Atmos Energy Corporation vs Venture Global Inc.
WatchlistATO / VGPrices through Oct 22, 2026
Why these are rivals: #2 and #3 by market value ($32B vs $28B) in Nasdaq's "Oil/Gas Transmission" industry; SEC SIC 4924 / 4924 (same major group); #2 and #3 by market value ($32B vs $28B) with SEC SIC 4924 (Natural Gas Distribution).
Rivals, but right now the price gap does not have a measured habit of closing, so there is no paper idea, whatever the gap.
- Co-movement: daily return correlation, 252 sessions: 0.01 (needs >= 0.60)
- Mean reversion: ADF t-statistic of the spread: -1.29 (needs <= -2.873 (5% critical value))
Business leadership
VG is the larger business
Annual revenue reported to the SEC. Scale, not market share.
| Year | ATO | VG | Larger |
|---|---|---|---|
| 2025 | $4.7B | $13.8B | VG |
| 2024 | $4.2B | $5.0B | VG |
| 2023 | $4.3B | $7.9B | VG |
| 2022 | $4.2B | - | - |
| 2021 | $3.4B | - | - |
| 2020 | $2.8B | - | - |
VG led in every year with figures for both. Market value: ATO $27.8B, VG $32.0B.
Stock leadership
VG is ahead now
Measured against the pair's own last 252 trading days.
VG leads ATO by 0.55 standard deviations: +15.6% over its usual price ratio. 1 lead switch in the last year.
| Price change | 3 mo | 6 mo | 12 mo |
|---|---|---|---|
| ATO | -3.0% | -7.4% | -1.8% |
| VG | -10.5% | -1.1% | +33.3% |
Relationship
Not a measured twin today
Only these tests can make a pair tradable on paper.
- Pass
- Aligned sessions: 439 (needs >= 254)
- Fail
- Co-movement: daily return correlation, 252 sessions: 0.01 (needs >= 0.60)
- Fail
- Mean reversion: ADF t-statistic of the spread: -1.29 (needs <= -2.873 (5% critical value))
- Pass
- Speed: half-life of the spread, sessions: 44.56 (needs <= 63)
- Data
- Both stocks current
The twins over two years
Prices side by side, and the gap between them
ATO Atmos Energy Corporation VG Venture Global Inc.Price index, 100 = 2025-01-24. Tint = which stock is ahead of the pair's usual 1-year relationship (z beyond +/-0.5).
Spread z-score: ATO relative to VG, against the 252 sessions before each day. Above 0: ATO ahead; below 0: VG ahead. Lines at +/-2 (idea) and +/-4 (stop).
Data table (439 sessions)
| Date | ATO index | VG index | z | Ahead |
|---|---|---|---|---|
| 2026-10-22 | 124.66 | 53.38 | -0.55 | VG ahead |
| 2026-10-21 | 119.67 | 53.54 | -0.72 | VG ahead |
| 2026-10-20 | 119.80 | 52.54 | -0.65 | VG ahead |
| 2026-10-19 | 118.08 | 53.38 | -0.77 | VG ahead |
| 2026-10-16 | 119.95 | 53.00 | -0.69 | VG ahead |
| 2026-10-15 | 117.52 | 52.08 | -0.70 | VG ahead |
| 2026-10-14 | 117.51 | 55.29 | -0.94 | VG ahead |
| 2026-10-13 | 117.17 | 57.67 | -1.11 | VG ahead |
| 2026-10-12 | 116.39 | 54.71 | -0.94 | VG ahead |
| 2026-10-09 | 115.88 | 54.83 | -0.97 | VG ahead |
| 2026-10-08 | 115.16 | 55.38 | -1.03 | VG ahead |
| 2026-10-07 | 114.12 | 54.38 | -1.00 | VG ahead |
| 2026-10-06 | 114.50 | 56.29 | -1.12 | VG ahead |
| 2026-10-05 | 113.29 | 56.04 | -1.14 | VG ahead |
| 2026-10-02 | 112.66 | 54.71 | -1.07 | VG ahead |
| 2026-10-01 | 112.09 | 53.21 | -0.99 | VG ahead |
| 2026-09-30 | 112.14 | 52.67 | -0.94 | VG ahead |
