MustaphaL/pipeline-thickness-predictor
Tabular Regression • Updated
segment_id large_string | measurement_date timestamp[us] | measurement_num int64 | age_years float64 | material large_string | diameter_mm float64 | nominal_thickness_mm float64 | coating_type large_string | cathodic_protection int64 | fluid_type large_string | corrosion_mechanism large_string | seam_type large_string | temperature_c float64 | pressure_bar float64 | flow_rate_m3h float64 | pH float64 | co2_partial_pressure_bar float64 | h2s_ppm float64 | water_cut_pct float64 | inhibitor_dose_ppm float64 | chloride_ppm float64 | dissolved_o2_ppb float64 | coating_condition float64 | measured_thickness_mm float64 | corrosion_rate_mm_yr float64 | cumulative_thickness_loss_mm float64 | normalized_thickness float64 | remaining_useful_life_years float64 | retirement_thickness_mm float64 | alert_level large_string | month int32 | year int32 | quarter int32 | thickness_lag_1 float64 | corr_rate_lag_1 float64 | thickness_lag_2 float64 | corr_rate_lag_2 float64 | thickness_lag_3 float64 | corr_rate_lag_3 float64 | thickness_change float64 | thickness_change_pct float64 | corr_rate_rolling_3 float64 | corr_rate_acceleration float64 | temp_pressure_interaction float64 | flow_watercut_interaction float64 | co2_ph_interaction float64 | days_since_install float64 | days_between_measurements float64 |
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SEG-0001 | 2005-01-01T00:00:00 | 1 | 2 | X52 | 609.6 | 18.63 | FBE | 1 | wet_gas | uniform | seamless | 97.6 | 71.9 | 219.5 | 7.06 | 2.548 | 220.6 | 2 | 50 | 486.1 | 1.8 | 0.02 | 18.532 | 0.001 | 0.098 | 0.9948 | 50 | 5.59 | normal | 1 | 2,005 | 1 | null | null | null | null | null | null | null | null | 0.001 | null | 7,017.44 | 439 | -0.15288 | 730.5 | null |
SEG-0001 | 2006-01-24T00:00:00 | 2 | 3.06 | X52 | 609.6 | 18.63 | FBE | 1 | wet_gas | uniform | seamless | 95.4 | 81.9 | 174.9 | 6.44 | 2.756 | 243.2 | 3.8 | 32.1 | 495.4 | 24.5 | 0.04 | 18.546 | 0.0025 | 0.084 | 0.9955 | 50 | 5.59 | normal | 1 | 2,006 | 1 | 18.532 | 0.001 | null | null | null | null | 0.014 | 0.075545 | 0.00175 | 0.0015 | 7,813.26 | 664.62 | 1.54336 | 1,140.665 | 388 |
SEG-0001 | 2007-01-06T00:00:00 | 3 | 4.01 | X52 | 609.6 | 18.63 | FBE | 1 | wet_gas | uniform | seamless | 82.8 | 85.4 | 192 | 6.76 | 2.398 | 238.3 | 15.5 | 46.6 | 449.2 | 51.3 | 0.06 | 18.607 | 0.001 | 0.023 | 0.9988 | 50 | 5.59 | normal | 1 | 2,007 | 1 | 18.546 | 0.0025 | 18.532 | 0.001 | null | null | 0.061 | 0.328912 | 0.0015 | -0.0015 | 7,071.12 | 2,976 | 0.57552 | 1,469.6525 | 347 |
SEG-0001 | 2007-12-24T00:00:00 | 4 | 4.98 | X52 | 609.6 | 18.63 | FBE | 1 | wet_gas | uniform | seamless | 83.4 | 80 | 190.4 | 6.93 | 2.751 | 219.3 | 10 | 32.5 | 475 | 40.2 | 0.081 | 18.627 | 0.0075 | 0.003 | 0.9998 | 50 | 5.59 | normal | 12 | 2,007 | 4 | 18.607 | 0.001 | 18.546 | 0.0025 | 18.532 | 0.001 | 0.02 | 0.107486 | 0.003667 | 0.0065 | 6,672 | 1,904 | 0.19257 | 2,175.945 | 352 |
SEG-0001 | 2008-11-26T00:00:00 | 5 | 5.9 | X52 | 609.6 | 18.63 | FBE | 1 | wet_gas | uniform | seamless | 65.7 | 79 | 165.7 | 6.89 | 2.68 | 256.6 | 12.3 | 72.7 | 472.3 | 36.2 | 0.101 | 18.551 | 0.001 | 0.079 | 0.9958 | 50 | 5.59 | normal | 11 | 2,008 | 4 | 18.627 | 0.0075 | 18.607 | 0.001 | 18.546 | 0.0025 | -0.076 | -0.40801 | 0.003167 | -0.0065 | 5,190.3 | 2,038.11 | 0.2948 | 2,484.975 | 338 |
SEG-0001 | 2009-11-14T00:00:00 | 6 | 6.87 | X52 | 609.6 | 18.63 | FBE | 1 | wet_gas | uniform | seamless | 77.4 | 82.7 | 153.4 | 6.72 | 2.36 | 211.4 | 13.7 | 51.6 | 453.2 | 35.1 | 0.121 | 18.633 | 0.0098 | -0.003 | 1.0002 | 50 | 5.59 | normal | 11 | 2,009 | 4 | 18.551 | 0.001 | 18.627 | 0.0075 | 18.607 | 0.001 | 0.082 | 0.442025 | 0.0061 | 0.0088 | 6,400.98 | 2,101.58 | 0.6608 | 2,826.2675 | 353 |
SEG-0001 | 2010-11-05T00:00:00 | 7 | 7.84 | X52 | 609.6 | 18.63 | FBE | 1 | wet_gas | uniform | seamless | 73.3 | 77.3 | 165.5 | 6.73 | 2.51 | 206 | 12.7 | 50.5 | 471.5 | 17.1 | 0.141 | 18.583 | 0.001 | 0.047 | 0.9975 | 50 | 5.59 | normal | 11 | 2,010 | 4 | 18.633 | 0.0098 | 18.551 | 0.001 | 18.627 | 0.0075 | -0.05 | -0.268341 | 0.003933 | -0.0088 | 5,666.09 | 2,101.85 | 0.6777 | 3,171.56 | 356 |
SEG-0001 | 2011-11-18T00:00:00 | 8 | 8.88 | X52 | 609.6 | 18.63 | FBE | 1 | wet_gas | uniform | seamless | 75.9 | 76.9 | 171.7 | 6.95 | 2.807 | 260.6 | 12.5 | 30.2 | 457.9 | 15.2 | 0.161 | 18.438 | 0.0015 | 0.192 | 0.9897 | 50 | 5.59 | normal | 11 | 2,011 | 4 | 18.583 | 0.001 | 18.633 | 0.0098 | 18.551 | 0.001 | -0.145 | -0.780283 | 0.0041 | 0.0005 | 5,836.71 | 2,146.25 | 0.14035 | 3,564.42 | 378 |
SEG-0001 | 2012-12-16T00:00:00 | 9 | 9.96 | X52 | 609.6 | 18.63 | FBE | 1 | wet_gas | uniform | seamless | 81 | 78.6 | 157.9 | 6.87 | 2.314 | 239.1 | 31.1 | 43.9 | 474 | 49.3 | 0.181 | 18.808 | 0.008 | -0.178 | 1.0095 | 50 | 5.59 | normal | 12 | 2,012 | 4 | 18.438 | 0.0015 | 18.583 | 0.001 | 18.633 | 0.0098 | 0.37 | 2.006725 | 0.0035 | 0.0065 | 6,366.6 | 4,910.69 | 0.30082 | 3,987.89 | 394 |
SEG-0001 | 2013-12-26T00:00:00 | 10 | 10.98 | X52 | 609.6 | 18.63 | FBE | 1 | wet_gas | uniform | seamless | 80.2 | 79.1 | 184 | 6.56 | 2.883 | 256.6 | 37.5 | 53.6 | 434.7 | 18.2 | 0.202 | 18.615 | 0.009 | 0.015 | 0.9992 | 50 | 5.59 | normal | 12 | 2,013 | 4 | 18.808 | 0.008 | 18.438 | 0.0015 | 18.583 | 0.001 | -0.193 | -1.026159 | 0.006167 | 0.001 | 6,343.82 | 6,900 | 1.26852 | 4,369.445 | 375 |
