
+particles that form during particle collisions.
 
-\hypertarget{cms}{%
-\subsection{CMS}\label{cms}}
+Particle colliders are characterized by their luminosity L. It is a
+quantity to be able to calculate the number of events per second
+generated in a collision by \(N_{event} = L\sigma_{event}\) with
+\(\sigma_{event}\) being the cross section of the event. The luminosity
+of the LHC for a Gaussian beam distribution can be described as follows:
+
+\begin{equation}
+  L = \frac{N_b^2 n_b f_{rev} \gamma_r}{4 \pi \epsilon_n \beta^*}F
+\end{equation} Where \(N_b\) is the number of particles per bunch,
+\(n_b\) the number of bunches per beam, \(f_{rev}\) the revolution
+frequency, \(\gamma_r\) the relativistic gamma factor, \(\epsilon_n\)
+the normalised transverse beam emittance, \(\beta^*\) the beta function
+at the collision point and F the geometric luminosity reduction factor
+due to the crossing angle at the interaction point: \begin{equation}
+  F = \left(1+\left( \frac{\theta_c\sigma_z}{2\sigma^*}\right)^2\right)^{-1/2}
+\end{equation} At the maximum luminosity of
+\(10^{34}\si{\per\square\centi\metre\per\s}\),
+\(N_b = 1.15 \cdot 10^{11}\), \(n_b = 2808\),
+\(f_{rev} = \SI{11.2}{\kilo\Hz}\), \(\beta^* = \SI{0.55}{\m}\),
+\(\epsilon_n = \SI{3.75}{\micro\m}\) and \(F = 0.85\).
+
+To quantify the amount of data collected by one of the experiments at
+LHC, the integrated luminosity is introduced as \(L_{int} = \int L dt\).
+
+\hypertarget{compact-muon-solenoid}{%
+\subsection{Compact Muon Solenoid}\label{compact-muon-solenoid}}
+
+The data used in this thesis was captured by the Compact Muon Solenoid
+(CMS). It is one of the biggest experiments at the Large Hadron
+Collider. It can detect all elementary particles of the standard model
+except neutrinos. For that, it has an onion like setup. The particles
+produced in a collision first go through a tracking system. They then
+pass an electromegnetic as well as a hadronic calorimeter. This part is
+surrounded by a superconducting solenoid that generates a magenetic
+field of 3.8 T. Outside of the solenoid are big muon chambers. In 2016
+the CMS captured data of a integrated luminosity of
+\(\SI{35.92}{\per\femto\barn}\). In 2017 it collected
+\(\SI{41.53}{\per\femto\barn}\) and in 2018
+\(\SI{59.74}{\per\femto\barn}\). Therefore the combined dataset of all
+three years has a total integrated luminosity of
+\(\SI{137.19}{\per\femto\barn}\).
+
+\hypertarget{coordinate-conventions}{%
+\subsubsection{Coordinate conventions}\label{coordinate-conventions}}
+
+Per convention, the z axis points along the beam axis, the y axis
+upwards and the x axis horizontal towards the LHC centre. Furthermore,
+the azimuthal angle \(\phi\), which describes the angle in the x - y
+plane, the polar angle \(\theta\), which describes the angle in the y -
+z plane and the pseudorapidity \(\eta\), which is defined as
+\(\eta = -ln\left(tan\frac{\theta}{2}\right)\) are introduced. The
+coordinates are visualised in fig.~\ref{fig:cmscoords}. Furthermore, to
+describe a particles momentum, often the transverse momentum, \(p_t\) is
+used. It is the component of the momentum transversal to the beam axis.
+It is a useful quantity, because the sum of all transverse momenta has
+to be zero. Missing transverse momentum implies particles that weren't
+detected such as neutrinos.
+
+\begin{figure}
+\hypertarget{fig:cmscoords}{%
+\centering
+\includegraphics[width=0.6\textwidth,height=\textheight]{./figures/cms_coordinates.png}
+\caption{Coordinate conventions of the CMS illustrating the use of
+\(\eta\) and \(\phi\). The Z axis is in beam direction. Taken from
+https://inspirehep.net/record/1236817/plots}\label{fig:cmscoords}
+}
+\end{figure}
+
+\hypertarget{the-tracking-system}{%
+\subsubsection{The tracking system}\label{the-tracking-system}}
+
+The tracking system is built of two parts, first a pixel detector and
+then silicon strip sensors. It is used to reconstruct the tracks of
+charged particles, measuring their charge sign, direction and momentum.
+It is as close to the collision as possible to be able to identify
+secondary vertices.
+
+\hypertarget{the-electromagnetic-calorimeter}{%
+\subsubsection{The electromagnetic
+calorimeter}\label{the-electromagnetic-calorimeter}}
+
+The electromagnetic calorimeter measures the energy of photons and
+electrons. It is made of tungstate crystal. When passed by particles, it
+produces light in proportion to the particle's energy. This light is
+measured by photodetectors that convert this scintillation light to an
+electrical signal. To measure a particles energy, it has to leave its
+whole energy in the ECAL, which is true for photons and electrons, but
+not for other particles such as hadrons and muons. They too leave some
+energy in the ECAL.
+
+\hypertarget{the-hadronic-calorimeter}{%
+\subsubsection{The hadronic
+calorimeter}\label{the-hadronic-calorimeter}}
+
+The hadronic calorimeter (HCAL) is used to detect high energy hadronic
+particles. It surrounds the ECAL and is made of alternating layers of
+active and absorber material. While the absorber material with its high
+density causes the hadrons to shower, the active material then detects
+those showers and measures their energy, similar to how the ECAL works.
+
+\hypertarget{the-solenoid}{%
+\subsubsection{The solenoid}\label{the-solenoid}}
+
+The solenoid, giving the detector its name, is one of the most important
+features. It creates a magnetic field of 3.8 T and therefore makes it
+possible to measure momentum of charged particles by bending their
+tracks.
+
+\hypertarget{the-muon-system}{%
+\subsubsection{The muon system}\label{the-muon-system}}
+
+Outside of the solenoid there is only the muon system. It consists of
+three types of gas detectors, the drift tubes, cathode strip chambers
+and resistive plate chambers. The system is divided into a barrel part
+and two endcaps. Together they cover \(0 < |\eta| < 2.4\). The muons are
+the only detected particles, that can pass all the other systems without
+a significant energy loss.
+
+\hypertarget{the-trigger-system}{%
+\subsubsection{The Trigger system}\label{the-trigger-system}}
+
+The CMS features a two level trigger system. It is necessary because the
+detector is unable to process all the events due to limited bandwidth.
+The Level 1 trigger reduces the event rate from 40 MHz to 100 kHz, the
+software based High Level trigger is then able to further reduce the
+rate to 1 kHz. The Level 1 trigger uses the data from the
+electromagnetic and hadronic calorimeters as well as the muon chambers
+to decide whether to keep an event. The High Level trigger uses a
+streamlined version of the CMS offline reconstruction software for its
+decision making.
 
 \hypertarget{the-particle-flow-algorithm}{%
 \subsubsection{The Particle Flow
 algorithm}\label{the-particle-flow-algorithm}}
 
+The particle flow algorithm is used to identify and reconstruct all the
+particles arising from the proton - proton collision by using all the
+information available from the different sub-detectors of the CMS. It
+does so by extrapolating the tracks through the different calorimeters
+and associating clusters they cross with them. The set of the track and
+its clusters is then no more used for the detection of other particles.
+This is first done for muons and then for charged hadrons, so a muon
+can't give rise to a wrongly identified charged hadron. Due to
+Bremsstrahlung photon emission, electrons are harder to reconstruct. For
+them a specific track reconstruction algorithm is used. After
+identifying charged hadrons, muons and electrons, all remaining clusters
+within the HCAL correspond to neutral hadrons and within ECAL to
+photons. If the list of particles and their corresponding deposits is
+established, it can be used to determine the particles four momenta.
+From that, the missing transverse energy can be calculated and tau
+particles can be reconstructed by their decay products.
+
 \hypertarget{jet-clustering}{%
-\subsubsection{Jet clustering}\label{jet-clustering}}
+\subsection{Jet clustering}\label{jet-clustering}}
 
