class (target) | nominal | 2 unique values 0 missing | |
revenue | numeric | 4104 unique values 46 missing | |
revenue_growth | numeric | 2977 unique values 139 missing | |
cost_of_revenue | numeric | 3288 unique values 185 missing | |
gross_profit | numeric | 4094 unique values 64 missing | |
randd_expenses | numeric | 1523 unique values 237 missing | |
sganda_expense | numeric | 4056 unique values 166 missing | |
operating_expenses | numeric | 4149 unique values 184 missing | |
operating_income | numeric | 4282 unique values 35 missing | |
interest_expense | numeric | 2950 unique values 184 missing | |
earnings_before_tax | numeric | 4275 unique values 71 missing | |
income_tax_expense | numeric | 3413 unique values 140 missing | |
net_income_non_controlling_int | numeric | 1205 unique values 250 missing | |
net_income_discontinued_ops | numeric | 356 unique values 250 missing | |
net_income | numeric | 4152 unique values 151 missing | |
preferred_dividends | numeric | 457 unique values 250 missing | |
net_income_com | numeric | 4182 unique values 117 missing | |
eps | numeric | 1590 unique values 65 missing | |
eps_diluted | numeric | 1558 unique values 63 missing | |
weighted_average_shs_out | numeric | 4293 unique values 66 missing | |
weighted_average_shs_out_dil | numeric | 4145 unique values 200 missing | |
dividend_per_share | numeric | 736 unique values 250 missing | |
gross_margin | numeric | 2858 unique values 51 missing | |
ebitda_margin | numeric | 1700 unique values 308 missing | |
ebit_margin | numeric | 3184 unique values 174 missing | |
profit_margin | numeric | 1573 unique values 306 missing | |
free_cash_flow_margin | numeric | 3034 unique values 254 missing | |
ebitda | numeric | 4171 unique values 183 missing | |
ebit | numeric | 4176 unique values 143 missing | |
consolidated_income | numeric | 4154 unique values 151 missing | |
earnings_before_tax_margin | numeric | 3210 unique values 51 missing | |
net_profit_margin | numeric | 3065 unique values 176 missing | |
cash_and_cash_equivalents | numeric | 4165 unique values 49 missing | |
short_term_investments | numeric | 1515 unique values 179 missing | |
cash_and_short_term_investments | numeric | 4163 unique values 119 missing | |
receivables | numeric | 3540 unique values 38 missing | |
inventories | numeric | 2236 unique values 197 missing | |
total_current_assets | numeric | 4174 unique values 185 missing | |
property__plant_and_equipment_net | numeric | 3941 unique values 169 missing | |
goodwill_and_intangible_assets | numeric | 3100 unique values 142 missing | |
long_term_investments | numeric | 1821 unique values 181 missing | |
tax_assets | numeric | 1781 unique values 212 missing | |
total_non_current_assets | numeric | 3317 unique values 1041 missing | |
total_assets | numeric | 4239 unique values 108 missing | |
payables | numeric | 3651 unique values 174 missing | |
short_term_debt | numeric | 2245 unique values 214 missing | |
total_current_liabilities | numeric | 4147 unique values 184 missing | |
long_term_debt | numeric | 3195 unique values 30 missing | |
total_debt | numeric | 3466 unique values 168 missing | |
deferred_revenue | numeric | 1333 unique values 210 missing | |
tax_liabilities | numeric | 2150 unique values 209 missing | |
deposit_liabilities | numeric | 640 unique values 248 missing | |
total_non_current_liabilities | numeric | 3164 unique values 1043 missing | |
total_liabilities | numeric | 4222 unique values 127 missing | |
other_comprehensive_income | numeric | 2894 unique values 158 missing | |
retained_earnings_deficit | numeric | 4223 unique values 21 missing | |
total_shareholders_equity | numeric | 4203 unique values 124 missing | |