SEG-0001 | 2014-11-29T00:00:00 | 11 | 11.91 | X52 | 609.6 | 18.63 | FBE | 1 | wet_gas | uniform | seamless | 69.7 | 80 | 181.3 | 7.19 | 2.482 | 228.8 | 30.3 | 58.9 | 467.6 | 50.6 | 0.222 | 18.491 | 0.0066 | 0.139 | 0.9926 | 50 | 5.59 | normal | 11 | 2,014 | 4 | 18.615 | 0.009 | 18.808 | 0.008 | 18.438 | 0.0015 | -0.124 | -0.666129 | 0.007867 | -0.0024 | 5,576 | 5,493.39 | -0.47158 | 4,682.1275 | 338 |
SEG-0001 | 2015-12-17T00:00:00 | 12 | 12.96 | X52 | 609.6 | 18.63 | FBE | 1 | wet_gas | uniform | seamless | 78.9 | 78 | 181.4 | 6.69 | 2.557 | 248.2 | 33.6 | 27.4 | 501.2 | 38.8 | 0.242 | 18.475 | 0.0085 | 0.155 | 0.9917 | 50 | 5.59 | normal | 12 | 2,015 | 4 | 18.491 | 0.0066 | 18.615 | 0.009 | 18.808 | 0.008 | -0.016 | -0.086529 | 0.008033 | 0.0019 | 6,154.2 | 6,095.04 | 0.79267 | 5,083.64 | 383 |
SEG-0001 | 2016-12-28T00:00:00 | 13 | 13.99 | X52 | 609.6 | 18.63 | FBE | 1 | wet_gas | uniform | seamless | 80.7 | 77.8 | 178.4 | 7.01 | 2.302 | 224.2 | 40.3 | 59.8 | 436.6 | 38.6 | 0.262 | 18.329 | 0.0029 | 0.301 | 0.9838 | 50 | 5.59 | normal | 12 | 2,016 | 4 | 18.475 | 0.0085 | 18.491 | 0.0066 | 18.615 | 0.009 | -0.146 | -0.790257 | 0.006 | -0.0056 | 6,278.46 | 7,189.52 | -0.02302 | 5,471.8475 | 377 |
SEG-0001 | 2017-12-13T00:00:00 | 14 | 14.95 | X52 | 609.6 | 18.63 | FBE | 1 | wet_gas | uniform | seamless | 70 | 78.8 | 170.8 | 7.24 | 2.703 | 219.9 | 38.5 | 39.6 | 486.2 | 30.7 | 0.282 | 18.693 | 0.0034 | -0.063 | 1.0034 | 50 | 5.59 | normal | 12 | 2,017 | 4 | 18.329 | 0.0029 | 18.475 | 0.0085 | 18.491 | 0.0066 | 0.364 | 1.985924 | 0.004933 | 0.0005 | 5,516 | 6,575.8 | -0.64872 | 5,806.4875 | 350 |
SEG-0001 | 2019-01-04T00:00:00 | 15 | 16.01 | X52 | 609.6 | 18.63 | FBE | 1 | wet_gas | uniform | seamless | 79.7 | 73.2 | 173.8 | 6.8 | 2.742 | 231.3 | 37.2 | 39.7 | 501.2 | 7.9 | 0.302 | 18.535 | 0.0027 | 0.095 | 0.9949 | 50 | 5.59 | normal | 1 | 2,019 | 1 | 18.693 | 0.0034 | 18.329 | 0.0029 | 18.475 | 0.0085 | -0.158 | -0.845236 | 0.003 | -0.0007 | 5,834.04 | 6,465.36 | 0.5484 | 5,850.6525 | 387 |
SEG-0001 | 2019-12-12T00:00:00 | 16 | 16.94 | X52 | 609.6 | 18.63 | FBE | 1 | wet_gas | uniform | seamless | 82.5 | 81.4 | 173.2 | 7.18 | 2.562 | 247.2 | 32.1 | 47 | 460.8 | 44.4 | 0.323 | 18.619 | 0.0014 | 0.011 | 0.9994 | 50 | 5.59 | normal | 12 | 2,019 | 4 | 18.535 | 0.0027 | 18.693 | 0.0034 | 18.329 | 0.0029 | 0.084 | 0.453197 | 0.0025 | -0.0013 | 6,715.5 | 5,559.72 | -0.46116 | 6,532.335 | 342 |
SEG-0001 | 2021-01-07T00:00:00 | 17 | 18.02 | X52 | 609.6 | 18.63 | FBE | 1 | wet_gas | uniform | seamless | 83.1 | 71.9 | 181.7 | 6.54 | 2.618 | 291.4 | 38.6 | 40.4 | 484.6 | 45.4 | 0.343 | 18.718 | 0.0025 | -0.088 | 1.0047 | 50 | 5.59 | normal | 1 | 2,021 | 1 | 18.619 | 0.0014 | 18.535 | 0.0027 | 18.693 | 0.0034 | 0.099 | 0.531715 | 0.0022 | 0.0011 | 5,974.89 | 7,013.62 | 1.20428 | 6,587.805 | 392 |
SEG-0001 | 2022-01-01T00:00:00 | 18 | 19 | X52 | 609.6 | 18.63 | FBE | 1 | wet_gas | uniform | seamless | 89.6 | 76.6 | 179.8 | 6.08 | 2.902 | 222.3 | 38.3 | 54.7 | 452.7 | 31.9 | 0.363 | 18.38 | 0.001 | 0.25 | 0.9866 | 50 | 5.59 | normal | 1 | 2,022 | 1 | 18.718 | 0.0025 | 18.619 | 0.0014 | 18.535 | 0.0027 | -0.338 | -1.805748 | 0.001633 | -0.0015 | 6,863.36 | 6,886.34 | 2.66984 | 6,939.75 | 359 |
SEG-0001 | 2023-01-05T00:00:00 | 19 | 20.01 | X52 | 609.6 | 18.63 | FBE | 1 | wet_gas | uniform | seamless | 78.4 | 77.7 | 186.1 | 6.34 | 2.3 | 243.6 | 38 | 37.6 | 451.5 | 44.5 | 0.383 | 18.757 | 0.0095 | -0.127 | 1.0068 | 50 | 5.59 | normal | 1 | 2,023 | 1 | 18.38 | 0.001 | 18.718 | 0.0025 | 18.619 | 0.0014 | 0.377 | 2.051143 | 0.004333 | 0.0085 | 6,091.68 | 7,071.8 | 1.518 | 7,312.6525 | 369 |
SEG-0001 | 2024-01-24T00:00:00 | 20 | 21.06 | X52 | 609.6 | 18.63 | FBE | 1 | wet_gas | uniform | seamless | 81.2 | 83.7 | 179.4 | 6.99 | 2.689 | 192.5 | 37.9 | 44.1 | 468.9 | 26.3 | 0.403 | 18.617 | 0.0035 | 0.013 | 0.9993 | 50 | 5.59 | normal | 1 | 2,024 | 1 | 18.757 | 0.0095 | 18.38 | 0.001 | 18.718 | 0.0025 | -0.14 | -0.746388 | 0.004667 | -0.006 | 6,796.44 | 6,799.26 | 0.02689 | 7,715.165 | 384 |
SEG-0002 | 2005-01-01T00:00:00 | 1 | 9 | CS_A106B | 168.3 | 5.44 | CTE | 1 | crude_oil | erosion_corrosion | SAW | 95.3 | 70.6 | 398.6 | 7.41 | 4.068 | 327.1 | 72.4 | 117.2 | 204.6 | 8.1 | 0.015 | 0.319 | 25.0013 | 5.121 | 0.0587 | 0 | 1.63 | critical | 1 | 2,005 | 1 | null | null | null | null | null | null | null | null | 25.0013 | null | 6,728.18 | 28,858.64 | -1.66788 | 3,287.25 | null |
SEG-0002 | 2005-07-06T00:00:00 | 2 | 9.51 | CS_A106B | 168.3 | 5.44 | CTE | 1 | crude_oil | erosion_corrosion | SAW | 95.3 | 72.6 | 384.4 | 7.1 | 3.83 | 324.5 | 74.8 | 101.4 | 213.8 | 0.9 | 0.031 | 0.451 | 25.006 | 4.989 | 0.0829 | 0 | 1.63 | critical | 7 | 2,005 | 3 | 0.319 | 25.0013 | null | null | null | null | 0.132 | 41.37931 | 25.00365 | 0.0047 | 6,918.78 | 28,753.12 | -0.383 | 3,659.5275 | 186 |
SEG-0002 | 2005-12-25T00:00:00 | 3 | 9.98 | CS_A106B | 168.3 | 5.44 | CTE | 1 | crude_oil | erosion_corrosion | SAW | 95.1 | 67.8 | 389 | 7.22 | 4.194 | 321.9 | 69.2 | 87 | 207.4 | 44.5 | 0.046 | 0.46 | 25.0056 | 4.98 | 0.0845 | 0 | 1.63 | critical | 12 | 2,005 | 4 | 0.451 | 25.006 | 0.319 | 25.0013 | null | null | 0.009 | 1.995565 | 25.0043 | -0.0004 | 6,447.78 | 26,918.8 | -0.92268 | 4,003.195 | 172 |
SEG-0002 | 2006-07-19T00:00:00 | 4 | 10.55 | CS_A106B | 168.3 | 5.44 | CTE | 1 | crude_oil | erosion_corrosion | SAW | 94 | 67.8 | 404.4 | 6.64 | 3.452 | 311.8 | 77.2 | 108.7 | 194 | 40.7 | 0.062 | 0.339 | 24.9943 | 5.101 | 0.0623 | 0 | 1.63 | critical | 7 | 2,006 | 3 | 0.46 | 25.0056 | 0.451 | 25.006 | 0.319 | 25.0013 | -0.121 | -26.304348 | 25.001967 | -0.0113 | 6,373.2 | 31,219.68 | 1.24272 | 4,052.3875 | 206 |