 Because of the hadronisation it is not possible to uniquely identify the
 originating particle of a jet. Nonetheless, several algorithms exist to
@@ -192,111 +552,399 @@ The anti-\(k_t\) clustering algorithm associates hard particles with
 their soft particles surrounding them within a radius R in the \(\eta\)
 - \(\phi\) plane forming cone like jets. If two jets overlap, the jets
 shape is changed according to its hardness. A softer particles jet will
-change its shape more than a harder particles. A visual comparision of
-four different clustering algorithms can be seen in \ldots.
+change its shape more than a harder particles. A visual comparison of
+four different clustering algorithms can be seen in
+fig.~\ref{fig:antiktcomparision}. For this analysis, a radius of 0.8 is
+used.
+
+Furthermore, to approximate the mass of a heavy particle that caused a
+jet, the softdropmass can be used. It is calculated by removing wide
+angle soft particles from the jet to counter the effects of
+contamination from initial state radiation, underlying event and
+multiple hadron scattering. It therefore is more accurate in determining
+the mass of a particle causing a jet than taking the mass of all
+constituent particles of the jet combined.
+
+\begin{figure}
+\hypertarget{fig:antiktcomparision}{%
+\centering
+\includegraphics{./figures/antikt-comparision.png}
+\caption{Comparision of the \(k_t\), Cambridge/Aachen, SISCone and
+anti-\(k_t\) algorithms clustering a sample parton-level event with many
+random soft \enquote{ghosts}. Taken from}\label{fig:antiktcomparision}
+}
+\end{figure}
+
+\newpage
 
 \hypertarget{method-of-analysis}{%
 \section{Method of analysis}\label{method-of-analysis}}
 
-As described in \ldots, an excited quark q* can decay to a quark and any
-boson. The branching ratios are calculated to be as follows:
+This section gives an overview over how the data gathered by the LHC and
+CMS is going to be analysed to be able to either exclude the q* particle
+to even higher masses than already done or maybe confirm its existence.
+
+As described in sec.~\ref{sec:qs}, an excited quark q* can decay to a
+quark and any boson. The branching ratios are calculated to be as
+follows \autocite{QSTAR_THEORY}:
+
+\begin{longtable}[]{@{}llll@{}}
+\caption{Branching ratios of the decaying q* particle.}\tabularnewline
+\toprule
+decay mode & br. ratio {[}\%{]} & decay mode & br. ratio
+{[}\%{]}\tabularnewline
+\midrule
+\endfirsthead
+\toprule
+decay mode & br. ratio {[}\%{]} & decay mode & br. ratio
+{[}\%{]}\tabularnewline
+\midrule
+\endhead
+\(U^* \rightarrow ug\) & 83.4 & \(D^* \rightarrow dg\) &
+83.4\tabularnewline
+\(U^* \rightarrow dW\) & 10.9 & \(D^* \rightarrow uW\) &
+10.9\tabularnewline
+\(U^* \rightarrow u\gamma\) & 2.2 & \(D^* \rightarrow d\gamma\) &
+0.5\tabularnewline
+\(U^* \rightarrow uZ\) & 3.5 & \(D^* \rightarrow dZ\) &
+5.1\tabularnewline
+\bottomrule
+\end{longtable}
 
 The majority of excited quarks will decay to a quark and a gluon, but as
 this is virtually impossible to distinguish from QCD effects (for
-example from the qg-\textgreater qg processes), this analysis will focus
-on the processes q\emph{-\textgreater qW and q}-\textgreater qZ. As the
-vector bosons quickly decay mainly into two quarks, it will still be
-hard to discriminate between signal and qcd background events, but due
-to jet substructure studies it is well possible to establish a
-discriminator.
+example from the qg \(\rightarrow\) qg processes), this analysis will
+focus on the processes q* \(\rightarrow\) qW and q* \(\rightarrow\) qZ.
+In this case, due to jet substructure studies, it is possible to
+establish a discriminator between QCD background and jets originating in
+a W/Z decay. They still make up roughly 20 \% of the signal events to
+study and therefore seem like a good choice.
+
+The data studied was collected by the CMS experiment in the years 2016,
+2017 and 2018. It is analysed with the Particle Flow algorithm to
+reconstruct jets and all the other particles forming during the
+collision. The jets are then clustered using the anti-\(k_t\) algorithm
+with the distance parameter R being 0.8. Furthermore, the calorimeters
+of the CMS detector have to be calibrated. For that, jet energy
+corrections published by the CMS working group are applied to the data.
+
+To find signal events in the data, this thesis looks at the dijet
+invariant mass distribution. The data is assumed to only consist of QCD
+background and signal events, other backgrounds are neglected. Cuts on
+several distributions are introduced to reduce the background and
+improve the sensitivity for the signal. If the q* particle exists, the
+dijet invariant mass distribution should show a resonance at its
+invariant mass. This resonance will be looked for with statistical
+methods explained later on.
+
+The analysis will be conducted with two different sets of data. First,
+only the data collected by CMS in 2016 will be used to compare the
+results to the previous analysis \autocite{PREV_RESEARCH}. Then the
+combined data from 2016, 2017 and 2018 will be used to improve the
+previously set limits for the mass of the q* particle. Also, two
+different tagging mechanisms will be used. One based on the
+N-subjettiness variable used in the previous research, the other being a
+novel approach using a deep neural network.
+
+\hypertarget{signal-and-background-modelling}{%
+\subsection{Signal and Background
+modelling}\label{signal-and-background-modelling}}
+
+To make sure the setup is working as intended, at first simulated
+samples of background and signal are used. In those Monte Carlo
+simulations, the different particle interactions that take place in a
+proton - proton collision are simulated using the probabilities provided
+by the Standard Model by calculating the cross sections of the different
+feynman diagrams. Later on, also detector effects (like its limited
+resolution) are applied to make sure, they look like real data coming
+from the CMS detector. The q* signal samples are simulated by the
+probabilities given by the q* theory \autocite{QSTAR_THEORY} and
+assuming a cross section of \(\SI{1}{\per\pico\barn}\). The simulation
+was done using MadGraph. Because of the expected high mass, the signal
+width will be dominated by the resolution of the detector, not by the
+natural resonance width.
+
+The dijet invariant mass distribution of the QCD background is expected
+to smoothly fall with higher masses. It is therefore fitted using the
+following smooth falling function with three parameters p0, p1, p2:
+\begin{equation}
+\frac{dN}{dm_{jj}} = \frac{p_0 \cdot ( 1 - m_{jj} / \sqrt{s} )^{p_2}}{ (m_{jj} / \sqrt{s})^{p_1}}
+\end{equation} Whereas \(m_{jj}\) is the invariant mass of the dijet and
+\(p_0\) is a normalisation parameter. It is the same function as used in
+the previous research studying 2016 data only.
+
+The signal is fitted using a double sided crystal ball function. It has
+six parameters:
 
 \begin{itemize}
 \tightlist
 \item
-  dominant background: QCD (gg-gg e.g.~- two jets)
+  mean: the functions mean, in this case the resonance mass
 \item
-  division in QCD bg and signal
+  sigma: the functions width, in this case the resolution of the
+  detector
+\item
+  n1, n2, alpha1, alpha2: parameters influencing the shape of the left
+  and right tail
 \end{itemize}
 
-\hypertarget{signalbackground-modelling}{%
-\subsection{Signal/Background
-modelling}\label{signalbackground-modelling}}
+A gaussian and a poisson have also been studied but found to not fit the
+signal sample very well as they aren't able to fit the tail on both
+sides of the peak.
 
-Following on, as background a QCD Monte Carlo sample will be used and as
-signal a Monte Carlo sample of q* decaying to qW/qZ.
+An example of a fit of these functions to a toy dataset with gaussian
+errors can be seen in fig.~\ref{fig:cb_fit}. In this figure, a binning
+of 200 GeV is used. For the actual analysis a 1 GeV binning will be
+used.
 
