View Missing Patterns
- Train Speed (TSP)
- Number of Cars Derailed (CDR)
- Location of First Car Derailed (TCL)
- Temperature (TMP)
- Train Length (CIC)
Feng Liang
April 2020
missing_# (counts), missing_%: percentageunique_#top1_val (value), top1_% (frequency)Exclude information on most frequent values, if missing > 50% or if the highest frequency is less than 10%
CST = 2 for all incidents in the data
## missing_# missing_% unique_# top1_val top1_% VarName Type
## ACT 7683 43.8 3 1 45.7 Type of Accident Cat
## BFG 5484 31.3 9 0 61.2 Bottom Fitting Damage General Cat
## BFGIND 2 1 76.7 Validity Indicator for Bottom Fitting Damage Cat
## BFI 16291 92.8 11 Bottom Fitting Damage Identifier Cat
## BFS 16310 93 13 Bottom Fitting Damage Specific Cat
## BOE 15881 90.5 20 Bureau of Explosives Cat
## BOF 13039 74.3 18 Bottom Outlet/Fittings Cat
## BOP 13142 74.9 9 Level of Bottom Outlet Protection Cat
## BRC 3 2 98.2 Billing Repair Car Cat
## BVA 17474 99.6 6 Botton Outlet Valve Actuation Cat
## BVT 17389 99.1 8 Bottom Valve Type Cat
## CAR 2019 11.5 293 UP 13.7 Carrier Code Ind
## CAT 15180 86.5 7 Category of Car Types Cat
## CDA 8879 50.6 11 Shelf Coupler Damage "A" End Cat
## CDB 8892 50.7 11 Shelf Coupler Damage "B" End Cat
## CDR 8280 47.2 66 -99 47.2 Cars Derailed Int
## CDRIND 2 1 52.8 Validity Indicator for Number of Cars Derailed Cat
## CIC 8471 48.3 186 -99 48.3 Number of Cars in Consist Int
## CICIND 2 1 51.7 Validity Indicator for Train Length Cat
## CIR 17473 99.6 5 Chlorine Institute Report Cat
## CLL 15180 86.5 11 Cause(s) of Lading Loss Cat
## CLLIND 1 1 100 Validity Indicator for Cause of Lading Loss Cat
## CMA 3 2 83.6 Chemists Mfg. Assn./ Chemistry Council (UIUC) Cat
## COC 3 1 97.6 Injured (Lading Loss only) Hazmat Cars only Cat
## COR 3 1 52.8 Car Owner Report Cat
## CSP 50 111A100W1 48.7 Stenciled Car Specification Cat
## CST 1 2 100 Tank Car Center Sill Type Cat
## CTC 4165 24000 3.1 Car Tank Capacity Num
## CTR 14351 81.8 13 Chemtrec Report (UIUC) Cat
## DAT 16080 91.6 259 Attachment and Fittings Damage Types Cat
## DFC 3 2 96.6 Killed (Lading Loss only) Hazmat Cars only Cat
## DOA 6704 Date of Accident Time
## DOA.1 6703 Date Time
## DOC 11541 65.8 812 Date of Change Time
## DOC.1 11526 65.7 815 Date of Change Time
## DOE 4743 27 1612 Date of Entry Time
## DOE.1 4772 27.2 1530 Date of Entry Time
## DOEIND 2 1 73 Validity Indicator for Date of Entry Cat
## DOETFP 3 DOE Before April 2011 83.2 Manipulator for Date of Entry and Top Fitting Cat
## DOT 14915 85 26 Department of Transportation Cat
## DPT 16535 94.2 221 Puncture Types Cat
## DRT 17319 98.7 82 Rupture Types Cat
## EAL 13291 75.7 113 Evacuated (Attributable to Lading Loss only) Hazmat Cars only Cat
## ETC 6938 39.5 13 0 56.3 Other Cat
## EXP 15537 88.6 4 Car Exposure to Fire Cat
## FCI 8934 50.9 142 Location of First Car Involved Int
## FIR 15541 88.6 4 Fire Anywhere in Derailment Cat
## FRA 10191 58.1 24 Federal Railway Administration Cat
## HDL 15048 85.8 6 Car Tank Head Damage Location Cat
## HDT 4123 23.5 10 0 58.3 Car Tank Head Damage Tank Cat
## HDTIND 2 1 76.5 Validity Indicator for Head Damage Cat
## HID 167 110.25 33.4 Car Tank Inside Diameter at Head Num
## HMG 5 7 75 Car Tank Head Material Grade Cat
## HMS 2 0 8 515 42.8 Car Tank Head Material Specification Cat
## HMT 105 0.437 41.2 Car Tank Head Material Thickness Num
## HSA 15503 88.4 8 Head Shield Damage "A" End Cat
## HSB 15543 88.6 8 Head Shield Damage "B" End Cat
## HST 10 0.1 8 0 82.9 Car Tank Head Shield Type Cat
## HSTIND 2 1 99.9 Validity Indicator for Headshield Type Cat
## IAL 13301 75.8 25 Injured (Attributable to Lading Loss only) Hazmat Cars only Cat
## INC 12113 Incident Number Ind
## INS 17 2 58.7 Car Tank Insulation or Thermal Protection Type Cat
## ITK 4328 24.7 25 4 58.7 Car Tank Insulation Thickness Num
## JIC 3 2 85.4 Joint inspection Certificate Cat
## KAL 13242 75.5 9 Killed (Attributable to Lading Loss only) Hazmat Cars only Cat
## LAD 470 Unknown 50 Lading Name Ind
## LCL 19 UN 53.9 Lading Classification Cat
## LDL 2 0 86.5 Lading Lost Cat
## LLG 15176 86.5 780 Amount of Lading