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comparison docs/modules/txt/ExtendedConnectivityFingerprints.txt @ 0:4816e4a8ae95 draft default tip
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1 NAME | |
2 ExtendedConnectivityFingerprints | |
3 | |
4 SYNOPSIS | |
5 use Fingerprints::ExtendedConnectivityFingerprints; | |
6 | |
7 use Fingerprints::ExtendedConnectivityFingerprints qw(:all); | |
8 | |
9 DESCRIPTION | |
10 ExtendedConnectivityFingerprints [ Ref 48, Ref 52 ] class provides the | |
11 following methods: | |
12 | |
13 new, GenerateFingerprints, GetDescription, SetAtomIdentifierType, | |
14 SetAtomicInvariantsToUse, SetFunctionalClassesToUse, | |
15 SetNeighborhoodRadius, StringifyExtendedConnectivityFingerprints | |
16 | |
17 ExtendedConnectivityFingerprints is derived from Fingerprints class | |
18 which in turn is derived from ObjectProperty base class that provides | |
19 methods not explicitly defined in ExtendedConnectivityFingerprints, | |
20 Fingerprints or ObjectProperty classes using Perl's AUTOLOAD | |
21 functionality. These methods are generated on-the-fly for a specified | |
22 object property: | |
23 | |
24 Set<PropertyName>(<PropertyValue>); | |
25 $PropertyValue = Get<PropertyName>(); | |
26 Delete<PropertyName>(); | |
27 | |
28 The current release of MayaChemTools supports generation of | |
29 ExtendedConnectivityFingerprints corresponding to following | |
30 AtomtomIdentifierTypes: | |
31 | |
32 AtomicInvariantsAtomTypes, DREIDINGAtomTypes, EStateAtomTypes, | |
33 FunctionalClassAtomTypes, MMFF94AtomTypes, SLogPAtomTypes, | |
34 SYBYLAtomTypes, TPSAAtomTypes, UFFAtomTypes | |
35 | |
36 Based on the values specified for AtomIdentifierType, | |
37 AtomicInvariantsToUse and FunctionalClassesToUse, initial atom types are | |
38 assigned to all non-hydrogen atoms in a molecule and these atom types | |
39 strings are converted into initial atom identifier integers using | |
40 TextUtil::HashCode function. The duplicate atom identifiers are removed. | |
41 | |
42 For NeighborhoodRadius value of *0*, the initial set of unique atom | |
43 identifiers comprises the molecule fingerprints. Otherwise, atom | |
44 neighborhoods are generated for each non-hydrogen atom up-to specified | |
45 NeighborhoodRadius value. For each non-hydrogen central atom at a | |
46 specific radius, its neighbors at next radius level along with their | |
47 bond orders and previously calculated atom identifiers are collected | |
48 which in turn are used to generate a new integer atom identifier; the | |
49 bond orders and atom identifier pairs list is first sorted by bond order | |
50 followed by atom identifiers to make these values graph invariant. | |
51 | |
52 After integer atom identifiers have been generated for all non-hydrogen | |
53 atoms at all specified neighborhood radii, the duplicate integer atom | |
54 identifiers corresponding to same hash code value generated using | |
55 TextUtil::HashCode are tracked by keeping the atom identifiers at lower | |
56 radius. Additionally, all structurally duplicate integer atom | |
57 identifiers at each specified radius are also tracked by identifying | |
58 equivalent atom and bonds corresponding to substructures used for | |
59 generating atom identifier and keeping integer atom identifier with | |
60 lowest value. | |
61 | |
62 For *ExtendedConnnectivity* value of fingerprints Type, the duplicate | |
63 identifiers are removed from the list and the unique atom identifiers | |
64 constitute the extended connectivity fingerprints of a molecule. | |