-The background is fitted using the following function with three
-parameters p0, p1, p2: \begin{equation}
-\frac{dN}{dm_{jj}} = \frac{p_0 \cdot ( 1 - m_{jj} / \sqrt{s} )^{p_2}}{ (m_{jj} / \sqrt{s})^{p_1}} \end{equation}
-Whereas \(m_{jj}\) is the invariant mass of the dijet and \(p_0\) is a
-normalisation parameter. Two and four parameter functions have also been
-studied but found to not fit the background as good as this one.
+\begin{figure}
+\hypertarget{fig:cb_fit}{%
+\centering
+\includegraphics{./figures/cb_fit.pdf}
+\caption{Combined fit of signal and background on a toy dataset with
+gaussian errors and a simulated resonance mass of 3
+TeV.}\label{fig:cb_fit}
+}
+\end{figure}
 
-The signal is fitted using a double sided crystal ball function. A
-gaussian and a poisson have also been studied but found to not fit the
-signal sample very well.
+\newpage
 
-\hypertarget{event-selection}{%
-\section{Event selection}\label{event-selection}}
+\hypertarget{preselection-and-data-quality}{%
+\section{Preselection and data
+quality}\label{preselection-and-data-quality}}
 
-The selection of events is divided in two parts. First, the preselection
-is optimized for high trigger efficiency and makes some physically
-motivated cuts. After that, a jet substructure selection uses different
-taggers to discriminate between QCD and signal events.
+To separate the background from the signal, cuts on several
+distributions have to be introduced. The selection of events is divided
+into two parts. The first one (the preselection) adds some general
+physics motivated cuts and is also used to make sure a good trigger
+efficiency is achieved. It is not expected to already provide a good
+separation of background and signal. In the second part, different
+taggers will be used as a discriminator between QCD background and
+signal events. After the preselection, it is made sure, that the
+simulated samples represent the real data well.
 
 \hypertarget{preselection}{%
 \subsection{Preselection}\label{preselection}}
 
-The preselection introduces the following cuts:
+First, all events are cleaned of jets with a
+\(p_t < \SI{200}{\giga\eV}\) and a pseudorapidity \(|\eta| > 2.4\). This
+is to discard soft background and to make sure the particles are in the
+barrel region of the detector for an optimal detector resolution.
+Furthermore, all events with one of the two highest \(p_t\) jets having
+an angular separation smaller than 0.8 from any electron or muon are
+discarded to allow future use of the results in studies of the semi or
+all-leptonic decay channels.
 
-\begin{enumerate}
-\def\labelenumi{\arabic{enumi}.}
-\tightlist
-\item
-  Number of jets \(\ge\) 2
-\item
-  \(\Delta\eta \le 1.3\)
-\item
-  \(m_{jj} \ge \SI{1050}{\giga\eV}\)
-\end{enumerate}
+From a decaying q* particle, we expect two jets in the endstate.
+Therefore a cut is added to have at least 2 jets. More jets are also
+possible, for example caused by gluon radiation of a quark causing
+another jet. The cut can be seen in fig.~\ref{fig:njets}.
 
-In the final state, at least two jets are expected. One directly
-originating from the decaying q* particle, the other one from the
-decaying vector boson. The resonance mass of the q* particle is expected
-to be very high, therefore it will be almost stationary and decay into
-two particles that are approximately back to back. That is ensured by
-the \(\Delta\eta\) cut. The last cut of the invariant dijet mass is to
-improve trigger efficiency.
+\begin{figure}
+\begin{minipage}{0.5\textwidth}
+\includegraphics{./figures/2016/v1_Cleaner_N_jets_stack.eps}
+\end{minipage}
+\begin{minipage}{0.5\textwidth}
+\includegraphics{./figures/2016/v1_Njet_N_jets_stack.eps}
+\end{minipage}
+\begin{minipage}{0.5\textwidth}
+\includegraphics{./figures/combined/v1_Cleaner_N_jets_stack.eps}
+\end{minipage}
+\begin{minipage}{0.5\textwidth}
+\includegraphics{./figures/combined/v1_Njet_N_jets_stack.eps}
+\end{minipage}
+\caption{Number of jet distribution showing the cut at number of jets $\ge$ 2. Left: distribution before the cut. Right:
+distribution after the cut. 1st row: data from 2016. 2nd row: combined data from 2016, 2017 and 2018. The signal curves 
+are amplified by a factor of 10,000, to be visible.}
+\label{fig:njets}
+\end{figure}
 
-\hypertarget{datamc-comparision}{%
-\subsection{Data/MC Comparision}\label{datamc-comparision}}
+Another cut is on \(\Delta\eta\). The q* particle is expected to be very
+heavy in regards to the center of mass energy of the collision and will
+therefore be almost stationary. Its decay products should therefore be
+close to back to back, which means the \(\Delta\eta\) distribution is
+expected to peak at 0. At the same time, particles originating from QCD
+effects are expected to have a higher \(\Delta\eta\) as they mainly form
+from less heavy resonances. To maintain comparability, the same cut as
+in previous research of \(\Delta\eta \le 1.3\) is used as can be seen in
+fig.~\ref{fig:deta}.
 
-To ensure high data quality, the MC QCD background sample is now being
-compared to the actual data of the corresponding data. This is done for
-all three years of data available in Run2.
+\begin{figure}
+\begin{minipage}{0.5\textwidth}
+\includegraphics{./figures/2016/v1_Njet_deta_stack.eps}
+\end{minipage}
+\begin{minipage}{0.5\textwidth}
+\includegraphics{./figures/2016/v1_Eta_deta_stack.eps}
+\end{minipage}
+\begin{minipage}{0.5\textwidth}
+\includegraphics{./figures/combined/v1_Njet_deta_stack.eps}
+\end{minipage}
+\begin{minipage}{0.5\textwidth}
+\includegraphics{./figures/combined/v1_Eta_deta_stack.eps}
+\end{minipage}
+\caption{$\Delta\eta$ distribution showing the cut at $\Delta\eta \le 1.3$. Left: distribution before the cut. Right:
+distribution after the cut. 1st row: data from 2016. 2nd row: combined data from 2016, 2017 and 2018. The signal curves 
+are amplified by a factor of 10,000, to be visible.}
+\label{fig:deta}
+\end{figure}
 
-\hypertarget{event-substructure-selection}{%
-\section{Event substructure
-selection}\label{event-substructure-selection}}
+The last cut in the preselection is on the dijet invariant mass:
+\(m_{jj} \ge \SI{1050}{\giga\eV}\). It is important for a high trigger
+efficiency and can be seen in fig.~\ref{fig:invmass}. Also, it has a
+huge impact on the background because it usually consists of way lighter
+particles. The q* on the other hand is expected to have a very high
+invariant mass of more than 1 TeV. The distribution should be a smoothly
+falling function for the QCD background and peak at the simulated
+resonance mass for the signal events.
 