SEG-0002 | 2007-02-19T00:00:00 | 5 | 11.13 | CS_A106B | 168.3 | 5.44 | CTE | 1 | crude_oil | erosion_corrosion | SAW | 112.6 | 72.7 | 406.8 | 7.59 | 3.678 | 313.6 | 79.6 | 98.8 | 193 | 12.4 | 0.077 | 0.431 | 24.9962 | 5.009 | 0.0793 | 0 | 1.63 | critical | 2 | 2,007 | 1 | 0.339 | 24.9943 | 0.46 | 25.0056 | 0.451 | 25.006 | 0.092 | 27.138643 | 24.9987 | 0.0019 | 8,186.02 | 32,381.28 | -2.17002 | 4,114.2325 | 215 |
SEG-0002 | 2007-08-25T00:00:00 | 6 | 11.65 | CS_A106B | 168.3 | 5.44 | CTE | 1 | crude_oil | erosion_corrosion | SAW | 90.3 | 74.3 | 357 | 7.38 | 3.521 | 264.2 | 74.2 | 106.4 | 242.6 | 43.9 | 0.093 | 0.573 | 24.9959 | 4.867 | 0.1054 | 0 | 1.63 | critical | 8 | 2,007 | 3 | 0.431 | 24.9962 | 0.339 | 24.9943 | 0.46 | 25.0056 | 0.142 | 32.946636 | 24.995467 | -0.0003 | 6,709.29 | 26,489.4 | -1.33798 | 4,491.1625 | 187 |
SEG-0002 | 2008-02-28T00:00:00 | 7 | 12.16 | CS_A106B | 168.3 | 5.44 | CTE | 1 | crude_oil | erosion_corrosion | SAW | 99.9 | 71.6 | 382.9 | 7.49 | 4.094 | 316.4 | 76.8 | 108.6 | 191 | 28.8 | 0.108 | 0.344 | 25.0017 | 5.096 | 0.0631 | 0 | 1.63 | critical | 2 | 2,008 | 1 | 0.573 | 24.9959 | 0.431 | 24.9962 | 0.339 | 24.9943 | -0.229 | -39.965096 | 24.997933 | 0.0058 | 7,152.84 | 29,406.72 | -2.00606 | 4,499.44 | 187 |
SEG-0002 | 2008-09-28T00:00:00 | 8 | 12.74 | CS_A106B | 168.3 | 5.44 | CTE | 1 | crude_oil | erosion_corrosion | SAW | 79.7 | 68.5 | 394.7 | 7.34 | 4.264 | 291.2 | 75.7 | 97.2 | 221.8 | 52.8 | 0.124 | 0.382 | 25.0122 | 5.058 | 0.0703 | 0 | 1.63 | critical | 9 | 2,008 | 3 | 0.344 | 25.0017 | 0.573 | 24.9959 | 0.431 | 24.9962 | 0.038 | 11.046512 | 25.003267 | 0.0105 | 5,459.45 | 29,878.79 | -1.44976 | 4,924.285 | 213 |
SEG-0002 | 2009-03-20T00:00:00 | 9 | 13.22 | CS_A106B | 168.3 | 5.44 | CTE | 1 | crude_oil | erosion_corrosion | SAW | 106.1 | 69.1 | 413.3 | 7.74 | 4.101 | 279.4 | 77.1 | 114.3 | 217.7 | 33.6 | 0.139 | 0.533 | 25.0048 | 4.907 | 0.098 | 0 | 1.63 | critical | 3 | 2,009 | 1 | 0.382 | 25.0122 | 0.344 | 25.0017 | 0.573 | 24.9959 | 0.151 | 39.528796 | 25.006233 | -0.0074 | 7,331.51 | 31,865.43 | -3.03474 | 4,906.605 | 173 |
SEG-0002 | 2009-09-03T00:00:00 | 10 | 13.67 | CS_A106B | 168.3 | 5.44 | CTE | 1 | crude_oil | erosion_corrosion | SAW | 94.3 | 71.9 | 358.4 | 7.43 | 4.215 | 343.1 | 74.5 | 110.6 | 237.8 | 24.1 | 0.155 | 0.364 | 24.9874 | 5.076 | 0.067 | 0 | 1.63 | critical | 9 | 2,009 | 3 | 0.533 | 25.0048 | 0.382 | 25.0122 | 0.344 | 25.0017 | -0.169 | -31.707317 | 25.001467 | -0.0174 | 6,780.17 | 26,700.8 | -1.81245 | 5,237.9675 | 167 |
SEG-0002 | 2010-03-29T00:00:00 | 11 | 14.24 | CS_A106B | 168.3 | 5.44 | CTE | 1 | crude_oil | erosion_corrosion | SAW | 109.9 | 74.3 | 407.7 | 7.11 | 4.123 | 329.1 | 77.4 | 99.4 | 210 | 28.2 | 0.17 | 0.634 | 25.0051 | 4.806 | 0.1166 | 0 | 1.63 | critical | 3 | 2,010 | 1 | 0.364 | 24.9874 | 0.533 | 25.0048 | 0.382 | 25.0122 | 0.27 | 74.175824 | 24.9991 | 0.0177 | 8,165.57 | 31,555.98 | -0.45353 | 5,288.16 | 207 |
SEG-0002 | 2010-09-12T00:00:00 | 12 | 14.7 | CS_A106B | 168.3 | 5.44 | CTE | 1 | crude_oil | erosion_corrosion | SAW | 85.2 | 73.3 | 350 | 7.98 | 3.849 | 280.3 | 81.7 | 96.4 | 214.8 | 51.3 | 0.185 | 0.597 | 25.0011 | 4.843 | 0.1097 | 0 | 1.63 | critical | 9 | 2,010 | 3 | 0.634 | 25.0051 | 0.364 | 24.9874 | 0.533 | 25.0048 | -0.037 | -5.835962 | 24.997867 | -0.004 | 6,245.16 | 28,595 | -3.77202 | 5,623.175 | 167 |
SEG-0002 | 2011-04-06T00:00:00 | 13 | 15.26 | CS_A106B | 168.3 | 5.44 | CTE | 1 | crude_oil | erosion_corrosion | SAW | 115.2 | 74.2 | 401.7 | 7.26 | 3.87 | 296.6 | 76.8 | 93.4 | 187.4 | 46.3 | 0.201 | 0.521 | 24.9992 | 4.919 | 0.0958 | 0 | 1.63 | critical | 4 | 2,011 | 2 | 0.597 | 25.0011 | 0.634 | 25.0051 | 0.364 | 24.9874 | -0.076 | -12.730318 | 25.0018 | -0.0019 | 8,547.84 | 30,850.56 | -1.0062 | 5,668.715 | 206 |
SEG-0002 | 2011-11-02T00:00:00 | 14 | 15.84 | CS_A106B | 168.3 | 5.44 | CTE | 1 | crude_oil | erosion_corrosion | SAW | 86.7 | 68.5 | 382.1 | 7 | 4.21 | 333.8 | 75.4 | 92.3 | 169.7 | 27.2 | 0.216 | 0.566 | 24.9984 | 4.874 | 0.104 | 0 | 1.63 | critical | 11 | 2,011 | 4 | 0.521 | 24.9992 | 0.597 | 25.0011 | 0.634 | 25.0051 | 0.045 | 8.637236 | 24.999567 | -0.0008 | 5,938.95 | 28,810.34 | 0 | 6,090.56 | 210 |
SEG-0002 | 2012-05-23T00:00:00 | 15 | 16.39 | CS_A106B | 168.3 | 5.44 | CTE | 1 | crude_oil | erosion_corrosion | SAW | 99.3 | 67.4 | 375.1 | 7.24 | 3.544 | 296.4 | 74.9 | 111.5 | 189.7 | 2.7 | 0.232 | 0.37 | 24.9962 | 5.07 | 0.0681 | 0 | 1.63 | critical | 5 | 2,012 | 2 | 0.566 | 24.9984 | 0.521 | 24.9992 | 0.597 | 25.0011 | -0.196 | -34.628975 | 24.997933 | -0.0022 | 6,692.82 | 28,094.99 | -0.85056 | 6,129.4475 | 203 |
SEG-0002 | 2012-11-09T00:00:00 | 16 | 16.86 | CS_A106B | 168.3 | 5.44 | CTE | 1 | crude_oil | erosion_corrosion | SAW | 86.9 | 70.5 | 386.6 | 7.19 | 3.501 | 302.7 | 81.1 | 103.8 | 214.7 | 20 | 0.247 | 0.4 | 25.0017 | 5.04 | 0.0735 | 0 | 1.63 | critical | 11 | 2,012 | 4 | 0.37 | 24.9962 | 0.566 | 24.9984 | 0.521 | 24.9992 | 0.03 | 8.108108 | 24.998767 | 0.0055 | 6,126.45 | 31,353.26 | -0.66519 | 6,471.115 | 170 |
SEG-0002 | 2013-06-02T00:00:00 | 17 | 17.42 | CS_A106B | 168.3 | 5.44 | CTE | 1 | crude_oil | erosion_corrosion | SAW | 102.9 | 69.4 | 421.7 | 7.08 | 3.712 | 278 | 75.7 | 90.1 | 214.3 | 33.3 | 0.263 | 0.396 | 25.0009 | 5.044 | 0.0728 | 0 | 1.63 | critical | 6 | 2,013 | 2 | 0.4 | 25.0017 | 0.37 | 24.9962 | 0.566 | 24.9984 | -0.004 | -1 | 24.9996 | -0.0008 | 7,141.26 | 31,922.69 | -0.29696 | 6,514.655 | 205 |