| 2026-09-29 | 112.97 | 52.25 | -0.88 | VG ahead |
| 2026-09-28 | 112.57 | 53.71 | -1.00 | VG ahead |
| 2026-09-25 | 112.69 | 52.58 | -0.91 | VG ahead |
| 2026-09-24 | 112.12 | 55.13 | -1.11 | VG ahead |
| 2026-09-23 | 111.99 | 55.29 | -1.12 | VG ahead |
| 2026-09-22 | 112.78 | 53.79 | -0.99 | VG ahead |
| 2026-09-21 | 113.45 | 56.92 | -1.18 | VG ahead |
| 2026-09-18 | 114.90 | 58.42 | -1.23 | VG ahead |
| 2026-09-17 | 116.14 | 60.08 | -1.30 | VG ahead |
| 2026-09-16 | 116.09 | 61.04 | -1.37 | VG ahead |
| 2026-09-15 | 116.15 | 63.71 | -1.53 | VG ahead |
| 2026-09-14 | 117.44 | 63.63 | -1.49 | VG ahead |
| 2026-09-11 | 116.97 | 65.83 | -1.64 | VG ahead |
| 2026-09-10 | 118.13 | 64.58 | -1.54 | VG ahead |
| 2026-09-09 | 119.41 | 63.71 | -1.45 | VG ahead |
| 2026-09-08 | 120.47 | 61.38 | -1.28 | VG ahead |
| 2026-09-04 | 120.11 | 60.08 | -1.21 | VG ahead |
| 2026-09-03 | 121.22 | 60.33 | -1.19 | VG ahead |
| 2026-09-02 | 120.19 | 61.38 | -1.30 | VG ahead |
| 2026-09-01 | 120.21 | 62.96 | -1.40 | VG ahead |
| 2026-08-31 | 119.08 | 61.00 | -1.32 | VG ahead |
| 2026-08-28 | 119.45 | 59.08 | -1.19 | VG ahead |
| 2026-08-27 | 119.86 | 60.33 | -1.26 | VG ahead |
| 2026-08-26 | 121.47 | 59.58 | -1.16 | VG ahead |
| 2026-08-25 | 120.11 | 58.63 | -1.14 | VG ahead |
| 2026-08-24 | 120.29 | 59.96 | -1.23 | VG ahead |
| 2026-08-21 | 119.60 | 59.21 | -1.21 | VG ahead |
| 2026-08-20 | 122.23 | 59.54 | -1.15 | VG ahead |
| 2026-08-19 | 122.79 | 57.46 | -0.99 | VG ahead |
| 2026-08-18 | 122.22 | 59.17 | -1.13 | VG ahead |
| 2026-08-17 | 121.78 | 57.29 | -1.02 | VG ahead |
| 2026-08-14 | 121.80 | 58.29 | -1.08 | VG ahead |
| 2026-08-13 | 121.83 | 56.42 | -0.96 | VG ahead |
| 2026-08-12 | 121.56 | 57.17 | -1.02 | VG ahead |
| 2026-08-11 | 121.29 | 55.08 | -0.88 | VG ahead |
| 2026-08-10 | 120.36 | 59.42 | -1.21 | VG ahead |
| 2026-08-07 | 121.99 | 55.25 | -0.87 | VG ahead |
| 2026-08-06 | 123.27 | 56.58 | -0.92 | VG ahead |
| 2026-08-05 | 123.43 | 51.79 | -0.56 | VG ahead |
| 2026-08-04 | 123.75 | 53.50 | -0.67 | VG ahead |
| 2026-08-03 | 123.93 | 54.50 | -0.73 | VG ahead |
| 2026-07-31 | 123.85 | 55.75 | -0.81 | VG ahead |
| 2026-07-30 | 124.91 | 55.17 | -0.73 | VG ahead |
| 2026-07-29 | 127.35 | 54.38 | -0.59 | VG ahead |
| 2026-07-28 | 128.58 | 50.71 | -0.29 | near the usual relationship |
| 2026-07-27 | 127.75 | 53.42 | -0.50 | VG ahead |
| 2026-07-24 | 128.46 | 59.63 | -0.89 | VG ahead |
| 2026-07-23 | 127.62 | 63.17 | -1.12 | VG ahead |
| 2026-07-22 | 127.93 | 61.75 | -1.03 | VG ahead |
| 2026-07-21 | 125.47 | 58.58 | -0.89 | VG ahead |
| 2026-07-20 | 127.11 | 59.54 | -0.90 | VG ahead |
| 2026-07-17 | 127.36 | 57.50 | -0.75 | VG ahead |
| 2026-07-16 | 127.62 | 52.79 | -0.42 | near the usual relationship |
| 2026-07-15 | 125.42 | 53.79 | -0.55 | VG ahead |
| 2026-07-14 | 127.91 | 55.13 | -0.55 | VG ahead |
| 2026-07-13 | 128.66 | 55.67 | -0.56 | VG ahead |
| 2026-07-10 | 126.30 | 51.00 | -0.30 | near the usual relationship |
| 2026-07-09 | 125.24 | 52.21 | -0.41 | near the usual relationship |
| 2026-07-08 | 126.94 | 51.58 | -0.31 | near the usual relationship |