Loss Num
## MOA 12 12 21.4 Month of Accident Time
## MOR 3 2 51.4 Other Cat
## NAR 2773 83.3 Narrative Ind
## NTS 16995 96.9 21 National Transportation Safety Board Cat
## NWS 14582 83.1 17 News Clipping Cat
## OCC 11554 65.8 3230 Original Certificate of Construction Number Ind
## OMK 11595 66.1 141 Owner\x92s Mark Ind
## PLC 17 UN 76.1 Previous Lading Classification Cat
## PLD 367 Not Applicable 46.1 Previous Lading Name Ind
## POD 3 2 91.6 Evacuated (Lading Loss only) Hazmat Cars only Cat
## PSC 13356 76.1 375 Previous Lading in Car Ind
## RMI 270 UTLX 35.9 Reporting Mark Initials Ind
## RMN 16185 Reporting Mark Numbers Ind
## RRM 2076 11.8 310 UP 13.6 Railroad Responsible For Track Maintenance Ind
## RRR 14657 83.5 15 Railroad Report Cat
## RRS 2730 15.6 2965 -99 15.6 Location Railroad Station Ind
## SDL 13223 75.4 13 Car Tank Shell Damage Location Cat
## SDT 559 3.2 11 0 47.2 Car Tank Shell Damage Type Cat
## SDTIND 2 1 96.8 Validity Indicator for Shell Damage Cat
## SHR 17485 99.7 6 Shipper Report Cat
## SID 207 110.25 36.8 Car Tank Shell Inside Diameter at Center Num
## SKD 7311 41.7 9 -98 35.5 Bottom Discontinuity Protective Skid Damage Cat
## SMG 5 7 68.4 Car Tank Shell Material Grade Cat
## SMS 5 515 40.9 Car Tank Shell Material Specification Cat
## SOP 2737 15.6 59 -99 15.6 State or Province Ind
## SRA 17249 98.3 13 Srais Cat
## STC 8778 50 474 -99 50 Lading in Car, Stcc Code Ind
## STCIND 2 0 50 Validity Indicator for STCC Cat
## STL 1 0 101 0.437 73.3 Maximum Shell Thickness Num
## STS 87 0.437 73.9 Minimum Shell Thickness Num
## TCC 6 2 75.5 Tank Car Coupler Type Cat
## TCCIND 1 1 100 Validity Indicator for Coupler Type Cat
## TCD 372 2.1 3 R 69.1 Tank Car Disposition Cat
## TCL 13241 75.5 130 Location of Car in Train Consist Int
## TCLIND 2 0 75.5 Validity Indicator for Location of Car Cat
## TCS 7 111 82.8 Tank Class Specification Cat
## TCT 2 100 84.2 Tank Car Truck Capacity Num
## TDE 13266 75.6 20 Tank Cars Damaged Empty (No Loss) Int
## TDF 13253 75.5 25 Tank Cars Damaged Full (No Loss) Int
## TDG 36 1 54 Tank Cars Damaged Int
## TDR 8787 50.1 40 Tank Cars Derailed Int
## TDU 13278 75.7 14 Tank Cars Damaged Unknown (No Loss) Int
## TFG 4491 25.6 8 0 66.1 Top Fitting Damage General Cat
## TFGIND 2 1 74.4 Validity Indicator for Top Fitting Damage Cat
## TFI 16219 92.4 12 Top Fitting Damage Identifier Cat
## TFN 15536 88.5 3 Top Fittings Nozzles Cat
## TFNIND 1 1 100 Validity Indicator for Top Fitting Nozzle Cat
## TFP 14966 85.3 14 Top Fittings Protection Cat
## TFPIND 2 1 95 Validity Indicator for Top Fitting Protection Cat
## TFS 16160 92.1 12 Top Fitting Damage Specific Cat
## THT 60 0.3 6 1 53.5 Car Tank Heater Type Cat
## THTIND 2 1 99.7 Validity Indicator for Heater Type Cat
## TJD 4210 24 8 1 26.7 Car Tank Jacket or Spray-On Thermal Insulation Damage Cat
## TJE 4786 27.3 4 2 60.4 Car Tank Weld Joint Efficiency Cat
## TKT 7683 43.8 5 -99 43.8 Type of Track Cat
## TMP 8715 49.7 130 -99 49.7 Temperature Num
## TOA 7955 45.3 753 -99 45.3 Time of Accident Time
## TSI 15 1 56.5 Tank Stenciled Specification Identifier Cat
## TSP 8540 48.7 70 -99 48.7 Train Speed in Mph Num
## TSPIND 2 1 51.3 Validity Indicator for Train Speed Cat
## TTA 7683 43.8 9 -99 43.8 Type of Track and Accident Cat
## TTAIND 2 1 56.2 Validity Indicator for Track and Accident Type Cat
## TTP 9 100 78.3 Tank Test Pressure Num
## TWL 26 0 75.2 Total Number of Cars with Loss Int
## TWT 10660 60.8 2437 Train Weight in Tons Num
## UNT 16564 94.4 5 Unit Train Cat
## WOR 11547 65.8 13 Total Allowable Weight on Rail Num
## XR1 3 2 85.5 Exhibit R-1 Cat
## YCB 49 1980 7.8 Year Car Built Time
## YOA 39 1988 4.3 Year of Accident Time
The year-by-month table seems to indicate that a surprisingly large amount of incidents happened in Dec, which turns out to be caused by a coding practice: 12/31/yyyy is used for incidents with unknown DOA.
Once we exclude incidents with unknown DOA, which can be recognized by an INC entry that begins “DTE” (for Date To be Established), the year-by-month table (see blow) does not show any associate between Dec and high incident rates.