SEG-0002 | 2013-12-08T00:00:00 | 18 | 17.94 | CS_A106B | 168.3 | 5.44 | CTE | 1 | crude_oil | erosion_corrosion | SAW | 92.4 | 65.3 | 380.3 | 7.82 | 4.134 | 304.4 | 80.4 | 97.3 | 175.9 | 18.1 | 0.278 | 0.534 | 24.9975 | 4.906 | 0.0983 | 0 | 1.63 | critical | 12 | 2,013 | 4 | 0.396 | 25.0009 | 0.4 | 25.0017 | 0.37 | 24.9962 | 0.138 | 34.848485 | 25.000033 | -0.0034 | 6,033.72 | 30,576.12 | -3.38988 | 6,893.585 | 189 |
SEG-0002 | 2014-05-27T00:00:00 | 19 | 18.4 | CS_A106B | 168.3 | 5.44 | CTE | 1 | crude_oil | erosion_corrosion | SAW | 110.9 | 69.7 | 416.7 | 7.32 | 3.963 | 304 | 78.1 | 102.7 | 196.6 | 40.7 | 0.294 | 0.478 | 25.0012 | 4.962 | 0.0879 | 0 | 1.63 | critical | 5 | 2,014 | 2 | 0.534 | 24.9975 | 0.396 | 25.0009 | 0.4 | 25.0017 | -0.056 | -10.486891 | 24.999867 | 0.0037 | 7,729.73 | 32,544.27 | -1.26816 | 6,866.6 | 170 |
SEG-0002 | 2014-11-03T00:00:00 | 20 | 18.84 | CS_A106B | 168.3 | 5.44 | CTE | 1 | crude_oil | erosion_corrosion | SAW | 90 | 68.9 | 373 | 7.44 | 3.815 | 285.7 | 76.4 | 112.9 | 212.3 | 38 | 0.309 | 0.548 | 24.9973 | 4.892 | 0.1008 | 0 | 1.63 | critical | 11 | 2,014 | 4 | 0.478 | 25.0012 | 0.534 | 24.9975 | 0.396 | 25.0009 | 0.07 | 14.644351 | 24.998667 | -0.0039 | 6,201 | 28,497.2 | -1.6786 | 7,187.31 | 160 |
SEG-0002 | 2015-05-04T00:00:00 | 21 | 19.34 | CS_A106B | 168.3 | 5.44 | CTE | 1 | crude_oil | erosion_corrosion | SAW | 102.5 | 71.1 | 425.9 | 7.8 | 3.855 | 295 | 81.6 | 92.2 | 182.3 | 15.9 | 0.324 | 0.557 | 25.0007 | 4.883 | 0.1025 | 0 | 1.63 | critical | 5 | 2,015 | 2 | 0.548 | 24.9973 | 0.478 | 25.0012 | 0.534 | 24.9975 | 0.009 | 1.642336 | 24.999733 | 0.0034 | 7,287.75 | 34,753.44 | -3.084 | 7,186.935 | 182 |
SEG-0002 | 2015-12-06T00:00:00 | 22 | 19.93 | CS_A106B | 168.3 | 5.44 | CTE | 1 | crude_oil | erosion_corrosion | SAW | 71.2 | 63.1 | 371.3 | 7.44 | 3.335 | 295.7 | 82.6 | 114.9 | 202.3 | 3.4 | 0.34 | 0.389 | 24.997 | 5.051 | 0.0715 | 0 | 1.63 | critical | 12 | 2,015 | 4 | 0.557 | 25.0007 | 0.548 | 24.9973 | 0.478 | 25.0012 | -0.168 | -30.16158 | 24.998333 | -0.0037 | 4,492.72 | 30,669.38 | -1.4674 | 7,618.4325 | 216 |
SEG-0002 | 2016-06-20T00:00:00 | 23 | 20.47 | CS_A106B | 168.3 | 5.44 | CTE | 1 | crude_oil | erosion_corrosion | SAW | 96.1 | 69 | 396.9 | 7.03 | 4.029 | 296.6 | 86.4 | 108.6 | 197 | 17.7 | 0.355 | 0.509 | 25.0007 | 4.931 | 0.0935 | 0 | 1.63 | critical | 6 | 2,016 | 2 | 0.389 | 24.997 | 0.557 | 25.0007 | 0.548 | 24.9973 | 0.12 | 30.848329 | 24.999467 | 0.0037 | 6,630.9 | 34,292.16 | -0.12087 | 7,647.6675 | 197 |
SEG-0002 | 2016-12-02T00:00:00 | 24 | 20.92 | CS_A106B | 168.3 | 5.44 | CTE | 1 | crude_oil | erosion_corrosion | SAW | 88.1 | 68 | 400.9 | 7.12 | 3.95 | 296.7 | 86.9 | 89.8 | 224.8 | 19.9 | 0.371 | 0.63 | 25.0005 | 4.81 | 0.1157 | 0 | 1.63 | critical | 12 | 2,016 | 4 | 0.509 | 25.0007 | 0.389 | 24.997 | 0.557 | 25.0007 | 0.121 | 23.772102 | 24.9994 | -0.0002 | 5,990.8 | 34,838.21 | -0.474 | 7,977.03 | 165 |
SEG-0002 | 2017-06-18T00:00:00 | 25 | 21.46 | CS_A106B | 168.3 | 5.44 | CTE | 1 | crude_oil | erosion_corrosion | SAW | 83.9 | 65.8 | 411.5 | 7.82 | 3.666 | 316.6 | 87.5 | 86.1 | 213.2 | 30.2 | 0.386 | 0.565 | 24.9987 | 4.875 | 0.1038 | 0 | 1.63 | critical | 6 | 2,017 | 2 | 0.63 | 25.0005 | 0.509 | 25.0007 | 0.389 | 24.997 | -0.065 | -10.31746 | 24.999967 | -0.0018 | 5,520.62 | 36,006.25 | -3.00612 | 8,006.265 | 198 |
SEG-0002 | 2017-12-05T00:00:00 | 26 | 21.93 | CS_A106B | 168.3 | 5.44 | CTE | 1 | crude_oil | erosion_corrosion | SAW | 87.9 | 68.8 | 355.5 | 7.19 | 4.084 | 296.3 | 98.3 | 99.1 | 216.5 | 1.8 | 0.402 | 0.548 | 24.9997 | 4.892 | 0.1008 | 0 | 1.63 | critical | 12 | 2,017 | 4 | 0.565 | 24.9987 | 0.63 | 25.0005 | 0.509 | 25.0007 | -0.017 | -3.00885 | 24.999633 | 0.001 | 6,047.52 | 34,945.65 | -0.77596 | 8,347.9325 | 170 |
SEG-0002 | 2018-06-14T00:00:00 | 27 | 22.45 | CS_A106B | 168.3 | 5.44 | CTE | 1 | crude_oil | erosion_corrosion | SAW | 99.5 | 71.7 | 382.8 | 7.14 | 3.755 | 298.7 | 99.9 | 123.5 | 226.8 | 38 | 0.417 | 0.429 | 25.0064 | 5.011 | 0.0789 | 0 | 1.63 | critical | 6 | 2,018 | 2 | 0.548 | 24.9997 | 0.565 | 24.9987 | 0.63 | 25.0005 | -0.119 | -21.715328 | 25.0016 | 0.0067 | 7,134.15 | 38,241.72 | -0.5257 | 8,363.8625 | 191 |
SEG-0002 | 2018-11-22T00:00:00 | 28 | 22.89 | CS_A106B | 168.3 | 5.44 | CTE | 1 | crude_oil | erosion_corrosion | SAW | 84.9 | 67.7 | 368.4 | 6.99 | 4.129 | 300.5 | 97.9 | 118.9 | 173.6 | 26 | 0.433 | 0.338 | 25.0039 | 5.102 | 0.062 | 0 | 1.63 | critical | 11 | 2,018 | 4 | 0.429 | 25.0064 | 0.548 | 24.9997 | 0.565 | 24.9987 | -0.091 | -21.212121 | 25.003333 | -0.0025 | 5,747.73 | 36,066.36 | 0.04129 | 8,685.5725 | 161 |
SEG-0002 | 2019-06-13T00:00:00 | 29 | 23.45 | CS_A106B | 168.3 | 5.44 | CTE | 1 | crude_oil | erosion_corrosion | SAW | 90.3 | 65.8 | 395.7 | 7.23 | 4.264 | 310.1 | 100 | 104.1 | 226.3 | 1.4 | 0.448 | 0.436 | 24.999 | 5.004 | 0.0801 | 0 | 1.63 | critical | 6 | 2,019 | 2 | 0.338 | 25.0039 | 0.429 | 25.0064 | 0.548 | 24.9997 | 0.098 | 28.994083 | 25.0031 | -0.0049 | 5,941.74 | 39,570 | -0.98072 | 8,728.1125 | 203 |
SEG-0002 | 2020-01-15T00:00:00 | 30 | 24.04 | CS_A106B | 168.3 | 5.44 | CTE | 1 | crude_oil | erosion_corrosion | SAW | 98.5 | 67.5 | 400.2 | 7.93 | 3.536 | 317.3 | 97.2 | 129.1 | 201.4 | 1.9 | 0.464 | 0.689 | 24.9979 | 4.751 | 0.1266 | 0 | 1.63 | critical | 1 | 2,020 | 1 | 0.436 | 24.999 | 0.338 | 25.0039 | 0.429 | 25.0064 | 0.253 | 58.027523 | 25.000267 | -0.0011 | 6,648.75 | 38,899.44 | -3.28848 | 8,794.61 | 216 |