-This selection is responsible for distinguishing between QCD and signal
-events by using a tagger to identify jets coming from a vector boson.
-Two taggers different taggers will be used to later compare the results.
-For each tagger, a softdropmass is introduced.
+\begin{figure}
+\begin{minipage}{0.5\textwidth}
+\includegraphics{./figures/2016/v1_Eta_invMass_stack.eps}
+\end{minipage}
+\begin{minipage}{0.5\textwidth}
+\includegraphics{./figures/2016/v1_invmass_invMass_stack.eps}
+\end{minipage}
+\begin{minipage}{0.5\textwidth}
+\includegraphics{./figures/combined/v1_Eta_invMass_stack.eps}
+\end{minipage}
+\begin{minipage}{0.5\textwidth}
+\includegraphics{./figures/combined/v1_invmass_invMass_stack.eps}
+\end{minipage}
+\caption{Invariant mass distribution showing the cut at $m_{jj} \ge \SI{1050}{\giga\eV}$. It shows the expected smooth 
+falling functions of the background whereas the signal peaks at the simulated resonance mass.
+Left: distribution before the
+cut. Right: distribution after the cut. 1st row: data from 2016. 2nd row: combined data from 2016, 2017 and 2018.}
+\label{fig:invmass}
+\end{figure}
+
+After the preselection, the signal efficiency for q* decaying to qW of
+2016 ranges from 48 \% for 1.6 TeV to 49 \% for 7 TeV. Decaying to qZ,
+the efficiencies are between 45 \% (1.6 TeV) and 50 \% (7 TeV). The
+amount of background after the preselection is reduced to 5 \% of the
+original events. For the combined data of the three years those values
+look similar. Decaying to qW signal efficiencies between 49 \% (1.6 TeV)
+and 56 \% (7 TeV) are reached, wheres the efficiencies when decaying to
+qZ are in the range of 46 \% (1.6 TeV) to 50 \% (7 TeV). Here, the
+background could be reduced to 8 \% of the original events. So while
+keeping around 50 \% of the signal, the background was already reduced
+to less than a tenth. Still, as can be seen in fig.~\ref{fig:njets} to
+fig.~\ref{fig:invmass}, the amount of signal is very low and, without
+logarithmic scale, even has to be amplified to be visible.
+
+\hypertarget{data---monte-carlo-comparison}{%
+\subsection{Data - Monte Carlo
+Comparison}\label{data---monte-carlo-comparison}}
+
+To ensure high data quality, the simulated QCD background sample is now
+being compared to the actual data of the corresponding year collected by
+the CMS detector. This is done for the year 2016 and for the combined
+data of years 2016, 2017 and 2018. The distributions are rescaled so the
+integral over the invariant mass distribution of data and simulation are
+the same. In fig.~\ref{fig:data-mc}, the three distributions that cuts
+were applied on can be seen for year 2016 and the combined data of years
+2016 to 2018.
+
+\begin{figure}
+\begin{minipage}{0.33\textwidth}
+\includegraphics{./figures/2016/DATA/v1_invmass_N_jets.eps}
+\end{minipage}
+\begin{minipage}{0.33\textwidth}
+\includegraphics{./figures/2016/DATA/v1_invmass_deta.eps}
+\end{minipage}
+\begin{minipage}{0.33\textwidth}
+\includegraphics{./figures/2016/DATA/v1_invmass_invMass.eps}
+\end{minipage}
+\begin{minipage}{0.33\textwidth}
+\includegraphics{./figures/combined/DATA/v1_invmass_N_jets.eps}
+\end{minipage}
+\begin{minipage}{0.33\textwidth}
+\includegraphics{./figures/combined/DATA/v1_invmass_deta.eps}
+\end{minipage}
+\begin{minipage}{0.33\textwidth}
+\includegraphics{./figures/combined/DATA/v1_invmass_invMass.eps}
+\end{minipage}
+\caption{Comparision of data with the Monte Carlo simulation.
+1st row: data from 2016.
+2nd row: combined data from 2016, 2017 and 2018.}
+\label{fig:data-mc}
+\end{figure}
+
+The shape of the real data matches the simulation well. The
+\(\Delta\eta\) distributions shows some offset between data and
+simulation.
 
 \hypertarget{sideband}{%
-\subsection{Sideband}\label{sideband}}
+\subsubsection{Sideband}\label{sideband}}
 
 The sideband is introduced to make sure there are no unwanted side
-effects of the used cut. It adds a cut, that makes sure, no data in the
-sideband is used for the actual analysis. Later on, a cut on the
-softdropmass will be used. The sideband is the softdropmass cut
-reversed.
+effects of the used cuts. It is a region in which no data is used for
+the actual analysis. Again, data and the Monte Carlo simulation are
+compared. For this analysis, the region where the softdropmass of both
+of the two jets with the highest transverse momentum (\(p_t\)) is more
+than 105 GeV was chosen. Because the decay of a q* to a vector boson is
+being investigated, later on, a selection is applied that one of those
+particles has to have a mass between 105 GeV and 35 GeV. Therefore
+events with jets with a softdropmass higher than 105 GeV will not be
+used for this analysis which makes them a good sideband to use.
+
+In fig.~\ref{fig:sideband}, the comparison of data with simulation in
+the sideband region can be seen for the softdropmass distribution as
+well as the dijet invariant mass distribution. As in {[}fig:data-mc{]},
+the histograms are rescaled, so that the dijet invariant mass
+distributions of data and simulation have the same integral. It can be
+seen, that in the sideband region data and simulation match very well.
+
+\begin{figure}
+\begin{minipage}{0.5\textwidth}
+\includegraphics{./figures/2016/sideband/v1_SDM_SoftDropMass_1.eps}
+\end{minipage}
+\begin{minipage}{0.5\textwidth}
+\includegraphics{./figures/2016/sideband/v1_SDM_invMass.eps}
+\end{minipage}
+\begin{minipage}{0.5\textwidth}
+\includegraphics{./figures/combined/sideband/v1_SDM_SoftDropMass_1.eps}
+\end{minipage}
+\begin{minipage}{0.5\textwidth}
+\includegraphics{./figures/combined/sideband/v1_SDM_invMass.eps}
+\end{minipage}
+\caption{Comparison of data with the Monte Carlo simulation in the sideband region. 1st row: data from 2016. 2nd row: 
+combined data from 2016, 2017 and 2018.}
+\label{fig:sideband}
+\end{figure}
+
+\newpage
+
+\hypertarget{jet-substructure-selection}{%
+\section{Jet substructure selection}\label{jet-substructure-selection}}
+
+So far it was made sure, that the actual data and the simulation match
+well after the preselection and no unwanted side effects are introduced
+in the data by the used cuts. Now another selection has to be
+introduced, to further reduce the background to be able to extract the
+hypothetical signal events from the actual data.
+
+This is done by distinguishing between QCD and signal events using a
+tagger to identify jets coming from a vector boson. Two different
+taggers will be used to later compare the results. The decay analysed
+includes either a W or Z boson, which are, compared to the particles in
+QCD effects, very heavy. This can be used by adding a cut on the
+softdropmass of a jet. The softdropmass of at least one of the two
+leading jets is expected to be within \(\SI{35}{\giga\eV}\) and
+\(\SI{105}{\giga\eV}\). This cut already provides a good separation of
+QCD and signal events, on which the two taggers presented next can
+build.
 
 \hypertarget{n-subjettiness}{%
 \subsection{N-Subjettiness}\label{n-subjettiness}}
 
-The N-subjettiness \(\tau_n\) is defined as
+The N-subjettiness \(\tau_n\) is a jet shape parameter designed to
+identify boosted hadronically-decaying objects. When a vector boson
+decays hadronically, it produces two quarks each causing a jet. But
+because of the high mass of the vector bosons, the particles are highly
+boosted and appear, after applying a clustering algorithm, as just one.
+This algorithm now tries to figure out, whether one jet might consist of
+two subjets by using the kinematics and positions of the constituent
+particles of this jet. The N-subjettiness is defined as
 
 \begin{equation} \tau_N = \frac{1}{d_0} \sum_k p_{T,k} \cdot \text{min}\{ \Delta R_{1,k}, \Delta R_{2,k}, …, \Delta
 R_{N,k} \} \end{equation}
@@ -305,17 +953,51 @@ with k going over the constituent particles in a given jet, \(p_{T,k}\)
 being their transverse momenta and
 \(\Delta R_{J,k} = \sqrt{(\Delta\eta)^2 + (\Delta\phi)^2}\) being the
 distance of a candidate subjet J and a constituent particle k in the
-rapidity-azimuth plane. It has been shown, that
-\(\tau_{21} = \tau_2/\tau_1\) is a good discriminator between QCD events
-and events originating from the decay of a boosted vector boson.
+\(\eta\) - \(\phi\) plane. It quantifies to what degree a jet can be
+regarded as a jet composed of \(N\) subjets. Experiments showed, that
+rather than using \(\tau_N\) directly, the ratio
+\(\tau_{21} = \tau_2/\tau_1\) is a better discriminator between QCD
+events and events originating from the decay of a boosted vector boson.
 
-\hypertarget{deepboosted}{%
-\subsection{DeepBoosted}\label{deepboosted}}
+The \(\tau_{21}\) cut is applied to the one of the two highest \(p_t\)
+jets passing the softdropmass window. If both of them pass, it is
+applied to the one with higher \(p_t\).
 
-The deep boosted tagger uses a trained neural network to identify decays
-originitating in a vector boson. It is supposed to give better
+\hypertarget{deepak8}{%
+\subsection{DeepAK8}\label{deepak8}}
+
+The DeepAK8 tagger uses a deep neural network (DNN) to identify decays
+originating in a vector boson. It is supposed to give better
 efficiencies than the older N-Subjettiness method.
 
