Catan placement grader — is it discriminative?

A random legal pick already scores 0.63 mean-reward — but hits the actual best spot only 1% of the time.
first-legal (our old fake baseline): mean-reward 0.79, top-1 2%, top-3 12%.
→ The mean-reward metric is too generous (compresses everyone to 0.6–0.85). Top-1/top-3 hit-rate would separate models cleanly (random=1% vs a good model 40–60%).
→ Many boards have near-ties at the top (see ⚠): decent diverse spots differ only by total pips, so the scoring has low resolution at the top.
Below: every legal spot per board, ranked by score. Gold = current "best". reward = (score−worst)/(best−worst), the value GRPO/eval uses.

board 1000 · opening 1 · 54 legal spots · best=2.867 worst=0.000

nodescorerewardpipsresdivnumdivtiles
node_152.8671.00131.001.00WOOD6, WHEAT5, SHEEP9
node_82.8000.98121.001.00BRICK10, SHEEP5, ORE8
node_162.8000.98121.001.00WHEAT5, ORE4, WOOD8
node_42.7330.95111.001.00SHEEP11, WOOD6, WHEAT5
node_92.6670.93101.001.00BRICK10, SHEEP3, ORE8
node_102.6670.93101.001.00SHEEP3, ORE8, WHEAT4
node_232.6670.93101.001.00BRICK9, ORE6, WHEAT2
node_02.6000.9191.001.00SHEEP11, ORE4, BRICK9
node_52.6000.9191.001.00SHEEP11, WHEAT5, ORE4
node_72.5330.8881.001.00BRICK10, SHEEP5, WHEAT2
node_112.4670.8671.001.00SHEEP3, WHEAT4, WOOD11
node_182.4670.86120.671.00WHEAT5, WHEAT10, WOOD8
node_172.4000.84110.671.00WHEAT5, SHEEP9, WHEAT10
node_222.4000.84110.671.00BRICK9, BRICK3, ORE6
node_142.3330.81100.671.00WOOD6, WOOD12, SHEEP9
node_12.2670.7990.671.00SHEEP11, BRICK10, BRICK9
node_32.2670.7990.671.00SHEEP11, SHEEP3, WOOD6
node_122.2670.7990.671.00SHEEP3, WOOD6, WOOD11
node_202.2670.7990.671.00ORE4, BRICK9, BRICK3
node_272.2670.7990.671.00SHEEP5, ORE8
node_62.2000.7780.671.00BRICK10, BRICK9, WHEAT2
node_212.2000.7780.671.00ORE4, WOOD8
node_292.2000.7780.671.00ORE8, WHEAT4
node_402.2000.7780.671.00WHEAT10, WOOD8
node_22.1330.7470.671.00SHEEP11, BRICK10, SHEEP3
node_392.1330.7470.671.00SHEEP9, WHEAT10
node_492.1330.7470.671.00BRICK3, ORE6
node_522.0670.7260.671.00ORE6, WHEAT2
node_192.0000.7050.671.00ORE4, BRICK3
node_242.0000.7050.671.00SHEEP5, WHEAT2
node_322.0000.7050.671.00WHEAT4, WOOD11
node_372.0000.7050.671.00WOOD12, SHEEP9
node_131.8670.6580.331.00WOOD6, WOOD11, WOOD12
node_281.6670.5850.331.00ORE8
node_431.6670.5850.331.00WOOD8
node_441.6670.5850.331.00WOOD8
node_501.6670.5850.331.00ORE6
node_511.6670.5850.331.00ORE6
node_251.6000.5640.331.00SHEEP5
node_261.6000.5640.331.00SHEEP5
node_381.6000.5640.331.00SHEEP9
node_301.5330.5330.331.00WHEAT4
node_311.5330.5330.331.00WHEAT4
node_341.5330.5330.331.00WOOD11, WOOD12
node_411.5330.5330.331.00WHEAT10
node_421.5330.5330.331.00WHEAT10
node_331.4670.5120.331.00WOOD11
node_461.4670.5120.331.00BRICK3
node_481.4670.5120.331.00BRICK3
node_351.4000.4910.331.00WOOD12
node_361.4000.4910.331.00WOOD12
node_531.4000.4910.331.00WHEAT2
node_450.0000.0000.000.00desert
node_470.0000.0000.000.00desert

board 1002 · opening 1 · 54 legal spots · best=2.800 worst=0.000 ⚠ 3-way tie for best