| 2026-07-07 | 127.29 | 48.29 | -0.06 | near the usual relationship |
| 2026-07-06 | 124.60 | 45.21 | +0.10 | near the usual relationship |
| 2026-07-02 | 126.78 | 46.38 | +0.07 | near the usual relationship |
| 2026-07-01 | 124.03 | 45.96 | +0.04 | near the usual relationship |
| 2026-06-30 | 123.48 | 46.38 | +0.00 | near the usual relationship |
| 2026-06-29 | 125.32 | 46.46 | +0.05 | near the usual relationship |
| 2026-06-26 | 125.56 | 45.63 | +0.12 | near the usual relationship |
| 2026-06-25 | 124.49 | 45.13 | +0.14 | near the usual relationship |
| 2026-06-24 | 123.71 | 43.79 | +0.22 | near the usual relationship |
| 2026-06-23 | 122.64 | 46.71 | -0.01 | near the usual relationship |
| 2026-06-22 | 121.56 | 46.92 | -0.05 | near the usual relationship |
| 2026-06-18 | 121.93 | 45.92 | +0.04 | near the usual relationship |
| 2026-06-17 | 121.60 | 46.04 | +0.03 | near the usual relationship |
| 2026-06-16 | 121.59 | 46.21 | +0.02 | near the usual relationship |
| 2026-06-15 | 121.57 | 48.75 | -0.14 | near the usual relationship |
| 2026-06-12 | 121.83 | 54.50 | -0.49 | near the usual relationship |
| 2026-06-11 | 120.59 | 53.13 | -0.43 | near the usual relationship |
| 2026-06-10 | 121.33 | 55.38 | -0.54 | VG ahead |
| 2026-06-09 | 120.15 | 51.96 | -0.36 | near the usual relationship |
| 2026-06-08 | 120.34 | 53.50 | -0.45 | near the usual relationship |
| 2026-06-05 | 122.03 | 53.33 | -0.39 | near the usual relationship |
| 2026-06-04 | 120.39 | 54.83 | -0.51 | VG ahead |
| 2026-06-03 | 120.64 | 52.17 | -0.35 | near the usual relationship |
| 2026-06-02 | 120.96 | 51.54 | -0.31 | near the usual relationship |
| 2026-06-01 | 119.81 | 52.83 | -0.41 | near the usual relationship |
| 2026-05-29 | 121.23 | 50.17 | -0.21 | near the usual relationship |
| 2026-05-28 | 124.03 | 52.25 | -0.27 | near the usual relationship |
| 2026-05-27 | 126.33 | 51.54 | -0.17 | near the usual relationship |
| 2026-05-26 | 127.39 | 53.71 | -0.27 | near the usual relationship |
| 2026-05-22 | 127.45 | 57.63 | -0.49 | near the usual relationship |
| 2026-05-21 | 127.20 | 56.50 | -0.44 | near the usual relationship |
| 2026-05-20 | 126.16 | 58.46 | -0.57 | VG ahead |
| 2026-05-19 | 127.40 | 61.58 | -0.71 | VG ahead |
| 2026-05-18 | 127.96 | 59.04 | -0.57 | VG ahead |
| 2026-05-15 | 126.50 | 59.29 | -0.62 | VG ahead |
| 2026-05-14 | 129.65 | 54.21 | -0.26 | near the usual relationship |
| 2026-05-13 | 128.99 | 54.17 | -0.28 | near the usual relationship |
| 2026-05-12 | 130.41 | 55.29 | -0.31 | near the usual relationship |
| 2026-05-11 | 130.55 | 48.42 | +0.11 | near the usual relationship |
| 2026-05-08 | 129.65 | 47.71 | +0.13 | near the usual relationship |
| 2026-05-07 | 130.36 | 48.71 | +0.08 | near the usual relationship |
| 2026-05-06 | 132.43 | 50.00 | +0.05 | near the usual relationship |
| 2026-05-05 | 134.22 | 54.25 | -0.17 | near the usual relationship |
| 2026-05-04 | 134.59 | 57.38 | -0.34 | near the usual relationship |
| 2026-05-01 | 135.14 | 53.04 | -0.08 | near the usual relationship |
| 2026-04-30 | 136.18 | 55.29 | -0.19 | near the usual relationship |
