from typing import List

import datasets

import pandas
import gzip


VERSION = datasets.Version("1.0.0")


DESCRIPTION = "Toxicity dataset from the UCI ML repository."
_HOMEPAGE = "https://archive-beta.ics.uci.edu/dataset/728/toxicity"
_URLS = ("https://archive-beta.ics.uci.edu/dataset/728/toxicity")
_CITATION = """"""

# Dataset info
urls_per_split = {
    "train": "https://huggingface.co/datasets/mstz/toxicity/raw/main/data.csv"
}

_BASE_FEATURE_NAMES = [
	"MATS3v",
	"nHBint10",
	"MATS3s",
	"MATS3p",
	"nHBDon_Lipinski",
	"minHBint8",
	"MATS3e",
	"MATS3c",
	"minHBint2",
	"MATS3m",
	"minHBint6",
	"minHBint7",
	"minHBint4",
	"MATS3i",
	"VR3_Dt",
	"SpMax8_Bhi",
	"SdsN",
	"SpMax8_Bhm",
	"SpMax8_Bhe",
	"ECCEN",
	"MDEC-14",
	"SpMax8_Bhs",
	"SpMax8_Bhp",
	"SpMax8_Bhv",
	"MDEC-11",
	"MDEC-12",
	"MDEC-13",
	"VR2_Dt",
	"BIC5",
	"ATS7s",
	"ATS7p",
	"ATS7v",
	"ATS7i",
	"ATS7m",
	"ATS7e",
	"mintN",
	"nHsNH2",
	"khs.sssCH",
	"minHBint3",
	"maxdssC",
	"nT6Ring",
	"minHBint5",
	"nF8Ring",
	"minssCH2",
	"SpMax_DzZ",
	"ETA_EtaP",
	"nHsOH",
	"SpMin1_Bhe",
	"maxHother",
	"nHBAcc_Lipinski",
	"StN",
	"khs.aaS",
	"khs.aaO",
	"khs.aaN",
	"Sare",
	"SHAvin",
	"SpMax3_Bhv",
	"SpMax3_Bhp",
	"SpMax3_Bhs",
	"SpMax3_Bhe",
	"SpMin6_Bhi",
	"SpMax3_Bhm",
	"SpMax3_Bhi",
	"ETA_EtaP_F_L",
	"mindCH2",
	"AATSC2e",
	"AATSC2c",
	"AATSC2m",
	"AATSC2i",
	"nsBr",
	"AATS5p",
	"AATSC2v",
	"AATSC2p",
	"AATSC2s",
	"VABC",
	"maxdNH",
	"khs.ddsN",
	"RotBtFrac",
	"ATS4e",
	"ATS4m",
	"nFRing",
	"ATS4i",
	"EE_DzZ",
	"ATS4s",
	"ATS4p",
	"ETA_Alpha",
	"khs.sssN",
	"EE_Dzi",
	"MAXDN",
	"EE_Dzm",
	"EE_Dze",
	"EE_Dzs",
	"EE_Dzp",
	"EE_Dzv",
	"ATS8e",
	"maxsOH",
	"minssssNp",
	"maxsOm",
	"MDEC-23",
	"MDEC-22",
	"MDEC-24",
	"nFG12HeteroRing",
	"ATS8s",
	"ATS8v",
	"SP-6",
	"SP-7",
	"SHsNH2",
	"SP-5",
	"SP-2",
	"SP-3",
	"SP-0",
	"SP-1",
	"minHsOH",
	"ATSC8v",
	"MATS2v",
	"ATSC8s",
	"MATS2p",
	"MATS2s",
	"ATSC8p",
	"MATS2e",
	"ATSC8e",
	"ATSC8c",
	"MATS2c",
	"MATS2m",
	"topoDiameter",
	"ATSC8m",
	"MATS2i",
	"ATSC8i",
	"ntN",
	"khs.ssCH2",
	"SpAD_Dt",
	"ETA_Eta_R_L",
	"SHdsCH",
	"SaasN",
	"SC-4",
