Sapyx's ED7K Project is underway

OMG, you are still at at, I hope you publish the detailed data at the end. This could become a kind of confirmed reference to estimate the galactic properties.

That's indeed the plan, yes.

Anyhow, on with the Survey.

Results for Sector 5, K-class stars:

Systems surveyed: 200
Stars within systems surveyed: 372 (average number of stars per system: 1.86)
Systems with no planets, only other stars: 44 (22%)
"Colonizable" systems: 30 (15%)
"Life-bearing" systems: 50 (25%)
Total number of planets found: 2183
Number of ELWs discovered: 3
Number of TFCs discovered: 38
Number of Ammonia Worlds discovered: 3
Number of Water Worlds (all types): 15
Number of systems previous explored by other CMDRs: 9 plus 1 more reported to EDSM

Observations: An almost completely inferior set of results compared tot he previous sector's K-class survey, with one notable exception: the number of Earth-likes, being three in total. Otherwise, all stats are down, and more in line with a typical K class survey. The waterworld terraformability ratio was 6 yes:9 no, low numbers but a drift away from the 1:1 prior average. Another terraformable rocky moon was among the small number of terraformables detected. The WW:AW:ELW ratio in this survey was 15:3:3.

As usual, mass code c overwhelmingly dominated with 193 out of the 200 systems; there were two code b, and five code d, and no other codes. The "transiting through" quality of the sector is again, surprisingly, reflected int he high number of previous discoverers, the first time this total has drifted above 10 I believe, which surprised me given the low counts for the G class survey.

As with most other stats, the Gas Giant counts overall were down. The life-bearing gas giants were more common than usual, at a ratio of 24:17, continuing the dominance of water-life giants in this star class, while the Sudarsky ratios were 101:17:52:1:0, with just the one Class IV. Still no water giants. And no further helium-rich giants for the sector either.

Surprise of the trip: another fairly dull survey; I guess the most surprising thing are those three ELWs (even though there were more of them in the last survey). None of the ELWs were particularly noteworthy.
 
Results for Sector 5, M-class stars:

Systems surveyed: 200
Stars within systems surveyed: 345 (average number of stars per system: 1.73)
Systems with no planets, only other stars: 52 (26%)
"Colonizable" systems: 7 (3.5%)
"Life-bearing" systems: 17 (12%)
Total number of planets found: 1775
Number of ELWs discovered: 0
Number of TFCs discovered: 12
Number of Ammonia Worlds discovered: 4
Number of Water Worlds (all types): 5
Number of systems previous explored by other CMDRs: 5

Observations: And the Project ends with a whimper, not a bang - I suppose I should have saved the F class stars for last if I wanted another effect. The amount of "good stuff" found in this survey was unusually low, even for M-class. Once again, no ELWs, giving a grand total of one ELW found in the 1000 M-class stars of the Project, and that one was around a red giant. ELWs around red dwarfs must be super-rare, proportionally. And this is the closest we've come to seeing Ammonia Worlds out-number Water Worlds, with the WW:AW:ELW ratio at 5:4:0.

For the mass codes in this survey, mass code b was overwhelmingly dominant with 186 systems, with only 7 in mass code c, 3 in mass code a contributed by the Brown Dwarf Disc, and one lonely d-code red giant stumbled upon out in the boondocks of the sector. Surprisingly, five systems were previously explored by other commanders and at least partially Tagged.

In the gas giants, the life-bearing ratio of 6:4 continued the previously observed bias towards water-based life; the Sudarsky ratios were found to be 121:7:6:0:0, with again no "Hot Jupiters" or other weird giant classes disturbing the peace. Class M stars are only slightly more interesting than L class, in terms of non-iceballs found: of those 1775 planets found in total, 1310 (73.8%) were Ice worlds. This pushes the total M class iceball proportion for the project to 6658 out of 9387 (70.9%). By comparison, the L-class iceball proportion is 7248 out of 8055 (90.0%).