nodescorerewardpipsresdivnumdivtiles
node_82.8001.00121.001.00ORE10, BRICK5, WHEAT8
node_162.8001.00121.001.00WHEAT5, BRICK4, WOOD8
node_182.8001.00121.001.00WHEAT5, SHEEP10, WOOD8
node_192.6670.95101.001.00BRICK4, WHEAT3, WOOD6
node_212.6670.95101.001.00BRICK4, WOOD8, WHEAT3
node_12.6000.9391.001.00BRICK11, ORE10, WOOD9
node_32.6000.9391.001.00BRICK11, ORE3, WHEAT6
node_122.6000.9391.001.00ORE3, WHEAT6, WOOD11
node_62.5330.9081.001.00ORE10, WOOD9, SHEEP2
node_72.5330.9081.001.00ORE10, BRICK5, SHEEP2
node_132.5330.9081.001.00WHEAT6, WOOD11, SHEEP12
node_152.5330.90130.671.00WHEAT6, WHEAT5, SHEEP9
node_202.4670.88120.671.00BRICK4, WOOD9, WOOD6
node_42.4000.86110.671.00BRICK11, WHEAT6, WHEAT5
node_172.4000.86110.671.00WHEAT5, SHEEP9, SHEEP10
node_92.3330.83100.671.00ORE10, ORE3, WHEAT8
node_102.3330.83100.671.00ORE3, WHEAT8, ORE4
node_142.3330.83100.671.00WHEAT6, SHEEP12, SHEEP9
node_02.2670.8190.671.00BRICK11, BRICK4, WOOD9
node_52.2670.8190.671.00BRICK11, WHEAT5, BRICK4
node_272.2670.8190.671.00BRICK5, WHEAT8
node_292.2000.7980.671.00WHEAT8, ORE4
node_402.2000.7980.671.00SHEEP10, WOOD8
node_22.1330.7670.671.00BRICK11, ORE10, ORE3
node_112.1330.7670.671.00ORE3, ORE4, WOOD11
node_432.1330.7670.671.00WOOD8, WHEAT3
node_462.1330.7670.671.00WHEAT3, WOOD6
node_232.0000.7150.671.00WOOD9, SHEEP2
node_242.0000.7150.671.00BRICK5, SHEEP2
node_322.0000.7150.671.00ORE4, WOOD11
node_221.9330.6990.331.00WOOD9, WOOD6
node_341.8670.6730.671.00WOOD11, SHEEP12
node_391.8000.6470.331.00SHEEP9, SHEEP10
node_281.6670.6050.331.00WHEAT8
node_371.6670.6050.331.00SHEEP12, SHEEP9
node_441.6670.6050.331.00WOOD8
node_481.6670.6050.331.00WOOD6
node_491.6670.6050.331.00WOOD6
node_251.6000.5740.331.00BRICK5
node_261.6000.5740.331.00BRICK5
node_381.6000.5740.331.00SHEEP9
node_301.5330.5530.331.00ORE4
node_311.5330.5530.331.00ORE4
node_411.5330.5530.331.00SHEEP10
node_421.5330.5530.331.00SHEEP10
node_331.4670.5220.331.00WOOD11
node_451.4670.5220.331.00WHEAT3
node_471.4670.5220.331.00WHEAT3
node_351.4000.5010.331.00SHEEP12
node_361.4000.5010.331.00SHEEP12
node_521.4000.5010.331.00SHEEP2
node_531.4000.5010.331.00SHEEP2
node_500.0000.0000.000.00desert
node_510.0000.0000.000.00desert

board 1003 · opening 1 · 54 legal spots · best=2.733 worst=1.400 ⚠ 2-way tie for best