| 2026-04-29 | 133.12 | 54.83 | -0.24 | near the usual relationship |
| 2026-04-28 | 134.13 | 50.67 | +0.03 | near the usual relationship |
| 2026-04-27 | 133.05 | 50.79 | -0.01 | near the usual relationship |
| 2026-04-24 | 132.93 | 49.58 | +0.06 | near the usual relationship |
| 2026-04-23 | 134.62 | 53.96 | -0.16 | near the usual relationship |
| 2026-04-22 | 130.81 | 51.42 | -0.11 | near the usual relationship |
| 2026-04-21 | 131.12 | 50.38 | -0.04 | near the usual relationship |
| 2026-04-20 | 133.49 | 47.71 | +0.19 | near the usual relationship |
| 2026-04-17 | 133.71 | 47.75 | +0.19 | near the usual relationship |
| 2026-04-16 | 134.74 | 52.83 | -0.11 | near the usual relationship |
| 2026-04-15 | 133.51 | 50.75 | -0.01 | near the usual relationship |
| 2026-04-14 | 134.87 | 52.13 | -0.07 | near the usual relationship |
| 2026-04-13 | 134.58 | 53.13 | -0.13 | near the usual relationship |
| 2026-04-10 | 136.45 | 54.04 | -0.15 | near the usual relationship |
| 2026-04-09 | 137.83 | 54.13 | -0.12 | near the usual relationship |
| 2026-04-08 | 135.95 | 60.17 | -0.50 | VG ahead |
| 2026-04-07 | 135.26 | 66.63 | -0.83 | VG ahead |
| 2026-04-06 | 134.62 | 66.42 | -0.84 | VG ahead |
| 2026-04-02 | 135.45 | 61.00 | -0.56 | VG ahead |
| 2026-04-01 | 132.96 | 61.17 | -0.63 | VG ahead |
| 2026-03-31 | 132.41 | 65.67 | -0.87 | VG ahead |
| 2026-03-30 | 132.62 | 70.38 | -1.09 | VG ahead |
| 2026-03-27 | 131.31 | 73.04 | -1.24 | VG ahead |
| 2026-03-26 | 131.30 | 70.08 | -1.11 | VG ahead |
| 2026-03-25 | 130.13 | 69.63 | -1.13 | VG ahead |
| 2026-03-24 | 130.15 | 69.17 | -1.11 | VG ahead |
| 2026-03-23 | 129.76 | 65.83 | -0.97 | VG ahead |
| 2026-03-20 | 129.37 | 65.88 | -0.98 | VG ahead |
| 2026-03-19 | 132.54 | 59.54 | -0.59 | VG ahead |
| 2026-03-18 | 132.79 | 61.88 | -0.70 | VG ahead |
| 2026-03-17 | 134.03 | 54.04 | -0.25 | near the usual relationship |
| 2026-03-16 | 134.63 | 51.17 | -0.06 | near the usual relationship |
| 2026-03-13 | 135.17 | 54.58 | -0.25 | near the usual relationship |
| 2026-03-12 | 133.89 | 53.21 | -0.20 | near the usual relationship |
| 2026-03-11 | 132.11 | 51.92 | -0.17 | near the usual relationship |
| 2026-03-10 | 131.49 | 47.50 | +0.10 | near the usual relationship |
| 2026-03-09 | 132.78 | 47.96 | +0.10 | near the usual relationship |
| 2026-03-06 | 132.64 | 52.00 | -0.16 | near the usual relationship |
| 2026-03-05 | 132.88 | 51.17 | -0.10 | near the usual relationship |
| 2026-03-04 | 133.88 | 46.50 | +0.23 | near the usual relationship |
| 2026-03-03 | 133.32 | 47.75 | +0.14 | near the usual relationship |
| 2026-03-02 | 134.09 | 47.42 | +0.19 | near the usual relationship |
| 2026-02-27 | 133.89 | 40.38 | +0.69 | ATO ahead |
| 2026-02-26 | 131.62 | 39.46 | +0.71 | ATO ahead |
| 2026-02-25 | 130.50 | 38.79 | +0.74 | ATO ahead |
| 2026-02-24 | 130.47 | 38.96 | +0.73 | ATO ahead |
| 2026-02-23 | 130.26 | 39.29 | +0.71 | ATO ahead |
| 2026-02-20 | 129.72 | 40.38 | +0.62 | ATO ahead |
| 2026-02-19 | 128.28 | 41.21 | +0.53 | ATO ahead |
| 2026-02-18 | 127.68 | 39.79 | +0.63 | ATO ahead |
| 2026-02-17 | 129.20 | 36.54 | +0.93 | ATO ahead |
