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

roi-phonology/README.md

@@ -31,7 +31,7 @@ the developing brain.
 
 Measured cause, from `control/`:
 
-- RDM effective rank: **59** of 84 stimuli
+- RDM effective rank: **60** 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 |        0.55434  |        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 |
+| Orth     | ses-11+   |       96 |        0.564185 |        0.609668 |          26 |
+| Orth     | ses-11    |       96 |        0.532946 |        0.583661 |          24 |
+| Phon     | ses-11+   |       96 |        0.564185 |        0.609668 |          26 |
+| Phon     | ses-11    |       96 |        0.532946 |        0.583661 |          24 |
+| Sem      | ses-11+   |       72 |        0.404885 |        0.472482 |          26 |
+| Sem      | ses-11    |       72 |        0.346074 |        0.424301 |          24 |
+| SemLocal | ses-11+   |       48 |        0.30526  |        0.382288 |          27 |
+| SemLocal | ses-11    |       48 |        0.248481 |        0.348958 |          21 |
 
 Model grid: **15 families**, 2096 alignment rows across 8 cells.
 
 | | |
 |---|---|
-| 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 = -0.147, p = 0.37 |
+| mean noise ceiling | 0.437 |
+| best alignment anywhere | 0.0734 |
+| as a fraction of ceiling | 27.7% |
+| families equivalent to zero (TOST ±0.05) | 12/15 |
+| Pythia scale trend | ρ = -0.175, p = 0.28 |
 
 ### Per family
 
 | family                |   n_checkpoints |   rsa_mean |   rsa_sd |   rsa_abs_max |   frac_of_ceiling_abs_max |   p_equivalence_tost |
 |:----------------------|----------------:|-----------:|---------:|--------------:|--------------------------:|---------------------:|
-| 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 |
+| pico-decoder-small    |              21 |     0.0068 |   0.0162 |        0.0681 |                    0.2739 |               0.0001 |
+| pico-decoder-tiny     |              21 |     0.0065 |   0.0095 |        0.0591 |                    0.1937 |               0      |
+| pico-decoder-large    |              21 |     0.0027 |   0.0127 |        0.0543 |                    0.2187 |               0      |
+| pico-decoder-medium   |              21 |     0.0016 |   0.0136 |        0.0645 |                    0.2595 |               0      |
+| pythia-70m-full       |              21 |     0.0012 |   0.0187 |        0.0688 |                    0.2767 |               0.0001 |
+| babylm-gpt2           |               9 |    -0.0017 |   0.0078 |        0.0341 |                    0.0729 |               0      |
+| pythia-410m-full      |              21 |    -0.0021 |   0.0136 |        0.0591 |                    0.2335 |               0      |
+| beetle-humanscale-eng |              18 |    -0.0022 |   0.0105 |        0.0358 |                    0.1441 |               0      |
+| beetle-fineweb3-eng   |              19 |    -0.0067 |   0.0072 |        0.0546 |                    0.1788 |               0      |
+| pythia-1b-full        |              21 |    -0.0081 |   0.0063 |        0.0466 |                    0.1809 |               0      |
+| pythia-160m-full      |              21 |    -0.0106 |   0.0088 |        0.0468 |                    0.1829 |               0      |
+| pythia-1.4b-full      |              21 |    -0.0111 |   0.0094 |        0.0682 |                    0.2258 |               0      |
+| babylm-gpt2-5         |               9 |    -0.0301 |   0.0301 |        0.0692 |                    0.1298 |               0.052  |
+| babylm-gpt2-3         |               9 |    -0.0302 |   0.0303 |        0.0714 |                    0.1341 |               0.053  |
+| babylm-gpt2-7         |               9 |    -0.0303 |   0.0304 |        0.0734 |                    0.1378 |               0.0547 |
 
