ds006239 (roi-phonology): alignment results (control gate: fail)

roi-phonology/README.md

@@ -4,7 +4,7 @@ Wang et al. 2025 — word-level phonological and semantic reading tasks in child
 
 - Paper: https://www.sciencedirect.com/science/article/pii/S2352340925009692
 - Data: https://openneuro.org/datasets/ds006239/versions/1.0.5
-- Generated: 2026-09-07
+- Generated: 2026-09-08
 - Pipeline: https://github.com/suchirsalhan/cdl-representations-brains-babylms
 - Masking: **roi-phonology** -- see DATASETS.md section 10 for the three-level standard (phonology/language/all) this is part of, and how it differs from the whole-brain reference.
 
@@ -31,7 +31,7 @@ the developing brain.
 
 Measured cause, from `control/`:
 
-- RDM effective rank: **57** of 84 stimuli
+- RDM effective rank: **59** of 84 stimuli
 
 
 Note that this is NOT ds003604's failure mode. There, the RDM
@@ -53,44 +53,44 @@ rather than language) and an inter-subject noise ceiling.
 
 | task     | session   |   n_stim |   ceiling_lower |   ceiling_upper |   ceiling_n |
 |:---------|:----------|---------:|----------------:|----------------:|------------:|
-| Orth     | ses-11+   |       96 |        0.552402 |        0.707302 |           5 |
-| Orth     | ses-11    |       96 |        0.508439 |        0.645119 |           7 |
-| Phon     | ses-11+   |       96 |        0.552402 |        0.707302 |           5 |
-| Phon     | ses-11    |       96 |        0.508439 |        0.645119 |           7 |
-| Sem      | ses-11+   |       72 |        0.370744 |        0.591736 |           5 |
-| Sem      | ses-11    |       72 |        0.2928   |        0.489077 |           7 |
-| SemLocal | ses-11+   |       48 |        0.265494 |        0.526554 |           5 |
-| SemLocal | ses-11    |       48 |        0.235427 |        0.477001 |           6 |
+| Orth     | ses-11+   |       96 |        0.55434  |        0.628729 |          14 |
+| Orth     | ses-11    |       96 |        0.528729 |        0.623085 |          11 |
+| Phon     | ses-11+   |       96 |        0.55434  |        0.628729 |          14 |
+| Phon     | ses-11    |       96 |        0.528729 |        0.623085 |          11 |
+| Sem      | ses-11+   |       72 |        0.406367 |        0.505072 |          14 |
+| Sem      | ses-11    |       72 |        0.323461 |        0.459302 |          11 |
+| SemLocal | ses-11+   |       48 |        0.291045 |        0.420374 |          14 |
+| SemLocal | ses-11    |       48 |        0.24001  |        0.415411 |          10 |
 
-Model grid: **15 families**, 2088 alignment rows across 8 cells.
+Model grid: **15 families**, 2096 alignment rows across 8 cells.
 
 | | |
 |---|---|
-| mean noise ceiling | 0.411 |
-| best alignment anywhere | 0.0913 |
-| as a fraction of ceiling | 38.8% |
+| mean noise ceiling | 0.428 |
+| best alignment anywhere | 0.0771 |
+| as a fraction of ceiling | 31.2% |
 | families equivalent to zero (TOST ±0.05) | 15/15 |
-| Pythia scale trend | ρ = -0.190, p = 0.24 |
+| Pythia scale trend | ρ = -0.147, p = 0.37 |
 
 ### Per family
 
 | family                |   n_checkpoints |   rsa_mean |   rsa_sd |   rsa_abs_max |   frac_of_ceiling_abs_max |   p_equivalence_tost |
 |:----------------------|----------------:|-----------:|---------:|--------------:|--------------------------:|---------------------:|
-| pico-decoder-tiny     |              20 |     0.0089 |   0.0101 |        0.0698 |                    0.2967 |               0      |
-| pico-decoder-small    |              21 |     0.0047 |   0.0219 |        0.0913 |                    0.3878 |               0.0003 |
-| pico-decoder-large    |              21 |     0.0011 |   0.0134 |        0.0677 |                    0.2875 |               0      |
-| pico-decoder-medium   |              21 |     0.0005 |   0.0116 |        0.0776 |                    0.3296 |               0      |
-| pythia-70m-full       |              21 |     0.0004 |   0.0113 |        0.0596 |                    0.2533 |               0      |
-| babylm-gpt2           |               9 |     0      |   0.0155 |        0.0494 |                    0.2097 |               0      |
-| pythia-410m-full      |              21 |    -0.0011 |   0.0122 |        0.0603 |                    0.2562 |               0      |
-| beetle-humanscale-eng |              18 |    -0.0034 |   0.0083 |        0.0401 |                    0.1578 |               0      |
-| pythia-1b-full        |              21 |    -0.0048 |   0.0067 |        0.0498 |                    0.2117 |               0      |
-| beetle-fineweb3-eng   |              19 |    -0.007  |   0.0071 |        0.0576 |                    0.2447 |               0      |
-| pythia-160m-full      |              21 |    -0.0096 |   0.0104 |        0.0573 |                    0.2435 |               0      |
-| pythia-1.4b-full      |              21 |    -0.0097 |   0.0083 |        0.048  |                    0.2038 |               0      |
-| babylm-gpt2-7         |               9 |    -0.0257 |   0.0293 |        0.062  |                    0.1138 |               0.0256 |
-| babylm-gpt2-5         |               9 |    -0.0262 |   0.0291 |        0.0636 |                    0.1151 |               0.0268 |
-| babylm-gpt2-3         |               9 |    -0.0263 |   0.0296 |        0.0649 |                    0.1177 |               0.029  |
+| pico-decoder-tiny     |              21 |     0.013  |   0.0115 |        0.0633 |                    0.2313 |               0      |
+| pico-decoder-small    |              21 |     0.0077 |   0.0223 |        0.0771 |                    0.3117 |               0.0005 |
+| babylm-gpt2           |               9 |     0.0069 |   0.01   |        0.0348 |                    0.1448 |               0      |
+| pico-decoder-medium   |              21 |     0.0035 |   0.013  |        0.0542 |                    0.2232 |               0      |
+| pico-decoder-large    |              21 |     0.0035 |   0.0127 |        0.0569 |                    0.2371 |               0      |
+| pythia-70m-full       |              21 |     0.0002 |   0.0142 |        0.0535 |                    0.2229 |               0      |
+| pythia-410m-full      |              21 |    -0.0016 |   0.0133 |        0.0575 |                    0.2248 |               0      |
+| beetle-humanscale-eng |              18 |    -0.0034 |   0.007  |        0.0356 |                    0.1102 |               0      |
+| beetle-fineweb3-eng   |              19 |    -0.0058 |   0.011  |        0.0658 |                    0.2741 |               0      |
+| pythia-1b-full        |              21 |    -0.0059 |   0.0048 |        0.0513 |                    0.1639 |               0      |
+| pythia-1.4b-full      |              21 |    -0.0098 |   0.0067 |        0.074  |                    0.3084 |               0      |
+| pythia-160m-full      |              21 |    -0.0115 |   0.0105 |        0.059  |                    0.2451 |               0      |
+| babylm-gpt2-7         |               9 |    -0.0244 |   0.0326 |        0.0615 |                    0.1163 |               0.0309 |
+| babylm-gpt2-3         |               9 |    -0.0247 |   0.0333 |        0.0651 |                    0.1174 |               0.0345 |
+| babylm-gpt2-5         |               9 |    -0.0251 |   0.0321 |        0.0638 |                    0.1152 |               0.0321 |
 