##
## 1 2 3 4 5 6 7 8 9 10 11 12
## 1980 24 29 29 25 28 23 25 20 34 15 11 24
## 1981 18 17 38 16 9 25 32 45 27 27 21 24
## 1982 22 33 33 15 13 23 29 17 38 12 17 18
## 1983 19 15 21 14 12 31 23 16 16 17 30 20
## 1984 39 24 60 23 42 32 24 19 23 24 15 13
## 1985 46 57 36 46 42 45 42 28 66 41 27 32
## 1986 30 47 23 43 39 58 39 28 47 32 19 30
## 1987 34 36 30 19 37 33 69 37 33 37 44 72
## 1988 47 42 49 46 55 54 51 65 33 49 50 27
## 1989 43 36 49 43 51 40 36 49 32 33 26 53
## 1990 55 53 34 39 51 40 54 39 39 44 62 39
## 1991 53 40 46 50 68 52 44 38 31 25 25 26
## 1992 37 26 39 22 42 29 45 22 26 34 26 47
## 1993 30 28 59 55 36 40 34 23 36 27 27 25
## 1994 34 36 31 34 30 22 41 49 31 27 13 15
## 1995 57 35 26 27 81 40 28 22 19 32 45 33
## 1996 38 69 41 38 25 21 38 31 28 17 22 25
## 1997 37 24 25 22 43 43 33 29 35 28 43 26
## 1998 23 10 24 21 25 33 22 22 13 23 27 21
## 1999 31 22 19 54 15 8 43 22 29 24 36 57
## 2000 24 26 29 37 39 38 35 42 31 20 44 45
## 2001 39 34 30 32 18 28 39 46 26 35 27 28
## 2002 44 31 22 17 26 26 18 40 17 32 21 66
## 2003 55 51 28 26 51 21 35 40 35 37 38 50
## 2004 26 38 21 41 25 48 33 64 41 50 19 42
## 2005 47 27 40 43 42 41 31 50 18 30 33 22
## 2006 19 17 30 24 20 40 30 12 23 44 21 37
## 2007 42 26 70 33 48 36 44 31 34 60 37 37
## 2008 51 33 50 32 42 55 27 46 41 34 27 12
## 2009 50 17 20 19 34 48 26 35 28 28 19 44
## 2010 15 39 40 38 32 39 39 59 29 38 24 19
## 2011 41 70 56 36 44 29 38 20 39 27 45 16
## 2012 42 13 25 4 16 14 26 29 20 26 15 10
## 2013 38 24 47 23 27 19 91 39 18 20 50 49
## 2014 42 32 13 25 23 15 31 12 7 19 12 22
## 2015 21 81 87 31 17 16 49 10 13 23 35 20
## 2016 17 11 14 16 15 23 13 30 7 7 11 14
## 2017 24 4 44 12 17 39 15 32 22 28 14 25
## 2018 14 13 21 9 14 46 44 3 9 10 19 15
How are missing coded in LAD and STC?
##
## -99 -98 15 4906610 4930040
## Chlorine 1 0 0 0 0
## Corn Syrup 2 0 0 0 0
## Not Applicable 0 3 0 0 0
## Potassium Hydroxide 1 0 0 0 0
## Unknown 8770 1 0 1 1
## Unknown but Loaded 0 0 659 0 0Three obs with STC tag “-99” but known LAD tags: “Chlorine” (obs 7295) and “Corn Syrup” (obs 10641, 10642).
Two obs with LAD tag “Unknown” but known STC tags. Likely the two incidents should have LAD tags “Ethylene Oxide” (obs 8622) and “Sulfuric Acid” (obs 14700), respectively.
##
## Ethylene Oxide Unknown
## 51 1##
## Sulfuric Acid Unknown
## 405 1The same LAD tag may correspond to multiple STC tags.
##
## 4904304 1,1,1,2-Tetrafluoroethane <> Tetrafluoroethane
## 4905702 Butane Mixtures <> Butane (Waste, Etc.)
## 4905704 Butadiene Inhibited <> Butadiene
## 4905752 Liquefied Petroleum Gas <> Liquified Petroleum Gas
## 4905792 Vinyl Chloride <> Vinyl Methyl Ether, Inhibited
## 4918765 Sodium Chlorate, Aqueous Solution <> Sodium Chloride, Aqueous Solution
## 4930024 Hydrogen Fluoride <> Hydrogen Fluoride, Anhydrous
## 4930248 Phosphoric Acid <> Phosphoric Acid, Solution
## 4932021 Corrosive Liquid N.O.S. <> Corrosive Liquid, Inorganic, N.O.S.
## 4935645 Hexamethylene Diamine Solution <> Hexamethylenediamine Solution
## 4941167 ELEVATED TEMP.MATL.(BINDER PITCH) <> ELEVATED TEMP.MATL., LIQUID, N.O.S.
## 4963330 Environ. Haz. Sub.,Liq.,N.O.S. <> Environ. Haz. Sub.,Liq.,N.O.S.-CreoVice verse, the same STC tag may correspond to multiple LAD tags.