| 2026-02-13 | 128.49 | 39.00 | +0.72 | ATO ahead |
| 2026-02-12 | 127.42 | 38.67 | +0.73 | ATO ahead |
| 2026-02-11 | 126.13 | 40.75 | +0.55 | ATO ahead |
| 2026-02-10 | 124.84 | 42.25 | +0.42 | near the usual relationship |
| 2026-02-09 | 122.90 | 42.38 | +0.37 | near the usual relationship |
| 2026-02-06 | 122.84 | 41.25 | +0.45 | near the usual relationship |
| 2026-02-05 | 122.93 | 38.83 | +0.63 | ATO ahead |
| 2026-02-04 | 123.17 | 40.04 | +0.56 | ATO ahead |
| 2026-02-03 | 121.00 | 39.50 | +0.55 | ATO ahead |
| 2026-02-02 | 119.36 | 37.58 | +0.66 | ATO ahead |
| 2026-01-30 | 119.23 | 40.83 | +0.43 | near the usual relationship |
| 2026-01-29 | 118.99 | 40.29 | +0.47 | near the usual relationship |
| 2026-01-28 | 118.99 | 39.63 | +0.52 | ATO ahead |
| 2026-01-27 | 121.16 | 37.13 | n/a | |
| 2026-01-26 | 120.78 | 39.08 | n/a | |
| 2026-01-23 | 118.51 | 41.17 | n/a | |
| 2026-01-22 | 118.56 | 39.71 | n/a | |
| 2026-01-21 | 120.69 | 37.71 | n/a | |
| 2026-01-20 | 120.42 | 35.33 | n/a | |
| 2026-01-16 | 122.19 | 36.67 | n/a | |
| 2026-01-15 | 122.06 | 33.17 | n/a | |
| 2026-01-14 | 120.94 | 33.00 | n/a | |
| 2026-01-13 | 120.72 | 32.83 | n/a | |
| 2026-01-12 | 120.14 | 30.75 | n/a | |
| 2026-01-09 | 119.55 | 30.13 | n/a | |
| 2026-01-08 | 119.78 | 31.33 | n/a | |
| 2026-01-07 | 119.10 | 28.42 | n/a | |
| 2026-01-06 | 120.09 | 29.00 | n/a | |
| 2026-01-05 | 119.62 | 28.46 | n/a | |
| 2026-01-02 | 121.40 | 29.33 | n/a | |
| 2025-12-31 | 120.16 | 28.42 | n/a | |
| 2025-12-30 | 120.84 | 29.21 | n/a | |
| 2025-12-29 | 120.98 | 29.25 | n/a | |
| 2025-12-26 | 120.51 | 28.96 | n/a | |
| 2025-12-24 | 120.71 | 30.13 | n/a | |
| 2025-12-23 | 120.41 | 29.29 | n/a | |
| 2025-12-22 | 119.95 | 27.54 | n/a | |
| 2025-12-19 | 119.49 | 26.46 | n/a | |
| 2025-12-18 | 121.44 | 25.25 | n/a | |
| 2025-12-17 | 121.26 | 24.75 | n/a | |
| 2025-12-16 | 120.42 | 24.67 | n/a | |
| 2025-12-15 | 122.39 | 24.71 | n/a | |
| 2025-12-12 | 120.69 | 25.63 | n/a | |
| 2025-12-11 | 119.77 | 26.00 | n/a | |
| 2025-12-10 | 119.56 | 25.29 | n/a | |
| 2025-12-09 | 119.19 | 27.63 | n/a | |
| 2025-12-08 | 119.75 | 27.50 | n/a | |
| 2025-12-05 | 122.78 | 28.42 | n/a | |
| 2025-12-04 | 122.54 | 29.25 | n/a | |
| 2025-12-03 | 122.68 | 28.71 | n/a | |
| 2025-12-02 | 121.91 | 27.63 | n/a | |
| 2025-12-01 | 123.09 | 28.67 | n/a | |
| 2025-11-28 | 126.42 | 31.08 | n/a | |
| 2025-11-26 | 125.97 | 29.71 | n/a | |
| 2025-11-25 | 124.25 | 28.71 | n/a | |
| 2025-11-24 | 125.12 | 29.33 | n/a | |
| 2025-11-21 | 125.55 | 30.21 | n/a | |
| 2025-11-20 | 125.27 | 29.79 | n/a | |
| 2025-11-19 | 124.66 | 32.38 | n/a | |
| 2025-11-18 | 125.60 | 32.92 | n/a | |
| 2025-11-17 | 125.93 | 33.79 | n/a | |
| 2025-11-14 | 125.53 | 33.25 | n/a | |
| 2025-11-13 | 127.57 | 32.75 | n/a | |
| 2025-11-12 | 127.47 | 33.88 | n/a | |
| 2025-11-11 | 128.06 | 31.38 | n/a | |
| 2025-11-10 | 127.42 | 35.38 | n/a | |
| 2025-11-07 | 126.81 | 33.29 | n/a | |
| 2025-11-06 | 125.78 | 32.29 | n/a | |
| 2025-11-05 | 123.71 | 32.29 | n/a | |
| 2025-11-04 | 124.69 | 33.21 | n/a | |
| 2025-11-03 | 123.79 | 34.83 | n/a | |