 ## Dataset-specific notes
 

roi-phonology/alignment_by_cell.csv

@@ -1,121 +1,121 @@
 family,task,session,n_checkpoints,rsa_mean,rsa_sd,rsa_min,rsa_max,ceiling,seed_null_sd,frac_of_ceiling_max,mean_in_seed_sd
-babylm-gpt2,Orth,ses-11,9,-0.007574062710693689,0.01264066302045783,-0.0300071645783118,0.0032774731857575,0.5084388064201123,,0.006446150735098282,
-babylm-gpt2,Orth,ses-11+,9,-0.008569479828527122,0.00934130042299664,-0.0265949781241003,0.0014256572292676,0.5524021094033167,,0.002580832341150072,
-babylm-gpt2,Phon,ses-11,9,-0.007574062710693689,0.01264066302045783,-0.0300071645783118,0.0032774731857575,0.5084388064201123,,0.006446150735098282,
-babylm-gpt2,Phon,ses-11+,9,-0.008569479828527122,0.00934130042299664,-0.0265949781241003,0.0014256572292676,0.5524021094033167,,0.002580832341150072,
-babylm-gpt2,Sem,ses-11,9,0.01549776886151908,0.0072940396027328614,0.0100271547838127,0.0335441334233375,0.2928003726977072,,0.1145631513863171,
-babylm-gpt2,Sem,ses-11+,9,-0.0020112151220054667,0.005024402810343052,-0.0083541383447645,0.0072108836043244,0.3707444628758539,,0.019449740525832235,
-babylm-gpt2,SemLocal,ses-11,9,0.03179434116631349,0.011156688269012003,0.019782264476401,0.0493708228926988,0.2354269519469594,,0.20970760775011782,
-babylm-gpt2,SemLocal,ses-11+,9,-0.012708200739525935,0.007138801186697761,-0.0268036348817157,-0.002861852398551,0.2654938372739004,,-0.010779355287251095,
-babylm-gpt2-3,Orth,ses-11,9,-0.050266854614069295,0.012223889496876495,-0.0598614149428743,-0.019372429543291,0.5084388064201123,,-0.038101791796128104,
-babylm-gpt2-3,Orth,ses-11+,9,-0.056451666176534646,0.009560698310612379,-0.0648524788553287,-0.034374996337752,0.5524021094033167,,-0.06222821338405556,
-babylm-gpt2-3,Phon,ses-11,9,-0.050266854614069295,0.012223889496876495,-0.0598614149428743,-0.019372429543291,0.5084388064201123,,-0.038101791796128104,
-babylm-gpt2-3,Phon,ses-11+,9,-0.056451666176534646,0.009560698310612379,-0.0648524788553287,-0.034374996337752,0.5524021094033167,,-0.06222821338405556,
-babylm-gpt2-3,Sem,ses-11,9,0.013760242703289289,0.00589825706745033,0.0025202626246727,0.0190127358386213,0.2928003726977072,,0.06493412444611339,
-babylm-gpt2-3,Sem,ses-11+,9,-0.0053713430752366,0.004360070443887446,-0.0148496747086145,-0.0012728576975233,0.3707444628758539,,-0.0034332480319457246,
-babylm-gpt2-3,SemLocal,ses-11,9,-0.0007062565608056332,0.007522257690428195,-0.0097281443809881,0.013404049807631,0.2354269519469594,,0.05693506922967286,
-babylm-gpt2-3,SemLocal,ses-11+,9,-0.004912416447960189,0.0027836667632976583,-0.0088776042794956,-0.0007593976663088,0.2654938372739004,,-0.0028603212568183147,
-babylm-gpt2-5,Orth,ses-11,9,-0.05025820384121585,0.012407080984403775,-0.0584785875691841,-0.0191329685792146,0.5084388064201123,,-0.037630818768395566,
-babylm-gpt2-5,Orth,ses-11+,9,-0.055088397903391075,0.009105905769266835,-0.0635668325774576,-0.0347008371232542,0.5524021094033167,,-0.06281807497211894,
-babylm-gpt2-5,Phon,ses-11,9,-0.05025820384121585,0.012407080984403775,-0.0584785875691841,-0.0191329685792146,0.5084388064201123,,-0.037630818768395566,
-babylm-gpt2-5,Phon,ses-11+,9,-0.055088397903391075,0.009105905769266835,-0.0635668325774576,-0.0347008371232542,0.5524021094033167,,-0.06281807497211894,
-babylm-gpt2-5,Sem,ses-11,9,0.014110509636095577,0.006113902104129929,0.0041805544750817,0.0201771186996115,0.2928003726977072,,0.06891083680567153,
-babylm-gpt2-5,Sem,ses-11+,9,-0.0063922997815733995,0.0034472014905092495,-0.0144425202100217,-0.0030959929507201,0.3707444628758539,,-0.008350746297610418,
-babylm-gpt2-5,SemLocal,ses-11,9,-0.00036483450333597774,0.007766253709284438,-0.0116683470173514,0.0166459480176925,0.2354269519469594,,0.07070536266146264,
-babylm-gpt2-5,SemLocal,ses-11+,9,-0.005937159193051055,0.0045256973985409845,-0.0112610947583509,0.0010709006208671,0.2654938372739004,,0.004033617623155186,
-babylm-gpt2-7,Orth,ses-11,9,-0.049384128228919105,0.011297324839200108,-0.0578420667872484,-0.0201187781520244,0.5084388064201123,,-0.03956971399110845,
-babylm-gpt2-7,Orth,ses-11+,9,-0.05567709891977102,0.007849330017188842,-0.0620383599273684,-0.0358065718863012,0.5524021094033167,,-0.06481975951355086,
-babylm-gpt2-7,Phon,ses-11,9,-0.049384128228919105,0.011297324839200108,-0.0578420667872484,-0.0201187781520244,0.5084388064201123,,-0.03956971399110845,
-babylm-gpt2-7,Phon,ses-11+,9,-0.05567709891977102,0.007849330017188842,-0.0620383599273684,-0.0358065718863012,0.5524021094033167,,-0.06481975951355086,
-babylm-gpt2-7,Sem,ses-11,9,0.012344236637323178,0.007844323389044481,-0.0024427573974462,0.0205810243211931,0.2928003726977072,,0.07029029413989629,
-babylm-gpt2-7,Sem,ses-11+,9,-0.006568867292340389,0.005062028773528881,-0.0179472522144795,-0.000949545928117,0.3707444628758539,,-0.0025611870795086197,
-babylm-gpt2-7,SemLocal,ses-11,9,0.0019054286234409554,0.0072477429557822855,-0.0056442342121629,0.0170191545931715,0.2354269519469594,,0.07229059567065133,
-babylm-gpt2-7,SemLocal,ses-11+,9,-0.002892613167836211,0.0053139883766554616,-0.0107353347591161,0.0056477039957241,0.2654938372739004,,0.021272448557431364,
-beetle-fineweb3-eng,Orth,ses-11,19,-0.009077355036490695,0.013670003199793848,-0.0375637630751554,0.0185963456957671,0.5084388064201123,,0.0365753861840383,
-beetle-fineweb3-eng,Orth,ses-11+,19,-0.006273807275353342,0.011226457445088175,-0.0222306530105984,0.0173536010313862,0.5524021094033167,,0.0314147986330662,
-beetle-fineweb3-eng,Phon,ses-11,19,-0.009077355036490695,0.013670003199793848,-0.0375637630751554,0.0185963456957671,0.5084388064201123,,0.0365753861840383,
-beetle-fineweb3-eng,Phon,ses-11+,19,-0.006273807275353342,0.011226457445088175,-0.0222306530105984,0.0173536010313862,0.5524021094033167,,0.0314147986330662,
-beetle-fineweb3-eng,Sem,ses-11,19,0.008410597979172778,0.00957538666389382,-0.0208430975256215,0.0262522197650359,0.2928003726977072,,0.08965910638419576,
-beetle-fineweb3-eng,Sem,ses-11+,19,-0.009087979626340238,0.013086833100268237,-0.0293325353211803,0.0247538859786671,0.3707444628758539,,0.06676805308608505,
-beetle-fineweb3-eng,SemLocal,ses-11,19,-0.017026103841364243,0.03405709500826012,-0.0520253828964686,0.0576127879065451,0.2354269519469594,,0.24471619510889728,
-beetle-fineweb3-eng,SemLocal,ses-11+,19,-0.007758287306526036,0.014569109646105218,-0.0306401536630856,0.0219278030512724,0.2654938372739004,,0.08259251241545873,
-beetle-humanscale-eng,Orth,ses-11,18,-0.0033536617172344224,0.009181916027305838,-0.0186824215268817,0.0147367582737968,0.5084388064201123,,0.02898433024331374,
-beetle-humanscale-eng,Orth,ses-11+,18,0.008298104451891549,0.015846823885351507,-0.0336354658697459,0.0223085912159794,0.5524021094033167,,0.04038469592390998,
-beetle-humanscale-eng,Phon,ses-11,18,-0.0033536617172344224,0.009181916027305838,-0.0186824215268817,0.0147367582737968,0.5084388064201123,,0.02898433024331374,
-beetle-humanscale-eng,Phon,ses-11+,18,0.008298104451891549,0.015846823885351507,-0.0336354658697459,0.0223085912159794,0.5524021094033167,,0.04038469592390998,
-beetle-humanscale-eng,Sem,ses-11,18,-0.003784625246194761,0.02564364160483864,-0.0259207861624112,0.0401384820711232,0.2928003726977072,,0.1370848052593258,
-beetle-humanscale-eng,Sem,ses-11+,18,-0.011749201167722984,0.02004407758092559,-0.030152064367605,0.0226107208895544,0.3707444628758539,,0.06098734614716483,
-beetle-humanscale-eng,SemLocal,ses-11,18,-0.014386422175628069,0.021681408247939328,-0.0321215505815599,0.037154868781063,0.2354269519469594,,0.1578190962156016,
-beetle-humanscale-eng,SemLocal,ses-11+,18,-0.007271198537691429,0.020301261982800932,-0.024798242119022,0.0293818930908348,0.2654938372739004,,0.11066883281559023,
-pico-decoder-large,Orth,ses-11,21,-0.0017724869481266854,0.014611803728826108,-0.0214467080647472,0.031489627244372,0.5084388064201123,,0.06193395713849738,
-pico-decoder-large,Orth,ses-11+,21,-0.011250151758764895,0.018755441118026447,-0.0370726720427661,0.0361595434906877,0.5524021094033167,,0.06545873535809962,
-pico-decoder-large,Phon,ses-11,21,-0.0017724869481266854,0.014611803728826108,-0.0214467080647472,0.031489627244372,0.5084388064201123,,0.06193395713849738,
-pico-decoder-large,Phon,ses-11+,21,-0.011250151758764895,0.018755441118026447,-0.0370726720427661,0.0361595434906877,0.5524021094033167,,0.06545873535809962,
-pico-decoder-large,Sem,ses-11,21,0.006371337285619029,0.016303924772314387,-0.0150652546936508,0.0464028803461341,0.2928003726977072,,0.15847958087827074,
-pico-decoder-large,Sem,ses-11+,21,-0.007849832530546521,0.015446805534604416,-0.0256558629145794,0.0272467656220276,0.3707444628758539,,0.07349203656522674,
-pico-decoder-large,SemLocal,ses-11,21,0.029206401272345993,0.017630184353563005,-0.0126730792837517,0.0676858287735221,0.2354269519469594,,0.2875024639862449,
-pico-decoder-large,SemLocal,ses-11+,21,0.007237073491746139,0.019713556481724362,-0.0201481468822422,0.063194139607469,0.2654938372739004,,0.23802488320010942,
-pico-decoder-medium,Orth,ses-11,21,-0.003540305298847233,0.016249361642150014,-0.0319817554127316,0.0308350032192725,0.5084388064201123,,0.06064643931563749,
-pico-decoder-medium,Orth,ses-11+,21,-0.008751386866602295,0.015337205887028537,-0.0315853231918554,0.0241211907770777,0.5524021094033167,,0.04366600048492297,
-pico-decoder-medium,Phon,ses-11,21,-0.003540305298847233,0.016249361642150014,-0.0319817554127316,0.0308350032192725,0.5084388064201123,,0.06064643931563749,
-pico-decoder-medium,Phon,ses-11+,21,-0.008751386866602295,0.015337205887028537,-0.0315853231918554,0.0241211907770777,0.5524021094033167,,0.04366600048492297,
-pico-decoder-medium,Sem,ses-11,21,0.00506010885210129,0.01339965473810258,-0.0302150024667858,0.0301131022765203,0.2928003726977072,,0.10284516375124171,
-pico-decoder-medium,Sem,ses-11+,21,-0.006628632288903187,0.016821790633038552,-0.0254101699142196,0.0315452383074103,0.3707444628758539,,0.08508620213155664,
-pico-decoder-medium,SemLocal,ses-11,21,0.02613317475542568,0.025794532325005688,-0.0439258629489672,0.077592804963165,0.2354269519469594,,0.32958335620233614,
-pico-decoder-medium,SemLocal,ses-11+,21,0.003645436228001467,0.015985016573938814,-0.029168137701613,0.0315844949736715,0.2654938372739004,,0.11896507767555795,
-pico-decoder-small,Orth,ses-11,21,-0.011096516910436243,0.0126646940645436,-0.0301339175276209,0.0158893641158259,0.5084388064201123,,0.0312512812066844,
-pico-decoder-small,Orth,ses-11+,21,-0.01402735473900808,0.013118136928743272,-0.0319306304943069,0.0081397579686852,0.5524021094033167,,0.014735204355894751,
-pico-decoder-small,Phon,ses-11,21,-0.011096516910436243,0.0126646940645436,-0.0301339175276209,0.0158893641158259,0.5084388064201123,,0.0312512812066844,
-pico-decoder-small,Phon,ses-11+,21,-0.01402735473900808,0.013118136928743272,-0.0319306304943069,0.0081397579686852,0.5524021094033167,,0.014735204355894751,
-pico-decoder-small,Sem,ses-11,21,0.015561356923171238,0.017340778479053784,-0.0117350005354251,0.0498180637856457,0.2928003726977072,,0.1701434438988192,
-pico-decoder-small,Sem,ses-11+,21,0.004594154987120895,0.01578920324698742,-0.0233383198672914,0.0346146595977972,0.3707444628758539,,0.09336527733763655,
-pico-decoder-small,SemLocal,ses-11,21,0.04717480822374867,0.021947707911696125,-0.005790834657857,0.0913037090514747,0.2354269519469594,,0.38782182029882883,
-pico-decoder-small,SemLocal,ses-11+,21,0.020218851635320417,0.019763999239651487,-0.0279518740518398,0.0660902717954203,0.2654938372739004,,0.24893335556876733,
-pico-decoder-tiny,Orth,ses-11,20,0.002506796284304895,0.01387393434070359,-0.0246951025902882,0.0317562254817481,0.5084388064201123,,0.06245830389175408,
-pico-decoder-tiny,Orth,ses-11+,20,0.005182875350752221,0.021269069378949648,-0.0357046437577661,0.0504421828892733,0.5524021094033167,,0.09131424741255784,
-pico-decoder-tiny,Phon,ses-11,20,0.002506796284304895,0.01387393434070359,-0.0246951025902882,0.0317562254817481,0.5084388064201123,,0.06245830389175408,
-pico-decoder-tiny,Phon,ses-11+,20,0.005182875350752221,0.021269069378949648,-0.0357046437577661,0.0504421828892733,0.5524021094033167,,0.09131424741255784,
-pico-decoder-tiny,Sem,ses-11,20,0.0035135775949162546,0.006879163061614102,-0.0055383055229353,0.0187053608852907,0.2928003726977072,,0.06388434793627287,
-pico-decoder-tiny,Sem,ses-11+,20,0.007077860882604874,0.008629196539173139,-0.0114441875967986,0.0197982145556006,0.3707444628758539,,0.05340124138881653,
-pico-decoder-tiny,SemLocal,ses-11,20,0.03269373670289055,0.0264485673922674,-0.0256449947218321,0.0698415425931985,0.2354269519469594,,0.2966590783918974,