##
## Asphalt 4915261 <> 4910160
## Cleaning Liquid Compound 4910147 <> 4936515
## Ethylene Glycol 2818546 <> 4912062
## Ethylene Glycol Monoethyl Ether 4915276 <> 4913116
## Jet Fuel 4909215 <> 4915167
## Methyl Chloroform 4941176 <> 2818151
## Methylene Diphenyl Diisocyanate 4966109 <> 2815127
## Naphtha 4915239 <> 4910239
## Petroleum Distillate Fuel Oil 2911315 <> 4910242
## Petroleum Naphtha 4910259 <> 4915259 <> 4910256
## Petroleum Oil 4910245 <> 1311110
## Petroleum Oil, N.O.S. 4915245 <> 4910360
## Propylene Glycol 2818556 <> 4910481
## Resin Solution 4910280 <> 4915282
## Sodium Chlorate 4918723 <> 2819924
## Tar, Coal or Petroleum 4910263 <> 4915263LAD has 470 unique values.
## LAD #obs STC
## [1,] 1,1-Difluoroethane 1 4905716
## [2,] 1,1,1,2-Tetrafluoroethane 3 4904304
## [3,] 2 Ethyl Hexanol 2 4915101
## [4,] Acetaldehyde 16 4907210
## [5,] Acetic Anhydride 4 4931304
## [6,] Acetone 19 4908105
## [7,] Acid Sludge 1 4930253
## [8,] Acrylic Acid 4 4931405
## [9,] Acrylonitrile 15 4906420
## [10,] Additives, Fuel, Oil, Gasoline 4 4914109
## [11,] Additives, Gasoline, Lube, Fuel Oil 10 4915535
## [12,] Alcohol Distillates, Synthetic 1 4910401
## [13,] Alcohol, Fatty/Cyclic, Ethoxylated 4 4915108
## [14,] Alcohol, N.O.S. (Combustible) 6 4913103
## [15,] Alcohol, N.O.S. (Flammable) 363 4909105
## [16,] Alcoholic Beverage In Bond 5 4910102
## [17,] Alcoholic Beverage, Grain Alcohol 1 4910309
## [18,] Alkali Battery Fluid 1 4935210
## [19,] Alkaline Liquid 1 4935202
## [20,] Alkaline Liquid, N.O.S., Waste 1 4935221
## [21,] Alkaline, Corrosive Liquid, N.O.S. 1 4935220
## [22,] ALKYL PHENOLS LIQUID N.O.S. 4 4925152
## [23,] ALKYL PHENOLS, SOLID, N.O.S. 1 4925153
## [24,] Alkyl Sulfonic Acid, Liquid 1 4931465
## [25,] Allyl Chloride 1 4907412
## [26,] Aluminum Chloride 1 4930213
## [27,] Aluminum Sulfate (Alum) Solution 1 4944165
## [28,] Aminoethylethanolamine 1 4935674
## [29,] Ammonia Solution (Max 60% Free) 3 4904276
## [30,] Ammoniom Nitrate Mixed Fertilizer 1 4918705
## [31,] Ammonium Bisulfate 1 4936333
## [32,] Ammonium Bisulfite,Solution 1 4932348
## [33,] Ammonium Nitrate Solution 12 4918774
## [34,] Ammonium Polyphosphate 2 2871451
## [35,] Ammonium Sulfide Solution 3 4909303
## [36,] Ammonium Thiosulfate 7 4966756
## [37,] Amyl Acetate 1 4909111
## [38,] Amyl Alcohol 1 4913106
## [39,] Anhydrous Ammonia 190 4904210
## [40,] Aniline Oil, Liquid 3 4921410
## [41,] Antifreeze, Proprietary 4 2899915
## [42,] Aromatic Concentrate 4 4910490
## [43,] Asphalt 86 4915261 <> 4910160
## [44,] Asphalt Additive, Anti-Stripping 1 4936543
## [45,] Asphalt Sealer 3 4910302
## [46,] Asphalt, By-Prod.or Petrol.Liq. 26 2911610
## [47,] Asphalt, Cut Back 26 4910260
## [48,] Asphalt, Cut Back (Inc. Tall Oil) 14 4910220
## [49,] Asphalt, Cut-Back w/Tall Oil Pitch 3 4915320
## [50,] Benzene 38 4908110
## [51,] Bisulphites,AqueousSolution,N.O.S. 1 4935609
## [52,] Brake Fluid, Hydraulic Fluid 1 2991210
## [53,] Butadiene 5 4905704
## [54,] Butadiene Inhibited 91 4905704
## [55,] Butadiene Waste (Impure) 4 4905703
## [56,] Butane 53 4905706
## [57,] Butane (Waste, Etc.) 1 4905702
## [58,] Butane Mixtures 1 4905702
## [59,] Butanol 5 4909129
## [60,] Butene (Liquefied) 7 4905707
## [61,] Butyl Acetate 6 4909128
## [62,] Butyl Acrylate 37 4912215
## [63,] Butyl Alcohol 2 4909117
## [64,] Butyl Methacrylate 1 4912235
## [65,] Butylene Glycols 3 2818540
## [66,] Butylene Oxide 1 4908144
## [67,] Butylenes, Impure 1 4905711
## [68,] Butyraldehyde 6 4908119
## [69,] Calcium Bromide 1 2812627
## [70,] Calcium Carbonate Slurry 1 2812668
## [71,] Calcium Chloride 16 2812632
## [72,] Calcium Chlorite 1 4918714
## [73,] Calcium Silicate 1 2812643
## [74,] Caprolactam 1 2818217
## [75,] Caramel 1 2099340
## [76,] Carbolic Acid, Liq, Over 50% Phenol 5 4921210
## [77,] Carbon Bisulfide 6 4908125
## [78,] Carbon Black Oil 2 4910323
## [79,] Carbon Dioxide, Refrigerated Liquid 1 4904509
## [80,] Carbon Tetrachloride 4 4940320
## [81,] Castor Oil, Nec 1 2093332
## [82,] Caustic Soda, Spent 2 4025186
## [83,] Chemical Plant Waste, Nec 2 4025190
## [84,] Chemicals