data/mass_balance.csv

experiment_id,initial_PFAS_ug_L,remaining_in_water_ug_L,adsorbed_sludge_ug_L,adsorbed_electrode_ug_L,short_chain_products_ug_L,mineralized_PFAS_ug_L,mass_balance_closure_pct
1,499.5,385.0,44.63,17.57,174.87,0.0,124.54
2,326.1,233.7,28.52,8.38,68.19,0.0,103.89
3,450.4,402.5,39.75,5.95,98.82,0.0,121.45
4,458.9,345.2,12.58,15.9,148.5,0.0,113.79
5,406.2,300.7,26.27,24.29,82.78,0.0,106.85
6,257.4,180.0,15.68,2.91,43.11,15.7,100.0
7,86.5,60.4,2.48,3.53,17.01,3.08,100.0
8,57.1,41.5,2.41,3.15,16.9,0.0,112.02
9,264.7,204.9,16.97,13.96,59.64,0.0,111.62
10,272.4,215.4,25.69,17.54,59.9,0.0,116.93
11,233.3,183.7,10.2,15.57,73.49,0.0,121.29
12,305.7,212.8,31.48,18.29,78.38,0.0,111.53
13,298.5,225.3,22.26,5.13,64.54,0.0,106.27
14,426.5,317.0,40.96,18.45,67.26,0.0,104.03
15,98.9,77.6,6.65,5.17,20.14,0.0,110.77
16,151.3,123.4,10.58,4.11,44.3,0.0,120.55
17,406.9,283.3,33.35,5.28,116.58,0.0,107.77
18,431.5,368.2,48.67,11.07,96.7,0.0,121.58
19,497.7,357.6,34.43,20.82,121.34,0.0,107.33
20,442.8,337.9,32.27,17.26,136.6,0.0,118.35
21,450.5,281.7,36.13,10.08,23.34,99.25,100.0
22,191.5,141.8,17.95,12.96,51.03,0.0,116.84
23,230.7,164.1,6.27,17.26,51.24,0.0,103.54
24,170.6,116.0,12.21,4.11,37.82,0.46,100.0
25,322.8,226.4,22.0,24.24,91.29,0.0,112.74
26,472.5,359.7,53.0,5.32,144.02,0.0,118.95
27,205.1,156.7,14.22,15.33,59.13,0.0,119.64
28,300.7,240.7,20.09,23.04,51.6,0.0,111.55
29,183.3,143.5,21.31,1.99,49.03,0.0,117.75
30,126.4,97.7,8.22,8.02,37.69,0.0,119.96
31,137.8,102.8,5.25,10.74,31.47,0.0,109.04
32,76.1,60.3,3.17,5.58,20.8,0.0,118.07
33,477.2,353.3,14.09,37.2,127.6,0.0,111.52
34,231.3,171.6,4.64,11.22,70.57,0.0,111.56
35,425.4,302.1,26.88,6.58,104.65,0.0,103.48
36,356.6,294.6,34.56,24.78,60.27,0.0,116.15
37,136.4,97.5,12.73,7.22,29.19,0.0,107.51
38,129.0,99.2,2.99,6.84,45.49,0.0,119.78
39,415.4,297.6,31.98,16.29,58.78,10.75,100.0
40,169.1,124.3,5.99,8.46,50.75,0.0,112.06
41,461.0,405.4,52.6,9.57,175.04,0.0,139.4
42,113.0,88.3,4.15,6.98,28.16,0.0,112.91
43,355.0,284.9,29.34,5.41,35.04,0.31,100.0
44,416.5,316.7,21.92,25.44,77.34,0.0,105.98
45,155.9,114.8,13.12,10.82,60.99,0.0,128.11
46,174.3,124.9,10.67,7.51,33.13,0.0,101.1
47,484.0,365.8,46.45,22.11,59.0,0.0,101.93
48,169.1,125.1,7.28,5.39,48.99,0.0,110.44
49,243.5,180.6,26.92,18.96,53.45,0.0,114.96
50,244.6,175.9,17.13,15.0,80.11,0.0,117.8
51,163.9,118.3,15.67,5.87,39.83,0.0,109.62
52,399.1,328.1,41.9,8.87,123.04,0.0,125.76
53,397.3,314.2,47.63,10.08,120.62,0.0,123.97
54,220.2,159.6,9.34,9.35,68.13,0.0,111.91
55,425.8,336.1,20.73,32.35,148.94,0.0,126.38
56,145.9,109.0,6.57,8.96,52.63,0.0,121.42
57,51.9,38.4,2.4,1.3,9.79,0.01,100.0
58,307.0,181.8,24.02,21.54,63.4,16.24,100.0