	"SaasC",
	"minaaCH",
	"AATSC3c",
	"AATSC3e",
	"AATSC3i",
	"AATSC3m",
	"AATSC3s",
	"AATSC3p",
	"AATSC3v",
	"SpMax2_Bhp",
	"nF8HeteroRing",
	"AATS8e",
	"AATS8i",
	"AATS8m",
	"AATS8s",
	"AATS8p",
	"AATS8v",
	"VE3_Dt",
	"XLogP",
	"SpMax2_Bhi",
	"maxssCH2",
	"minaaS",
	"SpMax4_Bhv",
	"SpMax4_Bhs",
	"SpMax4_Bhp",
	"SpMax4_Bhm",
	"minHaaNH",
	"SpMax4_Bhi",
	"minaaN",
	"SpMax4_Bhe",
	"StsC",
	"SssCH2",
	"maxHdNH",
	"MATS1p",
	"R_TpiPCTPC",
	"MATS1s",
	"MATS1v",
	"JGI10",
	"MATS1c",
	"MATS1e",
	"VR2_DzZ",
	"MATS1i",
	"MATS1m",
	"MDEC-34",
	"MDEC-33",
	"VR2_Dze",
	"VR2_Dzm",
	"VR2_Dzs",
	"VR2_Dzp",
	"khs.ssssC",
	"nTG12Ring",
	"khs.ssssN",
	"ATS5e",
	"gmin",
	"VR2_D",
	"ATS5m",
	"ATS5p",
	"ATS5s",
	"ATS5v",
	"AATSC5p",
	"TpiPC",
	"maxsCH3",
	"SdS",
	"khs.ssO",
	"ETA_Eta_F_L",
	"khs.ssS",
	"SdO",
	"VE2_Dt",
	"maxHtCH",
	"SpMax_Dze",
	"SpMax_Dzm",
	"SpMax_Dzi",
	"ETA_dEpsilon_B",
	"SpMax_Dzv",
	"ETA_dEpsilon_A",
	"SpMax_Dzs",
	"ETA_dEpsilon_D",
	"SpMax_Dzp",
	"SsNH2",
	"StCH",
	"SsCH3",
	"CIC5",
	"CIC4",
	"CIC1",
	"CIC0",
	"CIC3",
	"CIC2",
	"nF10HeteroRing",
	"maxssO",
	"WPOL",
	"n5HeteroRing",
	"maxHAvin",
	"fragC",
	"ETA_Eta_B_RC",
	"AATS7m",
	"SpDiam_Dt",
	"SdssC",
	"ETA_Epsilon_3",
	"AATS7i",
	"AATS7e",
	"nT9Ring",
	"minsCl",
	"AATS7v",
	"AATS7s",
	"AATS7p",
	"nHdCH2",
	"ETA_Epsilon_5",
	"ETA_Epsilon_4",
	"SsssCH",
	"maxHsOH",
	"GATS1v",
	"maxaaaC",
	"GATS1s",
	"minsNH2",
	"BIC4",
	"SpMin7_Bhs",
	"SpMin7_Bhp",
	"SpMin7_Bhv",
	"nHtCH",
	"GATS1e",
	"mintsC",
	"GATS1c",
	"SpMin7_Bhm",
	"GATS1m",
	"SpMin7_Bhe",
	"GATS1i",
	"maxtsC",
	"minHAvin",
	"MDEC-44",
	"AATS2v",
	"SPC-6",
	"SPC-4",
	"SPC-5",
	"SpAD_D",
	"MATS6c",
	"ETA_BetaP_s",
	"minaasC",
	"minaasN",
	"minssNH",
	"nT7HeteroRing",
	"RotBFrac",
	"nF10Ring",
	"ETA_BetaP_ns",
	"nH",
	"nL",
	"nN",
	"nO",
	"nA",
	"nC",
	"nF",
	"nX",
	"nQ",
	"nS",
	"nV",
	"ATS1m",
	"SdNH",
	"mindsN",
	"SHCsats",
	"SHCsatu",
	"CrippenMR",
	"GATS1p",
	"SRW10",
	"ETA_dPsi_A",
	"AATS6m",
	"AATS6i",
	"AATS6e",
	"minsBr",
	"nF9HeteroRing",
	"SpMin7_Bhi",
	"AATS6v",
	"AATS6p",
	"AATS6s",
	"naAromAtom",
	"nBase",