used in Herbicides 1 4910168
## [85,] Chemicals, Nec 1 2899991
## [86,] Chlorinated Hydrocarbon Residue 1 4960114
## [87,] Chlorine 237 4904120 <> -99
## [88,] Chlorobenzene 1 4909153
## [89,] Chlorodifluoromethane 7 4904552
## [90,] Chloroform, Not Tech Grade 4 4940310
## [91,] Chloropicrin Mixture 1 4921416
## [92,] Choline Chloride 1 2042114
## [93,] Chromic Acid Solution 1 4930206
## [94,] Clay and Water Mixed, Not Kaolin 12 3295229
## [95,] Clay, Slip or Slurry 76 1451960
## [96,] Cleaning Liquid Compound 3 4910147 <> 4936515
## [97,] Cleaning Liquid Compound-Iron/St 1 4936516
## [98,] Cleaning Liquid, Dry Cleaner 1 4915146
## [99,] Coal Tar Distillate 3 4910133
## [100,] Coal Tar Distillate, Nec 5 4910139
## [101,] Coal Tar Oil Dist., Crude Oil 3 4910135
## [102,] Combustible Liquid, N.O.S. 57 4915185
## [103,] Compounds,WaterTreating Indus.Liq. 1 2899550
## [104,] Copper Plating Solution 1 4930275
## [105,] Corn Oil 8 2046510
## [106,] Corn Steep Water 3 2046925
## [107,] Corn Syrup 356 2046115 <> -99
## [108,] Corrosive Liq,Acidic,Inorganic,NOS 1 4932022
## [109,] Corrosive Liquid N.O.S. 14 4932021
## [110,] Corrosive Liquid, Inorganic, N.O.S. 1 4932021
## [111,] Corrosive Liquid, Organic, N.O.S. 1 4931257
## [112,] Corrosive Liquid, Toxic, N.O.S. 1 4936015
## [113,] Corrosive Liquid,Acidic,Org,N.O.S. 2 4931466
## [114,] Corrosive Liquid,Basic Inorg,N.O.S. 3 4935258
## [115,] Corrosive Material, N.O.S. 1 4936361
## [116,] Cottonseed Oil 5 2091110
## [117,] Coumarone-Idene Resins 1 2821131
## [118,] Crankcase Drainings 4 4025129
## [119,] CRANKCASE DRAININGS 1 4025129
## [120,] Creosote Oil 16 4915363
## [121,] Creosote, Pitch or Tar Coke 1 2991437
## [122,] Cresol 1 4931417
## [123,] Cresylic Acid 3 4930003
## [124,] Cyclohexane 17 4908132
## [125,] Cyclohexanone 3 4913179
## [126,] Denatured Alcohol 66 4909141
## [127,] Denatured Alcohol (50% Chem) 22 4909151
## [128,] Denatured Alcohol, Nec 8 4909143
## [129,] Detergent Intermediates 3 2818926
## [130,] Detergent Intermediates. 1 4915371
## [131,] Dichlorobenzene, Ortho, Liquid 1 4941127
## [132,] Dichlorodifluoromethane 2 4904516
## [133,] Dichloromethane 3 4941132
## [134,] Dichloropropene 2 4909255
## [135,] Dicyclopentadiene 6 4907219
## [136,] Diesel Fuel 97 4915168
## [137,] Diethanolamine 3 2818127
## [138,] Diethyl Ketone 2 4909150
## [139,] Diethylamine 1 4907815
## [140,] Diethylaminoethanol 1 4913186
## [141,] Diethylene Glycol 6 2818542
## [142,] Dimethyl Chlorothiophosphate 2 4933319
## [143,] Dimethyl Ether 1 4905725
## [144,] Dimethyl Terephthalate 1 2815134
## [145,] Dimethylamine, Anhydrous 6 4905510
## [146,] Dimethylamine, Aqueous Solution 1 4907820
## [147,] Dimethylformamide 1 4913157
## [148,] DIPHENYLMETHANE DIISOCYANATE 2 4925113
## [149,] Dipropylene Glycol 2 2818544
## [150,] Disodium Iminodiacetate 1 2812368
## [151,] Dispersant Gas (Flammable) 1 4905727
## [152,] Distillers Slop, Liquid Feed 1 2085935
## [153,] Electrode Binder (Pitch) 2 2899868
## [154,] Elev.Temp.Liq.,Flammable, N.O.S. 8 4912813
## [155,] Elevated Temp.Liquid, N.O.S 91 4961617
## [156,] ELEVATED TEMP.MATL., LIQUID, N.O.S. 14 4941167
## [157,] ELEVATED TEMP.MATL.(BINDER PITCH) 12 4941167
## [158,] Environ. Haz. Sub.,Liq.,N.O.S 60 4960131
## [159,] Environ. Haz. Sub.,Liq.,N.O.S. 2 4963330
## [160,] Environ. Haz. Sub.,Liq.,N.O.S.-Creo 1 4963330
## [161,] Esters, N.O.S. 2 4907614
## [162,] Ethanol 63 4909146
## [163,] Ethyl Acetate 3 4909160
## [164,] Ethyl Acrylate, Inhibited 12 4907215
## [165,] Ethyl Benzene 6 4909163
## [166,] Ethyl Chloride 2 4908162
## [167,] Ethylene Dibromide 2 4940335
## [168,] Ethylene Dichloride 14 4909166
## [169,] Ethylene Glycol 70 2818546 <> 4912062
## [170,] Ethylene Glycol Monobutyl Ether 2 4925128
## [171,] Ethylene Glycol Monoethyl Ether 4 4915276 <> 4913116
## [172,] Ethylene Glycol Monomethyl Ether 8 4913162
## [173,] Ethylene Oxide 51 4906610
## [174,] Ethylhexyl Acrylate 1 4912220
## [175,] Fatty Acid Esters Of Vegetable, Nec 1 2899415
## [176,] Fatty Acids, Animal, Nec, Inedible 1 2899425
## [177,] Fatty Acids, Coconut,Corn,Ctnsd,Etc 