| 2025-10-31 | 123.09 | 35.71 | n/a | |
| 2025-10-30 | 124.26 | 35.75 | n/a | |
| 2025-10-29 | 123.04 | 36.67 | n/a | |
| 2025-10-28 | 125.07 | 39.13 | n/a | |
| 2025-10-27 | 126.41 | 39.00 | n/a | |
| 2025-10-24 | 126.11 | 39.54 | n/a | |
| 2025-10-23 | 125.98 | 40.17 | n/a | |
| 2025-10-22 | 126.94 | 39.75 | n/a | |
| 2025-10-21 | 126.90 | 40.04 | n/a | |
| 2025-10-20 | 127.40 | 38.71 | n/a | |
| 2025-10-17 | 126.45 | 37.00 | n/a | |
| 2025-10-16 | 126.42 | 38.04 | n/a | |
| 2025-10-15 | 128.44 | 38.08 | n/a | |
| 2025-10-14 | 127.34 | 37.50 | n/a | |
| 2025-10-13 | 125.83 | 37.67 | n/a | |
| 2025-10-10 | 126.50 | 39.38 | n/a | |
| 2025-10-09 | 125.39 | 52.42 | n/a | |
| 2025-10-08 | 125.98 | 54.29 | n/a | |
| 2025-10-07 | 125.37 | 53.75 | n/a | |
| 2025-10-06 | 124.23 | 58.12 | n/a | |
| 2025-10-03 | 121.99 | 58.12 | n/a | |
| 2025-10-02 | 121.03 | 57.42 | n/a | |
| 2025-10-01 | 121.41 | 61.33 | n/a | |
| 2025-09-30 | 122.39 | 59.12 | n/a | |
| 2025-09-29 | 121.53 | 59.25 | n/a | |
| 2025-09-26 | 120.74 | 61.79 | n/a | |
| 2025-09-25 | 119.32 | 61.46 | n/a | |
| 2025-09-24 | 119.54 | 60.54 | n/a | |
| 2025-09-23 | 119.23 | 60.71 | n/a | |
| 2025-09-22 | 116.81 | 59.25 | n/a | |
| 2025-09-19 | 116.79 | 55.21 | n/a | |
| 2025-09-18 | 116.44 | 57.67 | n/a | |
| 2025-09-17 | 117.16 | 58.12 | n/a | |
| 2025-09-16 | 116.99 | 58.75 | n/a | |
| 2025-09-15 | 118.85 | 56.88 | n/a | |
| 2025-09-12 | 119.37 | 56.67 | n/a | |
| 2025-09-11 | 119.27 | 57.29 | n/a | |
| 2025-09-10 | 117.49 | 58.21 | n/a | |
| 2025-09-09 | 117.60 | 55.38 | n/a | |
| 2025-09-08 | 117.46 | 56.50 | n/a | |
| 2025-09-05 | 119.33 | 53.50 | n/a | |
| 2025-09-04 | 118.12 | 53.63 | n/a | |
| 2025-09-03 | 118.43 | 53.00 | n/a | |
| 2025-09-02 | 118.60 | 54.17 | n/a | |
| 2025-08-29 | 119.08 | 54.17 | n/a | |
| 2025-08-28 | 118.58 | 53.42 | n/a | |
| 2025-08-27 | 119.17 | 54.17 | n/a | |
| 2025-08-26 | 119.00 | 53.67 | n/a | |
| 2025-08-25 | 118.59 | 55.63 | n/a | |
| 2025-08-22 | 120.57 | 53.58 | n/a | |
| 2025-08-21 | 119.55 | 53.21 | n/a | |
| 2025-08-20 | 119.05 | 52.33 | n/a | |
| 2025-08-19 | 118.85 | 51.04 | n/a | |
| 2025-08-18 | 117.57 | 51.58 | n/a | |
| 2025-08-15 | 118.54 | 52.04 | n/a | |
| 2025-08-14 | 119.08 | 57.13 | n/a | |
| 2025-08-13 | 119.69 | 56.83 | n/a | |
| 2025-08-12 | 118.79 | 50.75 | n/a | |
| 2025-08-11 | 118.30 | 50.29 | n/a | |
| 2025-08-08 | 117.76 | 51.46 | n/a | |
| 2025-08-07 | 116.64 | 56.96 | n/a | |
| 2025-08-06 | 112.55 | 59.71 | n/a | |
| 2025-08-05 | 112.27 | 61.54 | n/a | |
| 2025-08-04 | 114.29 | 62.21 | n/a | |
| 2025-08-01 | 111.68 | 62.17 | n/a | |
| 2025-07-31 | 111.76 | 63.88 | n/a | |
| 2025-07-30 | 111.96 | 64.00 | n/a | |
| 2025-07-29 | 111.90 | 65.29 | n/a | |
| 2025-07-28 | 110.87 | 63.21 | n/a | |
| 2025-07-25 | 112.42 | 60.67 | n/a | |
| 2025-07-24 | 113.05 | 60.25 | n/a | |
| 2025-07-23 | 112.60 | 61.50 | n/a | |
| 2025-07-22 | 113.81 | 62.75 | n/a | |
| 2025-07-21 | 113.41 | 63.21 | n/a | |
| 2025-07-18 | 112.29 | 66.25 | n/a | |
| 2025-07-17 | 111.30 | 67.83 | n/a | |
| 2025-07-16 | 110.98 | 67.92 | n/a | |
| 2025-07-15 | 110.46 | 69.00 | n/a | |