investments | numeric | 2561 unique values 209 missing | |
net_debt | numeric | 4088 unique values 254 missing | |
other_assets | numeric | 3906 unique values 208 missing | |
other_liabilities | numeric | 3957 unique values 159 missing | |
depreciation_and_amortization | numeric | 3847 unique values 146 missing | |
stock_based_compensation | numeric | 3228 unique values 184 missing | |
operating_cash_flow | numeric | 4224 unique values 58 missing | |
capital_expenditure | numeric | 3803 unique values 144 missing | |
acquisitions_and_disposals | numeric | 1996 unique values 217 missing | |
investment_purchases_and_sales | numeric | 2320 unique values 147 missing | |
investing_cash_flow | numeric | 4077 unique values 126 missing | |
issuance_repayment_of_debt | numeric | 3302 unique values 175 missing | |
issuance_buybacks_of_shares | numeric | 3237 unique values 219 missing | |
dividend_payments | numeric | 1949 unique values 247 missing | |
financing_cash_flow | numeric | 4190 unique values 19 missing | |
effect_of_forex_changes_on_cash | numeric | 1693 unique values 174 missing | |
net_cash_flow_or_change_in_cash | numeric | 4108 unique values 24 missing | |
free_cash_flow | numeric | 4156 unique values 167 missing | |
net_cashormarketcap | numeric | 3481 unique values 498 missing | |
pricebookvalueratio | numeric | 3247 unique values 830 missing | |
pricetobookratio | numeric | 2706 unique values 830 missing | |
pricetosalesratio | numeric | 3821 unique values 255 missing | |
priceearningsratio | numeric | 2677 unique values 252 missing | |
pricetofreecashflowsratio | numeric | 2681 unique values 253 missing | |
pricetooperatingcashflowsratio | numeric | 3908 unique values 461 missing | |
pricecashflowratio | numeric | 3136 unique values 1256 missing | |
priceearningstogrowthratio | numeric | 2733 unique values 1658 missing | |
pricesalesratio | numeric | 3934 unique values 452 missing | |
dividendyield | numeric | 1990 unique values 259 missing | |
enterprisevaluemultiple | numeric | 3167 unique values 1225 missing | |
pricefairvalue | numeric | 3929 unique values 460 missing | |
ebitperrevenue | numeric | 3937 unique values 347 missing | |
ebtperebit | numeric | 2224 unique values 1441 missing | |
niperebt | numeric | 2629 unique values 1561 missing | |
grossprofitmargin | numeric | 3348 unique values 347 missing | |
operatingprofitmargin | numeric | 1 unique values 347 missing | |
pretaxprofitmargin | numeric | 4040 unique values 347 missing | |
netprofitmargin | numeric | 3938 unique values 347 missing | |
effectivetaxrate | numeric | 2646 unique values 1561 missing | |
returnonassets | numeric | 2814 unique values 1106 missing | |
returnonequity | numeric | 3166 unique values 256 missing | |
returnoncapitalemployed | numeric | 2232 unique values 1102 missing | |
payablesturnover | numeric | 3261 unique values 478 missing | |
inventoryturnover | numeric | 2258 unique values 239 missing | |
fixedassetturnover | numeric | 3783 unique values 444 missing | |
assetturnover | numeric | 3961 unique values 230 missing | |
currentratio | numeric | 3363 unique values 251 missing | |
quickratio | numeric | 4138 unique values 249 missing | |
cashratio | numeric | 4124 unique values 249 missing | |
daysofsalesoutstanding | numeric | 2211 unique values 236 missing | |
daysofinventoryoutstanding | numeric | 3476 unique values 145 missing | |
operatingcycle | numeric | 6 unique values 4386 missing | |
daysofpayablesoutstanding | numeric | 3512 unique values 234 missing | |
cashconversioncycle | numeric | 6 unique values 4386 missing | |
debtratio | numeric | 2721 unique values 251 missing | |
debtequityratio | numeric | 3207 unique values 251 missing | |