	"minHBint10",
	"SpDiam_DzZ",
	"SaaNH",
	"nssssC",
	"khs.dNH",
	"maxaaN",
	"maxaaO",
	"SpDiam_Dzv",
	"SpDiam_Dzs",
	"SpDiam_Dzp",
	"SpDiam_Dze",
	"SpDiam_Dzm",
	"GATS6i",
	"SpDiam_Dzi",
	"Mi",
	"Mv",
	"Mp",
	"GGI10",
	"nBr",
	"bpol",
	"MW",
	"GATS6v",
	"MATS7s",
	"MATS7p",
	"C1SP1",
	"MATS7v",
	"MATS7i",
	"MATS7m",
	"MATS7c",
	"GATS6s",
	"MATS7e",
	"maxtN",
	"SpMin8_Bhe",
	"SpMin8_Bhi",
	"SpMin8_Bhm",
	"SpMin8_Bhp",
	"SpMin8_Bhs",
	"SpMin8_Bhv",
	"maxHCsatu",
	"maxHCsats",
	"ATSC3v",
	"ATSC3s",
	"ATSC3p",
	"minHdCH2",
	"ATSC3e",
	"ATSC3c",
	"maxssNH",
	"ATSC3m",
	"ATSC3i",
	"minHCsatu",
	"minHCsats",
	"SpMax7_Bhe",
	"SpMax7_Bhi",
	"SpMax7_Bhm",
	"ETA_BetaP_ns_d",
	"SpMax7_Bhp",
	"SpMax7_Bhs",
	"SpMax7_Bhv",
	"SdsCH",
	"minssO",
	"minssS",
	"SpMin3_Bhe",
	"SpMin3_Bhm",
	"SpMin3_Bhi",
	"SpMin3_Bhv",
	"nT8Ring",
	"SpMin3_Bhs",
	"SpMin3_Bhp",
	"TPC",
	"khs.tCH",
	"VP-5",
	"VP-4",
	"VP-7",
	"VP-6",
	"VP-1",
	"VP-0",
	"VP-3",
	"VP-2",
	"MIC5",
	"MIC4",
	"MIC3",
	"MIC2",
	"MIC1",
	"MIC0",
	"ATSC5p",
	"piPC10",
	"ATSC5s",
	"minsOm",
	"nT10HeteroRing",
	"nHBa",
	"nHBd",
	"SddssS",
	"nCl",
	"minsOH",
	"SHaaCH",
	"nHBDon",
	"nF11HeteroRing",
	"AATS5i",
	"AATS5m",
	"SpMin6_Bhs",
	"SpMin6_Bhp",
	"SpMin6_Bhv",
	"AATS5e",
	"ETA_dBeta",
	"khs.sCH3",
	"ALogP",
	"SpMin6_Bhm",
	"BCUTp-1l",
	"AATS5s",
	"BCUTp-1h",
	"AATS5v",
	"SpMin6_Bhe",
	"ATS8i",
	"ATS8m",
	"BCUTw-1h",
	"BCUTw-1l",
	"nBondsS3",
	"nBondsS2",
	"ATS8p",
	"GATS3p",
	"GATS3s",
	"GATS3v",
	"GATS3c",
	"GATS3e",
	"SC-5",
	"GATS3i",
	"SC-6",
	"GATS3m",
	"SC-3",
	"minsCH3",
	"SssssC",
	"nAtomLC",
	"nT12HeteroRing",
	"minHaaCH",
	"MLFER_BH",
	"MLFER_BO",
	"SaaaC",
	"mindsCH",
	"nddssS",
	"maxaasC",
	"maxsssN",
	"MATS6p",
	"MATS6s",
	"MATS6v",
	"MATS6i",
	"MATS6m",
	"MATS6e",
	"ETA_Beta_ns_d",
	"hmax",
	"ETA_Beta_s",
	"nHaaCH",
	"khs.aaaC",
	"khs.sNH2",
	"ETA_AlphaP",
	"nAromBond",
	"ATSC2v",
	"ATSC2p",
	"ATSC2s",
	"ATS4v",
	"ATSC2e",
	"ATSC2c",
	"ATSC2m",
	"ATSC2i",
	"AATS4v",
	"AATS4s",
	"AATS4p",
	"AATS4e",
	"ETA_BetaP",
	"AATS4m",
	"khs.sOH",
	"AATS4i",
	"SHsOH",
	"SpMax_D",
	"MDEN-13",