| 2025-07-14 | 111.39 | 69.92 | n/a | |
| 2025-07-11 | 110.52 | 74.50 | n/a | |
| 2025-07-10 | 110.65 | 70.25 | n/a | |
| 2025-07-09 | 109.74 | 68.42 | n/a | |
| 2025-07-08 | 108.95 | 65.67 | n/a | |
| 2025-07-07 | 109.52 | 63.17 | n/a | |
| 2025-07-03 | 109.15 | 64.83 | n/a | |
| 2025-07-02 | 108.60 | 64.42 | n/a | |
| 2025-07-01 | 110.14 | 62.17 | n/a | |
| 2025-06-30 | 110.47 | 64.92 | n/a | |
| 2025-06-27 | 109.30 | 65.38 | n/a | |
| 2025-06-26 | 109.61 | 69.88 | n/a | |
| 2025-06-25 | 109.48 | 67.33 | n/a | |
| 2025-06-24 | 112.14 | 69.67 | n/a | |
| 2025-06-23 | 112.09 | 68.92 | n/a | |
| 2025-06-20 | 110.07 | 79.21 | n/a | |
| 2025-06-18 | 109.23 | 76.17 | n/a | |
| 2025-06-17 | 109.17 | 73.79 | n/a | |
| 2025-06-16 | 108.98 | 72.50 | n/a | |
| 2025-06-13 | 109.66 | 73.50 | n/a | |
| 2025-06-12 | 110.74 | 69.63 | n/a | |
| 2025-06-11 | 109.29 | 69.83 | n/a | |
| 2025-06-10 | 109.66 | 71.00 | n/a | |
| 2025-06-09 | 108.93 | 65.58 | n/a | |
| 2025-06-06 | 109.08 | 63.42 | n/a | |
| 2025-06-05 | 109.20 | 58.79 | n/a | |
| 2025-06-04 | 109.06 | 62.13 | n/a | |
| 2025-06-03 | 110.82 | 59.50 | n/a | |
| 2025-06-02 | 110.85 | 49.13 | n/a | |
| 2025-05-30 | 110.87 | 48.21 | n/a | |
| 2025-05-29 | 110.63 | 49.38 | n/a | |
| 2025-05-28 | 110.19 | 49.92 | n/a | |
| 2025-05-27 | 112.17 | 51.58 | n/a | |
| 2025-05-23 | 112.74 | 47.46 | n/a | |
| 2025-05-22 | 111.31 | 45.75 | n/a | |
| 2025-05-21 | 112.51 | 43.33 | n/a | |
| 2025-05-20 | 114.04 | 43.33 | n/a | |
| 2025-05-19 | 114.67 | 42.12 | n/a | |
| 2025-05-16 | 113.02 | 40.79 | n/a | |
| 2025-05-15 | 111.80 | 41.00 | n/a | |
| 2025-05-14 | 109.13 | 42.33 | n/a | |
| 2025-05-13 | 110.14 | 44.67 | n/a | |
| 2025-05-12 | 111.27 | 41.29 | n/a | |
| 2025-05-09 | 114.59 | 38.96 | n/a | |
| 2025-05-08 | 115.58 | 38.17 | n/a | |
| 2025-05-07 | 116.59 | 37.50 | n/a | |
| 2025-05-06 | 116.09 | 36.25 | n/a | |
| 2025-05-05 | 115.69 | 35.63 | n/a | |
| 2025-05-02 | 115.76 | 36.75 | n/a | |
| 2025-05-01 | 114.82 | 36.25 | n/a | |
| 2025-04-30 | 115.14 | 34.96 | n/a | |
| 2025-04-29 | 114.46 | 35.83 | n/a | |
| 2025-04-28 | 113.78 | 35.96 | n/a | |
| 2025-04-25 | 113.35 | 35.96 | n/a | |
| 2025-04-24 | 114.45 | 36.29 | n/a | |
| 2025-04-23 | 114.39 | 37.38 | n/a | |
| 2025-04-22 | 114.77 | 35.83 | n/a | |
| 2025-04-21 | 112.21 | 35.63 | n/a | |
| 2025-04-17 | 112.92 | 35.92 | n/a | |
| 2025-04-16 | 112.04 | 37.00 | n/a | |
| 2025-04-15 | 112.01 | 34.54 | n/a | |
| 2025-04-14 | 111.09 | 35.08 | n/a | |
| 2025-04-11 | 108.58 | 34.50 | n/a | |
| 2025-04-10 | 107.01 | 32.54 | n/a | |
| 2025-04-09 | 106.72 | 36.38 | n/a | |
| 2025-04-08 | 105.26 | 32.58 | n/a | |
| 2025-04-07 | 103.98 | 29.17 | n/a | |
| 2025-04-04 | 105.95 | 31.17 | n/a | |
| 2025-04-03 | 111.31 | 37.42 | n/a | |
| 2025-04-02 | 111.25 | 41.50 | n/a | |
| 2025-04-01 | 111.06 | 41.67 | n/a | |
| 2025-03-31 | 110.80 | 42.92 | n/a | |
| 2025-03-28 | 109.28 | 41.46 | n/a | |
| 2025-03-27 | 108.19 | 44.38 | n/a | |
| 2025-03-26 | 107.63 | 46.83 | n/a | |
| 2025-03-25 | 106.33 | 47.79 | n/a | |
| 2025-03-24 | 107.26 | 48.21 | n/a | |
| 2025-03-21 | 106.54 | 48.37 | n/a | |