nodescorerewardpipsresdivnumdivtiles
node_42.7331.00111.001.00BRICK11, SHEEP6, WHEAT5
node_182.7331.00111.001.00WHEAT5, BRICK9, ORE10
node_152.6670.95101.001.00SHEEP6, WHEAT5, BRICK12
node_162.6670.95101.001.00WHEAT5, WOOD4, ORE10
node_52.6000.9091.001.00BRICK11, WHEAT5, WOOD4
node_92.6000.9091.001.00WHEAT9, SHEEP3, WOOD10
node_22.5330.8581.001.00BRICK11, WHEAT9, SHEEP3
node_82.4000.75110.671.00WHEAT9, WHEAT5, WOOD10
node_212.4000.75110.671.00WOOD4, ORE10, WOOD8
node_102.3330.70100.671.00SHEEP3, WOOD10, WOOD8
node_112.3330.70100.671.00SHEEP3, WOOD8, SHEEP4
node_192.3330.70100.671.00WOOD4, WOOD8, WHEAT3
node_32.2670.6590.671.00BRICK11, SHEEP3, SHEEP6
node_72.2670.6590.671.00WHEAT9, WHEAT5, ORE2
node_172.2670.6590.671.00WHEAT5, BRICK12, BRICK9
node_142.2000.6080.671.00SHEEP6, SHEEP11, BRICK12
node_322.2000.6080.671.00WOOD8, SHEEP4
node_432.2000.6080.671.00ORE10, WOOD8
node_222.1330.5570.671.00WHEAT3, ORE6
node_272.1330.5570.671.00WHEAT5, WOOD10
node_402.1330.5570.671.00BRICK9, ORE10
node_462.1330.5570.671.00WOOD8, WHEAT3
node_492.1330.5570.671.00WHEAT3, ORE6
node_12.0670.5060.671.00BRICK11, WHEAT9
node_02.0000.4550.671.00BRICK11, WOOD4
node_62.0000.4550.671.00WHEAT9, ORE2
node_122.0000.45100.331.00SHEEP3, SHEEP6, SHEEP4
node_132.0000.45100.331.00SHEEP6, SHEEP4, SHEEP11
node_202.0000.4550.671.00WOOD4, WHEAT3
node_242.0000.4550.671.00WHEAT5, ORE2
node_291.8670.3580.331.00WOOD10, WOOD8
node_371.8670.3530.671.00SHEEP11, BRICK12
node_231.7330.2560.331.00ORE6, ORE2
node_521.7330.2560.331.00ORE6, ORE2
node_301.6670.2050.331.00WOOD8
node_311.6670.2050.331.00WOOD8
node_341.6670.2050.331.00SHEEP4, SHEEP11
node_391.6670.2050.331.00BRICK12, BRICK9
node_451.6670.2050.331.00WOOD8
node_471.6670.2050.331.00WOOD8
node_501.6670.2050.331.00ORE6
node_511.6670.2050.331.00ORE6
node_251.6000.1540.331.00WHEAT5
node_261.6000.1540.331.00WHEAT5
node_411.6000.1540.331.00BRICK9
node_421.6000.1540.331.00BRICK9
node_281.5330.1030.331.00WOOD10
node_331.5330.1030.331.00SHEEP4
node_441.5330.1030.331.00ORE10
node_351.4670.0520.331.00SHEEP11
node_361.4670.0520.331.00SHEEP11
node_481.4670.0520.331.00WHEAT3
node_381.4000.0010.331.00BRICK12
node_531.4000.0010.331.00ORE2

board 1000 · opening 2 · 50 legal spots · best=2.800 worst=0.000 ⚠ 2-way tie for best

nodescorerewardpipsresdivnumdivtiles
node_82.8001.00121.001.00BRICK10, SHEEP5, ORE8
node_162.8001.00121.001.00WHEAT5, ORE4, WOOD8
node_92.6670.95101.001.00BRICK10, SHEEP3, ORE8
node_102.6670.95101.001.00SHEEP3, ORE8, WHEAT4
node_232.6670.95101.001.00BRICK9, ORE6, WHEAT2
node_02.6000.9391.001.00SHEEP11, ORE4, BRICK9
node_52.6000.9391.001.00SHEEP11, WHEAT5, ORE4
node_72.5330.9081.001.00BRICK10, SHEEP5, WHEAT2
node_112.4670.8871.001.00SHEEP3, WHEAT4, WOOD11
node_182.4670.88120.671.00WHEAT5, WHEAT10, WOOD8
node_222.4000.86110.671.00BRICK9, BRICK3, ORE6
node_12.2670.8190.671.00SHEEP11, BRICK10, BRICK9
node_32.2670.8190.671.00SHEEP11, SHEEP3, WOOD6
node_122.2670.8190.671.00SHEEP3, WOOD6, WOOD11
node_202.2670.8190.671.00ORE4, BRICK9, BRICK3
node_272.2670.8190.671.00SHEEP5, ORE8
node_62.2000.7980.671.00BRICK10, BRICK9, WHEAT2
node_212.2000.7980.671.00ORE4, WOOD8
node_292.2000.7980.671.00ORE8, WHEAT4
node_402.2000.7980.671.00WHEAT10, WOOD8
node_22.1330.7670.671.00SHEEP11, BRICK10, SHEEP3
node_392.1330.7670.671.00SHEEP9, WHEAT10
node_492.1330.7670.671.00BRICK3, ORE6
node_522.0670.7460.671.00ORE6, WHEAT2
node_192.0000.7150.671.00ORE4, BRICK3
node_242.0000.7150.671.00SHEEP5, WHEAT2
node_322.0000.7150.671.00WHEAT4, WOOD11
node_372.0000.7150.671.00WOOD12, SHEEP9
node_131.8670.6780.331.00WOOD6, WOOD11, WOOD12
node_281.6670.6050.331.00ORE8
node_431.6670.6050.331.00WOOD8
node_441.6670.6050.331.00WOOD8
node_501.6670.6050.331.00ORE6
node_511.6670.6050.331.00ORE6
node_251.6000.5740.331.00SHEEP5
node_261.6000.5740.331.00SHEEP5
node_381.6000.5740.331.00SHEEP9
node_301.5330.5530.331.00WHEAT4
node_311.5330.5530.331.00WHEAT4
node_341.5330.5530.331.00WOOD11, WOOD12
node_411.5330.5530.331.00WHEAT10
node_421.5330.5530.331.00WHEAT10
node_331.4670.5220.331.00WOOD11
node_461.4670.5220.331.00BRICK3
node_481.4670.5220.331.00BRICK3
node_351.4000.5010.331.00WOOD12
node_361.4000.5010.331.00WOOD12
node_531.4000.5010.331.00WHEAT2
node_450.0000.0000.000.00desert
node_470.0000.0000.000.00desert

