cik int64 | ticker large_string | company_name large_string | adsh large_string | sic int32 | fiscal_year int64 | fiscal_quarter large_string | filing_date date32 | period_end_date date32 | total_assets float64 | current_assets float64 | cash_and_equivalents float64 | short_term_investments float64 | accounts_receivable float64 | inventory float64 | property_plant_equipment float64 | goodwill float64 | intangible_assets float64 | total_liabilities float64 | current_liabilities float64 | accounts_payable float64 | long_term_debt float64 | total_debt float64 | stockholders_equity float64 | retained_earnings float64 | revenue float64 | cost_of_revenue float64 | gross_profit float64 | operating_income float64 | net_income float64 | eps_basic float64 | eps_diluted float64 | interest_expense float64 | income_tax_expense float64 | depreciation_amortization float64 | research_development float64 | sga_expense float64 | operating_cash_flow float64 | capex float64 | dividends_paid float64 | shares_outstanding float64 | free_cash_flow float64 | source_file large_string | parse_timestamp timestamp[us] | book_value_per_share float64 | gross_margin float64 | operating_margin float64 | net_margin float64 | roe float64 | roa float64 | debt_to_equity float64 | current_ratio float64 | f_roa int8 | f_cfo int8 | f_delta_roa int8 | f_accrual int8 | f_delta_lever int8 | f_delta_liquid int8 | f_equity int8 | f_delta_margin int8 | f_delta_turn int8 | f_score int8 | z_prime_score float64 | z_prime_zone large_string | is_distressed bool | beneish_coverage int8 | graham_number float64 | ncav_per_share float64 | tangible_book_value_per_share float64 | net_working_capital_per_share float64 | graham_defensive_score int8 | cash_conversion_ratio float64 | accrual_ratio float64 | free_cash_flow_margin float64 | composite_quality_score float64 | enrichment_timestamp timestamp[us] | is_financial bool | qa_impossible_value bool | qa_temporal_anomaly bool | qa_pass bool | target_bvps_growth_1y float64 | target_equity_growth_1y float64 | target_earnings_growth_1y float64 | target_revenue_growth_1y float64 | target_ocf_growth_1y float64 | target_fcf_growth_1y float64 | target_roe_fwd_1y float64 | target_margin_expansion_1y float64 | target_roa_improved_1y bool | target_fundamentals_improved_1y bool | target_value_created_1y bool | target_survived_1y bool | target_bvps_growth_2y float64 | target_equity_growth_2y float64 | target_earnings_growth_2y float64 | target_revenue_growth_2y float64 | target_ocf_growth_2y float64 | target_fcf_growth_2y float64 | target_survived_2y bool | target_bvps_growth_1y_rank float64 | target_equity_growth_1y_rank float64 | target_earnings_growth_1y_rank float64 | target_revenue_growth_1y_rank float64 | target_ocf_growth_1y_rank float64 | target_fcf_growth_1y_rank float64 | target_roe_fwd_1y_rank float64 | target_margin_expansion_1y_rank float64 | target_bvps_growth_2y_rank float64 | target_equity_growth_2y_rank float64 | target_earnings_growth_2y_rank float64 | target_revenue_growth_2y_rank float64 | target_ocf_growth_2y_rank float64 | target_fcf_growth_2y_rank float64 | label_timestamp timestamp[us] | split large_string |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
64,803 | CVS | CVS CAREMARK CORP | 0001193125-10-043086 | 5,912 | 2,009 | FY | 2010-02-26 | 2009-12-31 | 61,641,000,000 | 17,537,000,000 | 1,086,000,000 | 5,000,000 | 5,457,000,000 | 10,343,000,000 | 7,923,000,000 | 25,680,000,000 | 10,127,000,000 | null | 12,300,000,000 | 3,560,000,000 | 8,756,000,000 | 8,756,000,000 | 35,768,000,000 | 16,355,000,000 | 98,729,000,000 | 78,349,000,000 | 20,380,000,000 | 6,438,000,000 | 3,696,000,000 | 2.58 | 2.55 | null | 2,205,000,000 | 1,389,000,000 | null | null | 4,035,000,000 | 2,548,000,000 | 439,000,000 | 1,391,000,000 | 1,487,000,000 | 2010q1 | 2026-04-05T21:09:16.861000 | 25.713875 | 0.206424 | 0.065209 | 0.037436 | 0.103333 | 0.05996 | 0.2448 | 1.425772 | 1 | 1 | null | 1 | null | null | null | null | null | null | null | null | null | 1 | 38.635352 | null | -0.028037 | 3.764917 | null | 1.091721 | -0.0055 | 0.015061 | -0.42459 | 2026-04-05T21:10:37.174000 | false | false | false | true | 0.075667 | 0.054015 | -0.072781 | -0.023458 | 0.184387 | 0.865501 | 0.090902 | -0.001265 | false | false | true | true | 0.14005 | 0.063828 | -0.064665 | 0.084788 | 0.451301 | 1.67922 | true | 0.464072 | 0.384434 | 0.21729 | 0.142145 | 0.688385 | 0.825503 | 0.430588 | 0.339223 | 0.5125 | 0.374101 | 0.230952 | 0.319693 | 0.696875 | 0.878788 | 2026-04-05T21:10:42.337000 | train |
1,043,219 | NLY-PJ | ANNALY CAPITAL MANAGEMENT INC | 0001157523-10-001176 | 6,798 | 2,009 | FY | 2010-02-24 | 2009-12-31 | 69,376,190,000 | null | 1,504,568,000 | null | null | null | null | 27,917,000 | 10,491,000 | 59,758,650,000 | null | null | null | null | 9,554,426,000 | -336,964,000 | null | null | null | null | 1,961,471,000 | 3.55 | 3.52 | 1,295,762,000 | 34,381,000 | null | null | 130,152,000 | 10,817,711,000 | null | 1,269,420,000 | 553,134,877 | null | 2010q1 | 2026-04-05T21:09:16.861000 | 17.27323 | null | null | null | 0.205294 | 0.028273 | null | null | 1 | 1 | null | 1 | null | null | null | null | null | null | null | null | null | 1 | 37.144303 | null | 17.203793 | null | null | 5.515101 | -0.127655 | null | null | 2026-04-05T21:10:37.174000 | true | false | false | true | -0.095766 | 0.032495 | -0.353913 | null | 0.004197 | null | 0.128464 | null | false | false | true | true | -0.059506 | 0.649565 | -0.772843 | null | null | null | true | 0.146707 | 0.29717 | 0.109813 | null | 0.439093 | null | 0.588235 | null | 0.225 | 0.901679 | 0.085714 | null | null | null | 2026-04-05T21:10:42.337000 | train |
701,221 | null | CIGNA CORP | 0000950123-10-016612 | 6,324 | 2,009 | FY | 2010-02-25 | 2009-12-31 | 43,013,000,000 | null | 924,000,000 | null | null | null | 862,000,000 | 2,876,000,000 | null | 37,584,000,000 | null | null | 2,436,000,000 | 2,436,000,000 | 5,417,000,000 | 8,625,000,000 | 18,414,000,000 | 1,036,000,000 | null | null | 1,302,000,000 | 4.75 | 4.73 | null | 594,000,000 | 268,000,000 | null | null | 745,000,000 | 307,000,000 | 11,000,000 | null | 438,000,000 | 2010q1 | 2026-04-05T21:09:16.861000 | null | null | null | 0.070707 | 0.240354 | 0.03027 | 0.449695 | null | 1 | 1 | null | 0 | null | null | null | null | null | null | null | null | null | 1 | null | null | null | null | null | 0.572197 | 0.01295 | 0.023786 | -0.510577 | 2026-04-05T21:10:37.174000 | true | false | false | true | null | 0.226694 | 0.033026 | 0.154176 | 1.339597 | 2.294521 | 0.202408 | null | false | false | true | true | null | 0.540336 | 0.019201 | 0.194635 | 1.001342 | 1.440639 | true | null | 0.790094 | 0.320093 | 0.67581 | 0.951841 | 0.909396 | 0.795294 | null | null | 0.868106 | 0.285714 | 0.554987 | 0.871875 | 0.863636 | 2026-04-05T21:10:42.337000 | train |
818,479 | XRAY | DENTSPLY INTERNATIONAL INC /DE/ | 0001144204-10-009164 | 3,843 | 2,009 | FY | 2010-02-22 | 2009-12-31 | 3,087,932,000 | 1,217,796,000 | 450,348,000 | 37,000 | null | 291,640,000 | 439,619,000 | 1,312,596,000 | 89,086,000 | 1,180,974,000 | 444,556,000 | 100,847,000 | 387,151,000 | 387,151,000 | 1,832,105,000 | 2,083,459,000 | 2,159,916,000 | 1,048,612,000 | 1,111,304,000 | 381,187,000 | 274,258,000 | 1.85 | 1.83 | 21,896,000 | 88,944,000 | 54,087,000 | null | null | 362,489,000 | 56,481,000 | 29,836,000 | 148,319,000 | 306,008,000 | 2010q1 | 2026-04-05T21:09:16.861000 | 12.352463 | 0.514513 | 0.176482 | 0.126976 | 0.149696 | 0.088816 | 0.211315 | 2.739353 | 1 | 1 | null | 1 | null | null | null | null | null | null | 2.488136 | grey | false | 1 | 22.675345 | 0.248262 | 2.902009 | 5.213358 | null | 1.321708 | -0.028573 | 0.141676 | 0.033688 | 2026-04-05T21:10:37.174000 | false | false | false | true | 0.03423 | 0.003974 | -0.031175 | 0.028287 | -0.000455 | 0.039476 | 0.144455 | -0.005266 | false | false | true | true | 0.058181 | 0.008718 | -0.108431 | 0.174915 | 0.085465 | 0.053185 | true | 0.329341 | 0.212264 | 0.257009 | 0.304239 | 0.433428 | 0.567114 | 0.637647 | 0.272085 | 0.346875 | 0.278177 | 0.219048 | 0.524297 | 0.44375 | 0.560606 | 2026-04-05T21:10:42.337000 | train |
773,840 | HON | HONEYWELL INTERNATIONAL INC | 0000930413-10-000784 | 3,714 | 2,009 | FY | 2010-02-12 | 2009-12-31 | 36,004,000,000 | 13,936,000,000 | 2,801,000,000 | null | 6,274,000,000 | 3,446,000,000 | 4,847,000,000 | 10,494,000,000 | null | null | 11,147,000,000 | 3,633,000,000 | null | null | 8,844,000,000 | 17,487,000,000 | 30,908,000,000 | 23,185,000,000 | null | null | 2,153,000,000 | 2.86 | 2.85 | null | 789,000,000 | 957,000,000 | null | 4,341,000,000 | 3,946,000,000 | -609,000,000 | -918,000,000 | null | 4,555,000,000 | 2010q1 | 2026-04-05T21:09:16.861000 | null | null | null | 0.069658 | 0.243442 | 0.059799 | null | 1.250202 | 1 | 1 | null | 1 | null | null | null | null | null | null | null | null | null | 1 | null | null | null | null | null | 1.832791 | -0.0498 | 0.147373 | 0.017302 | 2026-04-05T21:10:37.174000 | false | false | false | true | null | 0.206015 | -0.060845 | 0.079656 | 0.065129 | -0.220198 | 0.189574 | null | null | false | true | true | null | 0.221845 | -0.039944 | 0.181862 | -0.282058 | null | true | null | 0.759434 | 0.221963 | 0.498753 | 0.543909 | 0.365772 | 0.771765 | null | null | 0.647482 | 0.247619 | 0.534527 | 0.1625 | null | 2026-04-05T21:10:42.337000 | train |