-pico-decoder-tiny,SemLocal,ses-11+,20,0.012186402842941644,0.024428202128116118,-0.0230160943945671,0.0477242893594814,0.2654938372739004,,0.17975667476697763,
-pythia-1.4b-full,Orth,ses-11,21,-0.008923850938207557,0.017155285349854443,-0.0445328839696748,0.0148398697118281,0.5084388064201123,,0.02918713033789602,
-pythia-1.4b-full,Orth,ses-11+,21,-0.015658714097762056,0.019523553637392246,-0.0478265252129804,0.0104859351947177,0.5524021094033167,,0.0189824314864478,
-pythia-1.4b-full,Phon,ses-11,21,-0.008923850938207557,0.017155285349854443,-0.0445328839696748,0.0148398697118281,0.5084388064201123,,0.02918713033789602,
-pythia-1.4b-full,Phon,ses-11+,21,-0.015658714097762056,0.019523553637392246,-0.0478265252129804,0.0104859351947177,0.5524021094033167,,0.0189824314864478,
-pythia-1.4b-full,Sem,ses-11,21,-0.007493946270033943,0.022893636019386224,-0.046729856354399,0.0302038415933372,0.2928003726977072,,0.10315506539508484,
-pythia-1.4b-full,Sem,ses-11+,21,-0.01768127266499121,0.011600646416451256,-0.027719216009112,0.0222920269665702,0.3707444628758539,,0.06012774079928693,
-pythia-1.4b-full,SemLocal,ses-11,21,0.00861027646725001,0.02388886027403749,-0.0395743028732433,0.0479830516039087,0.2354269519469594,,0.2038129076008216,
-pythia-1.4b-full,SemLocal,ses-11+,21,-0.01186784623445879,0.015835382195436693,-0.0466876685280146,0.0196056399517467,0.2654938372739004,,0.07384593236912038,
-pythia-160m-full,Orth,ses-11,21,-0.015437404167245686,0.011709902330557086,-0.0331026975378842,0.0128951102996445,0.5084388064201123,,0.025362167751195493,
-pythia-160m-full,Orth,ses-11+,21,-0.014553500726130344,0.017908182546352926,-0.0437795514303274,0.0134458551909475,0.5524021094033167,,0.02434070211185687,
-pythia-160m-full,Phon,ses-11,21,-0.015437404167245686,0.011709902330557086,-0.0331026975378842,0.0128951102996445,0.5084388064201123,,0.025362167751195493,
-pythia-160m-full,Phon,ses-11+,21,-0.014553500726130344,0.017908182546352926,-0.0437795514303274,0.0134458551909475,0.5524021094033167,,0.02434070211185687,
-pythia-160m-full,Sem,ses-11,21,-0.00449299695929959,0.019167291741696495,-0.0365177613486836,0.0195485605266883,0.2928003726977072,,0.06676412446670829,
-pythia-160m-full,Sem,ses-11+,21,-0.01953620188627759,0.017479434970379716,-0.0403518523023861,0.0124883770993752,0.3707444628758539,,0.033684595051004206,
-pythia-160m-full,SemLocal,ses-11,21,0.012764711032073342,0.028738727429325418,-0.0263493524238428,0.0573369359329631,0.2354269519469594,,0.24354448570476692,
-pythia-160m-full,SemLocal,ses-11+,21,-0.005585863813040862,0.01999116217546693,-0.0356323862808537,0.0250679738960574,0.2654938372739004,,0.09442017243585084,
-pythia-1b-full,Orth,ses-11,21,-0.0031985443692308093,0.017908764418437327,-0.0360895325730313,0.0332612977119596,0.5084388064201123,,0.06541848751898077,
-pythia-1b-full,Orth,ses-11+,21,-0.005638664207724576,0.025618685855632702,-0.0494336711124671,0.0299226149000544,0.5524021094033167,,0.05416817638943422,
-pythia-1b-full,Phon,ses-11,21,-0.0031985443692308093,0.017908764418437327,-0.0360895325730313,0.0332612977119596,0.5084388064201123,,0.06541848751898077,
-pythia-1b-full,Phon,ses-11+,21,-0.005638664207724576,0.025618685855632702,-0.0494336711124671,0.0299226149000544,0.5524021094033167,,0.05416817638943422,
-pythia-1b-full,Sem,ses-11,21,-0.0007401257065802807,0.012022834079012414,-0.0178840015159845,0.0230811929182199,0.2928003726977072,,0.07882911044669118,
-pythia-1b-full,Sem,ses-11+,21,-0.01749492572906433,0.012210920389535173,-0.027341636998746,0.0261404479040109,0.3707444628758539,,0.07050799275932597,
-pythia-1b-full,SemLocal,ses-11,21,0.0061052567693942236,0.030909057430889363,-0.0380864345994041,0.0498487166006368,0.2354269519469594,,0.21173751003609598,
-pythia-1b-full,SemLocal,ses-11+,21,-0.00850150641678519,0.017426519438946724,-0.0314067918897897,0.022046661950325,0.2654938372739004,,0.08304020227625945,
-pythia-410m-full,Orth,ses-11,21,-0.0075912722131821105,0.009109924526991494,-0.0235793341220561,0.0048388146300518,0.5084388064201123,,0.009517004935405322,
-pythia-410m-full,Orth,ses-11+,21,-0.012820055542586695,0.012670196022594504,-0.0335084212061707,0.0103052143468209,0.5524021094033167,,0.01865527696473171,
-pythia-410m-full,Phon,ses-11,21,-0.0075912722131821105,0.009109924526991494,-0.0235793341220561,0.0048388146300518,0.5084388064201123,,0.009517004935405322,
-pythia-410m-full,Phon,ses-11+,21,-0.012820055542586695,0.012670196022594504,-0.0335084212061707,0.0103052143468209,0.5524021094033167,,0.01865527696473171,
-pythia-410m-full,Sem,ses-11,21,0.006531018832748238,0.01172992843795487,-0.011200899814611,0.0279274991356718,0.2928003726977072,,0.09538068165133347,
-pythia-410m-full,Sem,ses-11+,21,-0.005972847143455247,0.009728637160006975,-0.0202623447705912,0.0149621235088442,0.3707444628758539,,0.040356970924888394,
-pythia-410m-full,SemLocal,ses-11,21,0.019809195411530162,0.0183792353034635,-0.008311895784223,0.060323106914098,0.2354269519469594,,0.25622855163876274,
-pythia-410m-full,SemLocal,ses-11+,21,0.011849870645473472,0.018417235159769386,-0.0238348546230083,0.0336068854953532,0.2654938372739004,,0.1265825445909774,
-pythia-70m-full,Orth,ses-11,21,-0.00733267180408411,0.016910944433807966,-0.0338407824699474,0.0161097992350029,0.5084388064201123,,0.03168483410704043,
-pythia-70m-full,Orth,ses-11+,21,-0.010339186592951013,0.018546841787325474,-0.0399329525702394,0.0169846443711127,0.5524021094033167,,0.030746885433618008,
-pythia-70m-full,Phon,ses-11,21,-0.00733267180408411,0.016910944433807966,-0.0338407824699474,0.0161097992350029,0.5084388064201123,,0.03168483410704043,
-pythia-70m-full,Phon,ses-11+,21,-0.010339186592951013,0.018546841787325474,-0.0399329525702394,0.0169846443711127,0.5524021094033167,,0.030746885433618008,
-pythia-70m-full,Sem,ses-11,21,0.0058743194326884044,0.013521523952050567,-0.015042079227247,0.0386765571221296,0.2928003726977072,,0.13209189853750639,
-pythia-70m-full,Sem,ses-11+,21,0.004980626943233862,0.011475634059571034,-0.0191912947227979,0.0259745676168503,0.3707444628758539,,0.07006056790536086,
-pythia-70m-full,SemLocal,ses-11,21,0.02206401803463779,0.017709553994800585,-0.0236662315028555,0.0596243677531793,0.2354269519469594,,0.25326058575745564,
-pythia-70m-full,SemLocal,ses-11+,21,0.005654505408526999,0.016104652064411046,-0.0165380586512481,0.0378477469340867,0.2654938372739004,,0.14255602812746476,
+babylm-gpt2,Orth,ses-11,9,-0.005650134101702045,0.014964758880529607,-0.0319409360442833,0.0071928367550944,0.52872896797662,,0.013604014893718597,
+babylm-gpt2,Orth,ses-11+,9,0.0025670783990019447,0.013568437800637963,-0.0206705656212558,0.0148687103180166,0.554339975731658,,0.026822367083289996,
+babylm-gpt2,Phon,ses-11,9,-0.005650134101702045,0.014964758880529607,-0.0319409360442833,0.0071928367550944,0.52872896797662,,0.013604014893718597,
+babylm-gpt2,Phon,ses-11+,9,0.0025670783990019447,0.013568437800637963,-0.0206705656212558,0.0148687103180166,0.554339975731658,,0.026822367083289996,
+babylm-gpt2,Sem,ses-11,9,0.01706720178495208,0.004680384797943796,0.0131096290717735,0.0284216424779293,0.3234612939353072,,0.08786721320546524,
+babylm-gpt2,Sem,ses-11+,9,0.01621227204392161,0.006230666573075555,0.0094674647549932,0.0300721884159238,0.4063674165537599,,0.07400245982060777,
+babylm-gpt2,SemLocal,ses-11,9,0.019405510082067826,0.010138998077346861,0.0069327028037071,0.0347507853457947,0.2400100472288794,,0.14478887757834366,
+babylm-gpt2,SemLocal,ses-11+,9,0.008427221728286657,0.005154380695078869,-0.0006222450650104,0.0147111381774666,0.2910448061509368,,0.050545956727492174,
+babylm-gpt2-3,Orth,ses-11,9,-0.052756625976397756,0.009996525922804343,-0.0602073107361448,-0.027450978138943,0.52872896797662,,-0.05191880869322232,
+babylm-gpt2-3,Orth,ses-11+,9,-0.05700649238173994,0.010244782461167622,-0.0650973492523247,-0.0316568514033674,0.554339975731658,,-0.05710728576192687,
+babylm-gpt2-3,Phon,ses-11,9,-0.052756625976397756,0.009996525922804343,-0.0602073107361448,-0.027450978138943,0.52872896797662,,-0.05191880869322232,
+babylm-gpt2-3,Phon,ses-11+,9,-0.05700649238173994,0.010244782461167622,-0.0650973492523247,-0.0316568514033674,0.554339975731658,,-0.05710728576192687,
+babylm-gpt2-3,Sem,ses-11,9,0.0233472364932492,0.0068747346951395045,0.0103426249814546,0.0302116235197151,0.3234612939353072,,0.09340104700674781,
+babylm-gpt2-3,Sem,ses-11+,9,0.0013525949557156554,0.004433363327511863,-0.0074755007204138,0.0071494445446139,0.4063674165537599,,0.01759354774367859,
+babylm-gpt2-3,SemLocal,ses-11,9,-0.0060739179019184105,0.007968153860895865,-0.0206184739537394,0.0078272966150413,0.2400100472288794,,0.03261237062953869,
+babylm-gpt2-3,SemLocal,ses-11+,9,0.0032253166393025777,0.009233209979430055,-0.0062080865822533,0.024820515621208,0.2910448061509368,,0.08528073718084492,
+babylm-gpt2-5,Orth,ses-11,9,-0.052448127375514325,0.009459371721494341,-0.0585053590922759,-0.0277693853362226,0.52872896797662,,-0.05252102120012941,
+babylm-gpt2-5,Orth,ses-11+,9,-0.05563475255475103,0.009714641354831218,-0.0638436128450167,-0.0321329349074152,0.554339975731658,,-0.05796611522559567,
+babylm-gpt2-5,Phon,ses-11,9,-0.052448127375514325,0.009459371721494341,-0.0585053590922759,-0.0277693853362226,0.52872896797662,,-0.05252102120012941,
+babylm-gpt2-5,Phon,ses-11+,9,-0.05563475255475103,0.009714641354831218,-0.0638436128450167,-0.0321329349074152,0.554339975731658,,-0.05796611522559567,
+babylm-gpt2-5,Sem,ses-11,9,0.022163048968575946,0.005655803276932199,0.0132200908901549,0.0272331125774941,0.3234612939353072,,0.08419280169868104,
+babylm-gpt2-5,Sem,ses-11+,9,0.0005374748770907555,0.00397247753620238,-0.0068327814392439,0.0043380556633813,0.4063674165537599,,0.01067520545857397,
+babylm-gpt2-5,SemLocal,ses-11,9,-0.008421213939721534,0.009236257916311814,-0.0235231008407227,0.0072363548504004,0.2400100472288794,,0.030150216351149818,
+babylm-gpt2-5,SemLocal,ses-11+,9,0.0013369814609826888,0.008530215448142128,-0.0079023860756766,0.0183928460855348,0.2910448061509368,,0.06319592618325649,
+babylm-gpt2-7,Orth,ses-11,9,-0.05185636586938987,0.009646146403271537,-0.0615087843796747,-0.0277147147922528,0.52872896797662,,-0.05241762125936388,
+babylm-gpt2-7,Orth,ses-11+,9,-0.056097893113743594,0.008391152868311333,-0.0607915460704492,-0.0341640423751761,0.554339975731658,,-0.06163012568250002,
+babylm-gpt2-7,Phon,ses-11,9,-0.05185636586938987,0.009646146403271537,-0.0615087843796747,-0.0277147147922528,0.52872896797662,,-0.05241762125936388,
+babylm-gpt2-7,Phon,ses-11+,9,-0.056097893113743594,0.008391152868311333,-0.0607915460704492,-0.0341640423751761,0.554339975731658,,-0.06163012568250002,
+babylm-gpt2-7,Sem,ses-11,9,0.021633430195324866,0.007942979342216445,0.0067037914642644,0.0301270901975606,0.3234612939353072,,0.09313970716875344,
+babylm-gpt2-7,Sem,ses-11+,9,0.0011725922060473574,0.006042204236183759,-0.0078576408062919,0.0093958859795941,0.4063674165537599,,0.023121651975143244,
+babylm-gpt2-7,SemLocal,ses-11,9,-0.006307934597558178,0.0067033396486352,-0.0150620127242899,0.0069532873991958,0.2400100472288794,,0.028970818011485065,
+babylm-gpt2-7,SemLocal,ses-11+,9,0.004007738432996189,0.008591324266999937,-0.0066415085341375,0.0227325336488322,0.2910448061509368,,0.07810664601601937,
+beetle-fineweb3-eng,Orth,ses-11,19,-0.015844121261385288,0.01738985478006591,-0.0531804306700345,0.0158734577784958,0.52872896797662,,0.030021918109086304,
+beetle-fineweb3-eng,Orth,ses-11+,19,-0.004086994568726889,0.015608382827446329,-0.0220828520860016,0.0368068327687107,0.554339975731658,,0.06639757978870345,
+beetle-fineweb3-eng,Phon,ses-11,19,-0.015844121261385288,0.01738985478006591,-0.0531804306700345,0.0158734577784958,0.52872896797662,,0.030021918109086304,
+beetle-fineweb3-eng,Phon,ses-11+,19,-0.004086994568726889,0.015608382827446329,-0.0220828520860016,0.0368068327687107,0.554339975731658,,0.06639757978870345,
+beetle-fineweb3-eng,Sem,ses-11,19,0.01706439266501617,0.01191990807154557,-0.0180678860864096,0.0313973579917996,0.3234612939353072,,0.0970668162790418,
+beetle-fineweb3-eng,Sem,ses-11+,19,-0.0014963209720544894,0.01569827261006145,-0.016178051481593,0.0265568776194991,0.4063674165537599,,0.06535188732580333,
+beetle-fineweb3-eng,SemLocal,ses-11,19,-0.00593053954129307,0.03534502972920415,-0.0428743513114218,0.0657790614732105,0.2400100472288794,,0.2740679493741443,
+beetle-fineweb3-eng,SemLocal,ses-11+,19,-0.01582172458533088,0.012524812214047836,-0.0372058286143301,0.009809696836064,0.2910448061509368,,0.03370510872809274,
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roi-phonology/alignment_by_family.csv