+The DNN has two input lists for each jet. The first is a list of up to
+100 constituent particles of the jet, sorted by decreasing \(p_t\). A
+total of 42 properties of the particles such es \(p_t\), energy deposit,
+charge and the angular momentum between the particle and the jet or
+subjet axes are included. The second input list is a list of up to seven
+secondary vertices, each with 15 features, such as the kinematics,
+displacement and quality criteria. To process those inputs, a customised
+DNN architecture has been developed. It consists of two convolutional
+neural networks that each process one of the input lists. The outputs of
+the two CNNs are then combined and processed by a fully-connected
+network to identify the jet. The network was trained with a sample of 40
+million jets, another 10 million jets were used for development and
+validation.
+
+In this thesis, the mass decorrelated version of the DeepAK8 tagger is
+used. It adds an additional mass predictor layer, that is trained to
+quantify how strongly the output of the non-decorrelated tagger is
+correlated to the mass of a particle. Its output is fed back to the
+network as a penalty so it avoids using features of the particles
+correlated to their mass. The result is a largely mass decorrelated
+tagger of heavy resonances. As the mass variable is already in use for
+the softdropmass selection, this version of the tagger is to be
+preferred.
+
+Just like the \(\tau_{21}\) cut, the cut on the discriminator introduced
+by the DeepAK8 tagger is applied on the one of the two highest \(p_t\)
+jets passing the softdropmass window.
+
 \hypertarget{optimization}{%
 \subsection{Optimization}\label{optimization}}
 
@@ -326,32 +1008,487 @@ introduced. For that, the significance calculated by
 events and B for the amount of background events in a given interval.
 This value assumes a gaussian error on the background so it will be
 calculated for the 2 TeV masspoint where enough background events exist
-to justify this assumption. The value therefore represents how good the
-signal can be distinguished from the background in units of the standard
-deviation of the background. As interval, a 10 \% margin around the
-masspoint is chosen.
+to justify this assumption. This follows from the central limit theorem
+that states, that for identical distributed random variables, their sum
+converges to a gaussian distribution. The value therefore represents how
+good the signal can be distinguished from the background in units of the
+standard deviation of the background. As interval, a 10 \% margin around
+the masspoint is chosen.
 
-As a result, the \(\tau_{21}\) cut is placed at \(\le 0.35\) and the
-VvsQCD cut is placed at \(\ge 0.83\).
+\begin{figure}
+  \begin{minipage}{0.5\textwidth}
+    \includegraphics{./figures/sig-db.pdf}
+  \end{minipage}
+  \begin{minipage}{0.5\textwidth}
+    \includegraphics{./figures/sig-tau.pdf}
+  \end{minipage}
+\caption{Significance plots for the deep boosted (left) and N-subjettiness (right) tagger at the 2 TeV masspoint.}
+\label{fig:sig}
+\end{figure}
+
+As a result, the \(\tau_{21}\) cut is placed at \(\le 0.35\), confirming
+the value previous research chose and the deep boosted cut is placed at
+\(\ge 0.95\). For the deep boosted tagger, 0.97 would give a slightly
+higher significance but as it is very close to the edge where the
+significance drops very low and the higher the cut the less background
+will be left to calculate the cross section limits, especially at higher
+resonance masses, the slightly less strict cut is chosen. The
+significance for the \(\tau_{21}\) cut is 14.0818, and for the deep
+boosted tagger 25.6097. For both taggers also a low purity category is
+introduced for high TeV regions. Using the cuts optimized for 2 TeV,
+there are very few background events left for higher resonance masses,
+but to reliably calculate cross section limits, those are needed. As low
+purity category for the N-subjettiness tagger, a cut at
+\(0.35 < \tau_{21} < 0.75\) is used. For the deep boosted tagger the
+opposite cut from the high purity category is used: \(VvsQCD < 0.95\).
 
 \hypertarget{signal-extraction}{%
 \section{Signal extraction}\label{signal-extraction}}
 
+To extract the signal from the background, its cross section limit is
+calculated using a frequentist asymptotic limit calculator. It uses a
+fit to the simulated samples to calculate expected limits for all the
+available masspoints and then uses a fit to the actual data to determine
+an observed limit. If there's no resonance of the q* particle in the
+data, the observed limit should lie within the \(2\sigma\) environment
+of the expected limit. After that, the crossing of the theory line,
+representing the cross section limits expected, if the q* particle would
+exist, and the observed data is calculated, to have a limit of mass up
+to which the existence of the q* particle can be excluded. To find the
+uncertainty of this result, the crossing of the theory line plus,
+respectively minus, its uncertainty with the observed limit is also
+calculated.
+
 \hypertarget{uncertainties}{%
 \subsection{Uncertainties}\label{uncertainties}}
 
+The following uncertainties are considered:
+
+\begin{itemize}
+\tightlist
+\item
+  \emph{Luminosity}: the integrated luminosity of the LHC has an
+  uncertainty of 2.5 \%.
+\item
+  \emph{Jet Energy Corrections}: for the Jet Energy Corrections, an
+  uncertainty of 2 \% is assumed.
+\item
+  \emph{Tagger Efficiency(?)}: 6 \% (TODO!)
+\item
+  \emph{Parameter Uncertainty of the fit}: The CombinedLimit program
+  used for determining the cross section varies the parameters used for
+  the fit and therefore includes their uncertainties to calculate the
+  final result.
+\end{itemize}
+
 \hypertarget{results}{%
 \section{Results}\label{results}}
 
+In this chapter the results and a comparison to previous research will
+be shown as well as a comparisos n between the two different taggers
+used.
+
 \hypertarget{section}{%
 \subsection{2016}\label{section}}
 