59,497.3,419.7,59.36,18.14,193.85,0.0,138.96
60,67.4,49.2,8.02,4.69,24.09,0.0,127.59
61,143.6,103.0,10.44,3.87,28.48,0.0,101.52
62,283.5,214.2,23.79,15.11,100.56,0.0,124.75
63,414.5,287.3,43.93,31.03,113.99,0.0,114.9
64,90.1,75.9,10.2,2.53,38.28,0.0,140.86
65,227.9,158.3,9.2,13.33,58.05,0.0,104.82
66,386.2,261.8,28.14,30.55,84.89,0.0,104.97
67,217.2,156.9,22.43,4.46,55.47,0.0,110.16
68,135.0,100.9,6.79,2.19,31.06,0.0,104.4
69,138.0,98.1,8.83,7.89,31.88,0.0,106.3
70,234.5,181.8,27.81,7.92,34.59,0.0,107.51
71,265.7,201.5,31.49,3.98,57.82,0.0,110.95
72,437.8,357.8,48.43,18.94,124.03,0.0,125.45
73,339.0,248.9,33.85,21.28,74.85,0.0,111.76
74,360.7,260.7,16.92,10.81,108.43,0.0,110.02
75,492.3,404.3,25.64,16.47,119.68,0.0,114.99
76,235.3,179.5,17.59,16.28,73.77,0.0,122.03
77,231.5,185.2,17.61,10.74,58.52,0.0,117.53
78,465.5,350.9,32.84,32.12,130.95,0.0,117.47
79,160.6,119.0,13.44,6.63,48.47,0.0,116.77
80,378.4,302.9,23.02,29.03,144.36,0.0,131.95
81,389.6,272.2,36.98,21.64,115.59,0.0,114.58
82,94.0,73.5,5.02,1.7,25.8,0.0,112.79
83,260.7,195.3,13.83,18.76,81.99,0.0,118.86
84,140.3,95.9,4.59,6.21,33.49,0.11,100.0
85,133.4,100.4,5.19,2.66,36.32,0.0,108.38
86,258.7,196.8,27.18,5.35,91.76,0.0,124.12
87,180.2,141.1,11.65,10.48,52.46,0.0,119.69
88,408.2,299.1,17.47,5.44,98.5,0.0,103.02
89,458.4,333.3,43.98,13.78,141.97,0.0,116.28
90,411.2,318.9,31.01,8.14,158.64,0.0,125.65
91,169.7,125.2,3.75,6.94,35.79,0.0,101.17
92,173.4,134.4,8.95,6.76,21.41,1.88,100.0
93,164.6,126.7,6.21,7.66,57.97,0.0,120.62
94,110.8,89.9,9.48,3.28,21.35,0.0,111.92
95,474.7,383.3,22.55,5.81,155.42,0.0,119.46
96,230.9,156.8,6.12,12.24,66.59,0.0,104.7
97,151.1,117.8,3.85,5.46,51.62,0.0,118.28
98,431.0,338.1,33.69,23.96,105.64,0.0,116.33
99,229.6,182.1,5.09,4.04,47.85,0.0,104.13
100,65.8,45.7,6.9,0.72,15.61,0.0,104.76
101,122.9,88.6,4.37,3.36,24.25,2.32,100.0
102,337.7,223.8,27.23,14.17,76.32,0.0,101.13
103,402.3,292.1,25.94,15.12,103.07,0.0,108.43
104,144.9,111.0,9.32,9.67,60.64,0.0,131.56
105,462.8,333.1,12.58,16.87,157.4,0.0,112.35
106,432.9,304.5,43.41,20.41,105.37,0.0,109.42
107,431.8,331.1,47.19,22.26,140.59,0.0,125.32
108,152.4,109.9,3.22,1.76,45.87,0.0,105.48
109,72.7,59.0,2.75,3.35,23.7,0.0,122.15
110,440.3,325.7,48.61,15.03,62.74,0.0,102.68
111,187.6,141.1,14.06,7.41,47.33,0.0,111.89
112,328.5,260.3,11.5,5.59,104.2,0.0,116.16
113,392.0,301.6,15.79,25.4,84.32,0.0,108.96
114,107.7,74.0,9.26,8.18,26.01,0.0,109.05
115,401.4,258.1,37.12,4.64,85.7,15.84,100.0
116,472.3,341.8,37.76,24.61,164.88,0.0,120.48
117,377.8,249.4,43.56,23.98,115.42,0.0,114.44
118,248.6,151.4,17.25,7.44,77.56,0.0,102.03
119,444.5,352.5,22.24,28.95,130.91,0.0,120.27
120,287.4,218.4,19.46,15.59,79.09,0.0,115.71