diff --git "a/shear_modulus.csv" "b/shear_modulus.csv"
new file mode 100644--- /dev/null
+++ "b/shear_modulus.csv"
@@ -0,0 +1,6185 @@
+,formula,shear_modulus,split
+0,Cs2ZrCl6,4.0,test
+1,Mo2C,149.616854949652,test
+2,YMgCu4,42.59837409579353,test
+3,GaNi3,77.37796555536858,test
+4,ZnPt3,68.3607512375721,test
+5,SnPd,35.97740428139111,test
+6,KZnN,9.10323350478561,test
+7,NiAs2,54.34869412040821,test
+8,ErCu2,26.0,test
+9,BiO2,23.674532646859607,test
+10,InAgS2,15.73294227679384,test
+11,LiAlO2,52.475457493760395,test
+12,Hf2Ge,93.13520070712504,test
+13,CaIn2Cu,30.98322196548173,test
+14,Co(BW)2,207.63740042385376,test
+15,PtI2,3.692775866194024,test
+16,P2O5,21.562377607288212,test
+17,NbZn16,32.524836732400686,test
+18,Li2PdO2,43.57462939404382,test
+19,Zr3Au,52.0,test
+20,NbPbS2,26.236805906708888,test
+21,KCuSe,21.586670151557627,test
+22,AlCrO3,72.0,test
+23,NbP,109.20994289741722,test
+24,Rb2NbF6,10.933957188820868,test
+25,Bi2S3,3.2148985593766986,test
+26,InTe,11.66770415196564,test
+27,MnAlRu2,127.440137550539,test
+28,CaAl2SiO6,69.97314512486933,test
+29,Al2CuO4,44.38304392036368,test
+30,Na3(CuO2)2,16.522410975327553,test
+31,Zr(MoO4)2,14.07054345537781,test
+32,Fe(SiP)4,90.52759022954136,test
+33,Mn3O4,47.48482542379193,test
+34,CuWO4,46.09304397429612,test
+35,ZrCu,30.605358671933608,test
+36,TaAlOs2,143.38952460457926,test
+37,VAg(PSe3)2,4.348623016078592,test
+38,ScAlPd2,41.06396180346577,test
+39,Hf2CS,123.1710809667903,test
+40,Ti3Ag,25.0,test
+41,GaCo,66.72254047294471,test
+42,Bi2AuO5,50.385971256638314,test
+43,Te2Mo3W(Se2S)2,12.125983734056405,test
+44,CeBe13,118.09732175480092,test
+45,Sr2MgH6,36.149351819963286,test
+46,HfMgRh2,71.24476815438378,test
+47,Li2FeBr4,12.77855465995911,test
+48,Ba(BiPd)2,19.5837529716382,test
+49,Mg3Ag,22.862430480624784,test
+50,Ba(FeP)2,55.58729041082181,test
+51,NiPt,90.78900384845848,test
+52,Sr2FeSO3,152.34664077835762,test
+53,NaAgO,21.19029054363309,test
+54,ZrI2,7.529295669154283,test
+55,CoTeO4,24.816347853646413,test
+56,Ca3BiP,12.0,test
+57,TaCu3Te4,19.88572806077603,test
+58,BaCO3,22.170936450754517,test
+59,HfPt,31.36308932566716,test
+60,MnV2O6,24.994860928837085,test
+61,TlCoO3,123.0,test
+62,Li(NiS)2,20.0,test
+63,Sc2Si2Ru,68.8545309433768,test
+64,Ce2C3,70.4906071418332,test
+65,LaAs,39.87962056161243,test
+66,TiNiGe,83.3623745051693,test
+67,TiVO3,74.46449359181976,test
+68,Zr(SiNi)2,81.71912835458104,test
+69,SrS,32.44833084597636,test
+70,Li7VN4,72.21324101966006,test
+71,SrCuP,46.39372854848382,test
+72,Ta4FeP,101.23033694446532,test
+73,Ti2MnRu,79.82790521758503,test
+74,Be17Ru3,117.02684788013744,test
+75,Sr(AlSi)2,38.34701279418703,test
+76,Sr2CoO3,47.36637886774733,test
+77,Sc2CdTc,29.05577355838357,test
+78,CoSe,10.142859808377024,test
+79,ScNi,45.540504115170705,test
+80,AlCuS2,35.187010143074076,test
+81,SrCuF4,26.0,test
+82,YPPt,49.22491157783959,test
+83,GaNi2,53.94267378403933,test
+84,Ca(CuSi)2,53.65351818505711,test
+85,V3Os,106.9513615114495,test
+86,YMnO3,64.0,test