board 1002 · opening 2 · 50 legal spots · best=2.800 worst=0.000 ⚠ 2-way tie for best

nodescorerewardpipsresdivnumdivtiles
node_162.8001.00121.001.00WHEAT5, BRICK4, WOOD8
node_182.8001.00121.001.00WHEAT5, SHEEP10, WOOD8
node_192.6670.95101.001.00BRICK4, WHEAT3, WOOD6
node_212.6670.95101.001.00BRICK4, WOOD8, WHEAT3
node_12.6000.9391.001.00BRICK11, ORE10, WOOD9
node_32.6000.9391.001.00BRICK11, ORE3, WHEAT6
node_122.6000.9391.001.00ORE3, WHEAT6, WOOD11
node_62.5330.9081.001.00ORE10, WOOD9, SHEEP2
node_132.5330.9081.001.00WHEAT6, WOOD11, SHEEP12
node_152.5330.90130.671.00WHEAT6, WHEAT5, SHEEP9
node_202.4670.88120.671.00BRICK4, WOOD9, WOOD6
node_42.4000.86110.671.00BRICK11, WHEAT6, WHEAT5
node_172.4000.86110.671.00WHEAT5, SHEEP9, SHEEP10
node_102.3330.83100.671.00ORE3, WHEAT8, ORE4
node_142.3330.83100.671.00WHEAT6, SHEEP12, SHEEP9
node_02.2670.8190.671.00BRICK11, BRICK4, WOOD9
node_52.2670.8190.671.00BRICK11, WHEAT5, BRICK4
node_292.2000.7980.671.00WHEAT8, ORE4
node_402.2000.7980.671.00SHEEP10, WOOD8
node_22.1330.7670.671.00BRICK11, ORE10, ORE3
node_112.1330.7670.671.00ORE3, ORE4, WOOD11
node_432.1330.7670.671.00WOOD8, WHEAT3
node_462.1330.7670.671.00WHEAT3, WOOD6
node_232.0000.7150.671.00WOOD9, SHEEP2
node_242.0000.7150.671.00BRICK5, SHEEP2
node_322.0000.7150.671.00ORE4, WOOD11
node_221.9330.6990.331.00WOOD9, WOOD6
node_341.8670.6730.671.00WOOD11, SHEEP12
node_391.8000.6470.331.00SHEEP9, SHEEP10
node_281.6670.6050.331.00WHEAT8
node_371.6670.6050.331.00SHEEP12, SHEEP9
node_441.6670.6050.331.00WOOD8
node_481.6670.6050.331.00WOOD6
node_491.6670.6050.331.00WOOD6
node_251.6000.5740.331.00BRICK5
node_261.6000.5740.331.00BRICK5
node_381.6000.5740.331.00SHEEP9
node_301.5330.5530.331.00ORE4
node_311.5330.5530.331.00ORE4
node_411.5330.5530.331.00SHEEP10
node_421.5330.5530.331.00SHEEP10
node_331.4670.5220.331.00WOOD11
node_451.4670.5220.331.00WHEAT3
node_471.4670.5220.331.00WHEAT3
node_351.4000.5010.331.00SHEEP12
node_361.4000.5010.331.00SHEEP12
node_521.4000.5010.331.00SHEEP2
node_531.4000.5010.331.00SHEEP2
node_500.0000.0000.000.00desert
node_510.0000.0000.000.00desert