@@ -1,16 +1,16 @@
 family,params,n_checkpoints,n_rows,n_cells,rsa_mean,rsa_sd,rsa_sd_all_rows,rsa_abs_max,best_rsa,best_cell,best_step,frac_of_ceiling_mean,frac_of_ceiling_abs_max,seed_null_sd,null_max_p50,null_max_p95,best_percentile_vs_null,beats_null_max,p_equivalence_tost,equivalent_to_zero,mean_in_seed_sd
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-babylm-gpt2-5,134601216.0,9,72,8,-0.026159623416384836,0.02908603257752234,0.02861299745035171,0.0635668325774576,-0.0635668325774576,Orth/ses-11+,1528,-0.04876364072429151,0.11507347907508902,,,,,False,0.02676331964076004,True,
-babylm-gpt2-3,134601216.0,9,72,8,-0.026333351870240124,0.0295740171854473,0.029045754665290916,0.0648524788553287,-0.0648524788553287,Orth/ses-11+,1719,-0.04888898307735645,0.11773573178718398,,,,,False,0.029017557411825427,True,
+pico-decoder-tiny,11282784.0,21,168,8,0.012972132503021361,0.01154049249668644,0.021292151698024273,0.0633128563708094,0.0633128563708094,SemLocal/ses-11+,45000,0.040078279572751105,0.23128396477952012,,,,,False,2.0206314708717883e-05,True,
+pico-decoder-small,64595328.0,21,168,8,0.0076793881908345475,0.022288664111016217,0.026076251162584448,0.0771122942859387,0.0771122942859387,SemLocal/ses-11+,30000,0.036451221765125594,0.3117021337575527,,,,,False,0.0005204888673335583,True,
+babylm-gpt2,134601216.0,9,72,8,0.006868261779228496,0.010009728724745212,0.01422245863362845,0.0347507853457947,0.0347507853457947,SemLocal/ses-11,897,0.023794635519141058,0.14478887757834366,,,,,False,2.864573236505959e-06,True,
+pico-decoder-medium,181095168.0,21,168,8,0.0035060933169883688,0.0129966429844852,0.020602513195816196,0.0541991730343605,0.0541991730343605,SemLocal/ses-11+,3000,0.0173365528901328,0.22317925894555768,,,,,False,9.898224893453324e-06,True,
+pico-decoder-large,569808384.0,21,168,8,0.003472101913450613,0.012718173845308083,0.020530428863781616,0.0569151607485508,0.0569151607485508,SemLocal/ses-11,10000,0.017828147711441793,0.23713657576291014,,,,,False,8.5366499082242e-06,True,
+pythia-70m-full,95592496.0,21,168,8,0.00018794333554184028,0.014187280899418552,0.019447985126710823,0.0535013953797298,0.0535013953797298,SemLocal/ses-11,71000,0.010234180840220517,0.2229131488345968,,,,,False,1.119863464430183e-05,True,
+pythia-410m-full,505997504.0,21,168,8,-0.0015786186119851292,0.01333645517820629,0.01913761188099663,0.0574668479738662,0.0574668479738662,SemLocal/ses-11+,1000,0.005422998023593394,0.2247807269415127,,,,,False,8.975595288165508e-06,True,
+beetle-humanscale-eng,193811712.0,18,144,8,-0.0033546567966227427,0.007039202976177474,0.015925148370938346,0.0356331864932188,0.0356331864932188,Sem/ses-11,256,-0.012081159821145155,0.11016213426866925,,,,,False,1.5285234990375561e-07,True,
+beetle-fineweb3-eng,193804032.0,19,152,8,-0.005755803011735829,0.011015417775641835,0.021236463123092977,0.0657790614732105,0.0657790614732105,SemLocal/ses-11,65536,-0.013084533522077679,0.2740679493741443,,,,,False,4.587127780733383e-06,True,
+pythia-1b-full,1078891008.0,21,168,8,-0.0058872818921462495,0.004838485928057256,0.018125979993784114,0.051264940133487,-0.051264940133487,Orth/ses-11,4000,-0.012512667225280211,0.16385224093504802,,,,,False,1.685774493068747e-08,True,
+pythia-1.4b-full,1515311488.0,21,168,8,-0.009785006060033458,0.006668859327205547,0.018380687168352724,0.0740190031433898,0.0740190031433898,SemLocal/ses-11,1000,-0.020153547995491555,0.30839960242499137,,,,,False,2.920390954258408e-07,True,
+pythia-160m-full,212654688.0,21,168,8,-0.011532831582230679,0.01049751822803124,0.022827843909145978,0.0589641891748739,-0.0589641891748739,SemLocal/ses-11+,8,-0.023106821788011815,0.2451446124572054,,,,,False,8.444151956804821e-06,True,
+babylm-gpt2-7,134601216.0,9,72,8,-0.024425336466182085,0.03256766225832103,0.031663554138248305,0.0615087843796747,-0.0615087843796747,Orth/ses-11,573,-0.042661908383277006,0.1163332975968031,,,,,False,0.030888393542166537,True,
+babylm-gpt2-3,134601216.0,9,72,8,-0.024709375816240796,0.03332908554192984,0.032498238440682906,0.0650973492523247,-0.0650973492523247,Orth/ses-11+,1528,-0.04299384663598836,0.11743217538371557,,,,,False,0.03449709745266904,True,
+babylm-gpt2-5,134601216.0,9,72,8,-0.025068683561700358,0.0321353084236735,0.03132004584809398,0.0638436128450167,-0.0638436128450167,Orth/ses-11+,1528,-0.04497121365151027,0.11517050120866942,,,,,False,0.03213194439764089,True,