	"MDEN-12",
	"MDEN-11",
	"ntsC",
	"ATS3m",
	"PetitjeanNumber",
	"khs.aasN",
	"khs.aasC",
	"MWC10",
	"MPC7",
	"TWC",
	"topoRadius",
	"WPATH",
	"nG",
	"ndsN",
	"MAXDP",
	"naaaC",
	"SM1_DzZ",
	"SpAbs_DzZ",
	"SpAbs_Dze",
	"khs.aaNH",
	"SpAbs_Dzm",
	"SM1_Dzv",
	"SpAbs_Dzi",
	"SM1_Dzp",
	"SM1_Dzs",
	"SM1_Dzm",
	"SpAbs_Dzv",
	"SM1_Dzi",
	"SpAbs_Dzp",
	"SpAbs_Dzs",
	"SM1_Dze",
	"maxaaCH",
	"maxdO",
	"nF11Ring",
	"GATS2v",
	"GATS2s",
	"ETA_Beta",
	"GATS2m",
	"GATS2i",
	"maxdS",
	"GATS2e",
	"GATS2c",
	"nHaaNH",
	"ATSC1p",
	"ATSC1s",
	"ATSC1v",
	"ATSC1c",
	"ATSC1e",
	"ATSC1i",
	"ATSC1m",
	"MWC9",
	"MWC8",
	"MWC5",
	"MWC4",
	"MWC7",
	"MWC6",
	"ndssC",
	"MWC2",
	"MAXDN2",
	"MATS5e",
	"SpMin2_Bhe",
	"MATS5c",
	"MATS5m",
	"SpMin2_Bhm",
	"MATS5i",
	"SpMin2_Bhi",
	"SpMin2_Bhv",
	"MATS5v",
	"MATS5p",
	"SpMin2_Bhs",
	"SpMin2_Bhp",
	"VE1_Dzi",
	"Mare",
	"BCUTc-1l",
	"BCUTc-1h",
	"SssNH",
	"MPC9",
	"VE1_Dzp",
	"naaN",
	"naaO",
	"naaS",
	"SsBr",
	"SHBd",
	"TSRW",
	"SHBa",
	"khs.ssNH",
	"nT9HeteroRing",
	"SpMax6_Bhp",
	"SpMax6_Bhs",
	"SpMAD_Dzv",
	"SpMax6_Bhv",
	"SpMax6_Bhe",
	"SpMAD_Dze",
	"SpMax6_Bhi",
	"SpMAD_Dzi",
	"SpMax6_Bhm",
	"SpMAD_Dzm",
	"SpMAD_DzZ",
	"AATSC8s",
	"AATSC8p",
	"AATSC8v",
	"minHssNH",
	"AATSC8c",
	"AATSC8e",
	"AATSC8i",
	"AATSC8m",
	"AATS3s",
	"AATS3p",
	"AATS3v",
	"SpMin5_Bhv",
	"SpMin5_Bhp",
	"SpMin5_Bhs",
	"SpMin5_Bhm",
	"SpMin5_Bhi",
	"AATS3e",
	"SpMin5_Bhe",
	"AATS3i",
	"SpMAD_Dzs",
	"AATS3m",
	"n7Ring",
	"maxdCH2",
	"MLFER_L",
	"GATS5s",
	"GATS5p",
	"GATS5v",
	"MLFER_A",
	"GATS5i",
	"GATS5m",
	"IC3",
	"IC2",
	"IC1",
	"IC0",
	"khs.tN",
	"IC5",
	"IC4",
	"ETA_Eta_R",
	"ETA_Eta_L",
	"SHdCH2",
	"ETA_Eta_B",
	"ETA_Eta_F",
	"SaaCH",
	"nAcid",
	"maxsssCH",
	"SsCl",
	"nF6Ring",
	"maxsF",
	"MATS4c",
	"MATS4e",
	"MATS4i",
	"SP-4",
	"MATS4m",
	"MATS4s",
	"MATS4p",
	"MATS4v",
	"minHdNH",
	"VC-6",
	"SsssN",
	"minaaaC",
	"minwHBa",
	"nT6HeteroRing",
	"khs.dssC",
	"AATSC0m",
	"EE_Dt",
	"minsF",
	"ATSC0v",
	"ATSC0s",
	"ATSC0p",
	"ATSC0m",
	"ATSC0i",
	"ATSC0e",
	"ATSC0c",
	"VE2_D",
	"SpMAD_D",
	"nHBint2",
	"nHBint3",
	"ETA_Epsilon_1",
	"nHBint6",
