initialize DGA dataset

dissolve-gas-analysis/data.ipynb

@@ -0,0 +1,36 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "e630df15",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "venv (3.13.7.final.0)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.13.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}

dissolve-gas-analysis/dataset/DGA-dataset-1.csv

@@ -0,0 +1,202 @@
+NM,H2,CH4,C2H6,C2H4,C2H2,Type
+1,3930,2397,157,0,0,Partial discharge
+2,37800,1740,249,8,8,Partial discharge
+3,92600,10200,0,0,0,Partial discharge
+4,8266,1061,22,0,0,Partial discharge
+5,9340,995,60,6,7,Partial discharge
+6,36036,4704,554,5,10,Partial discharge
+7,33046,619,58,2,0,Partial discharge
+8,40280,1069,1060,1,1,Partial discharge
+9,26788,18342,2111,27,0,Partial discharge
+10,78,20,11,13,28,Spark discharge
+11,305,100,33,161,541,Spark discharge
+12,35,6,3,26,482,Spark discharge
+13,543,120,41,411,1880,Spark discharge
+14,1230,163,27,233,692,Spark discharge
+15,645,86,13,110,317,Spark discharge
+16,60,10,4,4,4,Spark discharge
+17,95,10,0,11,39,Spark discharge
+18,6870,1028,79,900,5500,Spark discharge
+19,10092,5399,530,6500,37565,Spark discharge
+20,650,81,170,51,270,Spark discharge
+21,210,22,6,6,7,Spark discharge
+22,385,60,8,53,159,Spark discharge
+23,4230,690,5,196,1180,Spark discharge
+24,7600,1230,318,836,1560,Spark discharge
+25,595,80,9,89,244,Spark discharge
+26,120,25,1,8,40,Spark discharge
+27,8,0,0,43,101,Spark discharge
+28,6454,2313,121,2159,6432,Spark discharge
+29,2177,1049,207,440,705,Spark discharge
+30,1790,580,321,336,619,Spark discharge
+31,1330,10,20,66,182,Spark discharge
+32,4,1,2,7,52,Spark discharge
+33,1900,285,31,957,7730,Spark discharge
+34,57,24,2,27,30,Spark discharge
+35,1000,500,1,400,500,Spark discharge
+36,440,89,19,304,757,Arc discharge
+37,210,43,12,102,187,Arc discharge
+38,2850,1115,138,1987,3675,Arc discharge
+39,7020,1850,0,2960,4410,Arc discharge
+40,545,130,16,153,239,Arc discharge
+41,7150,1440,97,1210,1760,Arc discharge
+42,620,325,38,181,244,Arc discharge
+43,120,31,0,66,94,Arc discharge
+44,755,229,32,404,460,Arc discharge
+45,5100,1430,0,1140,1010,Arc discharge
+46,13500,6110,212,4510,4040,Arc discharge
+47,1570,1110,175,1780,1830,Arc discharge
+48,3090,5020,323,3800,2540,Arc discharge
+49,1820,405,35,365,634,Arc discharge
+50,535,160,16,305,680,Arc discharge
+51,13,3,1,3,6,Arc discharge
+52,137,67,7,53,104,Arc discharge
+53,1084,188,8,166,769,Arc discharge
+54,34,21,4,49,56,Arc discharge
+55,7940,2000,355,3120,5390,Arc discharge
+56,150,130,9,55,30,Arc discharge
+57,8200,3790,250,4620,5830,Arc discharge
+58,260,215,35,334,277,Arc discharge
+59,75,15,7,14,26,Arc discharge
+60,530,345,85,266,250,Arc discharge
+61,60,5,2,21,21,Arc discharge
+62,90,28,8,31,32,Arc discharge
+63,220,77,22,170,240,Arc discharge
+64,5900,1500,68,1200,2300,Arc discharge
+65,420,250,41,530,800,Arc discharge
+66,2800,2800,234,3500,3600,Arc discharge
+67,99,170,20,200,190,Arc discharge
+68,310,230,54,610,760,Arc discharge
+69,800,160,23,260,600,Arc discharge
+70,1500,395,28,395,323,Arc discharge
+71,20000,13000,1850,29000,57000,Arc discharge
+72,305,85,25,197,130,Arc discharge
+73,1900,530,35,383,434,Arc discharge
+74,110,62,90,140,250,Arc discharge
+75,3700,1690,128,2810,3270,Arc discharge
+76,2770,660,54,712,763,Arc discharge
+77,245,120,18,131,167,Arc discharge
+78,1170,255,18,312,325,Arc discharge
+79,4419,3564,668,2861,2025,Arc discharge
+80,810,280,111,570,490,Arc discharge
+81,5000,1200,83,1000,1100,Arc discharge
+82,10000,6730,345,7330,10400,Arc discharge