board 1003 · opening 2 · 50 legal spots · best=2.733 worst=1.400

nodescorerewardpipsresdivnumdivtiles
node_182.7331.00111.001.00WHEAT5, BRICK9, ORE10
node_162.6670.95101.001.00WHEAT5, WOOD4, ORE10
node_92.6000.9091.001.00WHEAT9, SHEEP3, WOOD10
node_22.5330.8581.001.00BRICK11, WHEAT9, SHEEP3
node_82.4000.75110.671.00WHEAT9, WHEAT5, WOOD10
node_212.4000.75110.671.00WOOD4, ORE10, WOOD8
node_102.3330.70100.671.00SHEEP3, WOOD10, WOOD8
node_112.3330.70100.671.00SHEEP3, WOOD8, SHEEP4
node_192.3330.70100.671.00WOOD4, WOOD8, WHEAT3
node_72.2670.6590.671.00WHEAT9, WHEAT5, ORE2
node_172.2670.6590.671.00WHEAT5, BRICK12, BRICK9
node_142.2000.6080.671.00SHEEP6, SHEEP11, BRICK12
node_322.2000.6080.671.00WOOD8, SHEEP4
node_432.2000.6080.671.00ORE10, WOOD8
node_222.1330.5570.671.00WHEAT3, ORE6
node_272.1330.5570.671.00WHEAT5, WOOD10
node_402.1330.5570.671.00BRICK9, ORE10
node_462.1330.5570.671.00WOOD8, WHEAT3
node_492.1330.5570.671.00WHEAT3, ORE6
node_12.0670.5060.671.00BRICK11, WHEAT9
node_02.0000.4550.671.00BRICK11, WOOD4
node_62.0000.4550.671.00WHEAT9, ORE2
node_122.0000.45100.331.00SHEEP3, SHEEP6, SHEEP4
node_132.0000.45100.331.00SHEEP6, SHEEP4, SHEEP11
node_202.0000.4550.671.00WOOD4, WHEAT3
node_242.0000.4550.671.00WHEAT5, ORE2
node_291.8670.3580.331.00WOOD10, WOOD8
node_371.8670.3530.671.00SHEEP11, BRICK12
node_231.7330.2560.331.00ORE6, ORE2
node_521.7330.2560.331.00ORE6, ORE2
node_301.6670.2050.331.00WOOD8
node_311.6670.2050.331.00WOOD8
node_341.6670.2050.331.00SHEEP4, SHEEP11
node_391.6670.2050.331.00BRICK12, BRICK9
node_451.6670.2050.331.00WOOD8
node_471.6670.2050.331.00WOOD8
node_501.6670.2050.331.00ORE6
node_511.6670.2050.331.00ORE6
node_251.6000.1540.331.00WHEAT5
node_261.6000.1540.331.00WHEAT5
node_411.6000.1540.331.00BRICK9
node_421.6000.1540.331.00BRICK9
node_281.5330.1030.331.00WOOD10
node_331.5330.1030.331.00SHEEP4
node_441.5330.1030.331.00ORE10
node_351.4670.0520.331.00SHEEP11
node_361.4670.0520.331.00SHEEP11
node_481.4670.0520.331.00WHEAT3
node_381.4000.0010.331.00BRICK12
node_531.4000.0010.331.00ORE2

board 1000 · opening 3 · 46 legal spots · best=2.800 worst=0.000

nodescorerewardpipsresdivnumdivtiles
node_162.8001.00121.001.00WHEAT5, ORE4, WOOD8
node_102.6670.95101.001.00SHEEP3, ORE8, WHEAT4
node_232.6670.95101.001.00BRICK9, ORE6, WHEAT2
node_02.6000.9391.001.00SHEEP11, ORE4, BRICK9
node_52.6000.9391.001.00SHEEP11, WHEAT5, ORE4
node_112.4670.8871.001.00SHEEP3, WHEAT4, WOOD11
node_182.4670.88120.671.00WHEAT5, WHEAT10, WOOD8
node_222.4000.86110.671.00BRICK9, BRICK3, ORE6
node_12.2670.8190.671.00SHEEP11, BRICK10, BRICK9
node_32.2670.8190.671.00SHEEP11, SHEEP3, WOOD6
node_122.2670.8190.671.00SHEEP3, WOOD6, WOOD11
node_202.2670.8190.671.00ORE4, BRICK9, BRICK3
node_62.2000.7980.671.00BRICK10, BRICK9, WHEAT2
node_212.2000.7980.671.00ORE4, WOOD8
node_292.2000.7980.671.00ORE8, WHEAT4
node_402.2000.7980.671.00WHEAT10, WOOD8
node_22.1330.7670.671.00SHEEP11, BRICK10, SHEEP3
node_392.1330.7670.671.00SHEEP9, WHEAT10
node_492.1330.7670.671.00BRICK3, ORE6
node_522.0670.7460.671.00ORE6, WHEAT2
node_192.0000.7150.671.00ORE4, BRICK3
node_242.0000.7150.671.00SHEEP5, WHEAT2
node_322.0000.7150.671.00WHEAT4, WOOD11
node_372.0000.7150.671.00WOOD12, SHEEP9
node_131.8670.6780.331.00WOOD6, WOOD11, WOOD12
node_281.6670.6050.331.00ORE8
node_431.6670.6050.331.00WOOD8
node_441.6670.6050.331.00WOOD8
node_501.6670.6050.331.00ORE6
node_511.6670.6050.331.00ORE6
node_251.6000.5740.331.00SHEEP5
node_261.6000.5740.331.00SHEEP5
node_381.6000.5740.331.00SHEEP9
node_301.5330.5530.331.00WHEAT4
node_311.5330.5530.331.00WHEAT4
node_341.5330.5530.331.00WOOD11, WOOD12
node_411.5330.5530.331.00WHEAT10
node_421.5330.5530.331.00WHEAT10
node_331.4670.5220.331.00WOOD11
node_461.4670.5220.331.00BRICK3
node_481.4670.5220.331.00BRICK3
node_351.4000.5010.331.00WOOD12
node_361.4000.5010.331.00WOOD12
node_531.4000.5010.331.00WHEAT2
node_450.0000.0000.000.00desert
node_470.0000.0000.000.00desert

