class DecisionTree:
    ...


class TreeObj:
    ...


import marshal
import base64
import types

# print(base64.b85encode(marshal.dumps(tests1.__code__)))

testsb = b";{X5v000000000000sa600RI30P|`C005T&bO8VW000000049X0000000000WC5!J000000043jbO8VW000000049X0000000000WCE)K000000046bN&sX7s{jB100000f&p{|0000000000bOrzb00000003$T0000000000000000000000652000000049f0000000000YbXE!av*dC0000000000bOrzb00000003$X0000000000000000000000652000000049f0000000000YbXE!a|cQQWCW`K00000004pkbOHbX00000003$a000000000000000000000049c0000000000WCg1M000000065200000004aebOHbX00000003$a000000000000000000000049c0000000000WCp7N00000004Xds{#N300000eF1a=0000000000Y7YPa00000000000000000000bO!(c00000003kMs{sH200000d;nw!s{;T400000eFAg>0000000000Y7YPa00000000000000000000bO!(c00000003kOWD2VS00000004Xes{#N3000000RVIY0000000000Y7YPa00000000000000000000bO!(c00000003kOWDBbT00000004XeWC*JR0000000031bOHbX00000003$a000000000000000000000049c0000000000WC>&ps{#N300000d;+Ti0000000031bOHbX00000003$a000000000000000000000049c0000000000WC>&qs{#N300000d;(+$s{;T4000000RVIY0000000000Y7qbc00000000000000000000d;n(vWDcSMs{#N300000WD0920046bN&sXJs{jB100000f&p{_0000000000Y7qbc00000000000000000000d;n(vWDueOs{#N300000WDRR50046bN&sXJs{jB100000f&p{_0000000000Y7qbc00000000000000000000d;n(vWD%kPs{#N300000WDIL40046bN&sXJs{jB100000f&qB|DH2ZF2VrDnUvFY++6QoQWn^h%boEjI007XkAkezdyU?)Ffzg4`wID=gV`+0~Z*Ej_Wo01Hw9vlLyU@1Kz0r#x(6P~r(Sp&8Ake(fwb6pmzR<MMiy&cSWM6M$Y9P?KAaHVJWNBk`^;-Y{0MN1^(7MpO(6G^g(SgvlAXIW?Wlv&iAkehXzR<hSw$Q!Niy+Xk(TmZ7(TpI_zR<DJiqN&ty3vBsi!ITC(6Z3J(7Dlp(Sp#j(6AtEWoC3B(6}ISX=iA3=>Px#0O<h$008L%0000+>Hq)#|MeCC007Xx(SXpt(6iBi(6G?F(7e#N(Sgx|^$Gw00MNS7zR<MLwb6j}5&!@I(7({W(Sgvs(7w@v(SXpn(7g2q0002cz0kGMf++)X2LJ#7at8na0CENZ008wn0002cz0kGLve32BfY80si_p0s(6Z5s(6Z3J(6k`YfY7zkh|sXnj?szGwa~NBz97)F(6!Nk(6!LA(6A{3as~hZ0CEQa0043Z0000f19Aoc0043a0001T2LJ#7DGAyKXkl|<baZms3`AvPX>)0BZd7t*W!eOEd2nUg2UK!pWlv&i+5~K6W^~#JaB^>OWpZ?R+68iHXJ~YC0ssI2asvPW04W371afb0blL=VUokP-1a@CBGIIj}001B$Ao?^!I$UI7bYWa<VPafxd0cd5b960ZZ*_8WWpi9@Z)9I@Z*W{>Wn*b`X>V>{baG{7E^v9;1$1R|baQeV000090001Ub^!nYfB@VJ5|lik8Pp3av<KV>6p(530|GGy@Bjh@Tmj$*Tl5721zZ922mlEUj8~6biCohN8k}g-2qvsFv<J5hu?^EJKEx=}D@yPK0tICO;0I*%1p)<S0rUs}3>eo7AJGdRqz9-0qYBdtD}Y4Y3m4Z5AJGdRqz9-0qY9`*(+e?xMBED(*9#xf3m>Ehr~#u2s6?<O(+fC&MBD@r*8~{R1Q?tbpc2p}J<}OJzy#C;Mcf1s*8~{R1Q?tbpc0^5(-|_bM7Sl?1VG#b5Z444(F7Qr7oZZ*B{|a>I=DpC1VP*c5Z444(F7Qr7oZZLSkoCUumrGW)C4^A1^@{a*9aWZ2ppJHqB+wDEzmJZ(g;cL0|Es_0pJHj^aTP1MFI2(00|Y>2prJ}9GFz1InxL&uo%(^Iq(Al1w{ei2SoG*0tH0@^aub671szH(Fh!vRH8Z42rbYtMbZdG@B;z`MFHRkMDzs$1w{ea2u1S%0000"
tests = types.FunctionType(marshal.loads(base64.b85decode(testsb)), globals(), "tests")
tests()