65 | |
66 For *ExtendedConnnectivityCount* value of fingerprints Type, the | |
67 occurrence of each unique atom identifiers appears is counted and the | |
68 unique atom identifiers along with their count constitute the extended | |
69 connectivity fingerprints of a molecule. | |
70 | |
71 For *ExtendedConnectivityBits* value of fingerprints -m, --mode, the | |
72 unique atom identifiers are used as a random number seed to generate a | |
73 random integer value between 0 and --Size which in turn is used to set | |
74 corresponding bits in the fingerprint bit-vector string. | |
75 | |
76 The current release of MayaChemTools generates the following types of | |
77 extended connectivity fingerprints vector strings: | |
78 | |
79 FingerprintsVector;ExtendedConnectivity:AtomicInvariantsAtomTypes:Radi | |
80 us2;60;AlphaNumericalValues;ValuesString;73555770 333564680 352413391 | |
81 666191900 1001270906 1371674323 1481469939 1977749791 2006158649 21414 | |
82 08799 49532520 64643108 79385615 96062769 273726379 564565671 85514103 | |
83 5 906706094 988546669 1018231313 1032696425 1197507444 1331250018 1338 | |
84 532734 1455473691 1607485225 1609687129 1631614296 1670251330 17303... | |
85 | |
86 FingerprintsVector;ExtendedConnectivityCount:AtomicInvariantsAtomTypes | |
87 :Radius2;60;NumericalValues;IDsAndValuesString;73555770 333564680 3524 | |
88 13391 666191900 1001270906 1371674323 1481469939 1977749791 2006158649 | |
89 2141408799 49532520 64643108 79385615 96062769 273726379 564565671...; | |
90 3 2 1 1 14 1 2 10 4 3 1 1 1 1 2 1 2 1 1 1 2 3 1 1 2 1 3 3 8 2 2 2 6 2 | |
91 1 2 1 1 2 1 1 1 2 1 1 2 1 2 1 1 1 1 1 1 1 1 1 2 1 1 | |
92 | |
93 FingerprintsBitVector;ExtendedConnectivityBits:AtomicInvariantsAtomTyp | |
94 es:Radius2;1024;BinaryString;Ascending;0000000000000000000000000000100 | |
95 0000000001010000000110000011000000000000100000000000000000000000100001 | |
96 1000000110000000000000000000000000010011000000000000000000000000010000 | |
97 0000000000000000000000000010000000000000000001000000000000000000000000 | |
98 0000000000010000100001000000000000101000000000000000100000000000000... | |
99 | |
100 FingerprintsBitVector;ExtendedConnectivityBits:AtomicInvariantsAtomTyp | |
101 es:Radius2;1024;HexadecimalString;Ascending;000000010050c0600800000803 | |
102 0300000091000004000000020000100000000124008200020000000040020000000000 | |
103 2080000000820040010020000000008040000000000080001000000000400000000000 | |
104 4040000090000061010000000800200000000000001400000000020080000000000020 | |
105 00008020200000408000 | |
106 | |
107 FingerprintsVector;ExtendedConnectivity:FunctionalClassAtomTypes:Radiu | |
108 s2;57;AlphaNumericalValues;ValuesString;24769214 508787397 850393286 8 | |
109 62102353 981185303 1231636850 1649386610 1941540674 263599683 32920567 | |
110 1 571109041 639579325 683993318 723853089 810600886 885767127 90326012 | |
111 7 958841485 981022393 1126908698 1152248391 1317567065 1421489994 1455 | |
112 632544 1557272891 1826413669 1983319256 2015750777 2029559552 20404... | |
113 | |
114 FingerprintsVector;ExtendedConnectivityCount:FunctionalClassAtomTypes: | |
115 Radius2;57;NumericalValues;IDsAndValuesString;24769214 508787397 85039 | |
116 3286 862102353 981185303 1231636850 1649386610 1941540674 263599683 32 | |
117 9205671 571109041 639579325 683993318 723853089 810600886 885767127...; | |
118 1 1 1 10 2 22 3 1 3 3 1 1 1 3 2 2 1 2 2 2 3 1 1 1 1 1 14 1 1 1 1 1 1 2 | |
119 1 2 1 1 2 2 1 1 2 1 1 1 2 1 1 2 1 1 1 1 1 1 1 | |