roi-phonology/ceilings_ds006239.csv

@@ -1,9 +1,9 @@
 task,session,file,within_run_normalized,n_stim,n_subjects_rdm,ceiling_lower,ceiling_upper,ceiling_lower_sem,ceiling_n
-Orth,ses-11+,data/processed/fmri_wrn/ds006239/roi-phonology/Orth/session_rdm_ses-11+.npz,True,96,5,0.5524021094033167,0.7073019223798032,0.014108805905016812,5
-Orth,ses-11,data/processed/fmri_wrn/ds006239/roi-phonology/Orth/session_rdm_ses-11.npz,True,96,7,0.5084388064201123,0.6451192523001652,0.02265697683497134,7
-Phon,ses-11+,data/processed/fmri_wrn/ds006239/roi-phonology/Phon/session_rdm_ses-11+.npz,True,96,5,0.5524021094033167,0.7073019223798032,0.014108805905016812,5
-Phon,ses-11,data/processed/fmri_wrn/ds006239/roi-phonology/Phon/session_rdm_ses-11.npz,True,96,7,0.5084388064201123,0.6451192523001652,0.02265697683497134,7
-Sem,ses-11+,data/processed/fmri_wrn/ds006239/roi-phonology/Sem/session_rdm_ses-11+.npz,True,72,5,0.37074446287585394,0.5917362825695223,0.01369093399913073,5
-Sem,ses-11,data/processed/fmri_wrn/ds006239/roi-phonology/Sem/session_rdm_ses-11.npz,True,72,7,0.2928003726977072,0.4890772567414604,0.01735136579733683,7
-SemLocal,ses-11+,data/processed/fmri_wrn/ds006239/roi-phonology/SemLocal/session_rdm_ses-11+.npz,True,48,5,0.26549383727390047,0.5265537582889379,0.026717440064612668,5
-SemLocal,ses-11,data/processed/fmri_wrn/ds006239/roi-phonology/SemLocal/session_rdm_ses-11.npz,True,48,6,0.23542695194695948,0.47700128517996143,0.028624668361827206,6
+Orth,ses-11+,data/processed/fmri_wrn/ds006239/roi-phonology/Orth/session_rdm_ses-11+.npz,True,96,14,0.554339975731658,0.6287291648139856,0.014511685797180464,14
+Orth,ses-11,data/processed/fmri_wrn/ds006239/roi-phonology/Orth/session_rdm_ses-11.npz,True,96,11,0.52872896797662,0.6230851797188466,0.015498965751093939,11
+Phon,ses-11+,data/processed/fmri_wrn/ds006239/roi-phonology/Phon/session_rdm_ses-11+.npz,True,96,14,0.554339975731658,0.6287291648139856,0.014511685797180464,14
+Phon,ses-11,data/processed/fmri_wrn/ds006239/roi-phonology/Phon/session_rdm_ses-11.npz,True,96,11,0.52872896797662,0.6230851797188466,0.015498965751093939,11
+Sem,ses-11+,data/processed/fmri_wrn/ds006239/roi-phonology/Sem/session_rdm_ses-11+.npz,True,72,14,0.4063674165537599,0.5050724340154726,0.01607714297054196,14
+Sem,ses-11,data/processed/fmri_wrn/ds006239/roi-phonology/Sem/session_rdm_ses-11.npz,True,72,11,0.32346129393530726,0.45930228869591827,0.014418149772478909,11
+SemLocal,ses-11+,data/processed/fmri_wrn/ds006239/roi-phonology/SemLocal/session_rdm_ses-11+.npz,True,48,14,0.2910448061509368,0.42037383044935506,0.024867672020161064,14
+SemLocal,ses-11,data/processed/fmri_wrn/ds006239/roi-phonology/SemLocal/session_rdm_ses-11.npz,True,48,10,0.24001004722887948,0.4154111662721577,0.02132780388270194,10