25,475 | CRD-B | CRAWFORD & CO | 0000950123-10-021539 | 6,411 | 2,009 | FY | 2010-03-05 | 2009-12-31 | 742,905,000 | 325,715,000 | 70,354,000 | null | 139,215,000 | null | 42,146,000 | 123,169,000 | 104,409,000 | null | 258,998,000 | 35,449,000 | null | null | 56,682,000 | 140,463,000 | 1,048,202,000 | 792,325,000 | null | null | -115,683,000 | -2.23 | -2.23 | null | 2,618,000 | 31,010,000 | null | 209,458,000 | 51,664,000 | 9,886,000 | null | 51,830,000 | 41,778,000 | 2010q1 | 2026-04-05T21:09:16.861000 | 1.093614 | null | null | -0.110363 | -2.040912 | -0.155717 | null | 1.257597 | 0 | 1 | null | 1 | null | null | null | null | null | null | null | null | null | 1 | null | null | -3.297241 | 1.287227 | null | -0.4466 | -0.22526 | 0.039857 | 0.492106 | 2026-04-05T21:10:37.174000 | true | false | false | true | 0.554257 | 0.579267 | 1.244876 | 0.05972 | -0.493516 | -0.696156 | 0.316457 | null | true | true | true | true | null | 1.354751 | 1.392486 | 0.155657 | -0.290105 | -0.462516 | true | 0.949102 | 0.95283 | 0.808411 | 0.418953 | 0.07932 | 0.130872 | 0.912941 | null | null | 0.959233 | 0.785714 | 0.483376 | 0.15625 | 0.246212 | 2026-04-05T21:10:42.337000 | train |
1,144,519 | null | BUNGE LTD | 0001047469-10-001666 | 2,070 | 2,009 | FY | 2010-03-01 | 2009-12-31 | 21,286,000,000 | 11,783,000,000 | 553,000,000 | null | 2,363,000,000 | null | 5,347,000,000 | 427,000,000 | 170,000,000 | null | 6,207,000,000 | 3,275,000,000 | 3,618,000,000 | 3,618,000,000 | 9,494,000,000 | 3,996,000,000 | 41,926,000,000 | 40,722,000,000 | 1,204,000,000 | null | 361,000,000 | 2.24 | 2.22 | 283,000,000 | -110,000,000 | 443,000,000 | null | 1,342,000,000 | -368,000,000 | 918,000,000 | 103,000,000 | 134,096,906 | -1,286,000,000 | 2010q1 | 2026-04-05T21:09:16.861000 | 70.799546 | 0.028717 | null | 0.00861 | 0.038024 | 0.01696 | 0.381083 | 1.898341 | 1 | 0 | null | 0 | null | null | null | null | null | null | null | null | null | 1 | 59.735225 | null | 66.347541 | 41.581869 | null | -1.019391 | 0.034248 | -0.030673 | -0.759352 | 2026-04-05T21:10:37.174000 | false | false | false | true | null | null | null | null | null | null | null | null | null | null | null | false | 0.135596 | 0.233095 | 1.609418 | 0.401111 | 8.103261 | 2.157854 | true | null | null | null | null | null | null | null | null | 0.503125 | 0.664269 | 0.830952 | 0.782609 | 0.9875 | 0.909091 | 2026-04-05T21:10:42.337000 | train |
5,513 | UNMA | UNUM GROUP | 0001193125-10-042716 | 6,321 | 2,009 | FY | 2010-02-26 | 2009-12-31 | 54,477,000,000 | null | 71,600,000 | null | null | null | 443,500,000 | 201,600,000 | null | 45,976,900,000 | null | null | null | null | 8,500,100,000 | 6,289,500,000 | 10,091,000,000 | null | null | null | 852,600,000 | 2.57 | 2.57 | null | 439,700,000 | null | null | null | 1,237,000,000 | null | 104,500,000 | null | null | 2010q1 | 2026-04-05T21:09:16.861000 | null | null | null | 0.084491 | 0.100305 | 0.015651 | null | null | 1 | 1 | null | 1 | null | null | null | null | null | null | null | null | null | 1 | null | null | null | null | null | 1.450856 | -0.007056 | null | null | 2026-04-05T21:10:37.174000 | true | false | false | true | null | 0.05227 | 0.039292 | 0.010128 | -0.032498 | null | 0.099068 | null | false | false | true | true | null | 0.009047 | -0.723903 | 0.018531 | -0.035004 | null | true | null | 0.379717 | 0.334112 | 0.216958 | 0.402266 | null | 0.472941 | null | null | 0.280576 | 0.095238 | 0.199488 | 0.321875 | null | 2026-04-05T21:10:42.337000 | train |
843,006 | ACCS | ISSUER DIRECT CORP | 0001354488-10-000860 | 2,750 | 2,009 | FY | 2010-03-17 | 2009-12-31 | 465,005 | 323,555 | 146,043 | null | 152,069 | null | null | null | 120,363 | 185,050 | null | 51,715 | null | null | 279,955 | -1,200,573 | 1,885,232 | null | 1,098,599 | 274,862 | 274,174 | 0.02 | 0.02 | 688 | null | 38,246 | null | 537,604 | 186,601 | null | null | 17,014,713 | null | 2010q1 | 2026-04-05T21:09:16.861000 | 0.016454 | 0.582739 | 0.145797 | 0.145432 | 0.97935 | 0.589615 | null | null | 1 | 1 | null | 0 | null | null | null | null | null | null | null | null | null | 1 | 0.086047 | 0.00814 | 0.00938 | null | null | 0.680593 | 0.188327 | null | null | 2026-04-05T21:10:37.174000 | false | false | false | true | 2.169325 | 2.242414 | 0.566181 | 1.047765 | 1.391718 | null | 0.473055 | -0.086763 | false | false | true | true | 40.637513 | 3.327856 | -0.127284 | 0.712309 | 1.562462 | null | true | 0.982036 | 0.995283 | 0.686916 | 0.995012 | 0.957507 | null | 0.962353 | 0.04947 | 0.984375 | 0.990408 | 0.204762 | 0.910486 | 0.934375 | null | 2026-04-05T21:10:42.337000 | train |
97,216 | TEX | TEREX CORP | 0001104659-10-009153 | 3,537 | 2,009 | FY | 2010-02-24 | 2009-12-31 | 5,713,800,000 | 3,914,600,000 | 971,200,000 | null | 610,000,000 | 1,418,500,000 | 629,900,000 | 511,100,000 | null | 4,039,400,000 | 1,554,700,000 | 540,900,000 | 1,892,700,000 | 1,892,700,000 | 1,650,200,000 | 958,200,000 | 4,043,100,000 | 3,768,200,000 | 274,900,000 | -459,900,000 | -398,400,000 | -3.88 | -3.88 | 119,400,000 | -132,100,000 | 73,600,000 | null | 734,800,000 | null | 51,400,000 | null | 102,600,000 | null | 2010q1 | 2026-04-05T21:09:16.861000 | 16.083821 | 0.067992 | -0.113749 | -0.098538 | -0.241425 | -0.069726 | 1.146952 | 2.517913 | 0 | 0 | null | 0 | null | null | null | null | null | null | 1.092399 | distress | true | 0 | null | -1.216374 | 11.102339 | 23.000975 | null | null | null | null | null | 2026-04-05T21:10:37.174000 | false | false | false | true | 0.19155 | 0.262392 | 1.899849 | 0.092775 | null | null | 0.172091 | 0.097046 | true | true | true | true | 0.082457 | 0.155254 | 1.113454 | 0.608815 | null | null | true | 0.781437 | 0.839623 | 0.883178 | 0.543641 | null | null | 0.717647 | 0.893993 | 0.39375 | 0.546763 | 0.730952 | 0.879795 | null | null | 2026-04-05T21:10:42.337000 | train |
101,830 | null | SPRINT NEXTEL CORP | 0001193125-10-042491 | 4,813 | 2,009 | FY | 2010-02-26 | 2009-12-31 | 55,424,000,000 | 8,593,000,000 | 3,819,000,000 | 105,000,000 | null | 628,000,000 | 18,280,000,000 | 373,000,000 | null | 37,329,000,000 | 6,785,000,000 | 2,267,000,000 | null | null | 18,095,000,000 | -33,779,000,000 | 32,260,000,000 | 16,435,000,000 | null | -1,398,000,000 | -2,436,000,000 | null | null | 1,450,000,000 | -1,058,000,000 | 7,416,000,000 | null | 9,453,000,000 | 4,891,000,000 | 1,603,000,000 | 0 | 2,973,000,000 | 3,288,000,000 | 2010q1 | 2026-04-05T21:09:16.861000 | 6.086445 | null | -0.043335 | -0.075511 | -0.134623 | -0.043952 | null | 1.26647 | 0 | 1 | null | 1 | null | null | null | null | null | null | 0.177075 | distress | true | 1 | null | -9.665658 | 5.960982 | 0.60814 | null | -2.0078 | -0.132199 | 0.101922 | -0.213407 | 2026-04-05T21:10:37.174000 | false | false | false | true | -0.200167 | -0.196132 | 0.618637 | 0.009392 | -0.015539 | -0.124088 | -0.063866 | 0.039067 | true | true | false | true | -0.373348 | -0.3685 | 0.465107 | 0.043986 | -0.245349 | -0.82938 | true | 0.10479 | 0.04717 | 0.703271 | 0.21197 | 0.419263 | 0.439597 | 0.044706 | 0.727915 | 0.1125 | 0.059952 | 0.571429 | 0.248082 | 0.18125 | 0.128788 | 2026-04-05T21:10:42.337000 | train |
1,170,650 | null | MEDCO HEALTH SOLUTIONS INC | 0000950123-10-015821 | 5,912 | 2,009 | FY | 2010-02-23 | 2009-12-31 | 17,915,500,000 | 8,158,600,000 | 2,528,200,000 | 20,100,000 | null | 1,285,300,000 | 912,500,000 | 6,333,000,000 | 2,428,800,000 | 11,528,300,000 | 6,347,700,000 | 3,506,400,000 | 4,000,100,000 | 4,000,100,000 | 6,387,200,000 | 5,209,600,000 | 59,804,200,000 | 55,777,200,000 | null | null | 1,280,300,000 | 2.66 | 2.61 | 172,500,000 | 823,000,000 | 179,000,000 | null | 1,455,500,000 | 3,501,400,000 | 238,800,000 | null | 481,100,000 | 3,262,600,000 | 2010q1 | 2026-04-05T21:09:16.861000 | 13.276242 | null | null | 0.021408 | 0.200448 | 0.071463 | 0.626268 | 1.285284 | 1 | 1 | null | 1 | null | null | null | null | null | null | 4.277601 | safe | false | 1 | 28.18835 | -7.004157 | -4.935772 | 3.764082 | null | 2.734828 | -0.123976 | 0.054555 | 0.603605 | 2026-04-05T21:10:37.174000 | false | false | false | true | -0.322131 | -0.375814 | 0.114817 | 0.103071 | -0.330354 | -0.357997 | 0.358006 | null | true | false | false | true | -0.234867 | -0.372276 | 0.136999 | 0.171545 | -0.633747 | -0.70643 | true | 0.077844 | 0.023585 | 0.415888 | 0.57606 | 0.135977 | 0.255034 | 0.931765 | null | 0.1375 | 0.057554 | 0.357143 | 0.508951 | 0.05625 | 0.155303 | 2026-04-05T21:10:42.337000 | train |