+87,Mg2FeH6,60.887106677039355,test
+88,BaSO4,18.525042147382177,test
+89,Li2FeO2,46.01392414701778,test
+90,KPt2Se3,13.0,test
+91,Sr3Sb2,23.0,test
+92,PbICl,3.662900368720392,test
+93,BPt3,52.243995891866405,test
+94,Mg3Cu,26.46586438725211,test
+95,Tl3SbSe3,6.212092341482508,test
+96,GdScO3,79.97892473874894,test
+97,ScPt3,90.32003497730824,test
+98,Li2AlPt,38.0,test
+99,YAl2Ni,57.197005689286975,test
+100,TiZn16,27.92526359200827,test
+101,KZnAs,21.83714607481261,test
+102,Zr6FeTe2,59.8668620681289,test
+103,K2PtCl6,6.213223454583599,test
+104,Sr2CuC(NO)2,20.449156566943273,test
+105,BaLiP,29.299701205582902,test
+106,Al12Re,78.82177788858314,test
+107,LiNbO3,57.0674680822069,test
+108,HfInCo2,76.12517354631862,test
+109,V(MoS2)2,70.1918629555617,test
+110,Li2(NiO2)3,49.67240639562665,test
+111,ZrSiTe,29.430604254266857,test
+112,LiTmO2,44.0,test
+113,YbMgIn2,20.0,test
+114,Cr2As,70.0,test
+115,AlPd5I2,13.0,test
+116,RbBi2,2.0,test
+117,Li2CO3,27.0,test
+118,Na2CS3,5.677774970825528,test
+119,LiNbRh2,65.18382776066561,test
+120,YbSiPt2,46.0,test
+121,Y2Ti2O7,98.67896056129078,test
+122,CrSi2,172.0,test
+123,In4SbTe3,19.148404970165856,test
+124,ZrOs,98.8256413190442,test
+125,MoRh3,126.60569726674194,test
+126,YSiRu,52.19922430146504,test
+127,ScNiP,91.81523805550086,test
+128,AlFe3,76.59084526043429,test
+129,LiCdAs,29.0,test
+130,Na2NiO3,57.06974515487296,test
+131,TlCuF3,24.060113788441953,test
+132,KUO3,66.0,test
+133,BaPdS2,14.064032611815453,test
+134,K2OsCl6,4.0,test
+135,AlClO,20.93972274910106,test
+136,TiCuGe,69.89439862852508,test
+137,Ba2SnO4,51.712753809374675,test
+138,TiIr3,161.74438073591227,test
+139,LuCl3,2.8872025972666027,test
+140,LaMg3,25.29236443989519,test
+141,Sb2Te3,13.0,test
+142,CaZnSi,42.374170854990474,test
+143,FeCl2,7.0,test
+144,NbTe2,19.76823518100068,test
+145,Na2CuP,20.415502586257514,test
+146,ErF3,44.1643357715273,test
+147,Li3NbS4,6.868286375164268,test
+148,NaHg,6.267696392887695,test
+149,NiPd3,40.08350051921932,test
+150,P3N5,87.09871297989531,test
+151,NbBiO4,4.764575624497315,test
+152,WBr4O,8.615554358349295,test
+153,Ca(MnP)2,49.24184339717401,test
+154,TlInSe2,10.944513088159884,test
+155,AlGeRu2,93.47518994606276,test
+156,BCl3,0.4605544159955685,test
+157,Mn(AsO2)2,19.277936505482177,test
+158,CsMgF3,36.132136291188395,test
+159,MgWO4,70.08380731619033,test
+160,Sc2CuTc,48.0,test
+161,HfCu3,22.59418979367813,test
+162,AlCu,66.76106868543508,test
+163,Cs(FeAs)2,26.325452246585343,test
+164,Li3NbO4,90.87756334476394,test
+165,NbRu3,128.47826665499042,test
+166,ScAlAg2,25.0,test
+167,Li2InPd,18.411705562477405,test
+168,FeF4,14.76011349876292,test
+169,Mn2CoSi,91.37172730347766,test
+170,HfB,82.0740496582953,test
+171,Sc2OsPd,60.70293970430481,test
+172,ZnCO3,49.28643035364478,test
+173,VRu,75.94890828669736,test
+174,Zr3(Cu2Si)2,75.13535242773185,test
+175,Al3Ir,48.97405064722712,test
+176,AlHO2,79.85247795582276,test
+177,PtO,38.69823042157873,test
+178,Pm2ZnAg,23.0,test
+179,YAl3O6,34.582089674170184,test