longtermdebttocapitalization | numeric | 3255 unique values 227 missing | |
totaldebttocapitalization | numeric | 3415 unique values 209 missing | |
interestcoverage | numeric | 3074 unique values 246 missing | |
cashflowtodebtratio | numeric | 3502 unique values 885 missing | |
companyequitymultiplier | numeric | 3949 unique values 438 missing | |
operatingcashflowpershare | numeric | 4067 unique values 251 missing | |
freecashflowpershare | numeric | 3603 unique values 252 missing | |
cashpershare | numeric | 3976 unique values 251 missing | |
payoutratio | numeric | 1258 unique values 256 missing | |
operatingcashflowsalesratio | numeric | 4037 unique values 347 missing | |
freecashflowoperatingcashflowratio | numeric | 3031 unique values 1160 missing | |
cashflowcoverageratios | numeric | 3502 unique values 885 missing | |
shorttermcoverageratios | numeric | 2462 unique values 1926 missing | |
capitalexpenditurecoverageratios | numeric | 3816 unique values 568 missing | |
dividendpaidandcapexcoverageratios | numeric | 3972 unique values 415 missing | |
dividendpayoutratio | numeric | 1788 unique values 1658 missing | |
revenue_per_share | numeric | 3914 unique values 256 missing | |
net_income_per_share | numeric | 4025 unique values 257 missing | |
operating_cash_flow_per_share | numeric | 4067 unique values 251 missing | |
free_cash_flow_per_share | numeric | 3603 unique values 252 missing | |
cash_per_share | numeric | 3976 unique values 251 missing | |
book_value_per_share | numeric | 3924 unique values 252 missing | |
tangible_book_value_per_share | numeric | 4013 unique values 252 missing | |
shareholders_equity_per_share | numeric | 4115 unique values 251 missing | |
interest_debt_per_share | numeric | 3409 unique values 251 missing | |
market_cap | numeric | 3964 unique values 428 missing | |
enterprise_value | numeric | 3548 unique values 844 missing | |
pe_ratio | numeric | 2677 unique values 252 missing | |
price_to_sales_ratio | numeric | 3821 unique values 255 missing | |
pocf_ratio | numeric | 3908 unique values 461 missing | |
pfcf_ratio | numeric | 2681 unique values 253 missing | |
pb_ratio | numeric | 3247 unique values 830 missing | |
ptb_ratio | numeric | 2706 unique values 830 missing | |
ev_to_sales | numeric | 3312 unique values 847 missing | |
enterprise_value_over_ebitda | numeric | 2735 unique values 846 missing | |
ev_to_operating_cash_flow | numeric | 3534 unique values 846 missing | |
ev_to_free_cash_flow | numeric | 3539 unique values 846 missing | |
earnings_yield | numeric | 2549 unique values 252 missing | |
free_cash_flow_yield | numeric | 2632 unique values 461 missing | |
debt_to_equity | numeric | 3207 unique values 251 missing | |
debt_to_assets | numeric | 2721 unique values 251 missing | |
net_debt_to_ebitda | numeric | 3952 unique values 379 missing | |
current_ratio | numeric | 2510 unique values 1105 missing | |
interest_coverage | numeric | 3074 unique values 246 missing | |
income_quality | numeric | 3967 unique values 236 missing | |
dividend_yield | numeric | 822 unique values 251 missing | |
payout_ratio | numeric | 1258 unique values 256 missing | |
sganda_to_revenue | numeric | 3020 unique values 238 missing | |
randd_to_revenue | numeric | 1174 unique values 248 missing | |
intangibles_to_total_assets | numeric | 2143 unique values 246 missing | |
capex_to_operating_cash_flow | numeric | 2576 unique values 228 missing | |
capex_to_revenue | numeric | 1751 unique values 234 missing | |
capex_to_depreciation | numeric | 3609 unique values 236 missing | |
stock_based_compensation_to_revenue | numeric | 1059 unique values 256 missing | |
graham_number | numeric | 2371 unique values 832 missing | |
roic | numeric | 2232 unique values 1102 missing | |