	"nHBint7",
	"nHBint4",
	"nHBint5",
	"nHBint8",
	"nHBint9",
	"nBondsS",
	"AATS2p",
	"AATS2s",
	"nBondsT",
	"AATS2e",
	"nBondsD",
	"AATS2i",
	"AATS2m",
	"nBondsM",
	"nBonds2",
	"MDEN-33",
	"Sp",
	"Sv",
	"Si",
	"FMF",
	"nRotB",
	"n7HeteroRing",
	"minssssC",
	"SwHBa",
	"Zagreb",
	"SRW6",
	"SRW7",
	"SRW4",
	"SRW5",
	"SRW2",
	"khs.sCl",
	"SRW8",
	"SRW9",
	"maxHsNH2",
	"SCH-5",
	"SCH-6",
	"SCH-7",
	"khs.sF",
	"nF9Ring",
	"ATS6p",
	"maxaasN",
	"MAXDP2",
	"minHtCH",
	"nsNH2",
	"nFG12Ring",
	"VE1_DzZ",
	"VE1_Dze",
	"GATS4p",
	"GATS4s",
	"VE1_Dzm",
	"GATS4v",
	"GATS4i",
	"VE1_Dzs",
	"GATS4m",
	"ndsCH",
	"VE1_Dzv",
	"GATS4c",
	"GATS4e",
	"ETA_Beta_ns",
	"McGowan_Volume",
	"n5Ring",
	"ETA_dAlpha_B",
	"ATSC7s",
	"ATSC7p",
	"ETA_dAlpha_A",
	"ATSC7v",
	"ATSC7i",
	"ATSC7m",
	"ATSC7c",
	"VC-4",
	"VC-5",
	"VC-3",
	"ATSC7e",
	"maxssssNp",
	"JGI2",
	"JGI3",
	"JGI1",
	"JGI6",
	"JGI7",
	"JGI4",
	"JGI5",
	"JGI8",
	"JGI9",
	"SpAD_DzZ",
	"SpAD_Dze",
	"SpAD_Dzm",
	"SpAD_Dzi",
	"SpAD_Dzv",
	"SpAD_Dzp",
	"SpAD_Dzs",
	"nsssCH",
	"nBonds",
	"LipinskiFailures",
	"SpDiam_D",
	"minHdsCH",
	"SssO",
	"SssS",
	"C2SP3",
	"C2SP2",
	"C2SP1",
	"GATS2p",
	"ETA_Shape_X",
	"ETA_Shape_Y",
	"ETA_Shape_P",
	"naaNH",
	"khs.dCH2",
	"AVP-5",
	"AVP-4",
	"AVP-7",
	"AVP-1",
	"AVP-0",
	"AVP-2",
	"AATS1v",
	"AATS1p",
	"AATS1s",
	"AATS1m",
	"MDEN-22",
	"AATS1i",
	"AATS1e",
	"maxaaNH",
	"maxHaaNH",
	"nT8HeteroRing",
	"GATS7c",
	"GATS7m",
	"GATS7v",
	"GATS7p",
	"GATS7s",
	"SsOm",
	"SsOH",
	"AATSC4v",
	"maxHBd",
	"AATSC4s",
	"khs.sBr",
	"maxHBa",
	"khs.dsN",
	"SHssNH",
	"AATSC4e",
	"AATSC4c",
	"AATSC4m",
	"AATSC4i",
	"SHBint10",
	"ATS2v",
	"ATS2p",
	"ATS2s",
	"CrippenLogP",
	"ATS2i",
	"JGT",
	"MPC10",
	"ndNH",
	"VAdjMat",
	"khs.ddssS",
	"nT7Ring",
	"khs.dsCH",
	"ATSC6p",
	"ATSC6s",
	"ATSC6v",
	"ATSC6i",
	"ATSC6m",
	"ATSC6c",
	"ATSC6e",
	"SpMin1_Bhi",
	"SpMin1_Bhm",
	"SpMin1_Bhp",
	"SpMin1_Bhs",
	"nT11HeteroRing",
	"SpMin1_Bhv",
	"SHother",
	"AATS0s",
	"SpMin4_Bhv",
	"AATS0p",
	"SpMin4_Bhp",
	"AATS0v",
	"SpMin4_Bhs",
	"SpMin4_Bhm",
	"AATS0i",
	"SpMin4_Bhi",
	"AATS0m",
	"minsssCH",
	"SpMin4_Bhe",