SEG-0002 | 2020-07-30T00:00:00 | 31 | 24.58 | CS_A106B | 168.3 | 5.44 | CTE | 1 | crude_oil | erosion_corrosion | SAW | 92.4 | 67.1 | 383.1 | 7.44 | 3.787 | 314.1 | 97.9 | 118.3 | 215.6 | 16.5 | 0.479 | 0.584 | 25.0007 | 4.856 | 0.1073 | 0 | 1.63 | critical | 7 | 2,020 | 3 | 0.689 | 24.9979 | 0.436 | 24.999 | 0.338 | 25.0039 | -0.105 | -15.239478 | 24.9992 | 0.0028 | 6,200.04 | 37,505.49 | -1.66628 | 9,188.845 | 197 |
SEG-0002 | 2021-01-17T00:00:00 | 32 | 25.05 | CS_A106B | 168.3 | 5.44 | CTE | 1 | crude_oil | erosion_corrosion | SAW | 96.1 | 73 | 366.5 | 7.19 | 3.923 | 314.7 | 96.4 | 124.9 | 160.2 | 4.8 | 0.494 | 0.505 | 25.0008 | 4.935 | 0.0929 | 0 | 1.63 | critical | 1 | 2,021 | 1 | 0.584 | 25.0007 | 0.689 | 24.9979 | 0.436 | 24.999 | -0.079 | -13.527397 | 24.9998 | 0.0001 | 7,015.3 | 35,330.6 | -0.74537 | 9,165.5125 | 171 |
SEG-0002 | 2021-07-10T00:00:00 | 33 | 25.52 | CS_A106B | 168.3 | 5.44 | CTE | 1 | crude_oil | erosion_corrosion | SAW | 90.2 | 67.2 | 409.1 | 7.33 | 3.9 | 302.1 | 94.5 | 131.3 | 218.2 | 3.2 | 0.51 | 0.314 | 24.9968 | 5.126 | 0.0578 | 0 | 1.63 | critical | 7 | 2,021 | 3 | 0.505 | 25.0008 | 0.584 | 25.0007 | 0.689 | 24.9979 | -0.191 | -37.821782 | 24.999433 | -0.004 | 6,061.44 | 38,659.95 | -1.287 | 9,511.18 | 174 |
SEG-0002 | 2021-12-21T00:00:00 | 34 | 25.97 | CS_A106B | 168.3 | 5.44 | CTE | 1 | crude_oil | erosion_corrosion | SAW | 88.2 | 64.1 | 402.7 | 7.69 | 3.852 | 292.1 | 97.2 | 121.1 | 186 | 42.5 | 0.525 | 0.532 | 24.9924 | 4.908 | 0.0978 | 0 | 1.63 | critical | 12 | 2,021 | 4 | 0.314 | 24.9968 | 0.505 | 25.0008 | 0.584 | 25.0007 | 0.218 | 69.426752 | 24.996667 | -0.0044 | 5,653.62 | 39,142.44 | -2.65788 | 9,839.5425 | 164 |
SEG-0002 | 2022-06-20T00:00:00 | 35 | 26.47 | CS_A106B | 168.3 | 5.44 | CTE | 1 | crude_oil | erosion_corrosion | SAW | 101.7 | 68 | 391.9 | 7.11 | 3.581 | 285.7 | 97.1 | 122 | 205.6 | 38.6 | 0.541 | 0.3 | 24.9942 | 5.14 | 0.0551 | 0 | 1.63 | critical | 6 | 2,022 | 2 | 0.532 | 24.9924 | 0.314 | 24.9968 | 0.505 | 25.0008 | -0.232 | -43.609023 | 24.994467 | 0.0018 | 6,915.6 | 38,053.49 | -0.39391 | 9,838.1675 | 181 |
SEG-0002 | 2023-01-08T00:00:00 | 36 | 27.02 | CS_A106B | 168.3 | 5.44 | CTE | 1 | crude_oil | erosion_corrosion | SAW | 94.6 | 68.7 | 391.6 | 7.78 | 3.571 | 297.4 | 93.7 | 204.8 | 207.1 | 45.2 | 0.556 | 0.523 | 25.0063 | 4.917 | 0.0961 | 0 | 1.63 | critical | 1 | 2,023 | 1 | 0.3 | 24.9942 | 0.532 | 24.9924 | 0.314 | 24.9968 | 0.223 | 74.333333 | 24.997633 | 0.0121 | 6,499.02 | 36,692.92 | -2.78538 | 9,876.055 | 202 |
SEG-0002 | 2023-07-27T00:00:00 | 37 | 27.57 | CS_A106B | 168.3 | 5.44 | CTE | 1 | crude_oil | erosion_corrosion | SAW | 98.5 | 67.4 | 399.9 | 6.95 | 4.154 | 296.2 | 99.4 | 197.8 | 235.6 | 11.5 | 0.572 | 0.557 | 24.9935 | 4.883 | 0.1024 | 0 | 1.63 | critical | 7 | 2,023 | 3 | 0.523 | 25.0063 | 0.3 | 24.9942 | 0.532 | 24.9924 | 0.034 | 6.500956 | 24.998 | -0.0128 | 6,638.9 | 39,750.06 | 0.2077 | 10,276.9425 | 200 |
SEG-0002 | 2024-02-16T00:00:00 | 38 | 28.13 | CS_A106B | 168.3 | 5.44 | CTE | 1 | crude_oil | erosion_corrosion | SAW | 100.2 | 70.5 | 377 | 7.9 | 4.016 | 323 | 96.2 | 214 | 200.8 | 0 | 0.587 | 0.449 | 25.0032 | 4.991 | 0.0825 | 0 | 1.63 | critical | 2 | 2,024 | 1 | 0.557 | 24.9935 | 0.523 | 25.0063 | 0.3 | 24.9942 | -0.108 | -19.389587 | 25.001 | 0.0097 | 7,064.1 | 36,267.4 | -3.6144 | 10,320.4825 | 204 |
SEG-0002 | 2024-08-13T00:00:00 | 39 | 28.62 | CS_A106B | 168.3 | 5.44 | CTE | 1 | crude_oil | erosion_corrosion | SAW | 90.9 | 68.4 | 373.1 | 7.53 | 3.503 | 332 | 99.9 | 197.1 | 208.2 | 29.2 | 0.603 | 0.493 | 25.0017 | 4.947 | 0.0905 | 0 | 1.63 | critical | 8 | 2,024 | 3 | 0.449 | 25.0032 | 0.557 | 24.9935 | 0.523 | 25.0063 | 0.044 | 9.799555 | 24.999467 | -0.0015 | 6,217.56 | 37,272.69 | -1.85659 | 10,678.455 | 179 |
SEG-0003 | 2005-01-01T00:00:00 | 1 | 18 | X42 | 219.1 | 7.88 | none | 0 | wet_gas | uniform | seamless | 110 | 37.9 | 292.4 | 3.59 | 1.555 | 408.7 | 70.3 | 17.3 | 96 | 29.1 | 0 | 7.788 | 0.2374 | 0.092 | 0.9884 | 22.85 | 2.36 | normal | 1 | 2,005 | 1 | null | null | null | null | null | null | null | null | 0.2374 | null | 4,169 | 20,555.72 | 5.30255 | 6,574.5 | null |
SEG-0003 | 2005-09-30T00:00:00 | 2 | 18.75 | X42 | 219.1 | 7.88 | none | 0 | wet_gas | uniform | seamless | 95.2 | 35.4 | 258.3 | 3.68 | 2.199 | 440.4 | 77.1 | 27.9 | 94.9 | 9.4 | 0 | 7.621 | 0.1886 | 0.259 | 0.9672 | 27.87 | 2.36 | normal | 9 | 2,005 | 3 | 7.788 | 0.2374 | null | null | null | null | -0.167 | -2.144325 | 0.213 | -0.0488 | 3,370.08 | 19,914.93 | 7.30068 | 7,120.4375 | 272 |
SEG-0003 | 2006-05-23T00:00:00 | 3 | 19.39 | X42 | 219.1 | 7.88 | none | 0 | wet_gas | uniform | seamless | 114.8 | 44.1 | 299.2 | 3.49 | 2.417 | 393.3 | 73 | 31.6 | 132.9 | 34.5 | 0 | 7.501 | 0.2289 | 0.379 | 0.9519 | 22.44 | 2.36 | normal | 5 | 2,006 | 2 | 7.621 | 0.1886 | 7.788 | 0.2374 | null | null | -0.12 | -1.574597 | 0.2183 | 0.0403 | 5,062.68 | 21,841.6 | 8.48367 | 7,224.1975 | 235 |
SEG-0003 | 2007-02-20T00:00:00 | 4 | 20.14 | X42 | 219.1 | 7.88 | none | 0 | wet_gas | uniform | seamless | 128.7 | 37.7 | 295 | 4.33 | 2.112 | 416.9 | 69.5 | 28.3 | 131.9 | 24.8 | 0 | 6.933 | 0.252 | 0.947 | 0.8798 | 18.13 | 2.36 | normal | 2 | 2,007 | 1 | 7.501 | 0.2289 | 7.621 | 0.1886 | 7.788 | 0.2374 | -0.568 | -7.572324 | 0.223167 | 0.0231 | 4,851.99 | 20,502.5 | 5.63904 | 7,406.135 | 273 |