120 | |
121 FingerprintsBitVector;ExtendedConnectivityBits:FunctionalClassAtomType | |
122 s:Radius2;1024;BinaryString;Ascending;00000000000000000000100000000000 | |
123 0000000001000100000000001000000000000000000000000000000000101000000010 | |
124 0000001000000000010000000000000000000000000000000000000000000000000100 | |
125 0000000000001000000000000001000000000001001000000000000000000000000000 | |
126 0000000000000000100000000000001000000000000000000000000000000000000... | |
127 | |
128 FingerprintsVector;ExtendedConnectivity:DREIDINGAtomTypes:Radius2;56;A | |
129 lphaNumericalValues;ValuesString;280305427 357928343 721790579 1151822 | |
130 898 1207111054 1380963747 1568213839 1603445250 4559268 55012922 18094 | |
131 0813 335715751 534801009 684609658 829361048 972945982 999881534 10076 | |
132 55741 1213692591 1222032501 1224517934 1235687794 1244268533 152812070 | |
133 0 1629595024 1856308891 1978806036 2001865095 2096549435 172675415 ... | |
134 | |
135 FingerprintsVector;ExtendedConnectivity:EStateAtomTypes:Radius2;62;Alp | |
136 haNumericalValues;ValuesString;25189973 528584866 662581668 671034184 | |
137 926543080 1347067490 1738510057 1759600920 2034425745 2097234755 21450 | |
138 44754 96779665 180364292 341712110 345278822 386540408 387387308 50430 | |
139 1706 617094135 771528807 957666640 997798220 1158349170 1291258082 134 | |
140 1138533 1395329837 1420277211 1479584608 1486476397 1487556246 1566... | |
141 | |
142 FingerprintsVector;ExtendedConnectivity:MMFF94AtomTypes:Radius2;64;Alp | |
143 haNumericalValues;ValuesString;224051550 746527773 998750766 103704190 | |
144 2 1239701709 1248384926 1259447756 1521678386 1631549126 1909437580 20 | |
145 37095052 2104274756 2117729376 8770364 31445800 81450228 314289324 344 | |
146 041929 581773587 638555787 692022098 811840536 929651561 936421792 988 | |
147 636432 1048624296 1054288509 1369487579 1454058929 1519352190 17271... | |
148 | |
149 FingerprintsVector;ExtendedConnectivity:SLogPAtomTypes:Radius2;71;Alph | |
150 aNumericalValues;ValuesString;78989290 116507218 489454042 888737940 1 | |
151 162561799 1241797255 1251494264 1263717127 1471206899 1538061784 17654 | |
152 07295 1795036542 1809833874 2020454493 2055310842 2117729376 11868981 | |
153 56731842 149505242 184525155 196984339 288181334 481409282 556716568 6 | |
154 41915747 679881756 721736571 794256218 908276640 992898760 10987549... | |
155 | |
156 FingerprintsVector;ExtendedConnectivity:SYBYLAtomTypes:Radius2;58;Alph | |
157 aNumericalValues;ValuesString;199957044 313356892 455463968 465982819 | |
158 1225318176 1678585943 1883366064 1963811677 2117729376 113784599 19153 | |
159 8837 196629033 263865277 416380653 477036669 681527491 730724924 90906 | |
160 5537 1021959189 1133014972 1174311016 1359441203 1573452838 1661585138 | |
161 1668649038 1684198062 1812312554 1859266290 1891651106 2072549404 ... | |
162 | |
163 FingerprintsVector;ExtendedConnectivity:TPSAAtomTypes:Radius2;47;Alpha | |
164 NumericalValues;ValuesString;20818206 259344053 862102353 1331904542 1 | |
165 700688206 265614156 363161397 681332588 810600886 885767127 950172500 | |
166 951454814 1059668746 1247054493 1382302230 1399502637 1805025917 19189 | |
167 39561 2114677228 2126402271 8130483 17645742 32278373 149975755 160327 | |
168 654 256360355 279492740 291251259 317592700 333763396 972105960 101... | |
169 | |
170 FingerprintsVector;ExtendedConnectivity:UFFAtomTypes:Radius2;56;AlphaN | |
171 umericalValues;ValuesString;280305427 357928343 721790579 1151822898 1 | |