+Using the data collected by the CMS experiment on 2016, the cross
+section limits seen in fig.~\ref{fig:res2016} were obtained. The
+extracted cross section limits are:
+
+\begin{longtable}[]{@{}lllll@{}}
+\caption{Cross Section limits using 2016 data and the N-subjettiness
+tagger for the decay to qW}\tabularnewline
+\toprule
+Mass {[}TeV{]} & Exp. limit {[}pb{]} & Upper limit {[}pb{]} & Lower
+limit {[}pb{]} & Obs. limit {[}pb{]}\tabularnewline
+\midrule
+\endfirsthead
+\toprule
+Mass {[}TeV{]} & Exp. limit {[}pb{]} & Upper limit {[}pb{]} & Lower
+limit {[}pb{]} & Obs. limit {[}pb{]}\tabularnewline
+\midrule
+\endhead
+1.6 & 0.10406 & 0.14720 & 0.07371 & 0.08165\tabularnewline
+1.8 & 0.07656 & 0.10800 & 0.05441 & 0.04114\tabularnewline
+2.0 & 0.05422 & 0.07605 & 0.03879 & 0.04043\tabularnewline
+2.5 & 0.02430 & 0.03408 & 0.01747 & 0.04052\tabularnewline
+3.0 & 0.01262 & 0.01775 & 0.00904 & 0.02109\tabularnewline
+3.5 & 0.00703 & 0.00992 & 0.00502 & 0.00399\tabularnewline
+4.0 & 0.00424 & 0.00603 & 0.00300 & 0.00172\tabularnewline
+4.5 & 0.00355 & 0.00478 & 0.00273 & 0.00249\tabularnewline
+5.0 & 0.00269 & 0.00357 & 0.00211 & 0.00240\tabularnewline
+6.0 & 0.00103 & 0.00160 & 0.00068 & 0.00062\tabularnewline
+7.0 & 0.00063 & 0.00105 & 0.00039 & 0.00086\tabularnewline
+\bottomrule
+\end{longtable}
+
+\begin{longtable}[]{@{}lllll@{}}
+\caption{Cross Section limits using 2016 data and the deep boosted
+tagger for the decay to qW}\tabularnewline
+\toprule
+Mass {[}TeV{]} & Exp. limit {[}pb{]} & Upper limit {[}pb{]} & Lower
+limit {[}pb{]} & Obs. limit {[}pb{]}\tabularnewline
+\midrule
+\endfirsthead
+\toprule
+Mass {[}TeV{]} & Exp. limit {[}pb{]} & Upper limit {[}pb{]} & Lower
+limit {[}pb{]} & Obs. limit {[}pb{]}\tabularnewline
+\midrule
+\endhead
+1.6 & 0.17750 & 0.25179 & 0.12572 & 0.38242\tabularnewline
+1.8 & 0.11125 & 0.15870 & 0.07826 & 0.11692\tabularnewline
+2.0 & 0.08188 & 0.11549 & 0.05799 & 0.09528\tabularnewline
+2.5 & 0.03328 & 0.04668 & 0.02373 & 0.03653\tabularnewline
+3.0 & 0.01648 & 0.02338 & 0.01181 & 0.01108\tabularnewline
+3.5 & 0.00840 & 0.01195 & 0.00593 & 0.00683\tabularnewline
+4.0 & 0.00459 & 0.00666 & 0.00322 & 0.00342\tabularnewline
+4.5 & 0.00276 & 0.00412 & 0.00190 & 0.00366\tabularnewline
+5.0 & 0.00177 & 0.00271 & 0.00118 & 0.00401\tabularnewline
+6.0 & 0.00110 & 0.00175 & 0.00071 & 0.00155\tabularnewline
+7.0 & 0.00065 & 0.00108 & 0.00041 & 0.00108\tabularnewline
+\bottomrule
+\end{longtable}
+
+\begin{longtable}[]{@{}lllll@{}}
+\caption{Cross Section limits using 2016 data and the N-subjettiness
+tagger for the decay to qZ}\tabularnewline
+\toprule
+Mass {[}TeV{]} & Exp. limit {[}pb{]} & Upper limit {[}pb{]} & Lower
+limit {[}pb{]} & Obs. limit {[}pb{]}\tabularnewline
+\midrule
+\endfirsthead
+\toprule
+Mass {[}TeV{]} & Exp. limit {[}pb{]} & Upper limit {[}pb{]} & Lower
+limit {[}pb{]} & Obs. limit {[}pb{]}\tabularnewline
+\midrule
+\endhead
+1.6 & 0.08687 & 0.12254 & 0.06174 & 0.06987\tabularnewline
+1.8 & 0.06719 & 0.09477 & 0.04832 & 0.03424\tabularnewline
+2.0 & 0.04734 & 0.06640 & 0.03405 & 0.03310\tabularnewline
+2.5 & 0.01867 & 0.02619 & 0.01343 & 0.03214\tabularnewline
+3.0 & 0.01043 & 0.01463 & 0.00744 & 0.01773\tabularnewline
+3.5 & 0.00596 & 0.00840 & 0.00426 & 0.00347\tabularnewline
+4.0 & 0.00353 & 0.00500 & 0.00250 & 0.00140\tabularnewline
+4.5 & 0.00233 & 0.00335 & 0.00164 & 0.00181\tabularnewline
+5.0 & 0.00157 & 0.00231 & 0.00110 & 0.00188\tabularnewline
+6.0 & 0.00082 & 0.00126 & 0.00054 & 0.00049\tabularnewline
+7.0 & 0.00050 & 0.00083 & 0.00031 & 0.00066\tabularnewline
+\bottomrule
+\end{longtable}
+
+\begin{longtable}[]{@{}lllll@{}}
+\caption{Cross Section limits using 2016 data and deep boosted tagger
+for the decay to qZ}\tabularnewline
+\toprule
+Mass {[}TeV{]} & Exp. limit {[}pb{]} & Upper limit {[}pb{]} & Lower
+limit {[}pb{]} & Obs. limit {[}pb{]}\tabularnewline
+\midrule
+\endfirsthead
+\toprule
+Mass {[}TeV{]} & Exp. limit {[}pb{]} & Upper limit {[}pb{]} & Lower
+limit {[}pb{]} & Obs. limit {[}pb{]}\tabularnewline
+\midrule
+\endhead
+1.6 & 0.16687 & 0.23805 & 0.11699 & 0.35999\tabularnewline
+1.8 & 0.12750 & 0.17934 & 0.09138 & 0.12891\tabularnewline
+2.0 & 0.09062 & 0.12783 & 0.06474 & 0.09977\tabularnewline
+2.5 & 0.03391 & 0.04783 & 0.02422 & 0.03754\tabularnewline
+3.0 & 0.01781 & 0.02513 & 0.01277 & 0.01159\tabularnewline
+3.5 & 0.00949 & 0.01346 & 0.00678 & 0.00741\tabularnewline
+4.0 & 0.00494 & 0.00711 & 0.00349 & 0.00362\tabularnewline
+4.5 & 0.00293 & 0.00429 & 0.00203 & 0.00368\tabularnewline
+5.0 & 0.00188 & 0.00284 & 0.00127 & 0.00426\tabularnewline
+6.0 & 0.00102 & 0.00161 & 0.00066 & 0.00155\tabularnewline
+7.0 & 0.00053 & 0.00085 & 0.00034 & 0.00085\tabularnewline
+\bottomrule
+\end{longtable}
+
+Using the deep boosted tagger, the observed limit in the region where
+theory and observed limit cross is very high compared to when using the
+N-subjettiness tagger. This causes the tagger to perform worse than the
+older tagger as the crossing of the two lines therefore happens earlier.
+
+\begin{longtable}[]{@{}lllll@{}}
+\caption{Mass limits found using the data collected in
+2016}\tabularnewline
+\toprule
+Decay & Tagger & Limit {[}TeV{]} & Upper Limit {[}TeV{]} & Lower Limit
+{[}TeV{]}\tabularnewline
+\midrule
+\endfirsthead
+\toprule
+Decay & Tagger & Limit {[}TeV{]} & Upper Limit {[}TeV{]} & Lower Limit
+{[}TeV{]}\tabularnewline
+\midrule
+\endhead
+qW & \(\tau_{21}\) & 5.39 & 6.01 & 4.99\tabularnewline
+qW & deep boosted & 4.96 & 5.19 & 4.84\tabularnewline
+qZ & \(\tau_{21}\) & 4.86 & 4.96 & 4.70\tabularnewline
+qZ & deep boosted & 4.49 & 4.61 & 4.40\tabularnewline
+\bottomrule
+\end{longtable}
+
+\begin{figure}
+  \begin{minipage}{0.5\textwidth}
+  \includegraphics{./figures/results/brazilianFlag_QtoqW_2016tau_13TeV.pdf}
+  \end{minipage}
+  \begin{minipage}{0.5\textwidth}
+  \includegraphics{./figures/results/brazilianFlag_QtoqW_2016db_13TeV.pdf}
+  \end{minipage}
+  \begin{minipage}{0.5\textwidth}
+  \includegraphics{./figures/results/brazilianFlag_QtoqZ_2016tau_13TeV.pdf}
+  \end{minipage}
+  \begin{minipage}{0.5\textwidth}
+  \includegraphics{./figures/results/brazilianFlag_QtoqZ_2016db_13TeV.pdf}
+  \end{minipage}
+\caption{Results of the cross section limits for 2016 using the $\tau_{21}$ tagger (left) and the deep boosted tagger 
+(right).}
+\label{fig:res2016}
+\end{figure}
+
 \hypertarget{previous-research}{%
-\subsubsection{previous research}\label{previous-research}}
+\subsubsection{Previous research}\label{previous-research}}
+
+The limit is already slightly higher than the one from previous
+research, which was found to be 5 TeV for the decay to qW and 4.7 TeV
+for the decay to qZ. This is mainly due to the fact, that in our data,
+the observed limit at the intersection point happens to be in the lower
+region of the expected limit interval and therefore causing a very late
+crossing with the theory line when using the N-subjettiness tagger. This
+could be caused by small differences of the setup used or slightly
+differently processed data. In general, the results appear to be very
+similar to the previous research, seen in fig.~\ref{fig:prev}.
+
+\begin{figure}
+\begin{minipage}{0.5\textwidth}
+\includegraphics{./figures/results/prev_qW.png}
+\end{minipage}
+\begin{minipage}{0.5\textwidth}
+\includegraphics{./figures/results/prev_qZ.png}
+\end{minipage}
+\caption{Previous results of the cross section limits for q\* decaying to qW (left) and q\* decaying to qZ (right). 
+Taken from \cite{PREV_RESEARCH}.}
+\label{fig:prev}
+\end{figure}
 