909,832 | COST | COSTCO WHOLESALE CORP /NEW | 0001193125-10-059399 | 5,331 | 2,010 | Q2 | 2010-03-17 | 2010-01-31 | 23,366,000,000 | 11,501,000,000 | 4,134,000,000 | 585,000,000 | 951,000,000 | 5,365,000,000 | 11,105,000,000 | null | null | 12,623,000,000 | 9,865,000,000 | 5,598,000,000 | 2,134,000,000 | 2,134,000,000 | 10,651,000,000 | 6,495,000,000 | 18,742,000,000 | 16,396,000,000 | null | 470,000,000 | 299,000,000 | 0.68 | 0.67 | 26,000,000 | 169,000,000 | null | null | 1,873,000,000 | null | null | null | 440,379,000 | null | 2010q1 | 2026-04-05T21:09:16.861000 | 24.185985 | null | 0.025077 | 0.015953 | 0.028072 | 0.012796 | 0.200357 | 1.165839 | 1 | 0 | null | 0 | null | null | null | null | null | null | 2.372405 | grey | false | 0 | 19.236569 | -2.547805 | 24.185985 | 3.714982 | null | null | null | null | null | 2026-04-05T21:10:37.174000 | false | false | false | true | 0.095501 | 0.087504 | 0.16388 | 0.113809 | null | null | 0.030044 | 0.003474 | true | true | true | true | 0.165652 | 0.148437 | 0.317726 | 0.22543 | null | null | true | 0.526946 | 0.514151 | 0.464953 | 0.600998 | null | null | 0.12 | 0.409894 | 0.540625 | 0.532374 | 0.478571 | 0.603581 | null | null | 2026-04-05T21:10:42.337000 | train |
1,059,324 | null | PETROHAWK ENERGY CORP | 0001193125-10-036866 | 1,311 | 2,009 | FY | 2010-02-23 | 2009-12-31 | 6,662,071,000 | 385,650,000 | 1,511,000 | 0 | 239,264,000 | null | 497,266,000 | 932,802,000 | 100,395,000 | null | 698,832,000 | 633,171,000 | 2,592,544,000 | 2,592,544,000 | 3,323,672,000 | -1,276,293,000 | 1,083,583,000 | null | null | -1,811,248,000 | -1,025,451,000 | -3.66 | -3.66 | 229,419,000 | -754,968,000 | null | null | 113,232,000 | 679,127,000 | null | null | 301,194,695 | null | 2010q1 | 2026-04-05T21:09:16.861000 | 11.034962 | null | -1.671536 | -0.946352 | -0.30853 | -0.153924 | 0.780024 | 0.551849 | 0 | 1 | null | 1 | null | null | null | null | null | null | null | null | null | 1 | null | null | 7.604633 | -1.039799 | null | -0.662272 | -0.255863 | null | null | 2026-04-05T21:10:37.174000 | false | false | false | true | null | null | null | null | null | null | null | null | null | null | null | false | 4,212,224.669174 | 0.398506 | 1.169826 | 0.937454 | 0.582211 | null | true | null | null | null | null | null | null | null | null | 1 | 0.805755 | 0.742857 | 0.961637 | 0.75 | null | 2026-04-05T21:10:42.337000 | train |
4,962 | AXP | AMERICAN EXPRESS CO | 0001193125-10-041232 | 6,199 | 2,009 | FY | 2010-02-26 | 2009-12-31 | 124,088,000,000 | null | 15,542,000,000 | null | null | null | 2,782,000,000 | null | null | 109,682,000,000 | null | null | 52,338,000,000 | 52,338,000,000 | 14,406,000,000 | 3,737,000,000 | 5,331,000,000 | null | null | 2,841,000,000 | 2,130,000,000 | 1.54 | 1.54 | 2,207,000,000 | 704,000,000 | null | null | null | 6,384,000,000 | 772,000,000 | 924,000,000 | 1,192,000,000 | 5,612,000,000 | 2010q1 | 2026-04-05T21:09:16.861000 | 12.08557 | null | 0.532921 | 0.39955 | 0.147855 | 0.017165 | 3.63307 | null | 1 | 1 | null | 1 | null | null | null | null | null | null | null | null | null | 1 | 20.463749 | null | 12.08557 | null | null | 2.997183 | -0.034282 | 1.052711 | 1.515372 | 2026-04-05T21:10:37.174000 | true | false | false | true | 0.121908 | 0.126614 | 0.904695 | 0.367848 | 0.454887 | 0.496971 | 0.249969 | null | true | false | true | true | 0.335977 | 0.304595 | 1.316901 | 0.305759 | 0.640821 | 0.654669 | true | 0.643713 | 0.641509 | 0.759346 | 0.912718 | 0.815864 | 0.775168 | 0.865882 | null | 0.784375 | 0.738609 | 0.778571 | 0.680307 | 0.775 | 0.757576 | 2026-04-05T21:10:42.337000 | train |
40,987 | GPC | GENUINE PARTS CO | 0000950123-10-017728 | 5,013 | 2,009 | FY | 2010-02-26 | 2009-12-31 | 5,004,689,000 | 4,032,828,000 | 336,803,000 | null | null | 2,214,076,000 | 485,024,000 | null | null | null | 1,408,284,000 | 1,094,347,000 | 500,000,000 | 500,000,000 | 2,621,330,000 | 2,772,309,000 | 10,057,512,000 | 7,047,750,000 | 3,009,762,000 | null | 399,575,000 | 2.51 | 2.5 | 27,885,000 | null | -90,411,000 | null | 2,219,935,000 | 845,298,000 | 69,445,000 | 253,558,000 | 158,917,846 | 775,853,000 | 2010q1 | 2026-04-05T21:09:16.861000 | 16.494875 | 0.299255 | null | 0.039729 | 0.152432 | 0.07984 | 0.190743 | 2.863647 | 1 | 1 | null | 1 | null | null | null | null | null | null | null | null | null | 1 | 30.521272 | null | 16.494875 | 16.515099 | null | 2.115493 | -0.089061 | 0.077142 | 0.079385 | 2026-04-05T21:10:37.174000 | false | false | false | true | 0.074467 | 0.065802 | 0.190042 | 0.11435 | -0.197132 | -0.235314 | 0.170201 | null | true | false | true | true | 0.084048 | 0.061764 | 0.414293 | 0.238763 | -0.260702 | -0.327891 | true | 0.458084 | 0.431604 | 0.5 | 0.603491 | 0.23796 | 0.342282 | 0.710588 | null | 0.396875 | 0.371703 | 0.55 | 0.621483 | 0.16875 | 0.306818 | 2026-04-05T21:10:42.337000 | train |
90,185 | null | SIGMA ALDRICH CORP | 0001193125-10-027258 | 5,160 | 2,009 | FY | 2010-02-10 | 2009-12-31 | 2,713,800,000 | 1,383,500,000 | 372,500,000 | null | 285,200,000 | 609,000,000 | 708,900,000 | 400,700,000 | 129,300,000 | 1,027,800,000 | 741,900,000 | 112,400,000 | null | null | 1,686,000,000 | 3,230,400,000 | 2,147,600,000 | 1,057,700,000 | 1,089,900,000 | 499,600,000 | 346,700,000 | 2.84 | 2.8 | 10,000,000 | 142,900,000 | 92,400,000 | 63,000,000 | 518,100,000 | 515,700,000 | 119,900,000 | 70,700,000 | 121,700,000 | 395,800,000 | 2010q1 | 2026-04-05T21:09:16.861000 | 13.853739 | 0.507497 | 0.232632 | 0.161436 | 0.205635 | 0.127754 | null | 1.864807 | 1 | 1 | null | 1 | null | null | null | null | null | null | 3.228483 | safe | false | 1 | 29.753217 | 2.922761 | 9.498767 | 5.27198 | null | 1.487453 | -0.062274 | 0.184299 | 0.336622 | 2026-04-05T21:10:37.174000 | false | false | false | true | 0.169123 | 0.172005 | 0.107586 | 0.057459 | 0.014156 | 0.071248 | 0.194332 | 0.009993 | false | true | true | true | 0.311816 | 0.30427 | 0.318142 | 0.166418 | -0.04014 | -0.012127 | true | 0.745509 | 0.716981 | 0.408879 | 0.408978 | 0.444759 | 0.59396 | 0.785882 | 0.5053 | 0.765625 | 0.736211 | 0.480952 | 0.503836 | 0.315625 | 0.530303 | 2026-04-05T21:10:42.337000 | train |
1,021,860 | NOV | NATIONAL OILWELL VARCO INC | 0000950123-10-017647 | 3,533 | 2,009 | FY | 2010-02-26 | 2009-12-31 | 21,532,000,000 | 9,598,000,000 | 2,622,000,000 | null | 2,187,000,000 | 3,490,000,000 | 1,836,000,000 | 5,489,000,000 | null | 7,304,000,000 | 4,174,000,000 | 584,000,000 | 876,000,000 | 876,000,000 | 14,113,000,000 | 5,805,000,000 | 12,712,000,000 | 8,928,000,000 | 3,784,000,000 | 2,315,000,000 | 1,469,000,000 | 3.53 | 3.52 | 53,000,000 | 735,000,000 | 490,000,000 | null | 1,322,000,000 | 2,095,000,000 | 250,000,000 | 460,000,000 | 418,451,731 | 1,845,000,000 | 2010q1 | 2026-04-05T21:09:16.861000 | 33.72671 | 0.297671 | 0.182111 | 0.11556 | 0.104088 | 0.068224 | 0.06207 | 2.299473 | 1 | 1 | null | 1 | null | null | null | null | null | null | 2.135376 | grey | false | 1 | 51.756583 | 5.482114 | 20.609307 | 12.962068 | null | 1.42614 | -0.029073 | 0.145138 | -0.021963 | 2026-04-05T21:10:37.174000 | false | false | false | true | 0.108723 | 0.115851 | 0.134786 | -0.043738 | -0.263962 | -0.289973 | 0.105855 | 0.019188 | true | true | true | true | 0.232376 | 0.248423 | 0.357386 | 0.153084 | 0.022912 | -0.100271 | true | 0.592814 | 0.610849 | 0.439252 | 0.119701 | 0.192635 | 0.315436 | 0.505882 | 0.60424 | 0.65625 | 0.685851 | 0.52381 | 0.473146 | 0.390625 | 0.44697 | 2026-04-05T21:10:42.337000 | train |
1,166,691 | CCZ | COMCAST CORP | 0001193125-10-037551 | 4,841 | 2,009 | FY | 2010-02-23 | 2009-12-31 | 112,733,000,000 | 3,223,000,000 | 671,000,000 | 50,000,000 | 1,711,000,000 | null | 23,855,000,000 | 14,933,000,000 | 4,105,000,000 | null | 7,249,000,000 | 3,094,000,000 | null | null | 42,721,000,000 | 10,005,000,000 | 35,756,000,000 | null | null | 7,214,000,000 | 3,638,000,000 | 1.27 | 1.26 | 2,348,000,000 | 1,478,000,000 | 5,483,000,000 | null | 7,646,000,000 | 10,281,000,000 | 5,117,000,000 | 761,000,000 | null | 5,164,000,000 | 2010q1 | 2026-04-05T21:09:16.861000 | null | null | 0.201756 | 0.101745 | 0.085157 | 0.032271 | null | 0.444613 | 1 | 1 | null | 1 | null | null | null | null | null | null | null | null | null | 1 | null | null | null | null | null | 2.826003 | -0.058927 | 0.144423 | 0.092909 | 2026-04-05T21:10:37.174000 | false | false | false | true | null | 0.038225 | -0.000825 | 0.060997 | 0.087346 | 0.204105 | 0.081954 | 0.008592 | false | false | true | true | null | 0.106575 | 0.143485 | 0.561752 | 0.395292 | 0.750194 | true | null | 0.320755 | 0.287383 | 0.426434 | 0.563739 | 0.687919 | 0.383529 | 0.469965 | null | 0.450839 | 0.359524 | 0.872123 | 0.671875 | 0.768939 | 2026-04-05T21:10:42.337000 | train |