3 2899440
## [178,] Fatty Acids, Petroleum 6 2899463
## [179,] Fatty Acids, Tall Oil 2 2899427
## [180,] Fatty Alcohol, N.O.S. 4 4910111
## [181,] Fatty Alcohols, Animal, Fish, Petro 4 2818491
## [182,] Fatty Alcohols, Ethoxylated 5 2843128
## [183,] Feed Supplement 3 2042135
## [184,] Ferric Chloride Solution, Crude 10 4932342
## [185,] Ferric Chloride Solution, Not Crude 3 4932343
## [186,] Ferric Sulfate Solution 3 4932315
## [187,] Ferrous Chloride Solution 8 4932329
## [188,] Fertilizer Solution 5 4935272
## [189,] Flammable Liquid, Chemical Waste 6 4910560
## [190,] Flammable Liquid, N.O.S. 85 4910185
## [191,] Flammable Liquid, Poisonous, nec 1 4907422
## [192,] Flavoring Compound, Lard 1 2899834
## [193,] Fluid,lubricating system sight feed 1 4915228
## [194,] Formaldehyde Solution 26 4913144
## [195,] Fuel Oil 3 4914168
## [196,] Fuel Oil Additives (less than 50% 2 2899885
## [197,] Fuel Oil, Bunker ''c'' 42 2911717
## [198,] Fuel Oil, Bunker "C" 4 4915120
## [199,] Fuel Oil, No. 1,2,4,5,6 71 4915112
## [200,] Furfural 5 4913146
## [201,] Furfuryl alcohol 1 4925208
## [202,] Gasohol 1 4907826
## [203,] Gasoline Additive 3 4910535
## [204,] Gasoline, Natural 25 4908176
## [205,] Gasoline, Nec 25 4908178
## [206,] Glycerine, Crude 1 4936541
## [207,] Glycol Ether, Combust. Liq., N.O.S. 5 4913194
## [208,] Glycol Ethers, Nec 6 4909219
## [209,] Hazardous Substance, N.O.S. 10 4960132
## [210,] Heating Oil 30 4915113
## [211,] Heptane 2 4909190
## [212,] Herbicides or plant hormones 1 2879963
## [213,] Hexamethylene Diamine 6 4936540
## [214,] Hexamethylene Diamine Solution 24 4935645
## [215,] Hexamethylene Diammmonium Adipate 3 2818133
## [216,] Hexamethylenediamine Solution 4 4935645
## [217,] Hexamethylenediamine, Solid 4 4935640
## [218,] Hexane 6 4908183
## [219,] Hexene 10 4908182
## [220,] Hexyl Alcohol 1 4913126
## [221,] Hydrocarbons, Liquid N.O.S. 32 4912280
## [222,] Hydrochloric Acid 104 4930228
## [223,] Hydrochloric Acid Solution Inhib. 4 4930230
## [224,] Hydrofluoric/Sulfuric Acid Mixture 1 4930020
## [225,] Hydrofluosilicic Acid 5 4930026
## [226,] Hydrogen Fluoride 8 4930024
## [227,] Hydrogen Fluoride, Anhydrous 3 4930024
## [228,] Hypochlorite Solution 2 4932378
## [229,] Ink Base 1 2899949
## [230,] Ink, Printing, nec 2 2893125
## [231,] Insecticide, Liquid, N.O.S. 1 4910197
## [232,] Isobutane 9 4905747
## [233,] Isobutane (for Furthur Refining) 1 4905750
## [234,] Isobutyl Acetate 2 4909207
## [235,] Isobutyl Alcohol 4 4909131
## [236,] Isobutylene 9 4905748
## [237,] Isooctyl Alcohol 3 4913128
## [238,] Isoprene 11 4907230
## [239,] Isopropanol 12 4909205
## [240,] Isopropenylbenzene 2 4912631
## [241,] Isopropyl Acetate 1 4909210
## [242,] Isopropylamine 1 4908194
## [243,] Jet Fuel 20 4909215 <> 4915167
## [244,] Juice, Citrus fruit 2 2033433
## [245,] Kaolin and Water Mixed 18 3295230
## [246,] Lacquer, Solvent, Paint Rel. Mat'l 1 4910265
## [247,] Lard, Nec 4 2013190
## [248,] Latex, Natural 5 842320
## [249,] Latex, Synthetic 17 2821245
## [250,] Lauryl Methacrylate 1 2818294
## [251,] Lead Arsenate, Solid 1 4923293
## [252,] Lignin Liquor 11 2611215
## [253,] Limestone Slurry 12 3295956
## [254,] Linseed Oil 1 2093110
## [255,] Liquefied Petroleum Gas 143 4905752
## [256,] Liquified Petroleum Gas 238 4905752
## [257,] Lube Oil 65 4915229
## [258,] Lubricating Oil, Nec 4 2911490
## [259,] Magnesium Chloride 13 2812649
## [260,] Magnesium Hydroxide, In Water 2 2812652
## [261,] Magnesium Sulfate 1 1471925
## [262,] Maleic Anhydride 6 4941161
## [263,] Maple Syrup, refined 2 2099952
## [264,] Margarine, Not Frozen Solid 1 2096210
## [265,] METHACRYLIC ACID 1 4930251
## [266,] Methanol 158 4909230
## [267,] Methanol, Contaminated 1 4909237
## [268,] Methoxydihydropyran 2 4909328
## [269,] Methyl Bromide 2 4921440
## [270,] Methyl Chloride 13 4905761
## [271,] Methyl Chloroform 6 4941176 <> 2818151
## [272,] Methyl Esters (Methyl Soyate) 1 2899416
## [273,] Methyl Ethyl Ketone 15 4909243
## [274,] Methyl Isobutyl Ketone 1 4909245
## [275,] Methyl Isocyanate 1 4907448
## [276,] Methyl Mercaptan 4 4905520
## [277,] Methyl Methacrylate Monomer, Inhib. 