172 207111054 1380963747 1568213839 1603445250 4559268 55012922 180940813 | |
173 335715751 534801009 684609658 829361048 972945982 999881534 1007655741 | |
174 1213692591 1222032501 1224517934 1235687794 1244268533 1528120700 162 | |
175 9595024 1856308891 1978806036 2001865095 2096549435 172675415 18344... | |
176 | |
177 METHODS | |
178 new | |
179 $NewExtendedConnectivityFingerprints = new ExtendedConnectivityFingerprints( | |
180 %NamesAndValues); | |
181 | |
182 Using specified *ExtendedConnectivityFingerprints* property names | |
183 and values hash, new method creates a new object and returns a | |
184 reference to newly created ExtendedConnectivityFingerprints object. | |
185 By default, the following properties are initialized: | |
186 | |
187 Molecule = '' | |
188 Type = 'ExtendedConnectivity' | |
189 NeighborhoodRadius = 2 | |
190 AtomIdentifierType = '' | |
191 AtomicInvariantsToUse = ['AS', 'X', 'BO', 'H', 'FC', 'MN'] | |
192 FunctionalClassesToUse = ['HBD', 'HBA', 'PI', 'NI', 'Ar', 'Hal'] | |
193 | |
194 Examples: | |
195 | |
196 $ExtendedConnectivityFingerprints = new ExtendedConnectivityFingerprints( | |
197 'Molecule' => $Molecule, | |
198 'AtomIdentifierType' => | |
199 'AtomicInvariantsAtomTypes'); | |
200 | |
201 $ExtendedConnectivityFingerprints = new ExtendedConnectivityFingerprints( | |
202 'Type' => 'ExtendedConnectivityCount', | |
203 'Molecule' => $Molecule, | |
204 'AtomIdentifierType' => | |
205 'AtomicInvariantsAtomTypes'); | |
206 | |
207 $ExtendedConnectivityFingerprints = new ExtendedConnectivityFingerprints( | |
208 'Type' => 'ExtendedConnectivityBits', | |
209 'Molecule' => $Molecule, | |
210 'Size' => 1024, | |
211 'AtomIdentifierType' => | |
212 'AtomicInvariantsAtomTypes'); | |
213 | |
214 $ExtendedConnectivityFingerprints = new ExtendedConnectivityFingerprints( | |
215 'Type' => 'ExtendedConnectivity', | |
216 'Molecule' => $Molecule, | |
217 'NeighborhoodRadius' => 2, | |
218 'AtomIdentifierType' => | |
219 'AtomicInvariantsAtomTypes', | |
220 'AtomicInvariantsToUse' => | |
221 ['AS', 'X', 'BO', 'H', 'FC', 'MN'] ); | |
222 | |
223 $ExtendedConnectivityFingerprints = new ExtendedConnectivityFingerprints( | |
224 'Type' => 'ExtendedConnectivity', | |
225 'Molecule' => $Molecule, | |
226 'NeighborhoodRadius' => 2, | |
227 'AtomIdentifierType' => | |
228 'FunctionalClassAtomTypes', | |
229 'FunctionalClassesToUse' => | |
230 ['HBD', 'HBA', 'PI', 'NI', 'Ar', 'Hal'] ); | |
231 | |
232 $ExtendedConnectivityFingerprints = new ExtendedConnectivityFingerprints( | |
233 'Type' => 'ExtendedConnectivity', | |
234 'Molecule' => $Molecule,; | |
235 'AtomIdentifierType' => | |
236 'MMFF94AtomTypes'); | |
237 | |
238 $ExtendedConnectivityFingerprints = new ExtendedConnectivityFingerprints( | |
239 'Type' => 'ExtendedConnectivityCount', | |
240 'Molecule' => $Molecule,; | |
241 'AtomIdentifierType' => | |
242 'MMFF94AtomTypes'); | |
243 | |
244 $ExtendedConnectivityFingerprints = new ExtendedConnectivityFingerprints( | |
245 'Type' => 'ExtendedConnectivityCount', | |
246 'Molecule' => $Molecule,; | |
247 'AtomIdentifierType' => | |
248 'SLogPAtomTypes'); | |
249 | |
250 $ExtendedConnectivityFingerprints = new ExtendedConnectivityFingerprints( | |
251 'Type' => 'ExtendedConnectivity', | |
252 'Molecule' => $Molecule,; | |
253 'AtomIdentifierType' => | |
254 'SLogPAtomTypes'); | |
255 | |
256 $ExtendedConnectivityFingerprints = new ExtendedConnectivityFingerprints( | |
257 'Type' => 'ExtendedConnectivity', | |
258 'Molecule' => $Molecule,; | |