39,911 | GAP | GAP INC | 0001193125-10-068386 | 5,651 | 2,009 | FY | 2010-03-26 | 2010-01-31 | 7,985,000,000 | 4,664,000,000 | 2,348,000,000 | 225,000,000 | null | null | 2,628,000,000 | null | null | null | 2,131,000,000 | 1,027,000,000 | null | null | 4,891,000,000 | 10,815,000,000 | 14,197,000,000 | 8,473,000,000 | 5,724,000,000 | 1,815,000,000 | 1,102,000,000 | 1.59 | 1.58 | 6,000,000 | 714,000,000 | 655,000,000 | null | null | 1,928,000,000 | 334,000,000 | 234,000,000 | 676,000,000 | 1,594,000,000 | 2010q1 | 2026-04-05T21:09:16.861000 | 7.235207 | 0.403184 | 0.127844 | 0.077622 | 0.225312 | 0.138009 | null | 2.188644 | 1 | 1 | null | 1 | null | null | null | null | null | null | null | null | null | 1 | 16.088491 | null | 7.235207 | 3.747041 | null | 1.749546 | -0.103444 | 0.112277 | 0.184398 | 2026-04-05T21:10:37.174000 | false | false | false | true | -0.040971 | -0.165815 | 0.092559 | 0.032894 | -0.095436 | -0.255332 | 0.295098 | 0.006362 | true | true | false | true | -0.214893 | -0.436721 | -0.244102 | 0.024794 | -0.29305 | -0.488708 | true | 0.179641 | 0.054245 | 0.390187 | 0.32419 | 0.339943 | 0.332215 | 0.896471 | 0.44523 | 0.14375 | 0.052758 | 0.161905 | 0.217391 | 0.153125 | 0.234848 | 2026-04-05T21:10:42.337000 | train |
1,800 | ABT | ABBOTT LABORATORIES | 0001047469-10-001018 | 2,834 | 2,009 | FY | 2010-02-19 | 2009-12-31 | 52,416,623,000 | 23,313,891,000 | 8,809,339,000 | 1,122,709,000 | 6,541,941,000 | 3,264,877,000 | 7,619,489,000 | 13,200,174,000 | 6,291,989,000 | null | 13,049,489,000 | null | 11,266,294,000 | 11,266,294,000 | 22,855,627,000 | 17,054,027,000 | 30,764,707,000 | 13,209,329,000 | null | 6,235,741,000 | 5,745,838,000 | 3.71 | 3.69 | 519,656,000 | 1,447,936,000 | 1,210,977,000 | null | 8,405,904,000 | null | 1,089,048,000 | 2,414,460,000 | 1,546,983,000 | null | 2010q1 | 2026-04-05T21:09:16.861000 | 14.774323 | null | 0.202691 | 0.186767 | 0.251397 | 0.109619 | 0.492933 | 1.786575 | 1 | 0 | null | 0 | null | null | null | null | null | null | null | null | null | 0 | 35.118181 | null | 2.174209 | 6.63511 | null | null | null | null | null | 2026-04-05T21:10:37.174000 | false | false | false | true | -0.020085 | -0.020454 | -0.194866 | 0.143086 | null | null | 0.206635 | -0.029585 | false | false | false | true | 0.061996 | 0.069314 | -0.177065 | 0.262852 | null | null | true | 0.197605 | 0.150943 | 0.158879 | 0.65586 | null | null | 0.811765 | 0.137809 | 0.353125 | 0.383693 | 0.190476 | 0.644501 | null | null | 2026-04-05T21:10:42.337000 | train |
1,122,304 | null | AETNA INC /PA/ | 0001122304-10-000024 | 6,324 | 2,009 | FY | 2010-02-26 | 2009-12-31 | 38,550,400,000 | 6,826,900,000 | 1,203,600,000 | 2,922,700,000 | null | null | 551,000,000 | 5,146,200,000 | 590,700,000 | 29,046,600,000 | 8,464,200,000 | null | 3,639,500,000 | 3,639,500,000 | 9,503,800,000 | 10,256,700,000 | 34,764,100,000 | null | null | null | 1,276,500,000 | 2.89 | 2.84 | 243,400,000 | 624,700,000 | null | null | 5,131,100,000 | 2,488,300,000 | 362,000,000 | 17,300,000 | null | 2,126,300,000 | 2010q1 | 2026-04-05T21:09:16.861000 | null | null | null | 0.036719 | 0.134315 | 0.033112 | 0.382952 | 0.806562 | 1 | 1 | null | 1 | null | null | null | null | null | null | null | null | null | 1 | null | null | null | null | null | 1.949315 | -0.031434 | 0.061164 | -0.200675 | 2026-04-05T21:10:37.174000 | true | false | false | true | null | 0.040721 | 0.384097 | -0.014903 | -0.432504 | -0.471664 | 0.178631 | null | true | true | true | true | null | 0.064858 | 0.555582 | -0.028314 | 0.007837 | 0.004468 | true | null | 0.332547 | 0.60514 | 0.154613 | 0.096317 | 0.208054 | 0.738824 | null | null | 0.376499 | 0.597619 | 0.14578 | 0.375 | 0.541667 | 2026-04-05T21:10:42.337000 | train |
1,050,915 | PWR | QUANTA SERVICES INC | 0000950123-10-019204 | 1,731 | 2,009 | FY | 2010-03-01 | 2009-12-31 | 4,116,954,000 | 1,582,792,000 | 699,629,000 | null | 688,260,000 | 33,451,000 | 854,437,000 | 1,449,558,000 | 184,822,000 | 1,006,393,000 | 495,688,000 | 422,034,000 | null | null | 3,109,183,000 | 75,836,000 | 3,318,126,000 | null | 593,488,000 | 242,122,000 | 163,535,000 | 0.81 | 0.81 | 11,269,000 | 70,195,000 | 86,862,000 | null | 312,414,000 | 376,898,000 | 164,980,000 | null | 209,378,308 | 211,918,000 | 2010q1 | 2026-04-05T21:09:16.861000 | 14.849595 | 0.178862 | 0.07297 | 0.049285 | 0.052597 | 0.039722 | null | 3.193121 | 1 | 1 | null | 1 | null | null | null | null | null | null | 2.491743 | grey | false | 1 | 16.450953 | 2.752907 | 7.043724 | 5.192056 | null | 2.304693 | -0.051825 | 0.063867 | 0.04203 | 2026-04-05T21:10:37.174000 | false | false | false | true | 0.073434 | 0.082456 | -0.048785 | 0.184771 | -0.362538 | -0.572453 | 0.04622 | -0.007803 | false | false | true | true | 0.10448 | 0.08773 | -0.116911 | 0.393506 | -0.421515 | -0.782817 | true | 0.45509 | 0.488208 | 0.228972 | 0.733167 | 0.124646 | 0.184564 | 0.2 | 0.240283 | 0.434375 | 0.417266 | 0.214286 | 0.774936 | 0.1125 | 0.143939 | 2026-04-05T21:10:42.337000 | train |
56,873 | KR | KROGER CO | 0001104659-10-017258 | 5,411 | 2,009 | FY | 2010-03-30 | 2010-01-31 | 23,093,000,000 | 7,450,000,000 | 424,000,000 | null | 909,000,000 | null | 13,929,000,000 | 1,158,000,000 | null | 18,187,000,000 | 7,714,000,000 | null | null | null | 4,832,000,000 | 7,344,000,000 | 76,733,000,000 | 58,958,000,000 | null | 1,091,000,000 | 70,000,000 | 0.11 | 0.11 | 502,000,000 | 532,000,000 | 1,525,000,000 | null | null | 2,922,000,000 | 2,297,000,000 | 238,000,000 | 647,000,000 | 625,000,000 | 2010q1 | 2026-04-05T21:09:16.861000 | 7.468315 | null | 0.014218 | 0.000912 | 0.014487 | 0.003031 | null | 0.965777 | 1 | 1 | null | 1 | null | null | null | null | null | null | 3.837424 | safe | false | 1 | 4.299312 | -16.595054 | 5.678516 | -0.408037 | null | 41.742857 | -0.123501 | 0.008145 | 1.68607 | 2026-04-05T21:10:37.174000 | false | false | false | true | 0.116739 | 0.096026 | 14.942857 | 0.071104 | 0.151951 | 1.3152 | 0.210725 | 0.01233 | true | true | true | true | -0.096522 | -0.176118 | 7.514286 | 0.177772 | null | null | true | 0.622754 | 0.561321 | 0.992991 | 0.466334 | 0.654391 | 0.872483 | 0.821176 | 0.537102 | 0.20625 | 0.103118 | 0.961905 | 0.529412 | null | null | 2026-04-05T21:10:42.337000 | train |
884,905 | null | PRAXAIR INC | 0001193125-10-038766 | 2,810 | 2,009 | FY | 2010-02-24 | 2009-12-31 | 14,317,000,000 | 2,223,000,000 | 45,000,000 | null | 1,579,000,000 | 377,000,000 | 8,990,000,000 | 2,070,000,000 | 142,000,000 | 8,669,000,000 | 1,813,000,000 | 730,000,000 | null | null | 5,315,000,000 | 6,831,000,000 | 8,956,000,000 | null | null | 1,575,000,000 | 1,254,000,000 | 4.08 | 4.01 | null | 169,000,000 | 846,000,000 | 74,000,000 | 1,088,000,000 | 2,168,000,000 | 1,352,000,000 | 491,000,000 | 307,676,000 | 816,000,000 | 2010q1 | 2026-04-05T21:09:16.861000 | 17.274666 | null | 0.17586 | 0.140018 | 0.235936 | 0.087588 | null | 1.226145 | 1 | 1 | null | 1 | null | null | null | null | null | null | 1.648259 | grey | false | 1 | 39.822284 | -20.95061 | 10.085285 | 1.332571 | null | 1.728868 | -0.06384 | 0.091112 | -0.058419 | 2026-04-05T21:10:37.174000 | false | false | false | true | 0.093143 | 0.089746 | -0.047049 | 0.129522 | -0.12131 | -0.366422 | 0.206319 | 0.029953 | false | false | true | true | 0.051131 | 0.032549 | 0.333333 | 0.256364 | 0.13238 | -0.193627 | true | 0.520958 | 0.53066 | 0.233645 | 0.620948 | 0.303116 | 0.248322 | 0.809412 | 0.674912 | 0.328125 | 0.321343 | 0.495238 | 0.636829 | 0.48125 | 0.397727 | 2026-04-05T21:10:42.337000 | train |
1,126,294 | null | RRI ENERGY INC | 0000950123-10-016821 | 4,911 | 2,009 | FY | 2010-02-25 | 2009-12-31 | 7,460,694,000 | 1,977,650,000 | 943,440,000 | null | 152,569,000 | 331,584,000 | 4,602,313,000 | null | 305,913,000 | null | 929,963,000 | null | null | null | null | -1,972,389,000 | 1,824,839,000 | 1,129,249,000 | null | -413,457,000 | 402,812,000 | 1.15 | 1.15 | 186,296,000 | -125,349,000 | 269,191,000 | null | 100,745,000 | 193,529,000 | 189,511,000 | null | null | 4,018,000 | 2010q1 | 2026-04-05T21:09:16.861000 | null | null | -0.226572 | 0.220738 | null | 0.053991 | null | 2.12659 | 1 | 1 | null | 0 | null | null | null | null | null | null | null | null | null | 1 | null | null | null | null | null | 0.480445 | 0.028051 | 0.002202 | -0.615112 | 2026-04-05T21:10:37.174000 | false | false | false | true | null | null | -1.124127 | 0.243945 | 0.059273 | -25.639124 | -0.008881 | 0.08384 | false | false | false | true | null | null | -0.751745 | null | 0.369304 | -47.042807 | true | null | null | 0.035047 | 0.830424 | 0.529745 | 0.006711 | 0.063529 | 0.876325 | null | null | 0.090476 | null | 0.659375 | 0.011364 | 2026-04-05T21:10:42.337000 | train |