29 4907250
## [278,] Methyl Methacrylate Monomer, Uninh. 5 4907255
## [279,] Methyl Styrene 1 4913109
## [280,] Methyl Tert-Butyl Ether 5 4908224
## [281,] Methylamine, Anhydrous 2 4905530
## [282,] Methylamine, Aqueous Solution 1 4907840
## [283,] Methylene Diphenyl Diisocyanate 8 4966109 <> 2815127
## [284,] MEYHYL ISOBUTYL CARBINOL 1 4913261
## [285,] Mineral Oil 1 2911425
## [286,] Molasses, Beet Sugar 7 2061625
## [287,] Molasses, Black Strap 7 2061710
## [288,] Molasses, Nec 28 2061690
## [289,] Molasses, Refuse 7 2062525
## [290,] Monoethanolamine 1 4935665
## [291,] Morpholine, Aqueous Mixture 1 4907847
## [292,] Naphtha 14 4915239 <> 4910239
## [293,] Naphtha, Lighter Fluid 1 4910125
## [294,] Naphthalene 7 4940360
## [295,] Naphthenic Sodium Solution, Spent 1 4936656
## [296,] Napthenic Acid 1 4962356
## [297,] Nitrobenzene, Liquid, Nitrobenzol 2 4921455
## [298,] Nitrogen Fertilizer 2 2871314
## [299,] Nitrogen Fertilizer Solution 44 2871315
## [300,] Nitrogen Fertilizer Solution (50%) 22 4904275
## [301,] Nitrophenol 1 4963394
## [302,] Nonylphenol 1 4931763
## [303,] Not Applicable 3 -98
## [304,] Nut, Seed or Vegetable Oil 42 2093343
## [305,] Octadiene 1 4909270
## [306,] Octanes 9 4908188
## [307,] Octyl Alcohol 8 4913158
## [308,] Octyl Aldehyde 1 4912064
## [309,] Oil Foots, Sediments, Tank Btm, nec 1 2093990
## [310,] Oil, Petroleum, Nec 28 2911791
## [311,] Oils Essent'l (Nat'l/Artif'l), Nec 1 2899909
## [312,] Old Coding - Apparel Industry 2 2300000
## [313,] Old Coding - Food Industry 6 2000000 <> 2093343
## [314,] Old Coding - Lumber Industry 2 2400000
## [315,] Old Coding - Textile Mill Industry 5 2200000
## [316,] Old Coding - Tobacco Industry 5 2100000
## [317,] Oleum 10 4930030
## [318,] Other Regulated Substances,Liq,NOS 4 4941204
## [319,] Paint Related Material 3 4915265
## [320,] Paints, Stains, Varnishes 1 4910251
## [321,] Paraffin 3 2991290
## [322,] Paraxylene 7 4909351
## [323,] Paste, Nec 1 2891160
## [324,] Paving Tar 3 4910261
## [325,] Pentane 4 4908255
## [326,] Pesticides,Liq.,Toxic,Flam.,N.O.S. 1 4921056
## [327,] Peteroleum Crude Oil 34 4915165
## [328,] Petrolatum 1 2911946
## [329,] Petroleum Alkylate Detergent 2 4936554
## [330,] Petroleum Conensate 1 4910258
## [331,] Petroleum Crude Oil 559 4910165
## [332,] Petroleum Distillate Fuel Oil 17 2911315 <> 4910242
## [333,] Petroleum Distillates 16 4915287
## [334,] Petroleum Fuel, Residual 15 4915111
## [335,] Petroleum Hydrocarbon Resin 1 2821168
## [336,] Petroleum Lube Oil 28 4915242
## [337,] Petroleum Lubricating Oil 36 2911415
## [338,] Petroleum Naphtha 19 4910259 <> 4915259 <> 4910256
## [339,] Petroleum Oil 32 4910245 <> 1311110
## [340,] Petroleum Oil, N.O.S. 14 4915245 <> 4910360
## [341,] Petroleum Products, Mixed Loads 2 2911987
## [342,] Petroleum Residual Fuel Oil 3 2911715
## [343,] Petroleum, Partially Ref. for Proc. 1 4910243
## [344,] Phenol 45 4921220
## [345,] Phenol Formaldehyde Resin 5 2821124
## [346,] Phenol, molten 26 4921598
## [347,] Phosphoric Acid 99 4930248
## [348,] Phosphoric Acid (77%) 110 4930247
## [349,] Phosphoric Acid, Solution 2 4930248
## [350,] Phosphoric Anhydride 1 4932324
## [351,] Phosphorous, White or Yellow 12 4916141
## [352,] Phosphorus Trichloride 1 4932359
## [353,] Phthalic Anhydride 11 4934223
## [354,] Pine Oil 1 4915170
## [355,] Plasticizer Alcohol, N.O.S. 1 4910406
## [356,] Plasticizer Resin 1 4910410
## [357,] Plasticizer, Asphalt Tile 1 4910408
## [358,] Plasticizers 6 4915410
## [359,] Plasticizers, Paint, Lacquer, Etc. 3 2818967
## [360,] Plastics, Resins or Gums, Nec 10 2821143
## [361,] Poisonous Liquid, N.O.S. 1 4921475
## [362,] Polyethylbenzene 1 4913155
## [363,] Polyethylene Glycol 3 2818554
## [364,] Polyoxyethylene Ether 4 2818260
## [365,] Polypropylene 4 2821139
## [366,] Polypropylene Glycol 16 2818555
## [367,] Polytetramethylene Glycol 1 2818557
## [368,] Potassium Acetate, Liquid 1 2818613
## [369,] Potassium Hydroxide 30 4935230 <> -99
## [370,] Propane 73 4905781
## [371,] PROPANE, PROPYLENE 1 4905766