Surprise of the trip: Let's see, there was this one system where the three Rocky-Ice planets were number 2, 3 and 4 wedged in between Ice planets at numbers 1, 5, 6 and 7. That's kinda unusual. Sorry, that's about as surprised as I got during this Survey. Maybe I'm getting jaded, yawn, seen-it-all-before. Or maybe M-class stars really are that boring. My science officer, a.k.a Elite Observatory, thinks these M-class stars were boring, too. The number of prior explorers was also surprisingly high, especially given that G class stars in this sector scored so few, but I already mentioned my surprise at that, so I guess the real "surprise" there is the Tag count in the G survey was so low.

So, that wraps up the data-gathering phase of the Project. Provided no unforeseen accidents occur, I'll now be making my way back to the Bubble to hand in the critical data before announcing the Sector identity, posting some pics, posting the full Project statistics and doing some analysis therewith.
 
And Sector 5 turns out to be...

Thailiae - The Sector you Visit when You're Trying to Go Somewhere Else

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As previously, the above picture shows all the Earth-like worlds I found. The pictures are to the same scale, all taken at a distance of 20,000 km from the planet's core. Before taking the pics, the ship was rotated to be parallel with the planet's plane of orbit, so any apparent axial tilting is real. And the view is taken as seen flying straight from the Arrival point, so planets around secondary stars have the lightsource at some angle other than directly behind.

Going out of your way in Thailiae?
Check out these sights...

Triple blue fireballs in Thailiae EW-V e2-7. WARNING: visitors are strongly advised to check approach vectors as the AB pair are near-contact binaries and may cause ship overheating if one Arrives in a poor tactical position.
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The wondrous rings of Earthlike world Thailiae FC-U d3-12 8:
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The excessively eccentric orbit of the sole remaining planet in the Thailiae RI-Z d1-35 system:
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Getting there and back again: As Thailiae is almost in a direct line "behind" the Eta Carina Nebula as seen from Sol, the tourist highlights to Thailiae are much the same as the highlights getting to Eta Carina. Personally, I took a detour to the Syralie Trojan Earthlike on the way home.

As always, full stats for the Earth-like worlds have been posted in Marx's thread. Next, I will update the full data spreadsheet for all five sectors, and do a deep dive into what the accumulated stats might reveal about the ED universe.
 
OK, I have updated the spreadsheet on Google Docs. As the link is now buried on page 4, here it is again. I'll also edit the OP and put it there, once I finish this post.


I've added a Totals page at the end (scroll the worksheets all the way to the right) so you can see at a glance the totals for each sector and star class.

So, are there any general observations to be made from the data?

Number of Terraformable Metal-Rich worlds discovered: 0 This should not have been a surprise, since only a dozen or so of the things have ever been found and reported to EDSM, making them twice as rare as GGGs. Still, I left a column in the spreadsheets for them, in case I found one.

Number of GGGs discovered: 0 This also should not surprise, though I deliberately chose Thraikoo as my first destination as it was in the "Perseus Crags" district, the approximate location of Supermoose's Lost Planet, in the hopes of rediscovering it, or at least picking up on Supermoose's trail. Still, no luck, there or elsewhere.

Rarest Planet type actually detected: Helium-Rich Gas Giants. Again, probably no surprise to anyone, but at only 21 HRGGs detected across 7000 star systems, the odds of finding one just by hoping about randomly are almost but not quite zero. Needless to say, no Helium Giants were found, either. Of course, it's well known that if you find one HRGG, you can hop all over the same boxel and you're likely to find more. But this survey was a no-boxel-hopping zone. In the number 2 rarity spot were Water Giants at 57 followed by Earth-likes at 70 and Class V Giants at 79.

Number of Notable Stellar Phenomena and Surface Bio Signals detected: 0. I wasn't really looking for these so can't rule out the possibility I overlooked them, but I don't think any of my surveyed systems or sectors fit the criteria for detecting vacuum-based lifeforms.