259 'AtomIdentifierType' => | |
260 'SYBYLAtomTypes'); | |
261 | |
262 $ExtendedConnectivityFingerprints->GenerateFingerprints(); | |
263 print "$ExtendedConnectivityFingerprints\n"; | |
264 | |
265 GenerateFingerprints | |
266 $ExtendedConnectivityFingerprints->GenerateFingerprints(); | |
267 | |
268 Generates extended connectivity fingerprints and returns | |
269 *ExtendedConnectivityFingerprints*. | |
270 | |
271 GetDescription | |
272 $Description = $ExtendedConnectivityFingerprints->GetDescription(); | |
273 | |
274 Returns a string containing description of extended connectivity | |
275 fingerprints fingerprints. | |
276 | |
277 SetAtomIdentifierType | |
278 $ExtendedConnectivityFingerprints->SetAtomIdentifierType($IdentifierType); | |
279 | |
280 Sets atom *IdentifierType* to use during extended connectivity | |
281 fingerprints generation and returns | |
282 *ExtendedConnectivityFingerprints*. | |
283 | |
284 Possible values: *AtomicInvariantsAtomTypes, DREIDINGAtomTypes, | |
285 EStateAtomTypes, FunctionalClassAtomTypes, MMFF94AtomTypes, | |
286 SLogPAtomTypes, SYBYLAtomTypes, TPSAAtomTypes, UFFAtomTypes*. | |
287 | |
288 SetAtomicInvariantsToUse | |
289 $ExtendedConnectivityFingerprints->SetAtomicInvariantsToUse($ValuesRef); | |
290 $ExtendedConnectivityFingerprints->SetAtomicInvariantsToUse(@Values); | |
291 | |
292 Sets atomic invariants to use during *AtomicInvariantsAtomTypes* | |
293 value of *AtomIdentifierType* for extended connectivity fingerprints | |
294 generation and returns *ExtendedConnectivityFingerprints*. | |
295 | |
296 Possible values for atomic invariants are: *AS, X, BO, LBO, SB, DB, | |
297 TB, H, Ar, RA, FC, MN, SM*. Default value [ Ref 24 ]: | |
298 *AS,X,BO,H,FC,MN*. | |
299 | |
300 The atomic invariants abbreviations correspond to: | |
301 | |
302 AS = Atom symbol corresponding to element symbol | |
303 | |
304 X<n> = Number of non-hydrogen atom neighbors or heavy atoms | |
305 BO<n> = Sum of bond orders to non-hydrogen atom neighbors or heavy atoms | |
306 LBO<n> = Largest bond order of non-hydrogen atom neighbors or heavy atoms | |
307 SB<n> = Number of single bonds to non-hydrogen atom neighbors or heavy atoms | |
308 DB<n> = Number of double bonds to non-hydrogen atom neighbors or heavy atoms | |
309 TB<n> = Number of triple bonds to non-hydrogen atom neighbors or heavy atoms | |
310 H<n> = Number of implicit and explicit hydrogens for atom | |
311 Ar = Aromatic annotation indicating whether atom is aromatic | |
312 RA = Ring atom annotation indicating whether atom is a ring | |
313 FC<+n/-n> = Formal charge assigned to atom | |
314 MN<n> = Mass number indicating isotope other than most abundant isotope | |
315 SM<n> = Spin multiplicity of atom. Possible values: 1 (singlet), 2 (doublet) or | |
316 3 (triplet) | |
317 | |
318 Atom type generated by AtomTypes::AtomicInvariantsAtomTypes class | |
319 corresponds to: | |
320 | |
321 AS.X<n>.BO<n>.LBO<n>.<SB><n>.<DB><n>.<TB><n>.H<n>.Ar.RA.FC<+n/-n>.MN<n>.SM<n> | |
322 | |
323 Except for AS which is a required atomic invariant in atom types, | |
324 all other atomic invariants are optional. Atom type specification | |
325 doesn't include atomic invariants with zero or undefined values. | |
326 | |
327 In addition to usage of abbreviations for specifying atomic | |
328 invariants, the following descriptive words are also allowed: | |
329 | |
330 X : NumOfNonHydrogenAtomNeighbors or NumOfHeavyAtomNeighbors | |
331 BO : SumOfBondOrdersToNonHydrogenAtoms or SumOfBondOrdersToHeavyAtoms | |