SEG-0003 | 2007-10-30T00:00:00 | 5 | 20.83 | X42 | 219.1 | 7.88 | none | 0 | wet_gas | uniform | seamless | 97.8 | 43.1 | 275.4 | 3.84 | 2.373 | 392.6 | 79.9 | 48.9 | 135.5 | 30.4 | 0 | 7.064 | 0.1692 | 0.816 | 0.8964 | 27.78 | 2.36 | normal | 10 | 2,007 | 4 | 6.933 | 0.252 | 7.501 | 0.2289 | 7.621 | 0.1886 | 0.131 | 1.889514 | 0.2167 | -0.0828 | 4,215.18 | 22,004.46 | 7.49868 | 7,910.1575 | 252 |
SEG-0003 | 2008-06-16T00:00:00 | 6 | 21.46 | X42 | 219.1 | 7.88 | none | 0 | wet_gas | uniform | seamless | 119.7 | 42.7 | 288.6 | 3.41 | 1.967 | 441.2 | 77.5 | 33.3 | 112.4 | 0 | 0 | 6.941 | 0.2437 | 0.939 | 0.8808 | 18.78 | 2.36 | normal | 6 | 2,008 | 2 | 7.064 | 0.1692 | 6.933 | 0.252 | 7.501 | 0.2289 | -0.123 | -1.741223 | 0.221633 | 0.0745 | 5,111.19 | 22,366.5 | 7.06153 | 8,005.265 | 230 |
SEG-0003 | 2009-02-11T00:00:00 | 7 | 22.11 | X42 | 219.1 | 7.88 | none | 0 | wet_gas | uniform | seamless | 123 | 43.4 | 327.1 | 3.66 | 2.052 | 441.3 | 76.7 | 46.5 | 135.1 | 31.5 | 0 | 6.782 | 0.23 | 1.098 | 0.8607 | 19.21 | 2.36 | normal | 2 | 2,009 | 1 | 6.941 | 0.2437 | 7.064 | 0.1692 | 6.933 | 0.252 | -0.159 | -2.290736 | 0.2143 | -0.0137 | 5,338.2 | 25,088.57 | 6.85368 | 8,116.6775 | 240 |
SEG-0003 | 2009-11-16T00:00:00 | 8 | 22.87 | X42 | 219.1 | 7.88 | none | 0 | wet_gas | uniform | seamless | 98.4 | 43.7 | 294 | 3.78 | 2.159 | 419.2 | 79.4 | 45.3 | 118.5 | 1.3 | 0 | 6.629 | 0.1664 | 1.251 | 0.8413 | 25.64 | 2.36 | normal | 11 | 2,009 | 4 | 6.782 | 0.23 | 6.941 | 0.2437 | 7.064 | 0.1692 | -0.153 | -2.255972 | 0.213367 | -0.0636 | 4,300.08 | 23,343.6 | 6.95198 | 8,672.2675 | 278 |
SEG-0003 | 2010-06-28T00:00:00 | 9 | 23.49 | X42 | 219.1 | 7.88 | none | 0 | wet_gas | uniform | seamless | 108.2 | 40.4 | 290.1 | 3.79 | 2.177 | 411.4 | 76 | 41.6 | 80.5 | 44.7 | 0 | 6.663 | 0.189 | 1.217 | 0.8456 | 22.75 | 2.36 | normal | 6 | 2,010 | 2 | 6.629 | 0.1664 | 6.782 | 0.23 | 6.941 | 0.2437 | 0.034 | 0.512898 | 0.195133 | 0.0226 | 4,371.28 | 22,047.6 | 6.98817 | 8,757.7225 | 224 |
SEG-0003 | 2011-02-17T00:00:00 | 10 | 24.13 | X42 | 219.1 | 7.88 | none | 0 | wet_gas | uniform | seamless | 111.3 | 38.3 | 294.5 | 3.61 | 2.258 | 471.5 | 76.8 | 88 | 149.1 | 11.5 | 0 | 6.45 | 0.1444 | 1.43 | 0.8186 | 28.31 | 2.36 | normal | 2 | 2,011 | 1 | 6.663 | 0.189 | 6.629 | 0.1664 | 6.782 | 0.23 | -0.213 | -3.196758 | 0.1666 | -0.0446 | 4,262.79 | 22,617.6 | 7.65462 | 8,860.4825 | 234 |
SEG-0003 | 2011-10-15T00:00:00 | 11 | 24.79 | X42 | 219.1 | 7.88 | none | 0 | wet_gas | uniform | seamless | 96.7 | 40 | 230.6 | 3.58 | 1.739 | 411 | 80.3 | 96 | 153.9 | 22.2 | 0 | 6.511 | 0.1188 | 1.369 | 0.8262 | 34.92 | 2.36 | normal | 10 | 2,011 | 4 | 6.45 | 0.1444 | 6.663 | 0.189 | 6.629 | 0.1664 | 0.061 | 0.945736 | 0.150733 | -0.0256 | 3,868 | 18,517.18 | 5.94738 | 9,341.5475 | 240 |
SEG-0003 | 2012-07-05T00:00:00 | 12 | 25.51 | X42 | 219.1 | 7.88 | none | 0 | wet_gas | uniform | seamless | 112.3 | 41.7 | 304.3 | 3.7 | 1.9 | 425.2 | 83.5 | 86.2 | 113.5 | 8.4 | 0 | 6.214 | 0.1621 | 1.666 | 0.7886 | 23.76 | 2.36 | normal | 7 | 2,012 | 3 | 6.511 | 0.1188 | 6.45 | 0.1444 | 6.663 | 0.189 | -0.297 | -4.561511 | 0.141767 | 0.0433 | 4,682.91 | 25,409.05 | 6.27 | 9,503.5275 | 264 |
SEG-0003 | 2013-03-10T00:00:00 | 13 | 26.19 | X42 | 219.1 | 7.88 | none | 0 | wet_gas | uniform | seamless | 115.9 | 40.5 | 296.9 | 3.65 | 2.144 | 431.3 | 75.5 | 81.1 | 154.6 | 13.1 | 0 | 6.208 | 0.1632 | 1.672 | 0.7878 | 23.55 | 2.36 | normal | 3 | 2,013 | 1 | 6.214 | 0.1621 | 6.511 | 0.1188 | 6.45 | 0.1444 | -0.006 | -0.096556 | 0.148033 | 0.0011 | 4,693.95 | 22,415.95 | 7.1824 | 9,633.8975 | 248 |
SEG-0003 | 2013-12-07T00:00:00 | 14 | 26.93 | X42 | 219.1 | 7.88 | none | 0 | wet_gas | uniform | seamless | 103.8 | 47.1 | 280.4 | 3.43 | 1.731 | 432.4 | 76.8 | 94.8 | 136.1 | 21.6 | 0 | 6.245 | 0.1228 | 1.635 | 0.7925 | 31.6 | 2.36 | normal | 12 | 2,013 | 4 | 6.208 | 0.1632 | 6.214 | 0.1621 | 6.511 | 0.1188 | 0.037 | 0.596005 | 0.149367 | -0.0404 | 4,888.98 | 21,534.72 | 6.17967 | 10,176.1825 | 272 |
SEG-0003 | 2014-09-02T00:00:00 | 15 | 27.67 | X42 | 219.1 | 7.88 | none | 0 | wet_gas | uniform | seamless | 105.7 | 34.3 | 252 | 4.02 | 1.771 | 435.1 | 77.9 | 109.8 | 120.8 | 1.7 | 0 | 6.116 | 0.1054 | 1.764 | 0.7761 | 35.6 | 2.36 | normal | 9 | 2,014 | 3 | 6.245 | 0.1228 | 6.208 | 0.1632 | 6.214 | 0.1621 | -0.129 | -2.065653 | 0.130467 | -0.0174 | 3,625.51 | 19,630.8 | 5.27758 | 10,350.4675 | 269 |
SEG-0003 | 2015-05-05T00:00:00 | 16 | 28.34 | X42 | 219.1 | 7.88 | none | 0 | wet_gas | uniform | seamless | 115.2 | 46.5 | 288.3 | 3.76 | 2.216 | 418.8 | 78.4 | 84.4 | 149.8 | 29.1 | 0 | 5.869 | 0.1517 | 2.011 | 0.7448 | 23.1 | 2.36 | normal | 5 | 2,015 | 2 | 6.116 | 0.1054 | 6.245 | 0.1228 | 6.208 | 0.1632 | -0.247 | -4.038587 | 0.126633 | 0.0463 | 5,356.8 | 22,602.72 | 7.17984 | 10,475.185 | 245 |
SEG-0003 | 2016-02-02T00:00:00 | 17 | 29.09 | X42 | 219.1 | 7.88 | none | 0 | wet_gas | uniform | seamless | 123.3 | 43.3 | 278.7 | 3.62 | 2.07 | 405.9 | 79.8 | 77.8 | 138.4 | 15.9 | 0 | 5.792 | 0.1889 | 2.088 | 0.7351 | 18.15 | 2.36 | normal | 2 | 2,016 | 1 | 5.869 | 0.1517 | 6.116 | 0.1054 | 6.245 | 0.1228 | -0.077 | -1.311978 | 0.148667 | 0.0372 | 5,338.89 | 22,240.26 | 6.9966 | 10,657.1225 | 273 |
SEG-0003 | 2016-10-10T00:00:00 | 18 | 29.77 | X42 | 219.1 | 7.88 | none | 0 | wet_gas | uniform | seamless | 106.6 | 41.6 | 259.1 | 3.45 | 2.355 | 424.9 | 77.2 | 105.4 | 132 | 0 | 0 | 5.439 | 0.1206 | 2.441 | 0.6903 | 25.51 | 2.36 | normal | 10 | 2,016 | 4 | 5.792 | 0.1889 | 5.869 | 0.1517 | 6.116 | 0.1054 | -0.353 | -6.094613 | 0.153733 | -0.0683 | 4,434.56 | 20,002.52 | 8.36025 | 11,156.4925 | 251 |