return_on_tangible_assets | numeric | 2814 unique values 1106 missing | |
graham_net_net | numeric | 3636 unique values 448 missing | |
working_capital | numeric | 3262 unique values 1103 missing | |
tangible_asset_value | numeric | 4138 unique values 246 missing | |
net_current_asset_value | numeric | 4136 unique values 244 missing | |
invested_capital | numeric | 4133 unique values 252 missing | |
average_receivables | numeric | 3566 unique values 125 missing | |
average_payables | numeric | 3699 unique values 231 missing | |
average_inventory | numeric | 2266 unique values 233 missing | |
days_sales_outstanding | numeric | 3492 unique values 129 missing | |
days_payables_outstanding | numeric | 3512 unique values 234 missing | |
days_of_inventory_on_hand | numeric | 2211 unique values 236 missing | |
receivables_turnover | numeric | 3497 unique values 132 missing | |
payables_turnover | numeric | 3261 unique values 478 missing | |
inventory_turnover | numeric | 2258 unique values 239 missing | |
roe | numeric | 3166 unique values 256 missing | |
capex_per_share | numeric | 3403 unique values 251 missing | |
gross_profit_growth | numeric | 3169 unique values 125 missing | |
ebit_growth | numeric | 3785 unique values 248 missing | |
operating_income_growth | numeric | 3858 unique values 109 missing | |
net_income_growth | numeric | 3895 unique values 230 missing | |
eps_growth | numeric | 3630 unique values 131 missing | |
eps_diluted_growth | numeric | 3618 unique values 125 missing | |
weighted_average_shares_growth | numeric | 2096 unique values 275 missing | |
weighted_average_shares_diluted_growth | numeric | 2161 unique values 182 missing | |
dividends_per_share_growth | numeric | 984 unique values 263 missing | |
operating_cash_flow_growth | numeric | 3861 unique values 142 missing | |
free_cash_flow_growth | numeric | 3865 unique values 263 missing | |
10y_revenue_growth_per_share | numeric | 1789 unique values 1653 missing | |
5y_revenue_growth_per_share | numeric | 2316 unique values 849 missing | |
3y_revenue_growth_per_share | numeric | 2533 unique values 432 missing | |
10y_operating_cf_growth_per_share | numeric | 1589 unique values 1646 missing | |
5y_operating_cf_growth_per_share | numeric | 2031 unique values 841 missing | |
3y_operating_cf_growth_per_share | numeric | 2310 unique values 431 missing | |
10y_net_income_growth_per_share | numeric | 1260 unique values 1653 missing | |
5y_net_income_growth_per_share | numeric | 1772 unique values 849 missing | |
3y_net_income_growth_per_share | numeric | 1929 unique values 432 missing | |
10y_shareholders_equity_growth_per_share | numeric | 1745 unique values 1695 missing | |
5y_shareholders_equity_growth_per_share | numeric | 2276 unique values 883 missing | |
3y_shareholders_equity_growth_per_share | numeric | 2656 unique values 432 missing | |
10y_dividend_per_share_growth_per_share | numeric | 899 unique values 1582 missing | |
5y_dividend_per_share_growth_per_share | numeric | 1052 unique values 708 missing | |
3y_dividend_per_share_growth_per_share | numeric | 1040 unique values 325 missing | |
receivables_growth | numeric | 2960 unique values 124 missing | |
inventory_growth | numeric | 1924 unique values 232 missing | |
asset_growth | numeric | 3065 unique values 214 missing | |
book_value_per_share_growth | numeric | 3255 unique values 271 missing | |
debt_growth | numeric | 2734 unique values 264 missing | |
randd_expense_growth | numeric | 1410 unique values 259 missing | |
sganda_expenses_growth | numeric | 2924 unique values 248 missing | |
sector | numeric | 11 unique values 0 missing | |
2019_price_var_percent | numeric | 4381 unique values 0 missing | |