332 LBO : LargestBondOrderToNonHydrogenAtoms or LargestBondOrderToHeavyAtoms | |
333 SB : NumOfSingleBondsToNonHydrogenAtoms or NumOfSingleBondsToHeavyAtoms | |
334 DB : NumOfDoubleBondsToNonHydrogenAtoms or NumOfDoubleBondsToHeavyAtoms | |
335 TB : NumOfTripleBondsToNonHydrogenAtoms or NumOfTripleBondsToHeavyAtoms | |
336 H : NumOfImplicitAndExplicitHydrogens | |
337 Ar : Aromatic | |
338 RA : RingAtom | |
339 FC : FormalCharge | |
340 MN : MassNumber | |
341 SM : SpinMultiplicity | |
342 | |
343 *AtomTypes::AtomicInvariantsAtomTypes* module is used to assign | |
344 atomic invariant atom types. | |
345 | |
346 SetFunctionalClassesToUse | |
347 $ExtendedConnectivityFingerprints->SetFunctionalClassesToUse($ValuesRef); | |
348 $ExtendedConnectivityFingerprints->SetFunctionalClassesToUse(@Values); | |
349 | |
350 Sets functional classes invariants to use during | |
351 *FunctionalClassAtomTypes* value of *AtomIdentifierType* for | |
352 extended connectivity fingerprints generation and returns | |
353 *ExtendedConnectivityFingerprints*. | |
354 | |
355 Possible values for atom functional classes are: *Ar, CA, H, HBA, | |
356 HBD, Hal, NI, PI, RA*. Default value [ Ref 24 ]: | |
357 *HBD,HBA,PI,NI,Ar,Hal*. | |
358 | |
359 The functional class abbreviations correspond to: | |
360 | |
361 HBD: HydrogenBondDonor | |
362 HBA: HydrogenBondAcceptor | |
363 PI : PositivelyIonizable | |
364 NI : NegativelyIonizable | |
365 Ar : Aromatic | |
366 Hal : Halogen | |
367 H : Hydrophobic | |
368 RA : RingAtom | |
369 CA : ChainAtom | |
370 | |
371 Functional class atom type specification for an atom corresponds to: | |
372 | |
373 Ar.CA.H.HBA.HBD.Hal.NI.PI.RA or None | |
374 | |
375 *AtomTypes::FunctionalClassAtomTypes* module is used to assign | |
376 functional class atom types. It uses following definitions [ Ref | |
377 60-61, Ref 65-66 ]: | |
378 | |
379 HydrogenBondDonor: NH, NH2, OH | |
380 HydrogenBondAcceptor: N[!H], O | |
381 PositivelyIonizable: +, NH2 | |
382 NegativelyIonizable: -, C(=O)OH, S(=O)OH, P(=O)OH | |
383 | |
384 SetNeighborhoodRadius | |
385 $ExtendedConnectivityFingerprints->SetNeighborhoodRadius($Radius); | |
386 | |
387 Sets neighborhood radius to use during extended connectivity | |
388 fingerprints generation and returns | |
389 *ExtendedConnectivityFingerprints*. | |
390 | |
391 StringifyExtendedConnectivityFingerprints | |
392 $String = $Fingerprints->StringifyExtendedConnectivityFingerprints(); | |
393 | |
394 Returns a string containing information about | |
395 *ExtendedConnectivityFingerprints* object. | |
396 | |
397 AUTHOR | |
398 Manish Sud <msud@san.rr.com> | |
399 | |
400 SEE ALSO | |
401 Fingerprints.pm, FingerprintsStringUtil.pm, | |
402 AtomNeighborhoodsFingerprints.pm, AtomTypesFingerprints.pm, | |
403 EStateIndiciesFingerprints.pm, MACCSKeys.pm, PathLengthFingerprints.pm, | |
404 TopologicalAtomPairsFingerprints.pm, | |
405 TopologicalAtomTripletsFingerprints.pm, | |
406 TopologicalAtomTorsionsFingerprints.pm, | |
407 TopologicalPharmacophoreAtomPairsFingerprints.pm, | |
408 TopologicalPharmacophoreAtomTripletsFingerprints.pm | |
409 | |
410 COPYRIGHT | |
411 Copyright (C) 2015 Manish Sud. All rights reserved. | |
412 | |
413 This file is part of MayaChemTools. | |
414 | |
415 MayaChemTools is free software; you can redistribute it and/or modify it | |
416 under the terms of the GNU Lesser General Public License as published by | |
417 the Free Software Foundation; either version 3 of the License, or (at | |
418 your option) any later version. | |
419 |