SEG-0003 | 2017-06-18T00:00:00 | 19 | 30.46 | X42 | 219.1 | 7.88 | none | 0 | wet_gas | uniform | seamless | 114.7 | 39.1 | 260.8 | 4.05 | 2.208 | 386.7 | 83.3 | 154.1 | 116.4 | 21.6 | 0 | 5.673 | 0.0619 | 2.207 | 0.7199 | 50 | 2.36 | normal | 6 | 2,017 | 2 | 5.439 | 0.1206 | 5.792 | 0.1889 | 5.869 | 0.1517 | 0.234 | 4.302261 | 0.1238 | -0.0587 | 4,484.77 | 21,724.64 | 6.5136 | 11,293.515 | 251 |
SEG-0003 | 2018-03-09T00:00:00 | 20 | 31.18 | X42 | 219.1 | 7.88 | none | 0 | wet_gas | uniform | seamless | 138.2 | 38.9 | 316.9 | 3.77 | 2.385 | 427.7 | 90.3 | 187.5 | 121.8 | 33.1 | 0 | 5.505 | 0.025 | 2.375 | 0.6987 | 50 | 2.36 | normal | 3 | 2,018 | 1 | 5.673 | 0.0619 | 5.439 | 0.1206 | 5.792 | 0.1889 | -0.168 | -2.961396 | 0.069167 | -0.0369 | 5,375.98 | 28,616.07 | 7.70355 | 11,455.495 | 264 |
SEG-0003 | 2018-10-24T00:00:00 | 21 | 31.81 | X42 | 219.1 | 7.88 | none | 0 | wet_gas | uniform | seamless | 130.8 | 39.1 | 228.4 | 3.92 | 2.223 | 403.5 | 100 | 155.6 | 141.4 | 46 | 0 | 5.643 | 0.0698 | 2.237 | 0.7161 | 46.95 | 2.36 | normal | 10 | 2,018 | 4 | 5.505 | 0.025 | 5.673 | 0.0619 | 5.439 | 0.1206 | 0.138 | 2.506812 | 0.052233 | 0.0448 | 5,114.28 | 22,840 | 6.84684 | 11,914.6025 | 229 |
SEG-0003 | 2019-07-29T00:00:00 | 22 | 32.57 | X42 | 219.1 | 7.88 | none | 0 | wet_gas | uniform | seamless | 139.9 | 46.3 | 272.7 | 4.01 | 2.171 | 389.4 | 100 | 171.4 | 111.7 | 7.4 | 0 | 5.568 | 0.0428 | 2.312 | 0.7065 | 50 | 2.36 | normal | 7 | 2,019 | 3 | 5.643 | 0.0698 | 5.505 | 0.025 | 5.673 | 0.0619 | -0.075 | -1.32908 | 0.045867 | -0.027 | 6,477.37 | 27,270 | 6.49129 | 12,105.1925 | 278 |
SEG-0003 | 2020-05-01T00:00:00 | 23 | 33.33 | X42 | 219.1 | 7.88 | none | 0 | wet_gas | uniform | seamless | 149.5 | 37 | 313.9 | 3.48 | 2.493 | 396.1 | 100 | 170.7 | 121.8 | 50.6 | 0 | 5.412 | 0.061 | 2.468 | 0.6868 | 49.93 | 2.36 | normal | 5 | 2,020 | 2 | 5.568 | 0.0428 | 5.643 | 0.0698 | 5.505 | 0.025 | -0.156 | -2.801724 | 0.057867 | 0.0182 | 5,531.5 | 31,390 | 8.77536 | 12,294.7825 | 277 |
SEG-0003 | 2020-12-12T00:00:00 | 24 | 33.95 | X42 | 219.1 | 7.88 | none | 0 | wet_gas | uniform | seamless | 136.1 | 43.7 | 252.3 | 4.5 | 1.957 | 389.9 | 100 | 166.6 | 110.9 | 22.9 | 0 | 5.469 | 0.056 | 2.411 | 0.694 | 50 | 2.36 | normal | 12 | 2,020 | 4 | 5.412 | 0.061 | 5.568 | 0.0428 | 5.643 | 0.0698 | 0.057 | 1.053215 | 0.053267 | -0.005 | 5,947.57 | 25,230 | 4.8925 | 12,746.2375 | 225 |
SEG-0003 | 2021-08-12T00:00:00 | 25 | 34.61 | X42 | 219.1 | 7.88 | none | 0 | wet_gas | uniform | seamless | 113.4 | 44.8 | 254.9 | 3.71 | 2.198 | 431.9 | 100 | 165.6 | 143.6 | 12.8 | 0 | 5.502 | 0.0525 | 2.378 | 0.6983 | 50 | 2.36 | normal | 8 | 2,021 | 3 | 5.469 | 0.056 | 5.412 | 0.061 | 5.568 | 0.0428 | 0.033 | 0.603401 | 0.0565 | -0.0035 | 5,080.32 | 25,490 | 7.23142 | 12,864.3025 | 243 |
SEG-0003 | 2022-05-04T00:00:00 | 26 | 35.34 | X42 | 219.1 | 7.88 | none | 0 | wet_gas | uniform | seamless | 129.4 | 37.1 | 293.4 | 4.32 | 1.77 | 395.2 | 100 | 188.7 | 118.7 | 21.5 | 0 | 5.466 | 0.0104 | 2.414 | 0.6936 | 50 | 2.36 | normal | 5 | 2,022 | 2 | 5.502 | 0.0525 | 5.469 | 0.056 | 5.412 | 0.061 | -0.036 | -0.654308 | 0.039633 | -0.0421 | 4,800.74 | 29,340 | 4.7436 | 13,030.935 | 265 |
SEG-0003 | 2023-01-30T00:00:00 | 27 | 36.08 | X42 | 219.1 | 7.88 | none | 0 | wet_gas | uniform | seamless | 125.8 | 40.5 | 273.7 | 4.07 | 2.027 | 446.6 | 100 | 156 | 117.4 | 10.6 | 0 | 5.447 | 0.0613 | 2.433 | 0.6912 | 50 | 2.36 | normal | 1 | 2,023 | 1 | 5.466 | 0.0104 | 5.502 | 0.0525 | 5.469 | 0.056 | -0.019 | -0.347603 | 0.0414 | 0.0509 | 5,094.9 | 27,370 | 5.93911 | 13,207.22 | 271 |
SEG-0003 | 2023-11-04T00:00:00 | 28 | 36.84 | X42 | 219.1 | 7.88 | none | 0 | wet_gas | uniform | seamless | 115.7 | 39.5 | 249.4 | 3.68 | 2.307 | 458.6 | 100 | 145 | 120 | 1.4 | 0 | 5.444 | 0.077 | 2.436 | 0.6909 | 40.02 | 2.36 | normal | 11 | 2,023 | 4 | 5.447 | 0.0613 | 5.466 | 0.0104 | 5.502 | 0.0525 | -0.003 | -0.055076 | 0.049567 | 0.0157 | 4,570.15 | 24,940 | 7.65924 | 13,762.81 | 278 |
SEG-0003 | 2024-07-06T00:00:00 | 29 | 37.51 | X42 | 219.1 | 7.88 | none | 0 | wet_gas | uniform | seamless | 124.9 | 44.3 | 262.1 | 3.44 | 1.948 | 406.5 | 100 | 164.4 | 98.4 | 19.6 | 0 | 5.315 | 0.0524 | 2.565 | 0.6745 | 50 | 2.36 | normal | 7 | 2,024 | 3 | 5.444 | 0.077 | 5.447 | 0.0613 | 5.466 | 0.0104 | -0.129 | -2.369581 | 0.063567 | -0.0246 | 5,533.07 | 26,210 | 6.93488 | 13,887.5275 | 245 |
SEG-0004 | 2005-01-01T00:00:00 | 1 | 14 | X42 | 168.3 | 5.67 | CTE | 0 | crude_oil | pitting | ERW | 83.5 | 20.9 | 168 | 5.45 | 3.867 | 27.1 | 60 | 98.1 | 384.9 | 3.3 | 0.008 | 5.647 | 0.0865 | 0.023 | 0.9959 | 45.62 | 1.7 | normal | 1 | 2,005 | 1 | null | null | null | null | null | null | null | null | 0.0865 | null | 1,745.15 | 10,080 | 5.99385 | 5,113.5 | null |
SEG-0004 | 2005-03-20T00:00:00 | 2 | 14.21 | X42 | 168.3 | 5.67 | CTE | 0 | crude_oil | pitting | ERW | 91.6 | 25.7 | 171 | 5.29 | 3.753 | 0 | 57.7 | 91.3 | 399.8 | 34 | 0.016 | 5.588 | 0.077 | 0.082 | 0.9856 | 50 | 1.7 | normal | 3 | 2,005 | 1 | 5.647 | 0.0865 | null | null | null | null | -0.059 | -1.044803 | 0.08175 | -0.0095 | 2,354.12 | 9,866.7 | 6.41763 | 5,268.2025 | 78 |
SEG-0004 | 2005-06-07T00:00:00 | 3 | 14.43 | X42 | 168.3 | 5.67 | CTE | 0 | crude_oil | pitting | ERW | 73.4 | 21.1 | 144.5 | 4.91 | 4.083 | 8.4 | 63.2 | 93.4 | 371.2 | 0 | 0.024 | 5.567 | 0.049 | 0.103 | 0.9818 | 50 | 1.7 | normal | 6 | 2,005 | 2 | 5.588 | 0.077 | 5.647 | 0.0865 | null | null | -0.021 | -0.375805 | 0.070833 | -0.028 | 1,548.74 | 9,132.4 | 8.53347 | 5,427.5575 | 79 |