920,148 | LH | LABORATORY CORP OF AMERICA HOLDINGS | 0000920148-10-000021 | 8,071 | 2,009 | FY | 2010-02-24 | 2009-12-31 | 4,837,800,000 | 935,600,000 | 148,500,000 | null | 574,200,000 | 90,000,000 | 500,800,000 | 1,897,100,000 | 1,342,200,000 | 2,731,700,000 | 1,018,400,000 | 183,100,000 | 977,200,000 | 977,200,000 | 2,106,100,000 | 2,927,900,000 | 4,694,700,000 | 2,723,800,000 | 1,970,900,000 | 935,900,000 | 543,300,000 | 5.06 | 4.98 | -62,900,000 | 329,000,000 | 195,100,000 | null | 958,900,000 | 862,400,000 | 114,700,000 | null | 105,300,000 | 747,700,000 | 2010q1 | 2026-04-05T21:09:16.861000 | 20.00095 | 0.419814 | 0.199352 | 0.115726 | 0.257965 | 0.112303 | 0.463986 | 0.918696 | 1 | 1 | null | 1 | null | null | null | null | null | null | 2.312461 | grey | false | 1 | 47.719054 | -17.05698 | -10.761633 | -0.786325 | null | 1.587337 | -0.06596 | 0.159265 | 0.151669 | 2026-04-05T21:10:37.174000 | false | false | false | true | 0.204191 | 0.171027 | 0.027425 | 0.065862 | 0.024583 | 0.013107 | 0.226331 | -0.003745 | false | false | true | true | 0.279847 | 0.18869 | -0.043438 | 0.180544 | -0.007885 | -0.050555 | true | 0.790419 | 0.714623 | 0.315421 | 0.441397 | 0.467422 | 0.54698 | 0.837647 | 0.300353 | 0.721875 | 0.594724 | 0.245238 | 0.531969 | 0.353125 | 0.484848 | 2026-04-05T21:10:42.337000 | train |
816,284 | null | CELGENE CORP /DE/ | 0000950123-10-014092 | 2,834 | 2,009 | FY | 2010-02-18 | 2009-12-31 | 5,389,311,000 | 3,844,804,000 | 1,102,172,000 | 1,894,580,000 | 438,617,000 | 100,683,000 | 297,792,000 | 578,116,000 | 349,542,000 | 994,705,000 | 494,705,000 | 36,629,000 | null | null | 4,394,606,000 | -632,246,000 | 2,689,893,000 | 216,289,000 | null | 841,526,000 | 776,747,000 | 1.69 | 1.66 | 1,966,000 | 198,956,000 | 41,682,000 | null | 753,827,000 | 909,855,000 | 93,384,000 | null | 459,304,000 | 816,471,000 | 2010q1 | 2026-04-05T21:09:16.861000 | 9.567968 | null | 0.312847 | 0.288765 | 0.17675 | 0.144127 | null | 7.771913 | 1 | 1 | null | 1 | null | null | null | null | null | null | 3.263651 | safe | false | 1 | 19.074118 | 6.205256 | 7.548264 | 7.29386 | null | 1.171366 | -0.024699 | 0.303533 | 0.362414 | 2026-04-05T21:10:37.174000 | false | false | false | true | 0.332819 | 0.361663 | 0.133589 | 0.347914 | 0.29862 | 0.326347 | 0.147145 | -0.039901 | false | false | true | true | 0.265329 | 0.25443 | 0.69612 | 0.800098 | null | null | true | 0.901198 | 0.900943 | 0.434579 | 0.902743 | 0.759207 | 0.724832 | 0.647059 | 0.095406 | 0.7 | 0.690647 | 0.640476 | 0.941176 | null | null | 2026-04-05T21:10:42.337000 | train |
712,515 | EA | ELECTRONIC ARTS INC. | 0001193125-10-025856 | 7,372 | 2,009 | Q3 | 2010-02-09 | 2009-12-31 | 4,939,000,000 | 2,782,000,000 | 1,114,000,000 | 352,000,000 | 495,000,000 | 144,000,000 | 550,000,000 | 1,097,000,000 | 215,000,000 | 2,340,000,000 | 1,871,000,000 | 186,000,000 | null | null | 2,599,000,000 | 93,000,000 | 1,243,000,000 | 654,000,000 | 589,000,000 | -107,000,000 | -82,000,000 | null | null | null | -28,000,000 | null | null | 84,000,000 | null | null | null | 327,000,000 | null | 2010q1 | 2026-04-05T21:09:16.861000 | 7.948012 | 0.473854 | -0.086082 | -0.065969 | -0.031551 | -0.016603 | null | 1.486905 | 0 | 0 | null | 0 | null | null | null | null | null | null | 0.859828 | distress | true | 0 | null | 1.351682 | 3.93578 | 2.785933 | null | null | null | null | null | 2026-04-05T21:10:37.174000 | false | false | false | true | -0.111743 | -0.092728 | -2.926829 | -0.152856 | null | null | -0.136556 | -0.201667 | false | false | false | true | -0.144213 | -0.128511 | -1.5 | -0.14642 | null | null | true | 0.137725 | 0.082547 | 0.014019 | 0.032419 | null | null | 0.032941 | 0.010601 | 0.175 | 0.129496 | 0.040476 | 0.063939 | null | null | 2026-04-05T21:10:42.337000 | train |
67,716 | MDU | MDU RESOURCES GROUP INC | 0000067716-10-000030 | 1,400 | 2,009 | FY | 2010-02-17 | 2009-12-31 | 5,990,952,000 | 1,061,658,000 | 175,114,000 | 2,833,000 | 531,980,000 | 249,804,000 | 3,894,117,000 | 629,463,000 | 28,977,000 | null | 667,185,000 | null | null | null | 2,571,647,000 | 1,377,039,000 | 4,176,501,000 | null | null | -153,097,000 | -123,274,000 | null | null | 84,099,000 | -96,092,000 | 330,542,000 | null | null | 846,686,000 | null | 115,023,000 | 185,175 | null | 2010q1 | 2026-04-05T21:09:16.861000 | 13,887.657621 | null | -0.036657 | -0.029516 | -0.047936 | -0.020577 | null | 1.59125 | 0 | 1 | null | 1 | null | null | null | null | null | null | null | null | null | 1 | null | null | 10,331.886054 | 2,130.271365 | null | -6.868326 | -0.161904 | null | null | 2026-04-05T21:10:37.174000 | false | false | false | true | 0.030626 | 0.047112 | 2.952228 | -0.063883 | -0.34848 | null | 0.089371 | 0.14171 | true | true | true | true | -0.998941 | 0.079295 | 2.728069 | -0.030171 | -0.259881 | null | true | 0.314371 | 0.356132 | 0.939252 | 0.0798 | 0.127479 | null | 0.425882 | 0.932862 | 0.040625 | 0.402878 | 0.897619 | 0.138107 | 0.171875 | null | 2026-04-05T21:10:42.337000 | train |
62,996 | MAS | MASCO CORP /DE/ | 0000950123-10-013437 | 2,430 | 2,009 | FY | 2010-02-16 | 2009-12-31 | 9,175,000,000 | 3,451,000,000 | 1,413,000,000 | null | 983,000,000 | 743,000,000 | 1,981,000,000 | 3,108,000,000 | 290,000,000 | 6,358,000,000 | 1,781,000,000 | 578,000,000 | 3,604,000,000 | 3,604,000,000 | 2,629,000,000 | 1,871,000,000 | 7,792,000,000 | 5,774,000,000 | 2,018,000,000 | 55,000,000 | -183,000,000 | -0.53 | -0.53 | 225,000,000 | -49,000,000 | null | null | 1,701,000,000 | 705,000,000 | 125,000,000 | 166,000,000 | 350,400,000 | 580,000,000 | 2010q1 | 2026-04-05T21:09:16.861000 | 7.502854 | 0.258984 | 0.007059 | -0.023486 | -0.069608 | -0.019946 | 1.370863 | 1.937675 | 0 | 1 | null | 1 | null | null | null | null | null | null | 1.322092 | grey | false | 1 | null | -8.296233 | -2.194635 | 4.765982 | null | -3.852459 | -0.096785 | 0.074435 | -0.208734 | 2026-04-05T21:10:37.174000 | false | false | false | true | -0.470846 | -0.473564 | -4.650273 | -0.025667 | -0.340426 | -0.434483 | -0.74711 | -0.072786 | false | false | false | true | -0.798103 | -0.799544 | -2.131148 | -0.041709 | -0.660993 | -0.848276 | true | 0.062874 | 0.016509 | 0.009346 | 0.139651 | 0.133144 | 0.214765 | 0.016471 | 0.063604 | 0.059375 | 0.026379 | 0.028571 | 0.130435 | 0.05 | 0.121212 | 2026-04-05T21:10:42.337000 | train |
47,217 | HPQ | HEWLETT PACKARD CO | 0001047469-10-002073 | 3,570 | 2,010 | Q1 | 2010-03-11 | 2010-01-31 | 113,618,000,000 | 51,697,000,000 | 13,547,000,000 | 60,000,000 | 14,503,000,000 | 6,630,000,000 | 11,164,000,000 | 33,068,000,000 | 6,266,000,000 | null | 40,873,000,000 | 13,557,000,000 | null | null | 41,628,000,000 | 30,391,000,000 | 31,177,000,000 | 16,347,000,000 | null | 3,003,000,000 | 2,250,000,000 | 0.95 | 0.93 | null | 554,000,000 | 1,162,000,000 | 681,000,000 | 2,932,000,000 | 2,407,000,000 | 821,000,000 | 189,000,000 | 2,349,000,000 | 1,586,000,000 | 2010q1 | 2026-04-05T21:09:16.861000 | 17.721584 | null | 0.096321 | 0.072169 | 0.05405 | 0.019803 | null | 1.26482 | 1 | 1 | null | 1 | null | null | null | null | null | null | null | null | null | 1 | 19.462755 | null | 0.976586 | 4.607918 | null | 1.069778 | -0.001382 | 0.050871 | -0.383159 | 2026-04-05T21:10:37.174000 | false | false | false | true | 0.069543 | -0.010137 | 0.157778 | 0.036084 | 0.275447 | 0.351828 | 0.063219 | 0.00875 | true | true | false | true | 0.117213 | -0.059239 | -0.347556 | -0.036597 | null | null | true | 0.443114 | 0.179245 | 0.46028 | 0.351621 | 0.745042 | 0.734899 | 0.298824 | 0.473498 | 0.46875 | 0.191847 | 0.135714 | 0.132992 | null | null | 2026-04-05T21:10:42.337000 | train |
1,335,793 | null | CNX GAS CORP | 0001193125-10-025517 | 1,311 | 2,009 | FY | 2010-02-09 | 2009-12-31 | 2,171,382,000 | 148,614,000 | 1,124,000 | null | 43,421,000 | null | 1,976,550,000 | null | null | 664,482,000 | 217,244,000 | 53,516,000 | 10,062,000 | 10,062,000 | 1,511,270,000 | 633,417,000 | 683,444,000 | null | null | 262,061,000 | 164,462,000 | 1.09 | 1.09 | 7,568,000 | 98,636,000 | 107,251,000 | null | 66,655,000 | 360,163,000 | 336,447,000 | null | 150,986,918 | 23,716,000 | 2010q1 | 2026-04-05T21:09:16.861000 | 10.009278 | null | 0.383442 | 0.240637 | 0.108824 | 0.075741 | 0.006658 | 0.684088 | 1 | 1 | null | 1 | null | null | null | null | null | null | 1.881061 | grey | false | 1 | 15.667723 | -3.41664 | 10.009278 | -0.454543 | null | 2.189947 | -0.090127 | 0.034701 | 0.012306 | 2026-04-05T21:10:37.174000 | false | false | false | true | null | null | null | null | null | null | null | null | null | null | null | false | null | null | null | null | null | null | false | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 2026-04-05T21:10:42.337000 | train |