	"nAtomLAC",
	"AATS0e",
	"nsCH3",
	"MWC3",
	"ATSC5v",
	"MLFER_S",
	"ETA_dBetaP",
	"AATSC4p",
	"nRotBt",
	"nsOm",
	"SHaaNH",
	"nsOH",
	"AATSC5v",
	"AATSC5s",
	"nssssNp",
	"AATSC5e",
	"naasN",
	"AATSC5c",
	"AATSC5m",
	"nsssN",
	"SpMax_Dt",
	"AATSC5i",
	"naasC",
	"VR3_D",
	"VR1_D",
	"VR1_Dt",
	"ETA_Epsilon_2",
	"MLogP",
	"nHBAcc2",
	"nHBAcc3",
	"AMR",
	"AMW",
	"GATS6c",
	"sumI",
	"GATS6e",
	"gmax",
	"maxHssNH",
	"MATS5s",
	"maxsNH2",
	"GATS6m",
	"maxHBint8",
	"maxHBint9",
	"GATS6p",
	"C1SP2",
	"C1SP3",
	"khs.tsC",
	"maxHBint2",
	"maxHBint3",
	"maxHBint4",
	"maxHBint5",
	"maxHBint6",
	"maxHBint7",
	"AVP-6",
	"nHdNH",
	"ATSC5e",
	"C4SP3",
	"AVP-3",
	"ATSC5c",
	"ATSC5m",
	"nHother",
	"ATSC5i",
	"VCH-5",
	"VCH-7",
	"VCH-6",
	"Mse",
	"nsF",
	"DELS2",
	"MATS8m",
	"ATS3v",
	"ATS3s",
	"ATS3p",
	"ATS3e",
	"MATS8i",
	"Kier2",
	"Kier3",
	"Kier1",
	"HybRatio",
	"ATS3i",
	"MDEN-23",
	"SHBint9",
	"SHBint8",
	"SHBint3",
	"SHBint2",
	"SHBint7",
	"SHBint6",
	"SHBint5",
	"SHBint4",
	"DELS",
	"minHsNH2",
	"nHeteroRing",
	"GATS7e",
	"ETA_Psi_1",
	"mindssC",
	"nwHBa",
	"maxHBint10",
	"mindNH",
	"GATS7i",
	"nHssNH",
	"nAtom",
	"Spe",
	"khs.dS",
	"khs.dO",
	"maxwHBa",
	"AATSC6p",
	"AATSC6s",
	"AATSC6v",
	"AATSC6c",
	"AATSC6e",
	"AATSC6i",
	"AATSC6m",
	"SssssNp",
	"AATSC7c",
	"nssCH2",
	"ASP-2",
	"ASP-3",
	"ASP-0",
	"ASP-1",
	"ASP-6",
	"ASP-7",
	"ASP-4",
	"ASP-5",
	"ATS0s",
	"MATS8v",
	"ATS0p",
	"MATS8s",
	"ATS0v",
	"MATS8p",
	"MATS8e",
	"MATS8c",
	"ATS0e",
	"ATS0i",
	"ATS0m",
	"GGI9",
	"GGI8",
	"GGI1",
	"GGI3",
	"GGI2",
	"GGI5",
	"GGI4",
	"GGI7",
	"GGI6",
	"nTRing",
	"nT10Ring",
	"TIC0",
	"TIC1",
	"TIC2",
	"TIC3",
	"TIC4",
	"TIC5",
	"maxsCl",
	"ntCH",
	"khs.aaCH",
	"ZMIC4",
	"ZMIC5",
	"ZMIC0",
	"ZMIC1",
	"ZMIC2",
	"ZMIC3",
	"minHother",
	"ATSC4c",
	"ATSC4e",
	"ATSC4i",
	"ATSC4m",
	"ATSC4s",
	"ATSC4p",
	"ATSC4v",
	"SpMax1_Bhs",
	"SpMax1_Bhp",
	"SpMax1_Bhv",
	"hmin",
	"SpMax1_Bhe",
	"SpMax1_Bhi",
	"SpMax1_Bhm",
	"MPC6",
	"nAtomP",
	"MPC4",
	"MPC5",
	"MPC2",
	"VR3_Dzv",
	"VR3_Dzs",
	"MPC8",
	"VR3_Dzp",
	"VR3_Dzm",
	"SpMAD_Dzp",
	"VR3_Dzi",
	"VR3_Dze",