## [372,] Propionitrile 1 4909281
## [373,] Propyl Acetate 1 4909268
## [374,] Propyl Alcohol 2 4909267
## [375,] Propylene 40 4905782
## [376,] Propylene Dichloride 2 4909269
## [377,] Propylene Glycol 16 2818556 <> 4910481
## [378,] Propylene Oxide 27 4906620
## [379,] Propylene Tetramer 3 4912675 <> 4915575
## [380,] PROPYLENE TETRAMER 1 4912675
## [381,] Pulp Mill Liquid 3 4910320
## [382,] Rapeseed Oil 24 2093342
## [383,] Refinery Cracking Stock 13 2814158
## [384,] Refrigerant Gas, N.O.S. 1 4904570
## [385,] Refrigerant Gas, Non-Flammable 1 4904536
## [386,] Resin Solution 6 4910280 <> 4915282
## [387,] Resin Solution, Plastic, or Gums 1 4910282
## [388,] Rosin 3 2861239
## [389,] Rosin solution 2 4915344
## [390,] Rubber Extender Oil, Petroleum Base 5 2911957
## [391,] Rubber, Synthetic 1 2821220
## [392,] Silica, Colloidal, In Solution 1 2819986
## [393,] Soap, Nec, Liquid 2 2841990
## [394,] Sod&CalSltsofPolyNaphthSulphAcidLiq 1 2819060
## [395,] Sodium Aluminate Solution 5 4935260
## [396,] Sodium Bichromate Solution 1 2819995
## [397,] Sodium Bisulfite Solution 1 4936339
## [398,] Sodium Carbonate 6 2812322
## [399,] Sodium Chlorate 4 4918723 <> 2819924
## [400,] Sodium Chlorate, Aqueous Solution 4 4918765
## [401,] Sodium Chlorate/Sodium Choride Sol 1 2899951
## [402,] Sodium Chloride, Aqueous Solution 1 4918765
## [403,] Sodium Dichromate 2 4941170
## [404,] Sodium Hydrosulfide, Solution 8 4935268
## [405,] Sodium Hydroxide 357 4935240
## [406,] Sodium Hydroxide, Spent 24 4935206
## [407,] Sodium Hydroxide, with Potassium 6 4935245
## [408,] Sodium Hydroxide, with Water 22 4935243
## [409,] Sodium Hydroxide/So Borohydride Sol 2 4935273
## [410,] Sodium Methylate, Alcohol Mixture 2 4909290
## [411,] Sodium Nitrite 1 4918747
## [412,] Sodium Silicate 13 2819992
## [413,] Sodium, Metal 1 4916456
## [414,] Solvent 2 4910187
## [415,] Sorbitol Sol. w/not less 30% water 1 2818244
## [416,] Sorbitol Solution, Crude 2 2818245
## [417,] SoyBean Oil 109 2092110
## [418,] Styrene 1 2818342
## [419,] Styrene Monomer, Inhibited 123 4907265
## [420,] Sugar, Liquid 4 2062215
## [421,] Sulfide Waste (Petroleum Refinery) 1 4936539
## [422,] Sulfur Chloride (Mono) 1 4932380
## [423,] Sulfur Dioxide 9 4904290
## [424,] Sulfur Trioxide 2 4930050
## [425,] Sulfur, Molten 530 4945770
## [426,] Sulfuric Acid 405 4930040
## [427,] Sulfuric Acid,Spent 22 4930042
## [428,] Sulphate Black Liquor Skimmings 6 2611230
## [429,] Tall Oil 6 2861230
## [430,] Tall Oil, Crude 6 2861235
## [431,] Tallow Animal, Inedible 34 2014350
## [432,] Tallow Oil , Nec, Inedible 3 2014335
## [433,] Tallow, Animal, Nec 10 2013955
## [434,] Tallow, Edible 7 2013953
## [435,] Tar, Coal or Petroleum 6 4910263 <> 4915263
## [436,] Tetrachloroethylene 6 4925202
## [437,] Tetrafluoroethane 2 4904304
## [438,] Tetrahydrofuran 1 4908290
## [439,] Thiapentanal 7 4925206
## [440,] Titanium Dioxide and Water Mixed 4 2816130
## [441,] Titanium Dioxide, NEC 1 2816125
## [442,] Titanium Tetrachloride 1 4932385
## [443,] Toluene 20 4909305
## [444,] Toluene Diisocyanate 34 4921575
## [445,] Tomato Paste 2 2033615
## [446,] Toxic Liquid, Inorganic, N.O.S. 2 4921025
## [447,] Trichloroethylene 1 4941171
## [448,] Tridecyl Benzene 1 2815136
## [449,] Triethylene Glycol 2 2818558
## [450,] Trimethylamine, Anhydrous 2 4905540
## [451,] Trimethylchlorosilane 2 4907680
## [452,] Tripropylene 4 4909249
## [453,] Turpentine 1 4910313
## [454,] Unknown 8773 -99 <> 4906610 <> -98 <> 4930040
## [455,] Unknown but Loaded 659 15
## [456,] Urea Liquor 7 2818146
## [457,] Vegetable Oil, Hydrogenated 8 2096125
## [458,] Vegetable Oils, Vulcanized 1 2899985
## [459,] Vinyl Acetate 44 4907270
## [460,] Vinyl Chloride 210 4905792
## [461,] Vinyl Methyl Ether, Inhibited 1 4905792
## [462,] Vinyl Toluene 1 4912275
## [463,] Vinylidene Chloride, Inhibited 7 4907280
## [464,] Water (Raw) 1 1492110
## [465,] Water, Waste 7 4029120
## [466,] Wax 4 4915387
## [467,] Wax (Paraffin or Petroleum), Nec 16 2911990
## [468,] Weed Killing Compound 2 4910157
## [469,] Wines, Nec 1 2084120
## [470,] Xylene 29 4909350