board 1002 · opening 3 · 46 legal spots · best=2.667 worst=0.000

nodescorerewardpipsresdivnumdivtiles
node_192.6671.00101.001.00BRICK4, WHEAT3, WOOD6
node_12.6000.9791.001.00BRICK11, ORE10, WOOD9
node_32.6000.9791.001.00BRICK11, ORE3, WHEAT6
node_122.6000.9791.001.00ORE3, WHEAT6, WOOD11
node_62.5330.9581.001.00ORE10, WOOD9, SHEEP2
node_132.5330.9581.001.00WHEAT6, WOOD11, SHEEP12
node_152.5330.95130.671.00WHEAT6, WHEAT5, SHEEP9
node_202.4670.93120.671.00BRICK4, WOOD9, WOOD6
node_42.4000.90110.671.00BRICK11, WHEAT6, WHEAT5
node_172.4000.90110.671.00WHEAT5, SHEEP9, SHEEP10
node_102.3330.87100.671.00ORE3, WHEAT8, ORE4
node_142.3330.87100.671.00WHEAT6, SHEEP12, SHEEP9
node_02.2670.8590.671.00BRICK11, BRICK4, WOOD9
node_292.2000.8280.671.00WHEAT8, ORE4
node_402.2000.8280.671.00SHEEP10, WOOD8
node_22.1330.8070.671.00BRICK11, ORE10, ORE3
node_112.1330.8070.671.00ORE3, ORE4, WOOD11
node_432.1330.8070.671.00WOOD8, WHEAT3
node_462.1330.8070.671.00WHEAT3, WOOD6
node_232.0000.7550.671.00WOOD9, SHEEP2
node_242.0000.7550.671.00BRICK5, SHEEP2
node_322.0000.7550.671.00ORE4, WOOD11
node_221.9330.7290.331.00WOOD9, WOOD6
node_341.8670.7030.671.00WOOD11, SHEEP12
node_391.8000.6770.331.00SHEEP9, SHEEP10
node_281.6670.6350.331.00WHEAT8
node_371.6670.6350.331.00SHEEP12, SHEEP9
node_441.6670.6350.331.00WOOD8
node_481.6670.6350.331.00WOOD6
node_491.6670.6350.331.00WOOD6
node_251.6000.6040.331.00BRICK5
node_261.6000.6040.331.00BRICK5
node_381.6000.6040.331.00SHEEP9
node_301.5330.5730.331.00ORE4
node_311.5330.5730.331.00ORE4
node_411.5330.5730.331.00SHEEP10
node_421.5330.5730.331.00SHEEP10
node_331.4670.5520.331.00WOOD11
node_451.4670.5520.331.00WHEAT3
node_471.4670.5520.331.00WHEAT3
node_351.4000.5210.331.00SHEEP12
node_361.4000.5210.331.00SHEEP12
node_521.4000.5210.331.00SHEEP2
node_531.4000.5210.331.00SHEEP2
node_500.0000.0000.000.00desert
node_510.0000.0000.000.00desert