roi-phonology/control/control_by_cell.csv

@@ -1,39 +1,39 @@
 variant,task,session,control,n_stim,ceiling,frac_of_ceiling,within_run_normalized,rsa,p_perm,null_mean,null_sd,z,kind,p_holm,significant
-corrected,Orth,ses-11,word_frequency,96,0.5084387328556097,-0.02362975642078011,True,-0.012014283412268147,0.55248950209958,1.7259023104396863e-05,0.02067593468369667,-0.5819104489761091,stimulus,1.0,False
-corrected,Orth,ses-11,condition,96,0.5084387328556097,0.03315439119493705,True,0.01685697664775298,0.1925614877024595,-0.0001298514336430368,0.01418317122930801,1.1976748926993757,stimulus,1.0,False
-corrected,Orth,ses-11,text_edit_distance,96,0.5084387328556097,0.04262397514454354,True,0.021671679911760718,0.16036792641471706,0.00011685304115972342,0.01592927204844027,1.3531583115474757,stimulus,1.0,False
-corrected,Orth,ses-11,visual_pixels,96,0.5084387328556097,-0.018117099146288302,True,-0.009211434932958272,0.6184763047390522,-0.0002464617683041479,0.01868762773343357,-0.47972772638955063,stimulus,1.0,False
-corrected,Orth,ses-11,visual_luminance,96,0.5084387328556097,-0.05733276622332032,True,-0.029150199009691884,0.09918016396720655,-7.837175685447642e-05,0.01815202431206359,-1.6015749401522723,stimulus,1.0,False
-corrected,Orth,ses-11+,word_frequency,96,0.5524020196893538,-0.007139444114636367,True,-0.003943843348384399,0.855628874225155,5.7312981346167136e-06,0.022068964430501277,-0.17896510997504653,stimulus,1.0,False
-corrected,Orth,ses-11+,condition,96,0.5524020196893538,0.05822065153573462,True,0.03216120549596988,0.028194361127774445,-0.0001277116405488198,0.013928417766834773,2.3182042407633885,stimulus,1.0,False
-corrected,Orth,ses-11+,text_edit_distance,96,0.5524020196893538,0.026885392848534695,True,0.014851545309672273,0.34313137372525493,9.241554893175739e-05,0.016145308308658998,0.9141435689964994,stimulus,1.0,False
-corrected,Orth,ses-11+,visual_pixels,96,0.5524020196893538,-0.035189859128167154,True,-0.01943894925498338,0.3105378924215157,-0.0002622750559211183,0.019622943743977283,-0.977257767656331,stimulus,1.0,False
-corrected,Orth,ses-11+,visual_luminance,96,0.5524020196893538,-0.07332791845769794,True,-0.040506490255648585,0.03499300139972006,-9.491772195673613e-05,0.019153383468614338,-2.1098921032830735,stimulus,1.0,False
-corrected,Phon,ses-11,word_frequency,96,0.5084387328556097,-0.02362975642078011,True,-0.012014283412268147,0.55248950209958,1.7259023104396863e-05,0.02067593468369667,-0.5819104489761091,stimulus,1.0,False
-corrected,Phon,ses-11,condition,96,0.5084387328556097,0.029362509252776434,True,0.014929036997942765,0.2535492901419716,0.00010832601744160009,0.014709753801762782,1.0075431022997503,stimulus,1.0,False
-corrected,Phon,ses-11,text_edit_distance,96,0.5084387328556097,0.04262397514454354,True,0.021671679911760718,0.16036792641471706,0.00011685304115972342,0.01592927204844027,1.3531583115474757,stimulus,1.0,False
-corrected,Phon,ses-11,visual_pixels,96,0.5084387328556097,-0.018117099146288302,True,-0.009211434932958272,0.6184763047390522,-0.0002464617683041479,0.01868762773343357,-0.47972772638955063,stimulus,1.0,False
-corrected,Phon,ses-11,visual_luminance,96,0.5084387328556097,-0.05733276622332032,True,-0.029150199009691884,0.09918016396720655,-7.837175685447642e-05,0.01815202431206359,-1.6015749401522723,stimulus,1.0,False
-corrected,Phon,ses-11+,word_frequency,96,0.5524020196893538,-0.007139444114636367,True,-0.003943843348384399,0.855628874225155,5.7312981346167136e-06,0.022068964430501277,-0.17896510997504653,stimulus,1.0,False
-corrected,Phon,ses-11+,condition,96,0.5524020196893538,0.011730990790167529,True,0.006480223005445751,0.627874425114977,-2.350153768211145e-05,0.014405683010814139,0.4514693637083462,stimulus,1.0,False
-corrected,Phon,ses-11+,text_edit_distance,96,0.5524020196893538,0.026885392848534695,True,0.014851545309672273,0.34313137372525493,9.241554893175739e-05,0.016145308308658998,0.9141435689964994,stimulus,1.0,False
-corrected,Phon,ses-11+,visual_pixels,96,0.5524020196893538,-0.035189859128167154,True,-0.01943894925498338,0.3105378924215157,-0.0002622750559211183,0.019622943743977283,-0.977257767656331,stimulus,1.0,False
-corrected,Phon,ses-11+,visual_luminance,96,0.5524020196893538,-0.07332791845769794,True,-0.040506490255648585,0.03499300139972006,-9.491772195673613e-05,0.019153383468614338,-2.1098921032830735,stimulus,1.0,False
-corrected,Sem,ses-11,word_frequency,72,0.29280032372271686,0.0326245331205477,True,0.009552473858998866,0.5474905018996201,4.1610789354159784e-05,0.01577942526848522,0.6027382434540967,stimulus,1.0,False
-corrected,Sem,ses-11,condition,72,0.29280032372271686,0.011647633916227716,True,0.0034104309812751717,0.8578284343131374,-0.0002922170568111431,0.019597941729374617,0.18893045448480056,stimulus,1.0,False
-corrected,Sem,ses-11,text_edit_distance,72,0.29280032372271686,-0.03043623180435255,True,-0.008911738525214078,0.6482703459308138,5.9418707363699874e-05,0.019257471938851307,-0.4658533197191327,stimulus,1.0,False
-corrected,Sem,ses-11,visual_pixels,72,0.29280032372271686,-0.06025926298802521,True,-0.017643931710186113,0.3031393721255749,-0.00011569984200907255,0.017056678074894527,-1.0276462855301784,stimulus,1.0,False
-corrected,Sem,ses-11,visual_luminance,72,0.29280032372271686,-0.05212333265550101,True,-0.015261728675037554,0.3753249350129974,-0.0002058804858079217,0.01729567816853339,-0.8704977070948711,stimulus,1.0,False
-corrected,Sem,ses-11+,word_frequency,72,0.37074460197306,0.03815795772302062,True,0.01414685684812613,0.3167366526694661,-9.077266655866989e-05,0.014138888652682077,1.0069836366507496,stimulus,1.0,False
-corrected,Sem,ses-11+,condition,72,0.37074460197306,0.010176821717016383,True,0.0037730017168260315,0.846630673865227,-0.0002851661890382288,0.019916224519113106,0.20376190787395349,stimulus,1.0,False
-corrected,Sem,ses-11+,text_edit_distance,72,0.37074460197306,-0.017515752021815777,True,-0.006493870511586911,0.7266546690661868,-0.00022606319189353826,0.019182415973792843,-0.3267475446226247,stimulus,1.0,False
-corrected,Sem,ses-11+,visual_pixels,72,0.37074460197306,-0.04994181901293848,True,-0.018515659811762477,0.247750449910018,-0.00018296869137134677,0.01627629820354421,-1.1263427893741091,stimulus,1.0,False
-corrected,Sem,ses-11+,visual_luminance,72,0.37074460197306,-0.003934133362874185,True,-0.0014585587077277256,0.9214157168566287,-1.934880086903171e-05,0.016587078042408478,-0.08676693406109705,stimulus,1.0,False
-corrected,SemLocal,ses-11,condition,48,0.23542722257738505,-0.033381862614680215,True,-0.007858999199834007,0.7794441111777645,-7.97119281280514e-06,0.030474741589529557,-0.25762410433238975,stimulus,1.0,False
-corrected,SemLocal,ses-11,text_edit_distance,48,0.23542722257738505,-0.007743508594750092,True,-0.0018230327214661239,0.9496100779844031,-0.00020121318902608816,0.029235092356385942,-0.05547509522508144,stimulus,1.0,False
-corrected,SemLocal,ses-11,visual_pixels,48,0.23542722257738505,0.047454904350934905,True,0.01117217632901607,0.6706658668266346,0.00012115107151682028,0.026218562821642127,0.4214962251079483,stimulus,1.0,False
-corrected,SemLocal,ses-11,visual_luminance,48,0.23542722257738505,0.0642576910921135,True,0.01512800974305186,0.5718856228754249,-0.0004904378437539119,0.026844836614934888,0.5818045313613412,stimulus,1.0,False
-corrected,SemLocal,ses-11+,condition,48,0.265494159635227,-0.020595846879858912,True,-0.005468077059343953,0.849630073985203,0.000935586895595374,0.03059324645578662,-0.20931626082849988,stimulus,1.0,False
-corrected,SemLocal,ses-11+,text_edit_distance,48,0.265494159635227,-0.05745841690859002,True,-0.015254874111116624,0.5990801839632074,-0.00043959393786946786,0.02914755361515605,-0.5082855449328437,stimulus,1.0,False
-corrected,SemLocal,ses-11+,visual_pixels,48,0.265494159635227,-0.012610220190334654,True,-0.003347939812248071,0.8864227154569086,-0.0003281098486988733,0.0258290972728345,-0.1169158151960796,stimulus,1.0,False
-corrected,SemLocal,ses-11+,visual_luminance,48,0.265494159635227,0.05284659696962009,True,0.014030462852030818,0.5982803439312138,-0.0006260460984660244,0.027066611341279335,0.5414977429259007,stimulus,1.0,False
+corrected,Orth,ses-11,word_frequency,96,0.5287288662094625,-0.04136943628993743,True,-0.02187321514530321,0.3057388522295541,-3.575309565268956e-05,0.02152448738337848,-1.0145404004138645,stimulus,1.0,False
+corrected,Orth,ses-11,condition,96,0.5287288662094625,0.04546489393852229,True,0.02403860182444835,0.06758648270345931,-0.00011804768478049663,0.01410631026906031,1.7124711598396996,stimulus,1.0,False
+corrected,Orth,ses-11,text_edit_distance,96,0.5287288662094625,0.028168488791722242,True,0.014893493141681253,0.3375324935012997,0.00018623373550245173,0.01617680702255207,0.9091571275324154,stimulus,1.0,False
+corrected,Orth,ses-11,visual_pixels,96,0.5287288662094625,-0.023775432217839922,True,-0.012570757320178427,0.5132973405318936,-0.0001679629894504402,0.0192978165656644,-0.6427045405827377,stimulus,1.0,False
+corrected,Orth,ses-11,visual_luminance,96,0.5287288662094625,-0.052711732987092835,True,-0.027870214818201518,0.1245750849830034,-7.597527997648284e-05,0.018712806976074265,-1.485305735920686,stimulus,1.0,False
+corrected,Orth,ses-11+,word_frequency,96,0.5543398756612806,0.006415850478404035,True,0.0035565617564598606,0.8760247950409918,3.316920855247557e-05,0.02284110176987127,0.15425668092774256,stimulus,1.0,False
+corrected,Orth,ses-11+,condition,96,0.5543398756612806,0.034012629310985046,True,0.01885455670316468,0.14037192561487702,-0.00011863492999978882,0.01382382572438367,1.3724993362962756,stimulus,1.0,False
+corrected,Orth,ses-11+,text_edit_distance,96,0.5543398756612806,0.014962788952883173,True,0.008294470567687241,0.5972805438912218,-1.8609257124152533e-05,0.01631425243319371,0.5095593474689449,stimulus,1.0,False
+corrected,Orth,ses-11+,visual_pixels,96,0.5543398756612806,-0.03363012387154391,True,-0.018642518685425116,0.34773045390921814,-0.0003420833065274706,0.020210110773272626,-0.9055089100349719,stimulus,1.0,False
+corrected,Orth,ses-11+,visual_luminance,96,0.5543398756612806,-0.07040009808257239,True,-0.03902558161763514,0.04579084183163367,-0.0001124572843267289,0.019466502258036766,-1.998978749006854,stimulus,1.0,False
+corrected,Phon,ses-11,word_frequency,96,0.5287288662094625,-0.04136943628993743,True,-0.02187321514530321,0.3057388522295541,-3.575309565268956e-05,0.02152448738337848,-1.0145404004138645,stimulus,1.0,False
+corrected,Phon,ses-11,condition,96,0.5287288662094625,0.021400508273350705,True,0.011315066475674939,0.396120775844831,0.0001645532810750386,0.014634905081924917,0.7619122318469709,stimulus,1.0,False
+corrected,Phon,ses-11,text_edit_distance,96,0.5287288662094625,0.028168488791722242,True,0.014893493141681253,0.3375324935012997,0.00018623373550245173,0.01617680702255207,0.9091571275324154,stimulus,1.0,False
+corrected,Phon,ses-11,visual_pixels,96,0.5287288662094625,-0.023775432217839922,True,-0.012570757320178427,0.5132973405318936,-0.0001679629894504402,0.0192978165656644,-0.6427045405827377,stimulus,1.0,False
+corrected,Phon,ses-11,visual_luminance,96,0.5287288662094625,-0.052711732987092835,True,-0.027870214818201518,0.1245750849830034,-7.597527997648284e-05,0.018712806976074265,-1.485305735920686,stimulus,1.0,False
+corrected,Phon,ses-11+,word_frequency,96,0.5543398756612806,0.006415850478404035,True,0.0035565617564598606,0.8760247950409918,3.316920855247557e-05,0.02284110176987127,0.15425668092774256,stimulus,1.0,False
+corrected,Phon,ses-11+,condition,96,0.5543398756612806,0.011545720311131916,True,0.006400253161692788,0.6302739452109578,2.568464777502961e-05,0.0144121256159091,0.44230592234352745,stimulus,1.0,False
+corrected,Phon,ses-11+,text_edit_distance,96,0.5543398756612806,0.014962788952883173,True,0.008294470567687241,0.5972805438912218,-1.8609257124152533e-05,0.01631425243319371,0.5095593474689449,stimulus,1.0,False
+corrected,Phon,ses-11+,visual_pixels,96,0.5543398756612806,-0.03363012387154391,True,-0.018642518685425116,0.34773045390921814,-0.0003420833065274706,0.020210110773272626,-0.9055089100349719,stimulus,1.0,False
+corrected,Phon,ses-11+,visual_luminance,96,0.5543398756612806,-0.07040009808257239,True,-0.03902558161763514,0.04579084183163367,-0.0001124572843267289,0.019466502258036766,-1.998978749006854,stimulus,1.0,False
+corrected,Sem,ses-11,word_frequency,72,0.32346140060463785,0.05001489275574398,True,0.016177887261863703,0.3087382523495301,8.457324181753498e-05,0.015812510628372613,1.017758305259378,stimulus,1.0,False
+corrected,Sem,ses-11,condition,72,0.32346140060463785,0.011790559607565216,True,0.003813790924575514,0.8374325134973005,-0.0002492759917461793,0.019656539373222027,0.20670306400169702,stimulus,1.0,False
+corrected,Sem,ses-11,text_edit_distance,72,0.32346140060463785,-0.0008341491239768027,True,-0.0002698150439546683,0.9898020395920816,-3.876402428979038e-05,0.019250767553911464,-0.012002171809815953,stimulus,1.0,False
+corrected,Sem,ses-11,visual_pixels,72,0.32346140060463785,-0.05107601999502162,True,-0.01652112096490018,0.33673265346930614,7.647068432312359e-05,0.017277891339514836,-0.9606260001360063,stimulus,1.0,False
+corrected,Sem,ses-11,visual_luminance,72,0.32346140060463785,-0.053567922284916754,True,-0.017327155169759564,0.3151369726054789,3.297020847568453e-05,0.017496994322134637,-0.9921775739094562,stimulus,1.0,False
+corrected,Sem,ses-11+,word_frequency,72,0.40636728158755336,0.07050272690038624,True,0.02865000147501963,0.05438912217556489,-0.00010343795781440379,0.014828884286387442,1.9390156990630765,stimulus,1.0,False
+corrected,Sem,ses-11+,condition,72,0.40636728158755336,0.02494882007535906,True,0.01013838419284064,0.6060787842431514,-0.00029658104882691676,0.0199129515833549,0.5240290570417518,stimulus,1.0,False
+corrected,Sem,ses-11+,text_edit_distance,72,0.40636728158755336,0.019288584459406375,True,0.007838249632440897,0.6874625074985004,-0.00014722000804909206,0.018992498184909327,0.4204538845982077,stimulus,1.0,False
+corrected,Sem,ses-11+,visual_pixels,72,0.40636728158755336,-0.05638517592077401,True,-0.022913090660760905,0.16496700659868027,-4.586962687725462e-05,0.016713986420078816,-1.3681488340235035,stimulus,1.0,False
+corrected,Sem,ses-11+,visual_luminance,72,0.40636728158755336,-0.029933613003723762,True,-0.012164040944417063,0.47290541891621674,0.0001996033003680894,0.01710920933459289,-0.7226309528555847,stimulus,1.0,False
+corrected,SemLocal,ses-11,condition,48,0.24001002157101733,0.07821910113615776,True,0.018773368150954813,0.519496100779844,9.199222708562074e-05,0.030404273307177706,0.6144325744777641,stimulus,1.0,False
+corrected,SemLocal,ses-11,text_edit_distance,48,0.24001002157101733,-0.015032221846119307,True,-0.003607883889547413,0.8994201159768046,-0.0001722914449455649,0.029050721786661137,-0.11826186177794264,stimulus,1.0,False
+corrected,SemLocal,ses-11,visual_pixels,48,0.24001002157101733,0.06221413996134333,True,0.014932017074144304,0.5712857428514297,-0.0001906437010360227,0.026303282768191008,0.5749343497494341,stimulus,1.0,False
+corrected,SemLocal,ses-11,visual_luminance,48,0.24001002157101733,0.1326907581977253,True,0.031847111737310696,0.22695460907818435,-0.0007094139714046227,0.027040676801149403,1.2039833894293457,stimulus,1.0,False
+corrected,SemLocal,ses-11+,condition,48,0.2910431530304719,-0.027433264896318997,True,-0.007984263913344843,0.7784443111377725,0.0008755480630388032,0.030519843100471,-0.2902967733787799,stimulus,1.0,False
+corrected,SemLocal,ses-11+,text_edit_distance,48,0.2910431530304719,0.002607283918986277,True,0.0007588321326274115,0.9798040391921615,-0.00015238303720007721,0.029335255065108357,0.031062118525099682,stimulus,1.0,False
+corrected,SemLocal,ses-11+,visual_pixels,48,0.2910431530304719,-0.004593345031994411,True,-0.0013368616210685073,0.9568086382723455,0.00019730852317132182,0.025542119993056726,-0.06006432295349047,stimulus,1.0,False
+corrected,SemLocal,ses-11+,visual_luminance,48,0.2910431530304719,0.10250294785342678,True,0.029832781138179373,0.250749850029994,-0.0003331885706181808,0.026579705715196723,1.134924894612941,stimulus,1.0,False