+180,YHg,26.53857952714857,test
+181,Hf2N2O,80.92738338576893,test
+182,TaFeRu2,105.04197920578912,test
+183,Tc3Pd,146.17605749340652,test
+184,Mg2Pd,28.0,test
+185,Mn3NiO8,56.0,test
+186,CuNi2Sb,25.64408328341692,test
+187,TiCd,19.0,test
+188,HoFeO3,84.15321814559024,test
+189,Sc2TlCd,21.715486966170136,test
+190,HfTiO4,72.27444683963576,test
+191,Li3BO3,41.35101606617381,test
+192,LiRuN,58.0,test
+193,Y2Si2Rh,62.556696716924975,test
+194,Ti2NiMo,78.79321630408123,test
+195,LuRu3,49.0,test
+196,Sc6Te2Os,32.012091742856676,test
+197,Li7NbN4,64.39221928513047,test
+198,HoNiSb,56.0,test
+199,NbGaCo2,79.29111709046427,test
+200,TiN,175.76373248451333,test
+201,YbCu5,44.0,test
+202,Ba(PRu)2,48.0,test
+203,BaNiF4,26.95727399592112,test
+204,ScCdHg2,16.046579629757698,test
+205,SmCo5,41.360475475039465,test
+206,ZrNiBi,38.055361980403426,test
+207,CuReO4,24.94204802301734,test
+208,Ni3Sn,65.57590816730884,test
+209,SrIn4Pd,23.94429172242052,test
+210,TiGe2,83.25439554578324,test
+211,Sc2Sb,40.391694278720934,test
+212,Be2Fe,146.04660731086153,test
+213,Al(SnO2)2,46.03942299167332,test
+214,LiNi2Ge,36.69617017384185,test
+215,Fe2B4Mo,175.2900516749582,test
+216,TiHg,48.76431779034934,test
+217,CaO2,29.84610170603711,test
+218,ZrCo2,76.12220284359651,test
+219,YAl3Ni2,68.09838558597593,test
+220,TaCuS3,25.09519461773397,test
+221,CdHgO2,14.424117292657366,test
+222,SiPd2,50.584640713608024,test
+223,MgCuBi,25.0,test
+224,ScBe5,103.69609622601072,test
+225,Nb3Ga2,97.0,test
+226,Hf2MoRh,77.76640063160508,test
+227,Ni15O16,81.0,test
+228,ZnAgF3,24.67920762732076,test
+229,Tl2Ni3S2,21.819436118310147,test
+230,LiH2N,16.638553997804074,test
+231,Mg(P2Rh3)2,60.39086677354497,test
+232,Mn(PtO2)3,70.11149294657156,test
+233,Mg3NF3,81.16643589255344,test
+234,As2Se3,4.46732860352357,test
+235,CeAl2Pt3,76.0,test
+236,VRh3,127.04936924139896,test
+237,Cd(InTe2)2,12.024408613248026,test
+238,YMn2O5,77.36710584663226,test
+239,ScSbPt,53.38124699484951,test
+240,V3NiO8,59.701787764665696,test
+241,CaSn2Ir,37.803044790856816,test
+242,GdF3,1.5640991901528771,test
+243,NiTe2,23.0,test
+244,HgS,15.0,test
+245,RbNiCl3,5.188233672936357,test
+246,Mn3Si,99.70899420781244,test
+247,CuP2,50.03100818596834,test
+248,Mg3Hg,15.333422027624266,test
+249,Ba2CuC(NO)2,12.449842767234983,test
+250,FeRh,79.38224620080193,test
+251,Sn4Pd,22.927419333886828,test
+252,FeO,42.67164559622465,test
+253,Li2Sn2Au,21.23446583913001,test
+254,Zn(GaO2)2,77.57615692371633,test
+255,MgB4,113.0070268129677,test
+256,Eu(AlSi)2,39.80128043620613,test
+257,Ca5P3O12F,41.0,test
+258,AlPO4,25.0,test
+259,HfCoSn,72.33568036168047,test
+260,NbPt2,108.10779602352068,test
+261,Be4B,134.14000134964692,test
+262,Hf2Cu,58.014266995746695,test
+263,Sr4Fe4O11,69.03145454150618,test
+264,HfMoP,121.22217271455824,test
+265,HgO2,15.0,test
+266,Cu2SiSe3,28.328124249615023,test
+267,Bi2Se3,8.424502944845703,test
+268,NiSeO4,41.83861986907079,test
+269,BaCuP,36.94809410568489,test
+270,FeS2,124.83175851719594,test