68,505 | MSI | MOTOROLA INC | 0001047469-10-000905 | 3,663 | 2,009 | FY | 2010-02-16 | 2009-12-31 | 25,603,000,000 | 16,032,000,000 | 2,869,000,000 | 2,000,000 | 3,495,000,000 | 1,308,000,000 | 2,154,000,000 | 2,823,000,000 | null | null | 8,261,000,000 | 2,429,000,000 | 3,365,000,000 | 3,365,000,000 | 9,775,000,000 | 3,827,000,000 | 22,044,000,000 | 14,987,000,000 | 7,057,000,000 | -148,000,000 | -51,000,000 | -0.02 | -0.02 | null | -77,000,000 | 751,000,000 | 3,183,000,000 | 3,381,000,000 | 629,000,000 | 275,000,000 | 114,000,000 | 2,312,100,000 | 354,000,000 | 2010q1 | 2026-04-05T21:09:16.861000 | 4.227758 | 0.320132 | -0.006714 | -0.002314 | -0.005217 | -0.001992 | 0.344246 | 1.940685 | 0 | 1 | null | 1 | null | null | null | null | null | null | null | null | null | 1 | null | null | 3.00679 | 3.361014 | null | -12.333333 | -0.026559 | 0.016059 | -0.8942 | 2026-04-05T21:10:37.174000 | false | false | false | true | 6.655815 | 0.113555 | 13.411765 | -0.125295 | 1.438792 | 2.387006 | 0.058153 | 0.047633 | true | true | true | true | 2.8685 | -0.466598 | 23.705882 | -0.627881 | 0.348172 | 0.870056 | true | 0.991018 | 0.596698 | 0.990654 | 0.034913 | 0.963173 | 0.912752 | 0.270588 | 0.763251 | 0.96875 | 0.047962 | 0.997619 | 0.012788 | 0.6375 | 0.818182 | 2026-04-05T21:10:42.337000 | train |
909,281 | null | ONEOK PARTNERS LP | 0000909281-10-000028 | 4,922 | 2,009 | FY | 2010-02-23 | 2009-12-31 | 7,953,259,000 | 1,102,093,000 | 3,151,000 | null | 624,635,000 | 217,585,000 | 5,381,412,000 | null | null | null | 2,047,314,000 | 694,290,000 | 2,822,086,000 | 2,822,086,000 | 3,004,458,000 | null | 6,474,491,000 | 5,355,194,000 | 1,119,297,000 | 546,602,000 | 434,356,000 | null | null | 206,016,000 | 12,963,000 | 164,136,000 | null | null | 562,439,000 | 615,691,000 | null | null | -53,252,000 | 2010q1 | 2026-04-05T21:09:16.861000 | null | 0.172878 | 0.084424 | 0.067087 | 0.144571 | 0.054614 | 0.9393 | 0.538312 | 1 | 1 | null | 1 | null | null | null | null | null | null | null | null | null | 1 | null | null | null | null | null | 1.29488 | -0.016104 | -0.008225 | -0.409745 | 2026-04-05T21:10:37.174000 | false | false | false | true | null | 0.088987 | 0.088282 | 0.340013 | -0.119542 | 3.675768 | 0.144477 | -0.016846 | true | false | true | true | null | 0.145431 | 0.911609 | 0.748803 | 1.008636 | 2.246 | true | null | 0.528302 | 0.38785 | 0.897756 | 0.305949 | 0.936242 | 0.64 | 0.173145 | null | 0.52518 | 0.695238 | 0.925831 | 0.875 | 0.916667 | 2026-04-05T21:10:42.337000 | train |
1,274,494 | FSLR | FIRST SOLAR, INC. | 0001274494-10-000007 | 3,674 | 2,009 | FY | 2010-02-22 | 2009-12-31 | 3,349,512,000 | 1,351,271,000 | 664,499,000 | 120,236,000 | 226,826,000 | 152,821,000 | 988,782,000 | 286,515,000 | null | 696,725,000 | 394,927,000 | 75,744,000 | null | null | 2,652,787,000 | 1,001,363,000 | 2,066,200,000 | 1,021,618,000 | 1,044,582,000 | 679,615,000 | 640,138,000 | 7.67 | 7.53 | 5,258,000 | 46,176,000 | null | 78,161,000 | 272,898,000 | 675,193,000 | 279,941,000 | null | 85,208,199 | 395,252,000 | 2010q1 | 2026-04-05T21:09:16.861000 | 31.133002 | 0.505557 | 0.32892 | 0.309814 | 0.241308 | 0.191114 | null | 3.421572 | 1 | 1 | null | 1 | null | null | null | null | null | null | 3.31422 | safe | false | 1 | 73.299234 | 7.681726 | 27.770473 | 11.223615 | null | 1.054762 | -0.010466 | 0.191294 | 0.181489 | 2026-04-05T21:10:37.174000 | false | false | false | true | 0.292744 | 0.302383 | 0.03759 | 0.240691 | 0.044875 | -0.705054 | 0.192246 | -0.036781 | false | false | true | true | 0.353587 | 0.373598 | -1.061695 | 0.33879 | -1.049561 | -2.936175 | true | 0.865269 | 0.870283 | 0.327103 | 0.825436 | 0.498584 | 0.127517 | 0.776471 | 0.106007 | 0.790625 | 0.786571 | 0.057143 | 0.71867 | 0.025 | 0.041667 | 2026-04-05T21:10:42.337000 | train |
277,948 | CSX | CSX CORP | 0000277948-10-000013 | 4,011 | 2,009 | FY | 2010-02-19 | 2009-12-31 | 27,036,000,000 | 2,570,000,000 | 1,029,000,000 | 61,000,000 | 995,000,000 | null | 23,213,000,000 | null | null | 18,176,000,000 | 1,865,000,000 | 967,000,000 | null | null | 8,860,000,000 | 9,182,000,000 | 9,041,000,000 | null | null | 2,285,000,000 | 1,152,000,000 | 2.94 | 2.91 | -558,000,000 | -624,000,000 | 908,000,000 | null | null | 2,060,000,000 | -1,447,000,000 | -345,000,000 | 392,127 | 3,507,000,000 | 2010q1 | 2026-04-05T21:09:16.861000 | 22,594.720588 | null | 0.252738 | 0.12742 | 0.130023 | 0.04261 | null | 1.378016 | 1 | 1 | null | 1 | null | null | null | null | null | null | 0.841377 | distress | true | 1 | 1,222.555016 | -39,798.330643 | 22,594.720588 | 1,797.886909 | null | 1.788194 | -0.033585 | 0.3879 | 0.070701 | 2026-04-05T21:10:37.174000 | false | false | false | true | -0.99896 | -0.018059 | 0.356771 | 0.176419 | 0.575728 | -0.59481 | 0.179655 | 0.035999 | true | true | false | true | -0.999654 | -0.044244 | 0.581597 | 0.298861 | 0.69466 | -0.659538 | true | 0.026946 | 0.15566 | 0.586449 | 0.720698 | 0.847025 | 0.167785 | 0.745882 | 0.713781 | 0.03125 | 0.199041 | 0.602381 | 0.670077 | 0.78125 | 0.174242 | 2026-04-05T21:10:42.337000 | train |
1,453,090 | null | WEATHERFORD INTERNATIONAL LTD./SWITZERLAND | 0000950123-10-019083 | 1,381 | 2,009 | FY | 2010-03-01 | 2009-12-31 | 18,866,183,000 | 6,140,606,000 | 252,519,000 | null | 2,504,876,000 | 2,239,762,000 | 6,991,579,000 | 4,156,105,000 | 778,786,000 | 9,067,479,000 | 2,796,888,000 | 1,002,359,000 | null | null | 9,719,672,000 | 4,817,101,000 | 8,826,933,000 | 8,123,078,000 | null | 703,855,000 | 253,766,000 | 0.35 | 0.35 | null | 19,549,000 | 906,697,000 | 194,650,000 | 1,241,920,000 | 614,322,000 | 1,569,477,000 | null | 714,981,000 | -955,155,000 | 2010q1 | 2026-04-05T21:09:16.861000 | 13.594308 | null | 0.079739 | 0.028749 | 0.026108 | 0.013451 | null | 2.195514 | 1 | 1 | null | 1 | null | null | null | null | null | null | 1.3764 | grey | false | 1 | 10.346747 | -4.093637 | 6.692179 | 4.676653 | null | 2.420821 | -0.019111 | -0.108209 | -0.480415 | 2026-04-05T21:10:37.174000 | false | false | false | true | null | null | null | null | null | null | null | null | null | null | null | false | null | null | null | null | null | null | false | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 2026-04-05T21:10:42.337000 | train |
2,969 | APD | AIR PRODUCTS & CHEMICALS INC /DE/ | 0000950123-10-005134 | 2,810 | 2,010 | Q1 | 2010-01-26 | 2009-12-31 | 12,914,500,000 | 2,783,200,000 | 323,000,000 | null | 1,377,800,000 | 522,600,000 | 6,945,200,000 | 912,200,000 | 259,500,000 | 7,730,400,000 | 2,144,900,000 | 1,378,500,000 | 3,705,100,000 | 3,705,100,000 | 5,033,900,000 | 7,389,800,000 | 2,173,500,000 | 1,568,600,000 | null | 345,000,000 | 251,800,000 | 1.19 | 1.16 | 31,600,000 | 83,500,000 | 217,100,000 | 27,200,000 | 244,100,000 | 193,900,000 | 288,800,000 | 95,100,000 | 211,700,000 | -94,900,000 | 2010q1 | 2026-04-05T21:09:16.861000 | 23.77846 | null | 0.15873 | 0.11585 | 0.050021 | 0.019497 | 0.73603 | 1.29759 | 1 | 1 | null | 0 | null | null | null | null | null | null | 1.818525 | grey | false | 1 | 25.232286 | -23.368918 | 18.243741 | 3.015116 | null | 0.770056 | 0.004483 | -0.043662 | -0.445471 | 2026-04-05T21:10:37.174000 | false | false | false | true | 0.140704 | 0.154175 | 0.06672 | 0.100391 | 0.735946 | 1.312961 | 0.046231 | -0.007959 | true | false | true | true | 0.181656 | 0.173841 | -0.014694 | 0.114838 | 1.221248 | 1.85353 | true | 0.685629 | 0.686321 | 0.359813 | 0.568579 | 0.895184 | 0.869128 | 0.202353 | 0.233216 | 0.578125 | 0.580336 | 0.259524 | 0.388747 | 0.9125 | 0.886364 | 2026-04-05T21:10:42.337000 | train |
721,371 | CAH | CARDINAL HEALTH INC | 0001193125-10-023332 | 5,122 | 2,010 | Q2 | 2010-02-05 | 2009-12-31 | 20,821,500,000 | 15,458,300,000 | 1,746,800,000 | null | 4,927,500,000 | 7,961,000,000 | 1,423,200,000 | null | null | null | 12,203,000,000 | 10,543,100,000 | null | null | 5,226,100,000 | 2,306,500,000 | 24,919,700,000 | 23,962,000,000 | 957,700,000 | 366,800,000 | 234,500,000 | 0.65 | 0.65 | 27,400,000 | 134,800,000 | null | null | 605,200,000 | null | null | null | 359,000,000 | null | 2010q1 | 2026-04-05T21:09:16.861000 | 14.557382 | 0.038431 | 0.014719 | 0.00941 | 0.044871 | 0.011262 | null | 1.266762 | 1 | 0 | null | 0 | null | null | null | null | null | null | null | null | null | 0 | 14.591152 | null | 14.557382 | 9.067688 | null | null | null | null | null | 2026-04-05T21:10:37.174000 | false | false | false | true | 0.071392 | 0.03737 | -0.08145 | 0.018142 | null | null | 0.039731 | -0.001165 | false | false | true | true | 0.180277 | 0.134249 | 0.117271 | 0.08661 | null | null | true | 0.446108 | 0.316038 | 0.21028 | 0.264339 | null | null | 0.169412 | 0.342756 | 0.56875 | 0.508393 | 0.347619 | 0.322251 | null | null | 2026-04-05T21:10:42.337000 | train |