 \hypertarget{section-1}{%
 \subsection{2016 + 2017 + 2018}\label{section-1}}
 
-\printbibliography[title=Summary]
+Using the combined data, the cross section limits seen in
+fig.~\ref{fig:resCombined} were obtained. It is quite obvious, that the
+limits are already significantly lower than when only using the data of
+2016. The extracted cross section limits are the following:
+
+\begin{longtable}[]{@{}lllll@{}}
+\caption{Cross Section limits using the combined data and the
+N-subjettiness tagger for the decay to qW}\tabularnewline
+\toprule
+Mass {[}TeV{]} & Exp. limit {[}pb{]} & Upper limit {[}pb{]} & Lower
+limit {[}pb{]} & Obs. limit {[}pb{]}\tabularnewline
+\midrule
+\endfirsthead
+\toprule
+Mass {[}TeV{]} & Exp. limit {[}pb{]} & Upper limit {[}pb{]} & Lower
+limit {[}pb{]} & Obs. limit {[}pb{]}\tabularnewline
+\midrule
+\endhead
+1.6 & 0.05703 & 0.07999 & 0.04088 & 0.03366\tabularnewline
+1.8 & 0.03953 & 0.05576 & 0.02833 & 0.04319\tabularnewline
+2.0 & 0.02844 & 0.03989 & 0.02045 & 0.04755\tabularnewline
+2.5 & 0.01270 & 0.01781 & 0.00913 & 0.01519\tabularnewline
+3.0 & 0.00658 & 0.00923 & 0.00473 & 0.01218\tabularnewline
+3.5 & 0.00376 & 0.00529 & 0.00269 & 0.00474\tabularnewline
+4.0 & 0.00218 & 0.00309 & 0.00156 & 0.00114\tabularnewline
+4.5 & 0.00132 & 0.00188 & 0.00094 & 0.00068\tabularnewline
+5.0 & 0.00084 & 0.00122 & 0.00060 & 0.00059\tabularnewline
+6.0 & 0.00044 & 0.00066 & 0.00030 & 0.00041\tabularnewline
+7.0 & 0.00022 & 0.00036 & 0.00014 & 0.00043\tabularnewline
+\bottomrule
+\end{longtable}
+
+\begin{longtable}[]{@{}lllll@{}}
+\caption{Cross Section limits using the combined data and the deep
+boosted tagger for the decay to qW}\tabularnewline
+\toprule
+Mass {[}TeV{]} & Exp. limit {[}pb{]} & Upper limit {[}pb{]} & Lower
+limit {[}pb{]} & Obs. limit {[}pb{]}\tabularnewline
+\midrule
+\endfirsthead
+\toprule
+Mass {[}TeV{]} & Exp. limit {[}pb{]} & Upper limit {[}pb{]} & Lower
+limit {[}pb{]} & Obs. limit {[}pb{]}\tabularnewline
+\midrule
+\endhead
+1.6 & 0.06656 & 0.09495 & 0.04698 & 0.12374\tabularnewline
+1.8 & 0.04281 & 0.06141 & 0.03001 & 0.05422\tabularnewline
+2.0 & 0.03297 & 0.04650 & 0.02363 & 0.04658\tabularnewline
+2.5 & 0.01328 & 0.01868 & 0.00950 & 0.01109\tabularnewline
+3.0 & 0.00650 & 0.00917 & 0.00464 & 0.00502\tabularnewline
+3.5 & 0.00338 & 0.00479 & 0.00241 & 0.00408\tabularnewline
+4.0 & 0.00182 & 0.00261 & 0.00129 & 0.00127\tabularnewline
+4.5 & 0.00107 & 0.00156 & 0.00074 & 0.00123\tabularnewline
+5.0 & 0.00068 & 0.00102 & 0.00046 & 0.00149\tabularnewline
+6.0 & 0.00038 & 0.00060 & 0.00024 & 0.00034\tabularnewline
+7.0 & 0.00021 & 0.00035 & 0.00013 & 0.00046\tabularnewline
+\bottomrule
+\end{longtable}
+
+\begin{longtable}[]{@{}lllll@{}}
+\caption{Cross Section limits using the combined data and the
+N-subjettiness tagger for the decay to qZ}\tabularnewline
+\toprule
+Mass {[}TeV{]} & Exp. limit {[}pb{]} & Upper limit {[}pb{]} & Lower
+limit {[}pb{]} & Obs. limit {[}pb{]}\tabularnewline
+\midrule
+\endfirsthead
+\toprule
+Mass {[}TeV{]} & Exp. limit {[}pb{]} & Upper limit {[}pb{]} & Lower
+limit {[}pb{]} & Obs. limit {[}pb{]}\tabularnewline
+\midrule
+\endhead
+1.6 & 0.05125 & 0.07188 & 0.03667 & 0.02993\tabularnewline
+1.8 & 0.03547 & 0.04989 & 0.02551 & 0.03614\tabularnewline
+2.0 & 0.02523 & 0.03539 & 0.01815 & 0.04177\tabularnewline
+2.5 & 0.01059 & 0.01485 & 0.00761 & 0.01230\tabularnewline
+3.0 & 0.00576 & 0.00808 & 0.00412 & 0.01087\tabularnewline
+3.5 & 0.00327 & 0.00460 & 0.00234 & 0.00425\tabularnewline
+4.0 & 0.00190 & 0.00269 & 0.00136 & 0.00097\tabularnewline
+4.5 & 0.00119 & 0.00168 & 0.00084 & 0.00059\tabularnewline
+5.0 & 0.00077 & 0.00110 & 0.00054 & 0.00051\tabularnewline
+6.0 & 0.00039 & 0.00057 & 0.00026 & 0.00036\tabularnewline
+7.0 & 0.00019 & 0.00031 & 0.00013 & 0.00036\tabularnewline
+\bottomrule
+\end{longtable}
+
+\begin{longtable}[]{@{}lllll@{}}
+\caption{Cross Section limits using the combined data and deep boosted
+tagger for the decay to qZ}\tabularnewline
+\toprule
+Mass {[}TeV{]} & Exp. limit {[}pb{]} & Upper limit {[}pb{]} & Lower
+limit {[}pb{]} & Obs. limit {[}pb{]}\tabularnewline
+\midrule
+\endfirsthead
+\toprule
+Mass {[}TeV{]} & Exp. limit {[}pb{]} & Upper limit {[}pb{]} & Lower
+limit {[}pb{]} & Obs. limit {[}pb{]}\tabularnewline
+\midrule
+\endhead
+1.6 & 0.07719 & 0.10949 & 0.05467 & 0.14090\tabularnewline
+1.8 & 0.05297 & 0.07493 & 0.03752 & 0.06690\tabularnewline
+2.0 & 0.03875 & 0.05466 & 0.02768 & 0.05855\tabularnewline
+2.5 & 0.01512 & 0.02126 & 0.01080 & 0.01160\tabularnewline
+3.0 & 0.00773 & 0.01088 & 0.00554 & 0.00548\tabularnewline
+3.5 & 0.00400 & 0.00565 & 0.00285 & 0.00465\tabularnewline
+4.0 & 0.00211 & 0.00301 & 0.00149 & 0.00152\tabularnewline
+4.5 & 0.00118 & 0.00172 & 0.00082 & 0.00128\tabularnewline
+5.0 & 0.00073 & 0.00108 & 0.00050 & 0.00161\tabularnewline
+6.0 & 0.00039 & 0.00060 & 0.00025 & 0.00036\tabularnewline
+7.0 & 0.00021 & 0.00034 & 0.00013 & 0.00045\tabularnewline
+\bottomrule
+\end{longtable}
+
+The results for the mass limits of the combined years are as follows:
+
+\begin{longtable}[]{@{}lllll@{}}
+\caption{Mass limits found using the data collected in 2016 -
+2018}\tabularnewline
+\toprule
+Decay & Tagger & Limit {[}TeV{]} & Upper Limit {[}TeV{]} & Lower Limit
+{[}TeV{]}\tabularnewline
+\midrule
+\endfirsthead
+\toprule
+Decay & Tagger & Limit {[}TeV{]} & Upper Limit {[}TeV{]} & Lower Limit
+{[}TeV{]}\tabularnewline
+\midrule
+\endhead
+qW & \(\tau_{21}\) & 6.00 & 6.26 & 5.74\tabularnewline
+qW & deep boosted & 6.11 & 6.31 & 5.39\tabularnewline
+qZ & \(\tau_{21}\) & 5.49 & 5.76 & 5.29\tabularnewline
+qZ & deep boosted & 4.92 & 5.02 & 4.80\tabularnewline
+\bottomrule
+\end{longtable}
+
+\begin{figure}
+  \begin{minipage}{0.5\textwidth}
+  \includegraphics{./figures/results/brazilianFlag_QtoqW_Combinedtau_13TeV.pdf}
+  \end{minipage}
+  \begin{minipage}{0.5\textwidth}
+  \includegraphics{./figures/results/brazilianFlag_QtoqW_Combineddb_13TeV.pdf}
+  \end{minipage}
+  \begin{minipage}{0.5\textwidth}
+  \includegraphics{./figures/results/brazilianFlag_QtoqZ_Combinedtau_13TeV.pdf}
+  \end{minipage}
+  \begin{minipage}{0.5\textwidth}
+  \includegraphics{./figures/results/brazilianFlag_QtoqZ_Combineddb_13TeV.pdf}
+  \end{minipage}
+\caption{Results of the cross section limits for the three combined years using the $\tau_{21}$ tagger (left) and the 
+deep boosted tagger (right).}
+\label{fig:resCombined}
+\end{figure}
+
+The combination of the three years has a big impact on the result. The
+final limit is 1 TeV higher than what could previously be concluded.
+
+\hypertarget{comparison-of-taggers}{%
+\subsection{Comparison of taggers}\label{comparison-of-taggers}}
+
+The previously shown results already show, that the deep boosted tagger
+was not able to significantly improve the results compared to the
+N-subjettiness tagger. For further comparison, in
+fig.~\ref{fig:limit_comp} the expected limits of the different taggers
+for the q* \(\rightarrow\) qW and the q* \(\rightarrow\) qZ decay are
+shown. It can be seen, that the deep boosted is at best as good as the
+N-subjettiness tagger. This was not the expected result, as the deep
+neural network was supposed to provide better separation between signal
+and background events than the older N-subjettiness tagger. Recently,
+some issues with the training of the deep boosted tagger used in this
+analysis were found, so those might explain the bad performance.
+
+\begin{figure}
+\begin{minipage}{0.5\textwidth}
+\includegraphics{./figures/limit_comp_w.pdf}
+\end{minipage}
+\begin{minipage}{0.5\textwidth}
+\includegraphics{./figures/limit_comp_z.pdf}
+\end{minipage}
+\caption{Comparison of expected limits of the different taggers using different datasets. Left: decay to qW. Right: 
+decay to qZ}
+\label{fig:limit_comp}
+\end{figure}
+
+\newpage
+
+\hypertarget{summary}{%
+\section{Summary}\label{summary}}
+
+In this thesis, a limit on the mass of the q* particle has been
+successfully established. By combining the data from the years 2016,
+2017 and 2018, collected by the CMS experiment, the previously set limit
+could be significantly improved. For that, a combined fit to the QCD
+background and signal had to be performed and the cross section limits
+extracted. Also, the new deep boosted tagger, using a deep neural
+network, was compared to the older N-subjettiness tagger and found to
+not significantly change the result, neither to the better nor to the
+worse. Due to some training issues identified lately, there is still a
+good chance, that, with that issue fixed, it will be able to further
+improve the results. Also previously research of the 2016 data was
+repeated and the results compared. The previous research arrived at a
+exclusion limit up to 5 TeV resp. 4.7 TeV for the decay to qW resp. qZ,
+this thesis at 5.4 TeV resp. 4.9 TeV. The difference can be explained by
+small differences in the data used and the setup itself. After that,
+using the combined data, the limit could be significantly improved to
+exclude the q* particle up to a mass of 6.2 TeV resp. 5.5 TeV. With the
+research presented in this thesis, it would also be possible to test
+other theories of the q* particle that predict its existence at lower
+masses, than the one used, by overlaying the different theory curves in
+the plots shown in fig.~\ref{fig:res2016} and
+fig.~\ref{fig:resCombined}.
+
+\newpage
+
+\nocite{*}
+
+\printbibliography
 