+271,V3S4,70.37496448181169,test
+272,CeCuSn,47.0,test
+273,ScMn2,38.25789868773279,test
+274,CoSn2,54.65321342291057,test
+275,B2O3,35.79085334920305,test
+276,Bi2Pb2Se5,10.46021978544136,test
+277,Nb3Sb,82.30842318671964,test
+278,Sr(CuGe)2,41.32349169973389,test
+279,WSe2,19.595768162552407,test
+280,AlV3,10.0,test
+281,Na3PS4,10.08679803482811,test
+282,AgSbO3,2.7047373334179543,test
+283,Gd(PdO2)2,52.41661001935454,test
+284,YMgTl,39.04650345749651,test
+285,H3N,4.246536285235082,test
+286,CrCoGe,71.46654344112041,test
+287,CaNi4B,61.23773066388682,test
+288,CrWN2,141.53060279120595,test
+289,PBr3,0.5293534528662203,test
+290,GaNi,42.431799547878704,test
+291,Mg2SbN3,58.74718510822305,test
+292,Ag2S,7.0,test
+293,MnGePd,34.40075727308927,test
+294,BaCoO2,30.535133669098467,test
+295,Zr6FeSb2,58.11685851940699,test
+296,ZrS2,12.482897989910702,test
+297,LaNi5,58.65770246270166,test
+298,ScZn,40.38272947800833,test
+299,Be2Cr,157.67417628691476,test
+300,ThTe,51.0,test
+301,Rb2PtCl6,6.187536600298286,test
+302,MnCN2,32.876892477310015,test
+303,MnAlAu2,14.0,test
+304,CaZrN2,122.99989005005432,test
+305,ZrAlPd2,14.73268162530488,test
+306,Li3GaN2,88.02184352975056,test
+307,YTlPd,29.201166006098138,test
+308,Ir2S3,86.37312428107965,test
+309,CdCl2,4.160154300371527,test
+310,Na2BHO3,19.625811172219382,test
+311,TiSb,45.00401684411032,test
+312,Li2NiO3,80.64028989874126,test
+313,Li2GaPd,25.380671782831893,test
+314,TiCdO3,48.46210959580176,test
+315,GaPO4,20.24461503250029,test
+316,CeBr3,11.0,test
+317,Sr3MnN3,31.6671988034386,test
+318,Sr(CdAs)2,28.087942994364234,test
+319,LiMgAs,36.58505790852193,test
+320,ScMnSi,74.84576201646573,test
+321,Rb2Zr2O5,38.59308392458125,test
+322,ZnSnSb2,22.882615752338435,test
+323,Tl2Pt2O7,83.10211261577872,test
+324,LaCrO3,86.25208943508775,test
+325,Sr2NbN3,37.50321577655086,test
+326,Yb(AlSi)2,42.25871293004981,test
+327,Hf2TcRh,88.50310468873302,test
+328,Ba4Y2Cu6O13,47.32135033356092,test
+329,Ta3Au,67.9573828213377,test
+330,YSi2,26.300373156085964,test
+331,BiBr3,1.5624790753323343,test
+332,MgCu2O3,52.0,test
+333,Cu3Se2,14.561121839583144,test
+334,ScPPt,67.81261925946274,test
+335,LiBH4,6.251358574015738,test
+336,Sc2GaC,50.95492640208464,test
+337,CaLaFeSbO6,42.37301897228278,test
+338,V3Ru,91.60906958790947,test
+339,BaC2,10.775770420638,test
+340,Fe3Se4,51.47677244626827,test
+341,Hf2CuSb3,46.688991248549534,test
+342,Mg(AlSe2)2,8.844965641789166,test
+343,NbV3O8,51.37306679669092,test
+344,Sn3Ru2,57.78971940285655,test
+345,EuSi2,21.848058917161698,test
+346,CaAlAu,28.649329430238147,test
+347,Co(BW)3,202.95519766113625,test
+348,HfO2,98.56437402157482,test
+349,LiZrPt2,17.0,test
+350,VGaTc2,74.44939054172347,test
+351,TiCu,61.64770863321346,test
+352,ZnO,41.0,test
+353,Fe11MoC4,79.12423486008007,test
+354,ZrPt,13.666410692357324,test
+355,Rb3CuO2,9.225255135847156,test
+356,Ca5Bi3,20.64686346236489,test
+357,MnFe2O3,61.138523217879495,test
+358,Ca2ReN3,1.0,test
+359,MgZrPd2,34.622684617932464,test