753,308 | NEE-PS | FPL GROUP INC | 0000753308-10-000025 | 4,911 | 2,009 | FY | 2010-02-26 | 2009-12-31 | 48,458,000,000 | 4,337,000,000 | 238,000,000 | null | 1,431,000,000 | null | 36,078,000,000 | null | null | null | 6,449,000,000 | null | 16,300,000,000 | 16,300,000,000 | 12,967,000,000 | null | 15,643,000,000 | null | null | 2,594,000,000 | null | 3.99 | 3.97 | null | 327,000,000 | 1,765,000,000 | null | null | 4,463,000,000 | null | -766,000,000 | 404,400,000 | null | 2010q1 | 2026-04-05T21:09:16.861000 | 32.064787 | null | 0.165825 | null | null | null | 1.257037 | 0.672507 | 0 | 1 | null | 0 | null | null | null | null | null | null | null | null | null | 0 | 53.652738 | null | 32.064787 | -5.222552 | null | null | null | null | null | 2026-04-05T21:10:37.174000 | false | false | false | true | 0.099179 | 0.115216 | null | -0.02084 | -0.140937 | null | 0.13533 | 0.045901 | null | true | true | true | 0.120253 | 0.152387 | null | -0.019306 | -0.087161 | null | true | 0.541916 | 0.606132 | null | 0.147132 | 0.27762 | null | 0.609412 | 0.756184 | 0.475 | 0.539568 | null | 0.150895 | 0.290625 | null | 2026-04-05T21:10:42.337000 | train |
14,272 | CELG-RI | BRISTOL MYERS SQUIBB CO | 0001193125-10-035167 | 2,834 | 2,009 | FY | 2010-02-19 | 2009-12-31 | 31,008,000,000 | 13,958,000,000 | 7,683,000,000 | 831,000,000 | 3,164,000,000 | 1,413,000,000 | 5,055,000,000 | 5,218,000,000 | 2,865,000,000 | 16,223,000,000 | 6,313,000,000 | 1,711,000,000 | 6,130,000,000 | 6,130,000,000 | 14,843,000,000 | 30,760,000,000 | 18,808,000,000 | 5,140,000,000 | null | null | 10,612,000,000 | 5.35 | 5.34 | null | 1,182,000,000 | 469,000,000 | 3,647,000,000 | 3,946,000,000 | 4,065,000,000 | 730,000,000 | 2,483,000,000 | null | 3,335,000,000 | 2010q1 | 2026-04-05T21:09:16.861000 | null | null | null | 0.564228 | 0.71495 | 0.342234 | 0.412989 | 2.210993 | 1 | 1 | null | 0 | null | null | null | null | null | null | null | null | null | 1 | null | null | null | null | null | 0.383057 | 0.211139 | 0.177318 | -1.108723 | 2026-04-05T21:10:37.174000 | false | false | false | true | null | 0.058613 | -0.707689 | 0.035942 | 0.104797 | 0.21949 | 0.197416 | null | false | false | true | true | null | 0.074985 | -0.65049 | 0.129519 | 0.190652 | 0.341229 | true | null | 0.403302 | 0.053738 | 0.349127 | 0.594901 | 0.694631 | 0.790588 | null | null | 0.393285 | 0.107143 | 0.424552 | 0.5375 | 0.681818 | 2026-04-05T21:10:42.337000 | train |
53,669 | null | JOHNSON CONTROLS INC | 0000950123-10-008106 | 2,531 | 2,010 | Q1 | 2010-02-03 | 2009-12-31 | 23,805,000,000 | 9,676,000,000 | 791,000,000 | null | 5,154,000,000 | 1,571,000,000 | 3,918,000,000 | 6,506,000,000 | 735,000,000 | null | 8,387,000,000 | 4,504,000,000 | 3,077,000,000 | 3,077,000,000 | 9,353,000,000 | null | 8,408,000,000 | 7,172,000,000 | 1,236,000,000 | null | 350,000,000 | 0.52 | 0.52 | null | 5,000,000 | 169,000,000 | null | 883,000,000 | 808,000,000 | 177,000,000 | 77,000,000 | null | 631,000,000 | 2010q1 | 2026-04-05T21:09:16.861000 | null | 0.147003 | null | 0.041627 | 0.037421 | 0.014703 | 0.328985 | 1.15369 | 1 | 1 | null | 1 | null | null | null | null | null | null | null | null | null | 1 | null | null | null | null | null | 2.308571 | -0.01924 | 0.075048 | -0.214543 | 2026-04-05T21:10:37.174000 | false | false | false | true | null | 0.115257 | 0.071429 | 0.134277 | -0.868812 | -1.244057 | 0.035951 | null | false | false | true | true | null | 0.190741 | 0.171429 | 0.238939 | -1.12005 | -2.006339 | true | null | 0.608491 | 0.36215 | 0.638404 | 0.036827 | 0.060403 | 0.145882 | null | null | 0.597122 | 0.378571 | 0.624041 | 0.021875 | 0.07197 | 2026-04-05T21:10:42.337000 | train |
1,393,311 | PSA-PS | PUBLIC STORAGE | 0001393311-10-000004 | 6,798 | 2,009 | FY | 2010-03-01 | 2009-12-31 | 9,805,645,000 | null | 763,789,000 | null | null | null | null | 174,634,000 | 38,270,000 | 731,142,000 | null | null | null | null | 8,928,407,000 | -153,759,000 | 1,627,702,000 | null | null | null | 834,621,000 | 3.48 | -0.05 | 29,916,000 | null | 340,233,000 | null | 35,735,000 | null | null | null | 168,405,539 | null | 2010q1 | 2026-04-05T21:09:16.861000 | 53.0173 | null | null | 0.51276 | 0.093479 | 0.085116 | null | null | 1 | 0 | null | 0 | null | null | null | null | null | null | null | null | null | 0 | 64.43023 | null | 51.753066 | null | null | null | null | null | null | 2026-04-05T21:10:37.174000 | true | false | false | true | -0.033068 | -0.028203 | -0.194799 | 0.011685 | null | null | 0.077454 | null | false | false | false | true | -0.0817 | -0.071703 | -0.012915 | 0.076427 | null | null | true | 0.185629 | 0.141509 | 0.161215 | 0.226933 | null | null | 0.364706 | null | 0.215625 | 0.184652 | 0.261905 | 0.309463 | null | null | 2026-04-05T21:10:42.337000 | train |
922,224 | PPLC | PPL CORP | 0000922224-10-000012 | 4,911 | 2,009 | FY | 2010-02-26 | 2009-12-31 | 22,165,000,000 | 4,752,000,000 | 801,000,000 | 0 | 409,000,000 | 357,000,000 | null | 806,000,000 | 615,000,000 | null | 4,182,000,000 | 619,000,000 | 7,143,000,000 | 7,143,000,000 | 5,496,000,000 | 3,749,000,000 | 7,556,000,000 | null | null | 961,000,000 | 407,000,000 | 1.08 | 1.08 | 396,000,000 | 130,000,000 | null | null | null | 1,852,000,000 | 1,225,000,000 | 517,000,000 | 377,183,000 | 627,000,000 | 2010q1 | 2026-04-05T21:09:16.861000 | 14.571176 | null | 0.127184 | 0.053864 | 0.074054 | 0.018362 | 1.299672 | 1.136298 | 1 | 1 | null | 1 | null | null | null | null | null | null | null | null | null | 1 | 18.817003 | null | 10.803774 | 1.511203 | null | 4.550369 | -0.065193 | 0.08298 | 0.088925 | 2026-04-05T21:10:37.174000 | false | false | false | true | 0.165601 | 0.493814 | 1.304668 | 0.127713 | 0.097732 | -0.304625 | 0.114251 | 0.091805 | true | true | true | true | 0.284759 | 0.97016 | 2.673219 | 0.68568 | 0.353672 | -0.968102 | true | 0.739521 | 0.936321 | 0.82243 | 0.61596 | 0.580737 | 0.302013 | 0.543529 | 0.886926 | 0.73125 | 0.944844 | 0.892857 | 0.900256 | 0.640625 | 0.113636 | 2026-04-05T21:10:42.337000 | train |
1,113,169 | TROW | PRICE T ROWE GROUP INC | 0000950123-10-009025 | 6,200 | 2,009 | FY | 2010-02-05 | 2009-12-31 | 3,210,300,000 | null | 743,300,000 | null | 246,200,000 | null | 512,800,000 | 665,700,000 | null | 328,100,000 | null | null | null | null | 2,882,200,000 | null | 1,871,900,000 | null | 1,867,400,000 | 701,600,000 | 433,600,000 | null | null | null | 255,300,000 | null | null | null | 535,600,000 | 133,900,000 | 256,900,000 | 258,534,000 | 401,700,000 | 2010q1 | 2026-04-05T21:09:16.861000 | 11.148244 | 0.997596 | 0.374806 | 0.231636 | 0.150441 | 0.135065 | null | null | 1 | 1 | null | 1 | null | null | null | null | null | null | null | null | null | 1 | null | null | 8.57334 | null | null | 1.23524 | -0.031773 | 0.214595 | 0.027793 | 2026-04-05T21:10:37.174000 | true | false | false | true | 0.142745 | 0.143744 | 0.550277 | 0.266467 | 0.368185 | 0.530495 | 0.203913 | 0.062406 | true | true | true | true | 0.211494 | 0.186836 | 0.78321 | null | null | null | true | 0.688623 | 0.676887 | 0.675234 | 0.845387 | 0.787535 | 0.781879 | 0.8 | 0.840989 | 0.621875 | 0.589928 | 0.666667 | null | null | null | 2026-04-05T21:10:42.337000 | train |
1,058,290 | CTSH | COGNIZANT TECHNOLOGY SOLUTIONS CORP | 0001193125-10-040500 | 7,371 | 2,009 | FY | 2010-02-25 | 2009-12-31 | 3,338,240,000 | 2,307,568,000 | 1,100,930,000 | 298,402,000 | 626,288,000 | null | 481,516,000 | 192,372,000 | 75,757,000 | 685,063,000 | 646,608,000 | 54,640,000 | null | null | 2,653,177,000 | 1,965,368,000 | 3,278,663,000 | null | null | 618,490,000 | 534,963,000 | 1.82 | 1.78 | null | 101,988,000 | 89,371,000 | null | 721,359,000 | 672,325,000 | 76,639,000 | null | 297,231,000 | 595,686,000 | 2010q1 | 2026-04-05T21:09:16.861000 | 8.926313 | null | 0.188641 | 0.163165 | 0.201631 | 0.160253 | null | 3.568728 | 1 | 1 | null | 1 | null | null | null | null | null | null | 4.037865 | safe | false | 1 | 19.118905 | 5.458734 | 8.024224 | 5.588112 | null | 1.256769 | -0.041148 | 0.181686 | 0.407223 | 2026-04-05T21:10:37.174000 | false | false | false | true | 0.32117 | 0.350996 | 0.371198 | 0.40069 | 0.137328 | -0.027773 | 0.204646 | -0.000971 | false | false | true | true | 0.460991 | 0.489869 | 0.651737 | 0.866967 | 0.30168 | -0.014697 | true | 0.89521 | 0.896226 | 0.598131 | 0.930175 | 0.637394 | 0.503356 | 0.804706 | 0.34629 | 0.85625 | 0.848921 | 0.628571 | 0.953964 | 0.6125 | 0.518939 | 2026-04-05T21:10:42.337000 | train |
1,043,604 | null | JUNIPER NETWORKS INC | 0000950123-10-018160 | 3,576 | 2,009 | FY | 2010-02-26 | 2009-12-31 | 7,590,263,000 | 2,878,959,000 | 1,604,723,000 | 570,522,000 | 458,652,000 | null | 455,651,000 | 3,658,602,000 | 13,834,000 | null | 1,375,785,000 | 242,591,000 | null | null | 5,822,136,000 | -3,236,525,000 | 3,315,912,000 | 1,157,802,000 | 2,158,110,000 | 310,695,000 | 116,999,000 | 0.22 | 0.22 | null | 196,833,000 | 148,373,000 | 741,708,000 | 159,459,000 | 796,097,000 | 153,101,000 | null | 519,341,000 | 642,996,000 | 2010q1 | 2026-04-05T21:09:16.861000 | 11.210623 | 0.650835 | 0.093698 | 0.035284 | 0.020096 | 0.015414 | null | 2.092594 | 1 | 1 | null | 1 | null | null | null | null | null | null | null | null | null | 1 | 7.449334 | null | 4.139284 | 2.894387 | null | 6.804306 | -0.08947 | 0.193912 | 0.472674 | 2026-04-05T21:10:37.174000 | false | false | false | true | 0.121971 | 0.135013 | 4.285532 | 0.234431 | 0.020397 | -0.024809 | 0.093581 | 0.093825 | true | true | true | true | 0.201277 | 0.217626 | 2.633672 | 0.341625 | 0.239454 | 0.120399 | true | 0.646707 | 0.650943 | 0.962617 | 0.810474 | 0.461756 | 0.513423 | 0.44 | 0.890459 | 0.615625 | 0.63789 | 0.885714 | 0.721228 | 0.575 | 0.594697 | 2026-04-05T21:10:42.337000 | train |