	"SsF",
	"minaaO",
	"VR3_DzZ",
	"mintCH",
	"Sse",
	"C3SP2",
	"VR1_DzZ",
	"VR1_Dzp",
	"VR1_Dzs",
	"SdCH2",
	"SHtCH",
	"VR1_Dzi",
	"VR1_Dzm",
	"VR1_Dze",
	"maxdsN",
	"AATSC7v",
	"AATSC7s",
	"AATSC7p",
	"AATSC7m",
	"AATSC7i",
	"nHdsCH",
	"AATSC7e",
	"BIC2",
	"BIC3",
	"BIC0",
	"BIC1",
	"SIC5",
	"SIC4",
	"SIC1",
	"SIC0",
	"SIC3",
	"SIC2",
	"naaCH",
	"minHBd",
	"minHBa",
	"AATSC1p",
	"nssO",
	"AATSC0i",
	"ALogp2",
	"nssS",
	"AATSC1i",
	"SaaS",
	"SaaO",
	"SaaN",
	"maxsBr",
	"GATS8m",
	"SpMax2_Bhv",
	"GATS8i",
	"SpMax2_Bhs",
	"GATS8e",
	"GATS8c",
	"SpMax2_Bhe",
	"SpMax2_Bhm",
	"GATS8v",
	"GATS8p",
	"GATS8s",
	"piPC3",
	"piPC2",
	"piPC1",
	"piPC7",
	"piPC6",
	"piPC5",
	"piPC4",
	"piPC9",
	"piPC8",
	"maxHdsCH",
	"nT11Ring",
	"ATS1v",
	"ATS1p",
	"ATS1s",
	"ATS1i",
	"SpMAD_Dt",
	"ATS1e",
	"VR2_Dzi",
	"n6HeteroRing",
	"MPC3",
	"ATS2e",
	"VR2_Dzv",
	"minHBint9",
	"VE2_Dzs",
	"VE2_Dzp",
	"VE2_Dzv",
	"ATS2m",
	"VE2_Dzi",
	"VE2_Dzm",
	"maxtCH",
	"minaaNH",
	"VE2_Dze",
	"VE2_DzZ",
	"nHAvin",
	"meanI",
	"nHCsatu",
	"nHCsats",
	"apol",
	"ATS5i",
	"nF12Ring",
	"mindS",
	"mindO",
	"MolIP",
	"maxdsCH",
	"ndCH2",
	"TopoPSA",
	"ETA_EtaP_B_RC",
	"MDEO-11",
	"MDEO-12",
	"AATSC0s",
	"SpMax5_Bhv",
	"AATSC0p",
	"SpMax5_Bhs",
	"AATSC0v",
	"SpMax5_Bhp",
	"SpMax5_Bhm",
	"SpMax5_Bhi",
	"AATSC0c",
	"SpMax5_Bhe",
	"AATSC0e",
	"EE_D",
	"VE3_DzZ",
	"C3SP3",
	"VE3_Dzv",
	"minddssS",
	"ATS6s",
	"VE3_Dzs",
	"VE3_Dzp",
	"ATS6v",
	"ATS6i",
	"VE3_Dzm",
	"ATS6m",
	"VE3_Dzi",
	"VE3_Dze",
	"ATS6e",
	"nTG12HeteroRing",
	"VPC-6",
	"VPC-5",
	"VPC-4",
	"MLFER_E",
	"nBondsD2",
	"nT12Ring",
	"Mpe",
	"maxHdCH2",
	"nT5HeteroRing",
	"nHeavyAtom",
	"nRing",
	"GATS5c",
	"nF12HeteroRing",
	"GATS5e",
	"VR1_Dzv",
	"minsssN",
	"topoShape",
	"ndO",
	"ndS",
	"nssNH",
	"VE1_Dt",
	"maxHaaCH",
	"nHBAcc",
	"VE3_D",
	"nsCl",
	"VE1_D",
	"AATSC1s",
	"AATSC1v",
	"AATSC1m",
	"AATSC1c",
	"AATSC1e",
	"LipoaffinityIndex",
	"n6Ring",
	"ETA_Eta",
	"WTPT-1",
	"WTPT-2",
	"WTPT-3",
	"WTPT-4",
	"WTPT-5",
	"ETA_EtaP_L",
	"ETA_EtaP_F",
	"ETA_EtaP_B",
	"nT5Ring",
	"SHdNH",
	"ETA_dEpsilon_C",
	"MDEO-22",
	"is_toxic"
]