SEG-0004 | 2005-09-11T00:00:00 | 4 | 14.69 | X42 | 168.3 | 5.67 | CTE | 0 | crude_oil | pitting | ERW | 66.3 | 25.6 | 134.6 | 5.22 | 4.149 | 2.1 | 58.1 | 98.8 | 378.5 | 15.8 | 0.033 | 5.59 | 0.0355 | 0.08 | 0.9859 | 50 | 1.7 | normal | 9 | 2,005 | 3 | 5.567 | 0.049 | 5.588 | 0.077 | 5.647 | 0.0865 | 0.023 | 0.413149 | 0.053833 | -0.0135 | 1,697.28 | 7,820.26 | 7.38522 | 5,618.5225 | 96 |
SEG-0004 | 2006-01-05T00:00:00 | 5 | 15.01 | X42 | 168.3 | 5.67 | CTE | 0 | crude_oil | pitting | ERW | 76.3 | 27.1 | 148.4 | 5.2 | 4.267 | 24.4 | 56 | 108.5 | 400 | 3 | 0.041 | 5.578 | 0.0618 | 0.092 | 0.9837 | 50 | 1.7 | normal | 1 | 2,006 | 1 | 5.59 | 0.0355 | 5.567 | 0.049 | 5.588 | 0.077 | -0.012 | -0.214669 | 0.048767 | 0.0263 | 2,067.73 | 8,310.4 | 7.6806 | 5,486.4025 | 116 |
SEG-0004 | 2006-04-27T00:00:00 | 6 | 15.32 | X42 | 168.3 | 5.67 | CTE | 0 | crude_oil | pitting | ERW | 86.3 | 29.6 | 188.8 | 4.55 | 4.015 | 0 | 57.3 | 76.4 | 410.3 | 8.2 | 0.049 | 5.469 | 0.0587 | 0.201 | 0.9645 | 50 | 1.7 | normal | 4 | 2,006 | 2 | 5.578 | 0.0618 | 5.59 | 0.0355 | 5.567 | 0.049 | -0.109 | -1.954105 | 0.052 | -0.0031 | 2,554.48 | 10,818.24 | 9.83675 | 5,711.63 | 112 |
SEG-0004 | 2006-08-27T00:00:00 | 7 | 15.65 | X42 | 168.3 | 5.67 | CTE | 0 | crude_oil | pitting | ERW | 63.9 | 25.9 | 111.5 | 5.34 | 4.261 | 0 | 56.7 | 97.3 | 401.8 | 47.5 | 0.057 | 5.436 | 0.0311 | 0.234 | 0.9588 | 50 | 1.7 | normal | 8 | 2,006 | 3 | 5.469 | 0.0587 | 5.578 | 0.0618 | 5.59 | 0.0355 | -0.033 | -0.603401 | 0.050533 | -0.0276 | 1,655.01 | 6,322.05 | 7.07326 | 5,954.1625 | 122 |
SEG-0004 | 2006-12-07T00:00:00 | 8 | 15.93 | X42 | 168.3 | 5.67 | CTE | 0 | crude_oil | pitting | ERW | 64.4 | 24.9 | 131.7 | 4.38 | 4.276 | 4.1 | 53.1 | 121.7 | 426.2 | 43 | 0.065 | 5.591 | 0.0414 | 0.079 | 0.986 | 50 | 1.7 | normal | 12 | 2,006 | 4 | 5.436 | 0.0311 | 5.469 | 0.0587 | 5.578 | 0.0618 | 0.155 | 2.851361 | 0.043733 | 0.0103 | 1,603.56 | 6,993.27 | 11.20312 | 6,158.4325 | 102 |
SEG-0004 | 2007-03-01T00:00:00 | 9 | 16.16 | X42 | 168.3 | 5.67 | CTE | 0 | crude_oil | pitting | ERW | 70.3 | 25.8 | 177.9 | 5.06 | 3.97 | 3.7 | 58.9 | 86.9 | 387 | 8.6 | 0.073 | 5.559 | 0.0313 | 0.111 | 0.9804 | 50 | 1.7 | normal | 3 | 2,007 | 1 | 5.591 | 0.0414 | 5.436 | 0.0311 | 5.469 | 0.0587 | -0.032 | -0.572348 | 0.0346 | -0.0101 | 1,813.74 | 10,478.31 | 7.7018 | 5,961.44 | 84 |
SEG-0004 | 2007-06-10T00:00:00 | 10 | 16.44 | X42 | 168.3 | 5.67 | CTE | 0 | crude_oil | pitting | ERW | 75 | 25.2 | 169 | 5.4 | 4.215 | 0 | 62.5 | 92.2 | 417.1 | 0 | 0.081 | 5.639 | 0.0551 | 0.031 | 0.9945 | 50 | 1.7 | normal | 6 | 2,007 | 2 | 5.559 | 0.0313 | 5.591 | 0.0414 | 5.436 | 0.0311 | 0.08 | 1.439108 | 0.0426 | 0.0238 | 1,890 | 10,562.5 | 6.744 | 6,164.71 | 101 |
SEG-0004 | 2007-09-28T00:00:00 | 11 | 16.74 | X42 | 168.3 | 5.67 | CTE | 0 | crude_oil | pitting | ERW | 61.3 | 25.4 | 120.6 | 5.11 | 3.944 | 27 | 55.2 | 105.1 | 408.1 | 21.2 | 0.09 | 5.341 | 0.0544 | 0.329 | 0.9419 | 50 | 1.7 | normal | 9 | 2,007 | 3 | 5.639 | 0.0551 | 5.559 | 0.0313 | 5.591 | 0.0414 | -0.298 | -5.284625 | 0.046933 | -0.0007 | 1,557.02 | 6,657.12 | 7.45416 | 6,384.285 | 110 |
SEG-0004 | 2007-12-14T00:00:00 | 12 | 16.95 | X42 | 168.3 | 5.67 | CTE | 0 | crude_oil | pitting | ERW | 70.1 | 23.8 | 131.3 | 4.87 | 3.707 | 16.4 | 52 | 88 | 359.8 | 4.9 | 0.098 | 5.46 | 0.0737 | 0.21 | 0.9629 | 50 | 1.7 | normal | 12 | 2,007 | 4 | 5.341 | 0.0544 | 5.639 | 0.0551 | 5.559 | 0.0313 | 0.119 | 2.228047 | 0.061067 | 0.0193 | 1,668.38 | 6,827.6 | 7.89591 | 6,537.9875 | 77 |
Dataset synthétique réaliste de mesures d'épaisseur de tuyauteries industrielles pour la prédiction de corrosion et le suivi d'intégrité.
Ce dataset simule 8 440 mesures d'épaisseur sur 250 segments de tuyauterie industrielle, couvrant une période de 2005 à 2025. Les données sont générées à partir de modèles de corrosion reconnus dans l'industrie :
| Colonne | Description |
|---|---|
segment_id |
Identifiant unique du segment |
material |
Grade du matériau (X42, X52, X65, X70, CS_A106B, SS_316L) |
diameter_mm |
Diamètre extérieur (mm) |
nominal_thickness_mm |
Épaisseur nominale de conception (mm) |
coating_type |
Type de revêtement (FBE, 3LPE, CTE, none) |
cathodic_protection |
Protection cathodique active (0/1) |
fluid_type |
Type de fluide transporté |
corrosion_mechanism |
Mécanisme de corrosion dominant |
seam_type |
Type de soudure (ERW, SAW, seamless) |
| Colonne | Description |
|---|---|
temperature_c |
Température opératoire (°C) |
pressure_bar |
Pression (bar) |
flow_rate_m3h |
Débit (m³/h) |
pH |
pH du fluide |
co2_partial_pressure_bar |
Pression partielle CO₂ |
h2s_ppm |
Concentration H₂S (ppm) |
water_cut_pct |
Fraction d'eau (%) |
inhibitor_dose_ppm |
Dose d'inhibiteur (ppm) |
chloride_ppm |
Concentration chlorures (ppm) |
| Colonne | Description |
|---|---|
measured_thickness_mm |
Épaisseur mesurée (cible principale) |
corrosion_rate_mm_yr |
Taux de corrosion (mm/an) |
remaining_useful_life_years |
Durée de vie restante (années) |
alert_level |
Niveau d'alerte (normal/caution/warning/critical) |
thickness_lag_1/2/3 : Valeurs historiquesthickness_change : Variation d'épaisseurcorr_rate_rolling_3 : Moyenne mobile du taux de corrosionfrom datasets import load_dataset
ds = load_dataset("MustaphaL/pipeline-thickness-dataset")
MIT