906,107 | EQR | EQUITY RESIDENTIAL | 0001193125-10-040142 | 6,798 | 2,009 | FY | 2010-02-25 | 2009-12-31 | 15,417,515,000 | null | 193,288,000 | null | null | null | null | null | null | 9,984,722,000 | null | null | null | null | 5,047,339,000 | 353,659,000 | 1,943,711,000 | null | null | 529,390,000 | 362,273,000 | 1.27 | 1.27 | 503,828,000 | 2,808,000 | 582,280,000 | null | 38,994,000 | 672,462,000 | null | 488,604,000 | 279,959,048 | null | 2010q1 | 2026-04-05T21:09:16.861000 | 18.028848 | null | 0.27236 | 0.186382 | 0.071775 | 0.023497 | null | null | 1 | 1 | null | 1 | null | null | null | null | null | null | null | null | null | 1 | 22.697452 | null | 18.028848 | null | null | 1.85623 | -0.020119 | null | null | 2026-04-05T21:10:37.174000 | true | false | false | true | -0.027091 | 0.008489 | -0.217137 | 0.026654 | 0.089568 | null | 0.055717 | -0.050864 | false | false | true | true | 0.056917 | 0.123169 | 1.466607 | 0.023538 | 0.187181 | null | true | 0.191617 | 0.224057 | 0.154206 | 0.291771 | 0.569405 | null | 0.251765 | 0.077739 | 0.34375 | 0.486811 | 0.797619 | 0.212276 | 0.53125 | null | 2026-04-05T21:10:42.337000 | train |
921,847 | null | HUDSON CITY BANCORP INC | 0000950123-10-018122 | 6,036 | 2,009 | FY | 2010-02-26 | 2009-12-31 | 60,267,760,000 | null | 561,201,000 | null | null | null | 70,116,000 | 152,109,000 | null | 54,928,608,000 | null | null | null | null | 5,339,152,000 | 2,401,606,000 | 2,941,786,000 | null | null | null | 527,244,000 | 1.08 | 1.07 | 1,698,308,000 | 346,722,000 | null | null | null | 522,616,000 | 6,316,000 | null | 526,493,676 | 516,300,000 | 2010q1 | 2026-04-05T21:09:16.861000 | 10.140961 | null | null | 0.179226 | 0.098751 | 0.008748 | null | null | 1 | 1 | null | 0 | null | null | null | null | null | null | null | null | null | 1 | 15.697941 | null | 9.852052 | null | null | 0.991222 | 0.000077 | 0.175506 | -0.184014 | 2026-04-05T21:10:37.174000 | true | false | false | true | 0.031604 | 0.032044 | 0.018894 | -0.053468 | 0.444812 | 0.446932 | 0.097492 | null | true | false | true | true | -0.147594 | -0.145849 | -1.683812 | -0.263156 | 0.792492 | 0.795811 | true | 0.320359 | 0.294811 | 0.306075 | 0.102244 | 0.813031 | 0.768456 | 0.451765 | null | 0.16875 | 0.122302 | 0.038095 | 0.035806 | 0.809375 | 0.799242 | 2026-04-05T21:10:42.337000 | train |
1,090,012 | DVN | DEVON ENERGY CORP/DE | 0000950123-10-017093 | 1,311 | 2,009 | FY | 2010-02-25 | 2009-12-31 | 29,686,000,000 | 2,992,000,000 | 1,011,000,000 | null | 1,208,000,000 | null | 18,767,000,000 | 5,930,000,000 | null | null | 3,802,000,000 | null | 5,847,000,000 | 5,847,000,000 | 15,570,000,000 | 7,613,000,000 | 8,015,000,000 | null | null | null | -2,479,000,000 | -5.58 | -5.58 | null | -1,773,000,000 | 2,108,000,000 | null | 648,000,000 | 4,737,000,000 | 4,879,000,000 | null | null | -142,000,000 | 2010q1 | 2026-04-05T21:09:16.861000 | null | null | null | -0.309295 | -0.159216 | -0.083507 | 0.37553 | 0.786954 | 0 | 1 | null | 1 | null | null | null | null | null | null | null | null | null | 1 | null | null | null | null | null | -1.910851 | -0.243078 | -0.017717 | 0.410665 | 2026-04-05T21:10:37.174000 | false | false | false | true | null | 0.236545 | 2.835418 | 0.240175 | 0.156428 | -6.028169 | 0.236327 | null | true | true | true | true | null | 0.376365 | 2.897539 | 0.42907 | 0.313912 | -8.225352 | true | null | 0.808962 | 0.934579 | 0.822943 | 0.660057 | 0.016779 | 0.851765 | null | null | 0.788969 | 0.907143 | 0.810742 | 0.61875 | 0.022727 | 2026-04-05T21:10:42.337000 | train |
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OpenFundex Dataset
A structured dataset of SEC financial filings for deep value analysis and financial distress prediction.
Summary
OpenFundex contains financial statement data extracted from SEC EDGAR filings, enriched with derived financial metrics and labeled with established quality scores (Piotroski F-Score, Altman Z'-Score, Graham metrics). Designed for training ML models to assess company financial health and identify deep value opportunities.
Key design decision: This dataset uses only fundamental data from SEC filings. No market prices or equity trading data are included, eliminating survivorship bias.
Supported Tasks
- Tabular Classification: Predict financial distress, value creation, fundamental improvement
- Tabular Regression: Predict quality scores (f_score, z_prime_score, composite_quality_score), growth rates
- Anomaly Detection: Identify companies in financial distress or with QA anomalies
Dataset Structure
Splits
| Split | Records | Companies | Date Range |
|---|---|---|---|
| train | 221,779 | 11,786 | 2008-12-31 to 2019-12-31 |
| validation | 45,109 | 7,207 | 2020-01-31 to 2021-12-31 |
| test | 47,334 | 7,208 | 2022-01-31 to 2023-12-31 |
| recent | 38,171 | 6,358 | 2024-01-31 to 2025-11-30 |
Total records: 352,393
Feature Groups
| Group | Count |
|---|---|
| Identifiers | 5 |
| Context | 4 |
| Raw Features (SEC XBRL) | 33 |
| Derived Features | 8 |
| Engineered Features | 23 |
| QA Flags | 4 |
| Prediction Targets | 19 |
| Rank Targets | 14 |
Scoring Models
- Piotroski F-Score (0-9): Nine binary signals measuring profitability, leverage, and operating efficiency. Null when no prior quarter available for delta signals.
- Altman Z'-Score (Float): Private-firm bankruptcy risk variant with zone classification (safe/grey/distress). Null for financial firms (SIC 6000-6999).
- Beneish Coverage (0-8): Count of computable M-Score components. Full M-Score is computed transiently during enrichment but not retained.
- Graham Metrics: Graham Number, NCAV/share, tangible book value/share, net working capital/share, defensive score (0-5).
- Quality Signals: Cash conversion ratio, accrual ratio, free cash flow margin.
- Composite Quality Score: Z-score normalized average of key quality signals within each quarter cross-section.
Target Columns
19 forward-looking prediction targets using same-quarter year-over-year comparisons:
1-Year Targets
- Growth rates (6): BVPS, equity, earnings, revenue, OCF, FCF growth
- Level/delta (2): Forward ROE, margin expansion
- Binary (4): ROA improved, fundamentals improved (≥3 of 5 metrics), value created (equity grew AND ROE>0), survived
2-Year Targets
- Growth rates (6): Same metrics as 1-year, over 2-year horizon
- Binary (1): Survived 2 years
All targets are null when forward quarter data is unavailable.
Rank-Transformed Targets (14 columns)
Cross-sectional percentile ranks (0-1] for all Float64 targets, computed per quarter
using rank("average") / count(). Raw growth targets are extremely skewed
(mean ~3.1, median ~0.03) and produce negative information coefficients for
regression models. Rank-transforming yields IC ~0.37.
Dataset Creation
Source Data
All data sourced exclusively from SEC EDGAR Financial Statement Data Sets (FSDS), 2009-present. No market data providers. No third-party data. No equity pricing data.
Pipeline
- Ingest: Download quarterly SEC FSDS ZIP files from EDGAR
- Parse: Extract XBRL financial data, normalize 32 tags to standard fields
- Enrich: Compute derived ratios (8), scoring models (5), and QA flags
- Label: Generate 19 forward-looking prediction targets
- Split: Temporal train/validation/test/recent splits with leakage validation
- Evaluate: Quality checks, ML fitness, and publication readiness
- Publish: Stage and upload to Hugging Face Hub
Considerations
Known Limitations
- XBRL coverage varies: some companies report fewer standardized tags
- F-Score delta components require prior quarter data (null for first appearance)
- Z'-Score was designed for manufacturing firms; interpretation varies by sector
- No market data: cannot compute price-based metrics (P/E, market cap, etc.)
Bias Considerations
- No survivorship bias: Uses only SEC filing data, not equity market prices
- Temporal integrity: Strict time-based splits prevent data leakage
- Sector bias: Z'-Score thresholds may not be equally applicable across all sectors
- Financial firms excluded from Z'-Score: Financial companies (SIC 6000-6999) have null Z'-Score values
License
This dataset is released under the CC-BY-4.0 license.
The underlying SEC data is in the public domain.
Citation
@dataset{openfundex,
title={OpenFundex: SEC Financial Filings for Deep Value Analysis},
author={Danielson, Luke},
year={2026},
url={https://github.com/danielukea/openfundex},
license={CC-BY-4.0}
}
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