The Astros Lineup Has Been Something Historic
It’s the All-Star break, and the Houston Astros have 60 wins. That’s more wins than they had in all of 2013. It’s more wins than they had in all of 2012. It’s more wins than they had in all of 2011. Now, those Astros teams were supposed to be bad, and this Astros team was supposed to be good. No one ever expected it to be this good. No baseball team is ever expected to be this good.
There’s credit to be spread all around, but this is a post that’s focusing on the hitters, so, let’s focus on the hitters. I pretty much always choose to eliminate pitcher hitting performance, so, keep that minor factor in mind. The Astros, in April, had a 106 wRC+. They scored 4.5 runs per game. In May, they had a 129 wRC+. They scored 6.2 runs per game. In June, they had a 131 wRC+. They scored 5.8 runs per game. And so far in July, they have a 191 wRC+, and that’s a 191, not any other number, like 181 or 171 — it is not a typographical error. They’ve scored 9.8 runs per game. Over the past 30 days, the Astros as a team have combined for a 153 wRC+, which is incidentally right where you find Paul Goldschmidt. It’s been a month of a team of Paul Goldschmidts.
These Astros hitters have been insane. In just a short few minutes, I’d like to provide you with some historical context.
To kick off the presentation of historical context, you get to examine the present-day context. The Astros, overall, after eliminating pitchers, have a team wRC+ of 129. You know that’s good, because you know that 100 is average. How good are we talking? Here is major-league baseball as a whole:
I’m a sucker for players or teams who lead a category by a wide margin. Here, we have the Astros not just in first, but in first by 11 points, in front of the Dodgers. This is not a statistic that easily lends itself to a broad range, so we can tell the Astros are remarkable. You could also say it’s remarkable that, say, the Padres have been so bad, but the Astros are the most extraordinary team up there.
Think about that difference between first and second place. It feels like 11 points is a large spread. How does this stack up when you go throughout baseball history? I pulled team data from our leaderboards going all the way back to 1900. Here are the 10 biggest gaps between a year’s top lineup and a year’s runner-up lineup:
| Team | Season | wRC+ | Separation |
|---|---|---|---|
| Yankees | 1930 | 132 | 20 |
| Reds | 1976 | 130 | 18 |
| Yankees | 1931 | 133 | 17 |
| Pirates | 1902 | 126 | 16 |
| Yankees | 1927 | 135 | 16 |
| Athletics | 1913 | 127 | 14 |
| Yankees | 1928 | 126 | 12 |
| Yankees | 1936 | 122 | 12 |
| Astros | 2017 | 129 | 11 |
| Giants | 1924 | 120 | 11 |
This year’s Astros show up, and while nothing’s official yet, since the season still has another two and a half months to go, look at the years in that table. Representatives from the 20s. Representatives from the 30s. The Astros are one of two teams in there playing after the Second World War. Remember that this is supposed to be the age of parity. Within an age of parity, it should be all the more difficult to emerge as an outlier. Nevertheless, the Astros are where the Astros are.
The best-ever team wRC+, looking at non-pitchers, is 135. That mark was achieved by the 1927 Yankees. The 1931 Yankees finished at 133. If the season ended today, the 2017 Astros would rank fifth. That’s since 1900, in a sample of nearly 2,500 individual team-seasons. But the season isn’t ending today, unless something has happened in the news while I’ve been in the process of writing. How to take this into account to treat all the numbers fairly? I could, if I wanted, just look at the best-ever offensive first halves. Instead, I went to my tried and true standard deviations.
Long story short: For every major-league season since 1900, I calculated the standard deviation in team wRC+. I used that to calculate z-scores, figuring out the number of standard deviations from the mean. The mean, in this case, is always 100, which makes things simpler. Because the Astros have only played a portion of their schedule, it’s easier for them to have an extraordinary wRC+. However, this year’s league standard deviation is 10.6. Last year’s was 6.6, because there was more time given for things to settle. This is one means of adjusting for the Astros’ as-yet unfinished campaign.
No more words. A table! Here are the most outlandish good offensive teams, according to z-scores:
| Team | Season | wRC+ | Z-Score |
|---|---|---|---|
| Reds | 1976 | 130 | 2.90 |
| Astros | 2017 | 129 | 2.73 |
| Mets | 1987 | 116 | 2.56 |
| Pirates | 1902 | 126 | 2.51 |
| Yankees | 2007 | 120 | 2.51 |
| Reds | 1918 | 120 | 2.47 |
| Blue Jays | 2015 | 117 | 2.42 |
| Athletics | 1913 | 127 | 2.37 |
| Yankees | 2009 | 118 | 2.34 |
| Yankees | 1931 | 133 | 2.33 |
The Astros have hit 2.7 standard deviations better than average. Only one team, ever, has surpassed that over a full season — the 1976 Reds, who won 102 games and then didn’t lose a single time in the playoffs. This is only one way of looking at the best offenses, and I can’t swear it’s the best way, but this is an accurate reflection of the degree by which the Astros stand out. Most teams are fairly tightly bunched. Within that context, the Astros have done something absurd, and something that qualifies as historic, if only historic in development. We’ll see where the Astros are at the end.