+83,1570,735,87,1330,1740,Arc discharge
+84,8800,64064,72128,95650,0,High-temperature overheating
+85,6709,10500,1400,17700,750,High-temperature overheating
+86,1100,1600,221,2010,26,High-temperature overheating
+87,290,966,299,1810,57,High-temperature overheating
+88,2500,10500,4790,13500,6,High-temperature overheating
+89,1860,4980,0,10700,1600,High-temperature overheating
+90,860,1670,30,2050,40,High-temperature overheating
+91,150,22,9,60,11,High-temperature overheating
+92,400,940,210,820,24,High-temperature overheating
+93,6,2990,29990,26076,67,High-temperature overheating
+94,100,200,110,670,11,High-temperature overheating
+95,290,1260,231,820,8,High-temperature overheating
+96,1550,2740,816,5450,184,High-temperature overheating
+97,3910,4290,626,6040,1230,High-temperature overheating
+98,12705,23498,6047,34257,5188,High-temperature overheating
+99,1,8,8,100,6,High-temperature overheating
+100,300,700,280,1700,36,High-temperature overheating
+101,107,143,34,222,2,High-temperature overheating
+102,54.54,71.93,9.72,97.37,6.58,High-temperature overheating
+103,116.17,180.83,52.48,278.18,5.36,High-temperature overheating
+104,5760,540,40.5,1000,2760,Arc discharge
+105,50.18,171.12,74.7,148.69,0,Middle-temperature overheating
+106,20,80.2,24.6,68.6,0,Middle-temperature overheating
+107,28.97,10.94,1.64,6.96,4.36,High-temperature overheating
+108,15.9,55.98,22.33,137.25,0.21,High-temperature overheating
+109,47.6,19.1,4.21,27,0.72,Low-temperature overheating
+110,40,102.6,32.3,183.3,0.2,Arc discharge
+111,50.35,65.58,21.05,99.13,0.96,High-temperature overheating
+112,2.369,119.69,21.891,20.15,0,Low-temperature overheating
+113,120.45,210.91,35.7,285.39,15.86,High-temperature overheating
+114,87.17,17.26,3.94,12.87,32.81,Spark discharge
+115,5.48,48.82,96.81,489.57,0.3,High-temperature overheating
+116,605,1586,655,1901,2.3,High-temperature overheating
+117,1.96,2.1,0.5,0.67,1.59,Spark discharge
+118,462,212.4,31.6,0,0,Partial discharge
+119,25.4,54.97,8.72,77.84,10.47,High-temperature overheating
+120,131.7,116.55,19.4,183.97,0.32,High-temperature overheating
+121,7911.85,947.43,96.93,907.19,4844.48,Spark discharge
+122,21,2.01,0.46,1.48,5.61,Spark discharge
+123,676.74,969.55,570.57,2483.26,17.48,High-temperature overheating
+124,7238.97,695.16,231.6,2394.3,2308.92,Arc discharge
+125,101.5,24.45,8.97,128.37,0,High-temperature overheating
+126,73.8,148,38.9,181,1.76,High-temperature overheating
+127,34.76,5.52,2.09,4.97,10.36,Spark discharge
+128,18.19,21.99,6.58,46.92,3.97,High-temperature overheating
+129,1.6,1,0.1,0.9,1.6,Spark discharge
+130,22400,22400,2690,13440,1570,High-temperature overheating
+131,670,224,45,67,2,Middle-temperature overheating
+132,224,4.5,2,0,0,Low-temperature overheating
+133,900,9180,0,900,22,Low-temperature overheating
+134,0,224,0,45,0,Low-temperature overheating
+135,470,4637,1300,448,0,Low-temperature overheating
+136,65,20,10,5,0,Low-temperature overheating
+137,53,39,3,4.5,0,Low-temperature overheating
+138,219,44,3,3,0,Low-temperature overheating
+139,37,47,10,5.5,0,Low-temperature overheating
+140,34,30,34,2.5,0,Low-temperature overheating
+141,14,62,16,3,0,Low-temperature overheating
+142,65,34,16,112,0,High-temperature overheating
+143,0.7,1.5,0.3,1.8,0,Middle-temperature overheating
+144,0,0.2,0.1,0.13,0,Middle-temperature overheating
+145,48,40,11,0.5,0,Low-temperature overheating
+146,130,140,24,120,0,Low-temperature overheating
+147,86,8,2.5,2.5,0,Low-temperature overheating