features_types_per_config = {
    "toxicity": {f: datasets.Value("float32") for f in _BASE_FEATURE_NAMES[:-1]}
}
features_types_per_config["toxicity"]["is_toxic"] = datasets.ClassLabel(num_classes=2)
features_per_config = {k: datasets.Features(features_types_per_config[k]) for k in features_types_per_config}


class ToxicityConfig(datasets.BuilderConfig):
    def __init__(self, **kwargs):
        super(ToxicityConfig, self).__init__(version=VERSION, **kwargs)
        self.features = features_per_config[kwargs["name"]]


class Toxicity(datasets.GeneratorBasedBuilder):
    # dataset versions
    DEFAULT_CONFIG = "toxicity"
    BUILDER_CONFIGS = [
        ToxicityConfig(name="toxicity",
                    description="Toxicity for binary classification.")
    ]


    def _info(self):
        if self.config.name not in features_per_config:
            raise ValueError(f"Unknown configuration: {self.config.name}")
        
        info = datasets.DatasetInfo(description=DESCRIPTION, citation=_CITATION, homepage=_HOMEPAGE,
                                    features=features_per_config[self.config.name])

        return info
    
    def _split_generators(self, dl_manager: datasets.DownloadManager) -> List[datasets.SplitGenerator]:
        downloads = dl_manager.download_and_extract(urls_per_split)

        return [
            datasets.SplitGenerator(name=datasets.Split.TRAIN, gen_kwargs={"filepath": downloads["train"]})
        ]
    
    def _generate_examples(self, filepath: str):
        data = pandas.read_csv(filepath).infer_objects()
        data = data.rename(columns={"Class": "is_toxic"})
        data = self.preprocess(data, config=self.config.name)

        for row_id, row in data.iterrows():
            data_row = dict(row)

            yield row_id, data_row

    def preprocess(self, data: pandas.DataFrame, config: str = DEFAULT_CONFIG) -> pandas.DataFrame:
        data.loc[:, "is_toxic"] = data["is_toxic"].apply(lambda x: 1 if x == "Toxic" else 0)
        
        return data