board 1003 · opening 3 · 46 legal spots · best=2.600 worst=1.400

nodescorerewardpipsresdivnumdivtiles
node_92.6001.0091.001.00WHEAT9, SHEEP3, WOOD10
node_22.5330.9481.001.00BRICK11, WHEAT9, SHEEP3
node_82.4000.83110.671.00WHEAT9, WHEAT5, WOOD10
node_212.4000.83110.671.00WOOD4, ORE10, WOOD8
node_102.3330.78100.671.00SHEEP3, WOOD10, WOOD8
node_112.3330.78100.671.00SHEEP3, WOOD8, SHEEP4
node_192.3330.78100.671.00WOOD4, WOOD8, WHEAT3
node_72.2670.7290.671.00WHEAT9, WHEAT5, ORE2
node_142.2000.6780.671.00SHEEP6, SHEEP11, BRICK12
node_322.2000.6780.671.00WOOD8, SHEEP4
node_432.2000.6780.671.00ORE10, WOOD8
node_222.1330.6170.671.00WHEAT3, ORE6
node_272.1330.6170.671.00WHEAT5, WOOD10
node_462.1330.6170.671.00WOOD8, WHEAT3
node_492.1330.6170.671.00WHEAT3, ORE6
node_12.0670.5660.671.00BRICK11, WHEAT9
node_02.0000.5050.671.00BRICK11, WOOD4
node_62.0000.5050.671.00WHEAT9, ORE2
node_122.0000.50100.331.00SHEEP3, SHEEP6, SHEEP4
node_132.0000.50100.331.00SHEEP6, SHEEP4, SHEEP11
node_202.0000.5050.671.00WOOD4, WHEAT3
node_242.0000.5050.671.00WHEAT5, ORE2
node_291.8670.3980.331.00WOOD10, WOOD8
node_371.8670.3930.671.00SHEEP11, BRICK12
node_231.7330.2860.331.00ORE6, ORE2
node_521.7330.2860.331.00ORE6, ORE2
node_301.6670.2250.331.00WOOD8
node_311.6670.2250.331.00WOOD8
node_341.6670.2250.331.00SHEEP4, SHEEP11
node_391.6670.2250.331.00BRICK12, BRICK9
node_451.6670.2250.331.00WOOD8
node_471.6670.2250.331.00WOOD8
node_501.6670.2250.331.00ORE6
node_511.6670.2250.331.00ORE6
node_251.6000.1740.331.00WHEAT5
node_261.6000.1740.331.00WHEAT5
node_411.6000.1740.331.00BRICK9
node_421.6000.1740.331.00BRICK9
node_281.5330.1130.331.00WOOD10
node_331.5330.1130.331.00SHEEP4
node_441.5330.1130.331.00ORE10
node_351.4670.0620.331.00SHEEP11
node_361.4670.0620.331.00SHEEP11
node_481.4670.0620.331.00WHEAT3
node_381.4000.0010.331.00BRICK12
node_531.4000.0010.331.00ORE2

board 1000 · opening 4 · 42 legal spots · best=2.667 worst=0.000 ⚠ 2-way tie for best

nodescorerewardpipsresdivnumdivtiles
node_102.6671.00101.001.00SHEEP3, ORE8, WHEAT4
node_232.6671.00101.001.00BRICK9, ORE6, WHEAT2
node_02.6000.9791.001.00SHEEP11, ORE4, BRICK9
node_112.4670.9371.001.00SHEEP3, WHEAT4, WOOD11
node_222.4000.90110.671.00BRICK9, BRICK3, ORE6
node_12.2670.8590.671.00SHEEP11, BRICK10, BRICK9
node_32.2670.8590.671.00SHEEP11, SHEEP3, WOOD6
node_122.2670.8590.671.00SHEEP3, WOOD6, WOOD11
node_202.2670.8590.671.00ORE4, BRICK9, BRICK3
node_62.2000.8280.671.00BRICK10, BRICK9, WHEAT2
node_292.2000.8280.671.00ORE8, WHEAT4
node_402.2000.8280.671.00WHEAT10, WOOD8
node_22.1330.8070.671.00SHEEP11, BRICK10, SHEEP3
node_392.1330.8070.671.00SHEEP9, WHEAT10
node_492.1330.8070.671.00BRICK3, ORE6
node_522.0670.7860.671.00ORE6, WHEAT2
node_192.0000.7550.671.00ORE4, BRICK3
node_242.0000.7550.671.00SHEEP5, WHEAT2
node_322.0000.7550.671.00WHEAT4, WOOD11
node_372.0000.7550.671.00WOOD12, SHEEP9
node_131.8670.7080.331.00WOOD6, WOOD11, WOOD12
node_281.6670.6350.331.00ORE8
node_431.6670.6350.331.00WOOD8
node_441.6670.6350.331.00WOOD8
node_501.6670.6350.331.00ORE6
node_511.6670.6350.331.00ORE6
node_251.6000.6040.331.00SHEEP5
node_261.6000.6040.331.00SHEEP5
node_381.6000.6040.331.00SHEEP9
node_301.5330.5730.331.00WHEAT4
node_311.5330.5730.331.00WHEAT4
node_341.5330.5730.331.00WOOD11, WOOD12
node_411.5330.5730.331.00WHEAT10
node_421.5330.5730.331.00WHEAT10
node_331.4670.5520.331.00WOOD11
node_461.4670.5520.331.00BRICK3
node_481.4670.5520.331.00BRICK3
node_351.4000.5210.331.00WOOD12
node_361.4000.5210.331.00WOOD12
node_531.4000.5210.331.00WHEAT2
node_450.0000.0000.000.00desert
node_470.0000.0000.000.00desert

board 1002 · opening 4 · 43 legal spots · best=2.600 worst=0.000 ⚠ 3-way tie for best