roi-phonology/control/control_summary.csv

@@ -1,6 +1,6 @@
 control,n_cells,rsa_mean,rsa_max,z_max,p_min,n_significant,frac_of_ceiling_max
-condition,8,0.008035474823254327,0.03216120549596988,2.3182042407633885,0.028194361127774445,0,0.05822065153573462
-text_edit_distance,8,0.00507036682168528,0.021671679911760718,1.3531583115474757,0.16036792641471706,0,0.04262397514454354
-word_frequency,6,-0.001369487135696683,0.01414685684812613,1.0069836366507496,0.3167366526694661,0,0.03815795772302062
-visual_luminance,8,-0.015859399164795444,0.01512800974305186,0.5818045313613412,0.03499300139972006,0,0.0642576910921135
-visual_pixels,8,-0.010704515422632985,0.01117217632901607,0.4214962251079483,0.247750449910018,0,0.047454904350934905
+word_frequency,6,0.0013657636598661059,0.02865000147501963,1.9390156990630765,0.05438912217556489,0,0.07050272690038624
+condition,8,0.01066871969000086,0.02403860182444835,1.7124711598396996,0.06758648270345931,0,0.07821910113615776
+visual_luminance,8,-0.012700362013794984,0.031847111737310696,1.2039833894293457,0.04579084183163367,0,0.1326907581977253
+text_edit_distance,8,0.006386913781287902,0.014893493141681253,0.9091571275324154,0.3375324935012997,0,0.028168488791722242
+visual_pixels,8,-0.011033201022974047,0.014932017074144304,0.5749343497494341,0.16496700659868027,0,0.06221413996134333

roi-phonology/control/dimensionality_summary.json

@@ -1,5 +1,5 @@
 {
-  "group_rdm_effective_rank_median": 57,
+  "group_rdm_effective_rank_median": 59,
   "n_stim_median": 84,
   "pattern_effective_rank_median": null,
   "pattern_n_voxels_median": null,

roi-phonology/control/rdm_dimensionality.csv

@@ -1,9 +1,9 @@
 task,session,n_stim,group_rdm_effective_rank,subject_rdm_rank_median,subject_rdm_rank_min,subject_rdm_rank_max,ceiling
-Orth,ses-11,96,62,47,37,55,0.5084387328556097
-Orth,ses-11+,96,63,55,43,56,0.5524020196893538
-Phon,ses-11,96,62,47,37,55,0.5084387328556097
-Phon,ses-11+,96,63,55,43,56,0.5524020196893538
-Sem,ses-11,72,52,44,38,45,0.29280032372271686
-Sem,ses-11+,72,51,45,40,47,0.37074460197306
-SemLocal,ses-11,48,37,32,29,34,0.23542722257738505
-SemLocal,ses-11+,48,37,34,30,35,0.265494159635227
+Orth,ses-11,96,64,49,37,55,0.5287288662094625
+Orth,ses-11+,96,65,54,39,57,0.5543398756612806
+Phon,ses-11,96,64,49,37,55,0.5287288662094625
+Phon,ses-11+,96,65,54,39,57,0.5543398756612806
+Sem,ses-11,72,52,44,38,45,0.32346140060463785
+Sem,ses-11+,72,54,45,40,48,0.40636728158755336
+SemLocal,ses-11,48,37,31,29,34,0.24001002157101733
+SemLocal,ses-11+,48,37,33,28,35,0.2910431530304719

roi-phonology/control/summary.json

@@ -9,12 +9,12 @@
     "visual_pixels",
     "word_frequency"
   ],
-  "best_control": "condition",
-  "best_rsa": 0.03216120549596988,
-  "best_z": 2.3182042407633885,
-  "best_cell": "Orth/ses-11+",
-  "best_frac_of_ceiling": 0.05822065153573462,
-  "lm_best_rsa_for_comparison": 0.0523409385907953,
+  "best_control": "word_frequency",
+  "best_rsa": 0.02865000147501963,
+  "best_z": 1.9390156990630765,
+  "best_cell": "Sem/ses-11+",
+  "best_frac_of_ceiling": 0.07050272690038624,
+  "lm_best_rsa_for_comparison": 0.0913037090514747,
   "n_permutations": 5000,
   "verdict": "no recoverable stimulus signal"
 }

roi-phonology/scale_ladder.csv

@@ -1,6 +1,6 @@
 family,params,n_checkpoints,n_rows,n_cells,rsa_mean,rsa_sd,rsa_sd_all_rows,rsa_abs_max,best_rsa,best_cell,best_step,frac_of_ceiling_mean,frac_of_ceiling_abs_max,seed_null_sd,null_max_p50,null_max_p95,best_percentile_vs_null,beats_null_max,p_equivalence_tost,equivalent_to_zero,mean_in_seed_sd,scale_trend_rho,scale_trend_p,scale_trend_n
-pythia-70m-full,95592496.0,21,168,8,0.00040371912812710097,0.011327201104913157,0.01923845321481439,0.0596243677531793,0.0596243677531793,SemLocal/ses-11,71000,0.010279559394900193,0.25326058575745564,,,,,False,2.572266891324088e-06,True,,-0.18998393804112765,0.2403174243633695,40
-pythia-160m-full,212654688.0,21,168,8,-0.009604020176662093,0.01040829313078708,0.020793742517193677,0.0573369359329631,0.0573369359329631,SemLocal/ses-11,33000,-0.018534495863668028,0.24354448570476692,,,,,False,5.766141790842107e-06,True,,-0.18998393804112765,0.2403174243633695,40
-pythia-410m-full,505997504.0,21,168,8,-0.0010756772206551228,0.012223271663712518,0.017283924026380647,0.060323106914098,0.060323106914098,SemLocal/ses-11,90000,0.007336634418064904,0.25622855163876274,,,,,False,4.695465655044824e-06,True,,-0.18998393804112765,0.2403174243633695,40
-pythia-1b-full,1078891008.0,21,168,8,-0.0047882147796182925,0.006727389835108795,0.021443240722363362,0.0498487166006368,0.0498487166006368,SemLocal/ses-11,71000,-0.011100258079211797,0.21173751003609598,,,,,False,1.387281020959757e-07,True,,-0.18998393804112765,0.2403174243633695,40
-pythia-1.4b-full,1515311488.0,21,168,8,-0.009699739846771646,0.008287258116309478,0.019987614494785123,0.0479830516039087,0.0479830516039087,SemLocal/ses-11,1000,-0.021651178737140547,0.2038129076008216,,,,,False,1.2663170235122003e-06,True,,-0.18998393804112765,0.2403174243633695,40
+pythia-70m-full,95592496.0,21,168,8,0.00018794333554184028,0.014187280899418552,0.019447985126710823,0.0535013953797298,0.0535013953797298,SemLocal/ses-11,71000,0.010234180840220517,0.2229131488345968,,,,,False,1.119863464430183e-05,True,,-0.14708433912861496,0.36510285529825837,40
+pythia-160m-full,212654688.0,21,168,8,-0.011532831582230679,0.01049751822803124,0.022827843909145978,0.0589641891748739,-0.0589641891748739,SemLocal/ses-11+,8,-0.023106821788011815,0.2451446124572054,,,,,False,8.444151956804821e-06,True,,-0.14708433912861496,0.36510285529825837,40
+pythia-410m-full,505997504.0,21,168,8,-0.0015786186119851292,0.01333645517820629,0.01913761188099663,0.0574668479738662,0.0574668479738662,SemLocal/ses-11+,1000,0.005422998023593394,0.2247807269415127,,,,,False,8.975595288165508e-06,True,,-0.14708433912861496,0.36510285529825837,40
+pythia-1b-full,1078891008.0,21,168,8,-0.0058872818921462495,0.004838485928057256,0.018125979993784114,0.051264940133487,-0.051264940133487,Orth/ses-11,4000,-0.012512667225280211,0.16385224093504802,,,,,False,1.685774493068747e-08,True,,-0.14708433912861496,0.36510285529825837,40
+pythia-1.4b-full,1515311488.0,21,168,8,-0.009785006060033458,0.006668859327205547,0.018380687168352724,0.0740190031433898,0.0740190031433898,SemLocal/ses-11,1000,-0.020153547995491555,0.30839960242499137,,,,,False,2.920390954258408e-07,True,,-0.14708433912861496,0.36510285529825837,40