| 2025-03-20 | 108.11 | 49.08 | n/a | |
| 2025-03-19 | 108.06 | 46.67 | n/a | |
| 2025-03-18 | 107.92 | 45.38 | n/a | |
| 2025-03-17 | 108.58 | 47.04 | n/a | |
| 2025-03-14 | 107.44 | 44.63 | n/a | |
| 2025-03-13 | 105.39 | 40.33 | n/a | |
| 2025-03-12 | 105.48 | 42.71 | n/a | |
| 2025-03-11 | 106.56 | 40.29 | n/a | |
| 2025-03-10 | 107.46 | 37.29 | n/a | |
| 2025-03-07 | 106.52 | 38.46 | n/a | |
| 2025-03-06 | 104.90 | 37.92 | n/a | |
| 2025-03-05 | 106.19 | 59.29 | n/a | |
| 2025-03-04 | 107.34 | 57.38 | n/a | |
| 2025-03-03 | 110.12 | 57.96 | n/a | |
| 2025-02-28 | 109.05 | 62.88 | n/a | |
| 2025-02-27 | 107.26 | 58.00 | n/a | |
| 2025-02-26 | 107.51 | 59.17 | n/a | |
| 2025-02-25 | 107.80 | 58.79 | n/a | |
| 2025-02-24 | 107.69 | 63.25 | n/a | |
| 2025-02-21 | 107.45 | 64.04 | n/a | |
| 2025-02-20 | 105.81 | 68.92 | n/a | |
| 2025-02-19 | 106.52 | 67.13 | n/a | |
| 2025-02-18 | 106.13 | 70.54 | n/a | |
| 2025-02-14 | 105.02 | 66.50 | n/a | |
| 2025-02-13 | 106.07 | 63.71 | n/a | |
| 2025-02-12 | 104.90 | 63.46 | n/a | |
| 2025-02-11 | 103.99 | 68.75 | n/a | |
| 2025-02-10 | 101.99 | 71.71 | n/a | |
| 2025-02-07 | 102.14 | 73.08 | n/a | |
| 2025-02-06 | 102.59 | 72.83 | n/a | |
| 2025-02-05 | 103.98 | 82.00 | n/a | |
| 2025-02-04 | 102.07 | 85.21 | n/a | |
| 2025-02-03 | 102.79 | 89.33 | n/a | |
| 2025-01-31 | 102.15 | 85.21 | n/a | |
| 2025-01-30 | 102.29 | 84.92 | n/a | |
| 2025-01-29 | 101.09 | 83.13 | n/a | |
| 2025-01-28 | 101.40 | 83.33 | n/a | |
| 2025-01-27 | 102.39 | 83.04 | n/a | |
| 2025-01-24 | 100.00 | 100.00 | n/a |
No one-day company-specific move of 4+ standard deviations in this window. Upcoming earnings: ATO Nov 4, 2026 (after-hours).
Paired trades
The shared paper book and the replay, kept apart
Forward paper record
No paper position on this pair yet.
Historical simulation (a diagnostic, same rules)
No simulated trade through Oct 20, 2026: the pair rarely passed every test while 2 standard deviations apart.
Per $10,000 a leg. A replay on today's companies cannot prove an edge.
The companies
ATO and VG at a glance
ATO Atmos Energy Corporation
- Listing
- NYSE · SEC CIK 731802
- Industry
- Oil/Gas Transmission · SIC 4924 Natural Gas Distribution
- Market value
- $27.8B
- Price history
- 2,521 daily closes, Oct 12, 2016 to Oct 22, 2026
VG Venture Global Inc.
- Listing
- NYSE · SEC CIK 2007855
- Industry
- Oil/Gas Transmission · SIC 4924 Natural Gas Distribution
- Market value
- $32.0B
- Price history
- 439 daily closes, Jan 24, 2025 to Oct 22, 2026
Daily prices: Nasdaq.com. Filings and industry codes: SEC EDGAR. Earnings dates: Nasdaq earnings calendar.
Related
All pairs →Other rivals of ATO and VG
Follow the research behind the paper book
Boostio is a research-first platform in private beta: crypto candidates, daily market stories, public paper trading and now rival stocks. Exploring these pages stays free and open.
Explore the private betaPaper only: hypothetical paired positions with modelled costs. No broker, no orders, no real money. A historical simulation is a diagnostic, not proof of an edge. Not investment advice.