nodescorerewardpipsresdivnumdivtiles
node_12.6001.0091.001.00BRICK11, ORE10, WOOD9
node_32.6001.0091.001.00BRICK11, ORE3, WHEAT6
node_122.6001.0091.001.00ORE3, WHEAT6, WOOD11
node_62.5330.9781.001.00ORE10, WOOD9, SHEEP2
node_132.5330.9781.001.00WHEAT6, WOOD11, SHEEP12
node_152.5330.97130.671.00WHEAT6, WHEAT5, SHEEP9
node_42.4000.92110.671.00BRICK11, WHEAT6, WHEAT5
node_172.4000.92110.671.00WHEAT5, SHEEP9, SHEEP10
node_102.3330.90100.671.00ORE3, WHEAT8, ORE4
node_142.3330.90100.671.00WHEAT6, SHEEP12, SHEEP9
node_02.2670.8790.671.00BRICK11, BRICK4, WOOD9
node_292.2000.8580.671.00WHEAT8, ORE4
node_402.2000.8580.671.00SHEEP10, WOOD8
node_22.1330.8270.671.00BRICK11, ORE10, ORE3
node_112.1330.8270.671.00ORE3, ORE4, WOOD11
node_432.1330.8270.671.00WOOD8, WHEAT3
node_232.0000.7750.671.00WOOD9, SHEEP2
node_242.0000.7750.671.00BRICK5, SHEEP2
node_322.0000.7750.671.00ORE4, WOOD11
node_221.9330.7490.331.00WOOD9, WOOD6
node_341.8670.7230.671.00WOOD11, SHEEP12
node_391.8000.6970.331.00SHEEP9, SHEEP10
node_281.6670.6450.331.00WHEAT8
node_371.6670.6450.331.00SHEEP12, SHEEP9
node_441.6670.6450.331.00WOOD8
node_481.6670.6450.331.00WOOD6
node_491.6670.6450.331.00WOOD6
node_251.6000.6240.331.00BRICK5
node_261.6000.6240.331.00BRICK5
node_381.6000.6240.331.00SHEEP9
node_301.5330.5930.331.00ORE4
node_311.5330.5930.331.00ORE4
node_411.5330.5930.331.00SHEEP10
node_421.5330.5930.331.00SHEEP10
node_331.4670.5620.331.00WOOD11
node_451.4670.5620.331.00WHEAT3
node_471.4670.5620.331.00WHEAT3
node_351.4000.5410.331.00SHEEP12
node_361.4000.5410.331.00SHEEP12
node_521.4000.5410.331.00SHEEP2
node_531.4000.5410.331.00SHEEP2
node_500.0000.0000.000.00desert
node_510.0000.0000.000.00desert

board 1003 · opening 4 · 42 legal spots · best=2.400 worst=1.400

nodescorerewardpipsresdivnumdivtiles
node_212.4001.00110.671.00WOOD4, ORE10, WOOD8
node_112.3330.93100.671.00SHEEP3, WOOD8, SHEEP4
node_192.3330.93100.671.00WOOD4, WOOD8, WHEAT3
node_72.2670.8790.671.00WHEAT9, WHEAT5, ORE2
node_142.2000.8080.671.00SHEEP6, SHEEP11, BRICK12
node_322.2000.8080.671.00WOOD8, SHEEP4
node_432.2000.8080.671.00ORE10, WOOD8
node_222.1330.7370.671.00WHEAT3, ORE6
node_272.1330.7370.671.00WHEAT5, WOOD10
node_462.1330.7370.671.00WOOD8, WHEAT3
node_492.1330.7370.671.00WHEAT3, ORE6
node_12.0670.6760.671.00BRICK11, WHEAT9
node_02.0000.6050.671.00BRICK11, WOOD4
node_62.0000.6050.671.00WHEAT9, ORE2
node_122.0000.60100.331.00SHEEP3, SHEEP6, SHEEP4
node_132.0000.60100.331.00SHEEP6, SHEEP4, SHEEP11
node_202.0000.6050.671.00WOOD4, WHEAT3
node_242.0000.6050.671.00WHEAT5, ORE2
node_291.8670.4780.331.00WOOD10, WOOD8
node_371.8670.4730.671.00SHEEP11, BRICK12
node_231.7330.3360.331.00ORE6, ORE2
node_521.7330.3360.331.00ORE6, ORE2
node_301.6670.2750.331.00WOOD8
node_311.6670.2750.331.00WOOD8
node_341.6670.2750.331.00SHEEP4, SHEEP11
node_391.6670.2750.331.00BRICK12, BRICK9
node_451.6670.2750.331.00WOOD8
node_471.6670.2750.331.00WOOD8
node_501.6670.2750.331.00ORE6
node_511.6670.2750.331.00ORE6
node_251.6000.2040.331.00WHEAT5
node_261.6000.2040.331.00WHEAT5
node_411.6000.2040.331.00BRICK9
node_421.6000.2040.331.00BRICK9
node_281.5330.1330.331.00WOOD10
node_331.5330.1330.331.00SHEEP4
node_441.5330.1330.331.00ORE10
node_351.4670.0720.331.00SHEEP11
node_361.4670.0720.331.00SHEEP11
node_481.4670.0720.331.00WHEAT3
node_381.4000.0010.331.00BRICK12
node_531.4000.0010.331.00ORE2