 \end{document}
diff --git a/thesis.toc b/thesis.toc
new file mode 100644
index 0000000..6f60cfc
--- /dev/null
+++ b/thesis.toc
@@ -0,0 +1,38 @@
+\boolfalse {citerequest}\boolfalse {citetracker}\boolfalse {pagetracker}\boolfalse {backtracker}\relax 
+\babel@toc {british}{}
+\contentsline {section}{\numberline {1}Introduction}{1}{section.1}% 
+\contentsline {section}{\numberline {2}Theoretical background}{2}{section.2}% 
+\contentsline {subsection}{\numberline {2.1}Standard model}{2}{subsection.2.1}% 
+\contentsline {subsubsection}{\numberline {2.1.1}Quantum Chromodynamic background}{3}{subsubsection.2.1.1}% 
+\contentsline {subsubsection}{\numberline {2.1.2}Shortcomings of the Standard Model}{3}{subsubsection.2.1.2}% 
+\contentsline {subsection}{\numberline {2.2}Excited quark states}{4}{subsection.2.2}% 
+\contentsline {section}{\numberline {3}Experimental Setup}{6}{section.3}% 
+\contentsline {subsection}{\numberline {3.1}Large Hadron Collider}{6}{subsection.3.1}% 
+\contentsline {subsection}{\numberline {3.2}Compact Muon Solenoid}{6}{subsection.3.2}% 
+\contentsline {subsubsection}{\numberline {3.2.1}Coordinate conventions}{7}{subsubsection.3.2.1}% 
+\contentsline {subsubsection}{\numberline {3.2.2}The tracking system}{7}{subsubsection.3.2.2}% 
+\contentsline {subsubsection}{\numberline {3.2.3}The electromagnetic calorimeter}{7}{subsubsection.3.2.3}% 
+\contentsline {subsubsection}{\numberline {3.2.4}The hadronic calorimeter}{8}{subsubsection.3.2.4}% 
+\contentsline {subsubsection}{\numberline {3.2.5}The solenoid}{8}{subsubsection.3.2.5}% 
+\contentsline {subsubsection}{\numberline {3.2.6}The muon system}{8}{subsubsection.3.2.6}% 
+\contentsline {subsubsection}{\numberline {3.2.7}The Trigger system}{8}{subsubsection.3.2.7}% 
+\contentsline {subsubsection}{\numberline {3.2.8}The Particle Flow algorithm}{8}{subsubsection.3.2.8}% 
+\contentsline {subsection}{\numberline {3.3}Jet clustering}{9}{subsection.3.3}% 
+\contentsline {section}{\numberline {4}Method of analysis}{11}{section.4}% 
+\contentsline {subsection}{\numberline {4.1}Signal and Background modelling}{12}{subsection.4.1}% 
+\contentsline {section}{\numberline {5}Preselection and data quality}{13}{section.5}% 
+\contentsline {subsection}{\numberline {5.1}Preselection}{13}{subsection.5.1}% 
+\contentsline {subsection}{\numberline {5.2}Data - Monte Carlo Comparison}{17}{subsection.5.2}% 
+\contentsline {subsubsection}{\numberline {5.2.1}Sideband}{18}{subsubsection.5.2.1}% 
+\contentsline {section}{\numberline {6}Jet substructure selection}{20}{section.6}% 
+\contentsline {subsection}{\numberline {6.1}N-Subjettiness}{20}{subsection.6.1}% 
+\contentsline {subsection}{\numberline {6.2}DeepAK8}{20}{subsection.6.2}% 
+\contentsline {subsection}{\numberline {6.3}Optimization}{21}{subsection.6.3}% 
+\contentsline {section}{\numberline {7}Signal extraction}{22}{section.7}% 
+\contentsline {subsection}{\numberline {7.1}Uncertainties}{22}{subsection.7.1}% 
+\contentsline {section}{\numberline {8}Results}{22}{section.8}% 
+\contentsline {subsection}{\numberline {8.1}2016}{23}{subsection.8.1}% 
+\contentsline {subsubsection}{\numberline {8.1.1}Previous research}{26}{subsubsection.8.1.1}% 
+\contentsline {subsection}{\numberline {8.2}2016 + 2017 + 2018}{26}{subsection.8.2}% 
+\contentsline {subsection}{\numberline {8.3}Comparison of taggers}{28}{subsection.8.3}% 
+\contentsline {section}{\numberline {9}Summary}{30}{section.9}%