They’re projected to decline. Of course they’re projected to decline. They’ve been way too unusually good, and every extreme data point is projected to regress toward a mean. By our projections, the Astros are set for a 111 team wRC+ the rest of the way, which would have them finish at 121. The biggest over-achiever has been Marwin Gonzalez. Next on the list is Jake Marisnick. Of the 12 Astros players with at least 100 plate appearances, nine of them are projected to hit worse than they have. I don’t know enough to argue that with confidence. I don’t know, for example, by how much Marwin Gonzalez has actually improved.
The bigger point is just that this is a tremendous offense, a deep offense, a potentially historic offense. I recognize that I’ve ignored baserunning, and that is a factor. It’s not really a team strong suit. Baserunning matters, but this is about the quality of the actual hitting. The Astros have hit better than any other team, and only one team has ever been so very far removed. When it comes to picking clubs to mimic, you could do a lot worse than the 1976 Reds.
Jeff made Lookout Landing a thing, but he does not still write there about the Mariners. He does write here, sometimes about the Mariners, but usually not.

When you’re sitting in second place, looking up at the pinnacle of the Big Red Machine, you’ve got it pretty good.
Has to be a good sign when you’re appearing on all-time leaderboards in the company of the two most memorably nicknamed-for-dominance teams of all time — the Big Red Machine and the “Murderers’ Row” Yankees. Get these guys a nickname, stat.
Here’s the really crazy part: If the Astros had stayed in the NL, they would obviously lose their DH, Carlos Beltran, who happens to be the only sub 100 wRC+ starting position player in the lineup. Since Jeff’s method factors out pitchers for NL teams, one would have to think that the Astros would then be the single greatest offense in baseball history, right?
Staying in the NL would have also affected many other important things, like the quality of pitching they face and the acquisition of Evan Gattis.
Right, they’d face worse pitching in the NL.
So what you are saying is that the Astros, on average, have hit like Judge for July. Astros have 5 of the top 7 guys in RC+ with greater than 20 ABs in July. I realized the Astros hitters were doing a good job in July, but that is crazy for 334 PAs.
Then again, it’s July 13th and they haven’t played in 4 days. Let’s not get too carried away.
What Judge has done so far is amazing . It isn’t representative of how the team will play the rest of the season, but it is still amazing for a team to do the same thing in a similar number of at bats.
wow theyre almost as good as the 2015 Blue Jays!
um
2001 Mariners
The deck is stacked in their favor each night.
They have an offense that rarely strikes out, yet leads the league in slugging. And they have a pitching staff that leads the league in K%.
So, if there was +/- balls in play or +/- baserunners stat, they likely lead by a lot.
If you view balls in play like a lottery, Houston has more ping pong balls on a nightly basis and the math usually catches up to you before you can record 27 outs on them.
Thinking about the expected regression of Houston’s second-tier hitters … I do put *some* stock in the notion that “hitting is contagious.” When the a lineup has several great bats, it seems to help the others. I can’t prove that, of course, but the ’76 Reds seem a good anecdotal case.
There was an article (maybe on Fangraphs) I read a few years ago that suggested there is synergy between high OBP guys (i.e. the more a team gets on base, getting on base becomes more valuable).
“the more a team gets on base, getting on base becomes more valuable”
1993 Phillies
On a tangent, the Astros are averaging 7.14 runs per *road* game. That would rank 3rd all-time, after the Yankees of 1939, ’30 and ’36. Just one team has topped 6.50 road R/G since the ’30s Yanks.
At home, they’re scoring a mere 4.73 R/G. That road edge of +2.40 R/G would rank 2nd all-time. The ’39 Yanks (+2.88) are the only team so far to reach +2 in [road minus home] R/G.
Until I looked into this, I was not aware that Minute Maid Park has played as a great pitcher’s park the last couple years.
It’s cruel and unusual punishment to show the 2015 Blue Jays as the 7th best offense relative to the league in history shortly after showing the 2017 Blue Jays as the 7th worse offense this year.
Apparently second half is gonna be more of the same