Observation: Water Giants are about as rare as Earth-likes, but only in AFG stars. Water giants do not seem to occur in B and hotter, or K and cooler, stars; at least zero were detected in this Project. This creates an interesting disparity at K-class, where Earth-likes are still relatively common but Water Giants nonexistent.

Now, to some of the hypotheses raised in my OP.

The WW:AW:ELW ratio. The raw stats are 751:101:70. This breaks down to 10 : 1.34 : 0.93, or 10.72 : 1.44 : 1. Ammonia worlds are clearly more common than Earth-like in the galaxy, as they consistently scored higher counts in all star classes G class and cooler - which is by far the majority of stars in the galaxy. Whether the actual galactic ratio makes it as high as 10:3:1, due to the preponderance of M-class stars, is not yet determinable (see "The Next Step", below).

The abundance of life-bearing star systems in the galaxy. The survey found 1450 out of 7000 star systems contained at least one life-bearing planet. That's one out of every 4.82 systems. My initial estimate of "about one in five star systems has at least one life-bearing planet of some kind in it" would seem to be validated, however... life was far less abundant in M-class stars than I had originally surmised. As K, M and L class stars form the vast bulk of stars in the galaxy, I strongly suspect that once stellar abundances are factored in, the probability of life will drop considerably, to somewhere around 1 in 10.

Perpetuating the paradigm that "F class stars are the best", life was most probable around F class stars, with a probability of 34.9%, or slightly over a 1 in 3 chance. A-class are almost exactly a 1 in 3 chance, while G-class stars are at 30.8%, or just under 1 in 3. K-class had a 26% hit rate (about 1 in 4), M-class stars have just a 10% chance of hosting life, while for L class stars it falls to 2.3% (less than 1 in 40).

Colonizability. Curiously, the life-stream does not precisely follow the terraformability-stream, because it is in A-class stars that one is most likely to find at least one terraformable (or Earth-like) planet, with a hit rate of 30.6%, or three out of ten. F-class comes in second, at 27.8%, with a steady decline as you get cooler. I can only surmise that A-class stars are generally younger, and younger stars are less likely to be life-bearing.

The net result seems to be, therefore, that the answer to the question of "which stars to set the filter for" depends on what you're aiming to find. If it's Maximum Earthlikes, then set filters for F. If it's max credits, then set filters for A. Setting filters for both A and F ought to optimize for both targets, without diminishing the primary target too much.

Gas giant abundances. With 6595 Sudarsky-rated gas giants detected, there's some good data to be had here. The overall breakdown is 2562:732:2562: 660:79. It's quite astonishing that Class 1 and Class 3 giants have exactly the same counts. However, as noted numerous times now, the dominance of cooler stars in the galaxy, combined with the dominance of Class 1 giants in all star types of G-class and cooler, means that Class 1 giants are clearly the most common giant type in the galaxy. And the rarity of Class II giants - in no star type are they found to the the most common - perhaps partially explains why the payout for Class II are an order of magnitude higher than any other gas giant type.

Most common bio-solvent: water. I had speculated that perhaps ammonia-based biomes might out-number water-based ones in the galaxy, if they were more common in cooler stars. Turns out, they're not. For gas giants, water-based life outnumbers ammonia-based life in all star classes. And water worlds out-poll ammonia worlds in all star classes too. No wonder the Thargoids hate us - they've got an ammonia inferiority complex.

The Next Step? A lot of these calculations are of little use without some hard data on the relative abundances of the different star types across the galaxy as a whole. There are some stats that can be pulled form EDSM, but I'm always wary of EDSM bulk data simply because we don't know how big an effect that player-filtering is having in skewing the data, towards increases counts for F-class stars and reduced counts of L-class stars, for example. So I plan on plotting a few un-filtered trans-galactic transects, get a count of several thousand stars, and see what star classes come up. The good news is, I don't even have to physically travel these transects - I can do this transect-plotting from the safety of a spacedock, and just note down what star classes the route-plotter throws at me.
 
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