 ## 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,-0.005650134101702045,0.014964758880529607,-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,
-beetle-humanscale-eng,Orth,ses-11,18,-0.002065884863546139,0.010154028528327325,-0.0220934302401122,0.0214515746939845,0.52872896797662,,0.040571967857325864,
-beetle-humanscale-eng,Orth,ses-11+,18,0.005205763046070372,0.014004091374240517,-0.0334944509403565,0.0153054998471303,0.554339975731658,,0.02761031229423603,
-beetle-humanscale-eng,Phon,ses-11,18,-0.002065884863546139,0.010154028528327325,-0.0220934302401122,0.0214515746939845,0.52872896797662,,0.040571967857325864,
-beetle-humanscale-eng,Phon,ses-11+,18,0.005205763046070372,0.014004091374240517,-0.0334944509403565,0.0153054998471303,0.554339975731658,,0.02761031229423603,
-beetle-humanscale-eng,Sem,ses-11,18,-0.0006467898991371829,0.012876325811903771,-0.0107597955932486,0.0356331864932188,0.3234612939353072,,0.11016213426866925,
-beetle-humanscale-eng,Sem,ses-11+,18,-0.011494496204602977,0.024977409338181825,-0.0352513755348947,0.0258305786237381,0.4063674165537599,,0.06356459098713411,
-beetle-humanscale-eng,SemLocal,ses-11,18,-0.007200428887915517,0.010249816885965391,-0.0234821155900786,0.0170856657455324,0.2400100472288794,,0.07118729379374313,
-beetle-humanscale-eng,SemLocal,ses-11+,18,-0.013775295746374733,0.01651931047906023,-0.0314103536435177,0.0229360803495521,0.2910448061509368,,0.07880601153094405,
-pico-decoder-large,Orth,ses-11,21,-0.00785573108604901,0.015931389998548897,-0.032070690170212,0.0277682364502754,0.52872896797662,,0.052518848279754726,
-pico-decoder-large,Orth,ses-11+,21,-0.0039663514625106954,0.01794972777332876,-0.0321074302215488,0.042648302742741,0.554339975731658,,0.07693528269623831,
-pico-decoder-large,Phon,ses-11,21,-0.00785573108604901,0.015931389998548897,-0.032070690170212,0.0277682364502754,0.52872896797662,,0.052518848279754726,
-pico-decoder-large,Phon,ses-11+,21,-0.0039663514625106954,0.01794972777332876,-0.0321074302215488,0.042648302742741,0.554339975731658,,0.07693528269623831,
-pico-decoder-large,Sem,ses-11,21,0.010001560958772918,0.018157055415885717,-0.0135387007347028,0.0475518330175235,0.3234612939353072,,0.14700934519551492,
-pico-decoder-large,Sem,ses-11+,21,-0.0014826117005282235,0.015471719526279376,-0.0274817116735481,0.0247646652653665,0.4063674165537599,,0.06094156238063021,
-pico-decoder-large,SemLocal,ses-11,21,0.016386573435099253,0.017466162834761538,-0.0279481952451724,0.0569151607485508,0.2400100472288794,,0.23713657576291014,
-pico-decoder-large,SemLocal,ses-11+,21,0.02651545771138036,0.017450281104304213,-0.0119265490798543,0.0549359293178166,0.2910448061509368,,0.1887541992050758,
-pico-decoder-medium,Orth,ses-11,21,-0.011964224198312848,0.018759686527365763,-0.0384531816485296,0.028560771210612,0.52872896797662,,0.05401779161053067,
-pico-decoder-medium,Orth,ses-11+,21,0.002023564907792424,0.015857269725125085,-0.0236748225157883,0.0399281622549729,0.554339975731658,,0.07202829311069045,
-pico-decoder-medium,Phon,ses-11,21,-0.011964224198312848,0.018759686527365763,-0.0384531816485296,0.028560771210612,0.52872896797662,,0.05401779161053067,
-pico-decoder-medium,Phon,ses-11+,21,0.002023564907792424,0.015857269725125085,-0.0236748225157883,0.0399281622549729,0.554339975731658,,0.07202829311069045,
-pico-decoder-medium,Sem,ses-11,21,0.0032720190789418627,0.013782109666987204,-0.0362751763759887,0.0243670640892659,0.3234612939353072,,0.07533224081561782,
-pico-decoder-medium,Sem,ses-11+,21,0.0008657217803675476,0.01496390172394243,-0.0239171237272864,0.0327129045391292,0.4063674165537599,,0.08050080593703675,
