| class (target) | nominal | 2 unique values
0 missing | |
| unnamed: 0 | string | 4392 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 | |
| r&d expenses | numeric | 1523 unique values
237 missing | |
| sg&a 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 & 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 & 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 / change in cash | numeric | 4108 unique values
24 missing | |
| free cash flow | numeric | 4156 unique values
167 missing | |
| net cash/marketcap | 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 | |
| sg&a to revenue | numeric | 3020 unique values
238 missing | |
| r&d 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 | |
| r&d expense growth | numeric | 1410 unique values
259 missing | |
| sg&a expenses growth | numeric | 2924 unique values
248 missing | |
| sector | numeric | 11 unique values
0 missing | |
| 2019 price var [%] | numeric | 4381 unique values
0 missing | |