+360,Li4SiO4,53.0,test
+361,Mg2Cu3Si,63.727093105640726,test
+362,Li5SiP3,26.971932900514712,test
+363,YMgZn2,35.15298068175003,test
+364,Li2AlPd,29.31350949509998,test
+365,Ca4Bi2O,29.0,test
+366,CrGaCo2,79.47628469932488,test
+367,Na4P2O7,23.631934336661487,test
+368,YZn3,37.96786476381813,test
+369,Li2CuS2,15.0,test
+370,Ca(AlZn)2,36.13139123710887,test
+371,ScCd,30.358582097644877,test
+372,PuBr3,4.582132428930285,test
+373,K(Cu2As)2,19.222345394238488,test
+374,K2P3,8.91936574769006,test
+375,Mn3Ir,169.0,test
+376,DyAlO3,112.78348792803482,test
+377,ZnPdF6,25.0,test
+378,SiF4,2.4956991215898268,test
+379,Sc3GaC,85.409098186051,test
+380,CoPdO2,36.394724051580226,test
+381,VB,232.159053607186,test
+382,NiS,58.0,test
+383,Ca(GePd)2,25.50096049064609,test
+384,MnNbGe,81.78364584133001,test
+385,FeClO,15.695815587428925,test
+386,Ca2CuO3,61.318471130576675,test
+387,Y2O3,61.49564364951085,test
+388,Cr2NiS4,59.699043428315534,test
+389,Sr3Al3N5,52.13252604254237,test
+390,Al2RuPt,97.45598894073456,test
+391,ZrFe2,72.0,test
+392,AcN,18.42864963327737,test
+393,Sc2GaTc,43.98142514348089,test
+394,K2Mn2O3,24.094600316468835,test
+395,Al21Pt8,62.0,test
+396,SbPd2,39.0,test
+397,TiMnRh2,71.94494966580086,test
+398,Zr3Cu,23.20208982705935,test
+399,MgCdAg2,23.0690140190524,test
+400,RbNiBr3,3.830127313156922,test
+401,LiCd2Pd,16.269615523827408,test
+402,Ga2Se3,19.12717403942123,test
+403,BaZnBi2,18.538962794857927,test
+404,Li4CuF7,14.77548390941732,test
+405,TlF,3.0,test
+406,FeCo2Si,90.35037204778791,test
+407,EuAlO3,105.21240892214595,test
+408,Ca2MnO4,69.02169290696547,test
+409,MnV3O8,54.71118152935013,test
+410,NaCuSe,20.20699878912032,test
+411,Zr2Al3,68.86805082709378,test
+412,TiGeRu2,116.20999159954988,test
+413,ScInPd2,36.0,test
+414,TlCu4S3,15.584055373339734,test
+415,ScGaCu2,30.13583941229922,test
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+452,BeCuBr,11.0,test
+453,MgO,119.0,test
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+898,KSiO3,116.0,val
+899,Al2FeO4,47.28718359369772,val
+900,Ge3N2,53.08182809777415,val
+901,LiFeF5,12.763663846556856,val
+902,Sr3Fe2S2O5,313.1305596011155,val
+903,KCrF6,13.0,val
+904,ScNiBi,52.51382164635115,val
+905,Mg(HO)2,34.32645525228075,val
+906,BaSi2O5,33.2536512936894,val
+907,Sm(SiRu)2,81.0,val
+908,FeHO2,86.19090951149087,val
+909,CaAl9Co2,55.87626087064985,val
+910,Sr(PPd)2,49.58437927830178,val
+911,LiHfPt2,18.30038842173953,val
+912,MgCuP,48.11276202102695,val
+913,Sr5P3O12F,39.114458343156464,val
+914,CaMgNi4,50.38668439581364,val
+915,SnCl4,0.5446245430306529,val
+916,Ba3(AlGe)2,20.989750680728783,val
+917,CaAu,18.011887761228547,val
+918,Cr3Fe,34.48906793206046,val
+919,LiSiPd2,36.573513179568,val
+920,LiBeSb,47.19724837280637,val
+921,CaSn,21.58490281165864,val
+922,Mn3FeO8,52.94916812305208,val
+923,Na2FeO3,36.26515849827625,val
+924,K2CuAs,9.703564155091678,val
+925,CoCO3,55.58626607315461,val
+926,ScCoC2,102.82587265168314,val
+927,MgNi2Sb,37.325263573395354,val