roi-phonology/seed_null_comparison.csv

@@ -1,16 +1,16 @@
 family,rsa_mean,rsa_sd,mean_in_seed_sd,rsa_abs_max,null_max_p50,null_max_p95,best_percentile_vs_null,beats_null_max,frac_of_ceiling_abs_max,p_equivalence_tost,equivalent_to_zero
-pico-decoder-tiny,0.008856365161683446,0.010132275122072836,,0.0698415425931985,,,,False,0.2966590783918974,4.264438968206344e-06,True
-pico-decoder-small,0.004662678558809071,0.021919986796227444,,0.0913037090514747,,,,False,0.38782182029882883,0.00031528035953311853,True
-pico-decoder-large,0.001114962763172685,0.01340081570554527,,0.0676858287735221,,,,False,0.2875024639862449,8.699981244563058e-06,True
-pico-decoder-medium,0.00045333790196577464,0.011602785632743218,,0.077592804963165,,,,False,0.32958335620233614,3.043747122946809e-06,True
-pythia-70m-full,0.00040371912812710097,0.011327201104913157,,0.0596243677531793,,,,False,0.25326058575745564,2.572266891324088e-06,True
-babylm-gpt2,3.570113598244315e-05,0.015483627050963508,,0.0493708228926988,,,,False,0.20970760775011782,1.946766054111659e-05,True
-pythia-410m-full,-0.0010756772206551228,0.012223271663712518,,0.060323106914098,,,,False,0.25622855163876274,4.695465655044824e-06,True
-beetle-humanscale-eng,-0.003412820207240373,0.008274220051326315,,0.0401384820711232,,,,False,0.1578190962156016,4.670429917405702e-07,True
-pythia-1b-full,-0.0047882147796182925,0.006727389835108795,,0.0498487166006368,,,,False,0.21173751003609598,1.387281020959757e-07,True
-beetle-fineweb3-eng,-0.007020512177343227,0.00709754585874909,,0.0576127879065451,,,,False,0.24471619510889728,2.8378509747800343e-07,True
-pythia-160m-full,-0.009604020176662093,0.01040829313078708,,0.0573369359329631,,,,False,0.24354448570476692,5.766141790842107e-06,True
-pythia-1.4b-full,-0.009699739846771646,0.008287258116309478,,0.0479830516039087,,,,False,0.2038129076008216,1.2663170235122003e-06,True
-babylm-gpt2-7,-0.02566678368709909,0.029312895056667163,,0.0620383599273684,,,,False,0.1137640676849806,0.025621542438570406,True
-babylm-gpt2-5,-0.026159623416384836,0.02908603257752234,,0.0635668325774576,,,,False,0.11507347907508902,0.02676331964076004,True
-babylm-gpt2-3,-0.026333351870240124,0.0295740171854473,,0.0648524788553287,,,,False,0.11773573178718398,0.029017557411825427,True
+pico-decoder-tiny,0.012972132503021361,0.01154049249668644,,0.0633128563708094,,,,False,0.23128396477952012,2.0206314708717883e-05,True
+pico-decoder-small,0.0076793881908345475,0.022288664111016217,,0.0771122942859387,,,,False,0.3117021337575527,0.0005204888673335583,True
+babylm-gpt2,0.006868261779228496,0.010009728724745212,,0.0347507853457947,,,,False,0.14478887757834366,2.864573236505959e-06,True
+pico-decoder-medium,0.0035060933169883688,0.0129966429844852,,0.0541991730343605,,,,False,0.22317925894555768,9.898224893453324e-06,True
+pico-decoder-large,0.003472101913450613,0.012718173845308083,,0.0569151607485508,,,,False,0.23713657576291014,8.5366499082242e-06,True
+pythia-70m-full,0.00018794333554184028,0.014187280899418552,,0.0535013953797298,,,,False,0.2229131488345968,1.119863464430183e-05,True
+pythia-410m-full,-0.0015786186119851292,0.01333645517820629,,0.0574668479738662,,,,False,0.2247807269415127,8.975595288165508e-06,True
+beetle-humanscale-eng,-0.0033546567966227427,0.007039202976177474,,0.0356331864932188,,,,False,0.11016213426866925,1.5285234990375561e-07,True
+beetle-fineweb3-eng,-0.005755803011735829,0.011015417775641835,,0.0657790614732105,,,,False,0.2740679493741443,4.587127780733383e-06,True
+pythia-1b-full,-0.0058872818921462495,0.004838485928057256,,0.051264940133487,,,,False,0.16385224093504802,1.685774493068747e-08,True
+pythia-1.4b-full,-0.009785006060033458,0.006668859327205547,,0.0740190031433898,,,,False,0.30839960242499137,2.920390954258408e-07,True
+pythia-160m-full,-0.011532831582230679,0.01049751822803124,,0.0589641891748739,,,,False,0.2451446124572054,8.444151956804821e-06,True
+babylm-gpt2-7,-0.024425336466182085,0.03256766225832103,,0.0615087843796747,,,,False,0.1163332975968031,0.030888393542166537,True
+babylm-gpt2-3,-0.024709375816240796,0.03332908554192984,,0.0650973492523247,,,,False,0.11743217538371557,0.03449709745266904,True
+babylm-gpt2-5,-0.025068683561700358,0.0321353084236735,,0.0638436128450167,,,,False,0.11517050120866942,0.03213194439764089,True

roi-phonology/summary.json

@@ -2,25 +2,25 @@
   "dataset": "ds003604",
   "rdms": "within-run normalised",
   "n_families": 15,
-  "n_rows": 2088,
+  "n_rows": 2096,
   "n_cells": 8,
-  "ceiling_lower_mean": 0.41076843205515984,
-  "best_rsa_abs": 0.0913037090514747,
-  "best_frac_of_ceiling": 0.38782182029882883,
+  "ceiling_lower_mean": 0.42837768141067994,
+  "best_rsa_abs": 0.0771122942859387,
+  "best_frac_of_ceiling": 0.3117021337575527,
   "seed_null_sd_median": null,
   "null_max_p95_median": null,
   "families_beating_null_max": 0,
   "families_equivalent_to_zero": 15,
   "sesoi": 0.05,
-  "scale_trend_rho": -0.18998393804112765,
-  "scale_trend_p": 0.2403174243633695,
-  "var_pct_cell": 17.177786653901205,
-  "var_pct_family": 15.239667051722023,
-  "var_pct_residual": 67.53465357407028,
-  "untrained_mean": -0.001638040849787916,
+  "scale_trend_rho": -0.14708433912861496,
+  "scale_trend_p": 0.36510285529825837,
+  "var_pct_cell": 19.80200005083961,
+  "var_pct_family": 17.511924211481322,
+  "var_pct_residual": 62.63836581401495,
+  "untrained_mean": -0.00016543049890247887,
   "untrained_n": 88,
-  "trained_mean": -0.004367933160649878,
-  "trained_n": 2000,
-  "untrained_vs_trained_t": 1.2962760649490443,
-  "untrained_vs_trained_p": 0.19790466096569728
+  "trained_mean": -0.0031642558058806772,
+  "trained_n": 2008,
+  "untrained_vs_trained_t": 1.3156337481350753,
+  "untrained_vs_trained_p": 0.19138283638152584
 }

roi-phonology/training_trend.csv

@@ -1,16 +1,16 @@
 family,n_cells,trend_rho_mean,trend_rho_sd,t,p
-pico-decoder-tiny,8,0.4396616541353383,0.4214214569212557,2.950848676173438,0.02138108147873865
-babylm-gpt2,8,0.38125,0.707467958778638,1.5242214547371318,0.17127729409900794
-beetle-fineweb3-eng,8,0.3525928116621272,0.2349383614016427,4.244871150653698,0.0038172473590602643
-beetle-humanscale-eng,8,0.32874714638919833,0.5441772058221789,1.7087032240265474,0.13125715124456508
-pythia-160m-full,8,-0.04384540666452513,0.6684356131006984,-0.18552802255733175,0.8580763266362604
-pythia-1.4b-full,8,-0.1026307296739995,0.5876625346407899,-0.49396298475939154,0.6364534930985914
-pythia-70m-full,8,-0.12439104261120817,0.49558964121161814,-0.7099240374291188,0.5007096731065592
-pythia-1b-full,8,-0.13770705500561947,0.7180487024936654,-0.5424344731689643,0.6043506304783666
-pico-decoder-small,8,-0.1957792207792208,0.33047710507612393,-1.6755994591094834,0.13772379374054222
-babylm-gpt2-7,8,-0.19791666666666663,0.598572209909707,-0.9352135952382307,0.38080969141038074
-pico-decoder-medium,8,-0.249512987012987,0.3658661015189263,-1.9289278167998543,0.09507226087721593
-babylm-gpt2-3,8,-0.3083333333333333,0.6450052294607742,-1.3520795237466285,0.2184038160200559
-pythia-410m-full,8,-0.3281909884037229,0.4024200064964196,-2.306705130741583,0.0544504720564295
-babylm-gpt2-5,8,-0.3416666666666667,0.7176902988611209,-1.3465129306542534,0.2201039012180167
-pico-decoder-large,8,-0.3537337662337662,0.28138903356044515,-3.5556118399308296,0.009273764163724612
+pico-decoder-tiny,8,0.577922077922078,0.2851520864492001,5.732416345042921,0.0007111624516422625
+beetle-fineweb3-eng,8,0.34666134380239044,0.38702794439597316,2.5334252012264966,0.03903710722070828
+babylm-gpt2,8,0.32499999999999996,0.7476948702830715,1.2294304161729703,0.25862776387075387
+beetle-humanscale-eng,8,0.26804323686409454,0.40693333617893224,1.8630588706986924,0.10474002963290814
+babylm-gpt2-7,8,0.09166666666666669,0.49657557490003634,0.5221209007053168,0.6176961990853587
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+pythia-1b-full,8,-0.049041899306246584,0.6622502508234674,-0.20945471605994873,0.8400585895880602
+babylm-gpt2-3,8,-0.05833333333333332,0.6195876765147035,-0.2662925499179867,0.7976872909132605
+pythia-70m-full,8,-0.10263072967399944,0.41242724965943967,-0.7038418045416115,0.5042640568460763
+pico-decoder-small,8,-0.11607142857142858,0.29377722216161206,-1.1175120200396784,0.3006571093103214
+pythia-410m-full,8,-0.18398831759595152,0.4407009820254632,-1.1808404549793767,0.2762288168791676
+babylm-gpt2-5,8,-0.24375000000000002,0.631006848502568,-1.0925857830116374,0.31074519027078557
+pico-decoder-medium,8,-0.37987012987012986,0.22085778368646033,-4.864827316798802,0.001825032750481892
+pico-decoder-large,8,-0.43782467532467534,0.1851060234958943,-6.6899777985829445,0.00028000699580455184