+148,6,3,0.8,0.7,0,Low-temperature overheating
+149,50,3,1,0,0,Low-temperature overheating
+150,55,22,0.5,2.6,0,Low-temperature overheating
+151,78,66,62,2.6,0,Low-temperature overheating
+152,1600,3600,670,14,0,Partial discharge
+153,6600,1000,38,2,19,Partial discharge
+154,88,9,0,0.03,0,Partial discharge
+155,2240,168,25,0,0,Partial discharge
+156,1950,123,38,2,2,Partial discharge
+157,2240,157,90,45,45,Partial discharge
+158,73,8,4,2,12,Spark discharge
+159,5000,4000,2000,2000,8000,Spark discharge
+160,24.3,15.7,6.4,11.2,29.8,Spark discharge
+161,2240,360,25,169,828,Spark discharge
+162,4480,560,380,403,896,Spark discharge
+163,2240,560,380,450,940,Spark discharge
+164,200,230,2,170,480,Spark discharge
+165,60,5,1,6,29,Spark discharge
+166,890,110,3,84,700,Spark discharge
+167,41,112,0,254,4536,Spark discharge
+168,16000,4000,500,8500,16000,Arc discharge
+169,21,75,24,126,0,High-temperature overheating
+170,111,559,243,707,0,Middle-temperature overheating
+171,23,59.9,18.6,56.9,0.1,Middle-temperature overheating
+172,740,2227,567,4258,42,High-temperature overheating
+173,388,860,230,1833,18.3,High-temperature overheating
+174,84,126,28.9,132.2,0.37,Middle-temperature overheating
+175,362,533,91,553,10,Middle-temperature overheating
+176,103,221.7,47.2,422,0.9,High-temperature overheating
+177,1769.7,554.2,145.2,1066.7,885.7,Arc discharge
+178,38,3.7,0,4.1,19.4,Spark discharge
+179,700,137.4,14.9,194.8,936.6,Spark discharge
+180,253,21.5,5.9,16.1,72.4,Spark discharge
+181,131,32,7.3,18.8,38.7,Spark discharge
+182,116,20,7,27,54,Spark discharge
+183,70,3.8,0.6,3.2,31.1,Spark discharge
+184,34,18.9,3.7,9.4,5.6,Spark discharge
+185,390,62.6,12.8,65.3,133.6,Arc discharge
+186,1270,3450,520,1390,8,Low/Middle-temperature overheating
+187,3420,7870,1500,6990,33,Low/Middle-temperature overheating
+188,360,610,259,260,9,Low/Middle-temperature overheating
+189,1,27,49,4,1,Low/Middle-temperature overheating
+190,3675,6392,2500,7691,5,Low/Middle-temperature overheating
+191,48,610,29,10,0,Low/Middle-temperature overheating
+192,12,18,4,4,0,Low/Middle-temperature overheating
+193,66,60,2,7,0,Low/Middle-temperature overheating
+194,1450,940,211,322,61,Low/Middle-temperature overheating
+195,0,18900,410,540,330,Low/Middle-temperature overheating
+196,960,4000,1290,1560,6,Low/Middle-temperature overheating
+197,24700,61000,26300,42100,1560,Low/Middle-temperature overheating
+198,14,44,124,7,1,Low/Middle-temperature overheating
+199,2031,149,20,3,0,Low/Middle-temperature overheating
+200,480,1075,298,1132,0,Low/Middle-temperature overheating
+201,40000,400,70,600,6,Low/Middle-temperature overheating

dissolve-gas-analysis/dataset/readme.txt

@@ -0,0 +1,7 @@
+The accompanying files include dissolved gas analysis records from coolant oil in 13 UK power station transformers for various timespans between 2010-2015.
+
+The files are presented in comma separated variable format. Each file includes a header line, describing the content of each "column" of data. After this header, each line includes one record corresponding to the timestamp indicated in the first column (in Universal Time). Data are recorded in units of parts per million (ppm).
+
+With the exception of Transformers C and D, concentrations of 8 trace gases are recorded in each phase of the transformer. For Transformers C and D, concentrations of 8 trace gases are recorded in one phase only.
+
+Please cite Lewis et al. [2022] if using these data. The authors thank D. Barker, EDF Energy Nuclear Generation, for providing these data.