-pico-decoder-medium,SemLocal,ses-11,21,0.01907514647497208,0.020792431133813127,-0.0327809432329864,0.0535652644800296,0.2400100472288794,,0.22317925894555768,
-pico-decoder-medium,SemLocal,ses-11+,21,0.024717177782666307,0.015805515100318777,-0.0052992959215528,0.0541991730343605,0.2910448061509368,,0.1862227804410728,
-pico-decoder-small,Orth,ses-11,21,-0.016727530008303616,0.013379255416201087,-0.0384177043845889,0.0096890381354478,0.52872896797662,,0.01832515092283773,
-pico-decoder-small,Orth,ses-11+,21,-0.0042609886025918,0.014982193625035028,-0.0258481902354459,0.028619520059236,0.554339975731658,,0.051628100646109606,
-pico-decoder-small,Phon,ses-11,21,-0.016727530008303616,0.013379255416201087,-0.0384177043845889,0.0096890381354478,0.52872896797662,,0.01832515092283773,
-pico-decoder-small,Phon,ses-11+,21,-0.0042609886025918,0.014982193625035028,-0.0258481902354459,0.028619520059236,0.554339975731658,,0.051628100646109606,
-pico-decoder-small,Sem,ses-11,21,0.016277020390275433,0.01601722510867969,-0.0088890051135534,0.0540784913379322,0.3234612939353072,,0.16718690103536157,
-pico-decoder-small,Sem,ses-11+,21,0.010096702810037559,0.013550350268533962,-0.011874458635028,0.0386260245447016,0.4063674165537599,,0.09505197260221677,
-pico-decoder-small,SemLocal,ses-11,21,0.04160137192924838,0.020686313767056888,-0.0042279939763219,0.0748116438444927,0.2400100472288794,,0.3117021337575527,
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-pico-decoder-tiny,Orth,ses-11,21,-0.0017542796930525618,0.016259827346140347,-0.0315637541807178,0.0315921586709144,0.52872896797662,,0.05975114015752469,
-pico-decoder-tiny,Orth,ses-11+,21,0.015191126267748281,0.022841430456667054,-0.0350892918132111,0.054928590992682,0.554339975731658,,0.0990882732571889,
-pico-decoder-tiny,Phon,ses-11,21,-0.0017542796930525618,0.016259827346140347,-0.0315637541807178,0.0315921586709144,0.52872896797662,,0.05975114015752469,
-pico-decoder-tiny,Phon,ses-11+,21,0.015191126267748281,0.022841430456667054,-0.0350892918132111,0.054928590992682,0.554339975731658,,0.0990882732571889,
-pico-decoder-tiny,Sem,ses-11,21,0.010288571546791076,0.008176548491275868,-0.0034768395221943,0.0238092439073791,0.3234612939353072,,0.07360770625044549,
-pico-decoder-tiny,Sem,ses-11+,21,0.010010122278909109,0.012181446795847014,-0.0153326363374691,0.0326275606146149,0.4063674165537599,,0.08029078928452542,
-pico-decoder-tiny,SemLocal,ses-11,21,0.029462757959426454,0.022265526181253895,-0.0191064426088351,0.0555104753100151,0.2400100472288794,,0.23128396477952012,
-pico-decoder-tiny,SemLocal,ses-11+,21,0.0271419150896528,0.022877988946352144,-0.0079969732116488,0.0633128563708094,0.2910448061509368,,0.21753645841724845,
-pythia-1.4b-full,Orth,ses-11,21,-0.01693905532826889,0.01732125593716554,-0.0526409850555705,0.0067902861280582,0.52872896797662,,0.012842659546428449,
-pythia-1.4b-full,Orth,ses-11+,21,-0.012796484125899,0.01607971609429729,-0.0446907526433343,0.0060208269153558,0.554339975731658,,0.010861253344410307,
-pythia-1.4b-full,Phon,ses-11,21,-0.01693905532826889,0.01732125593716554,-0.0526409850555705,0.0067902861280582,0.52872896797662,,0.012842659546428449,
-pythia-1.4b-full,Phon,ses-11+,21,-0.012796484125899,0.01607971609429729,-0.0446907526433343,0.0060208269153558,0.554339975731658,,0.010861253344410307,
-pythia-1.4b-full,Sem,ses-11,21,-0.007461798364921156,0.01371090015482481,-0.0334299484393301,0.0191988545958697,0.3234612939353072,,0.0593544110403191,
-pythia-1.4b-full,Sem,ses-11+,21,-0.01089730411341712,0.014875290715788336,-0.031253772862629,0.02890888635808,0.4063674165537599,,0.07113977445151667,
-pythia-1.4b-full,SemLocal,ses-11,21,0.0006094755448543771,0.027568246270936986,-0.0388212177047386,0.0740190031433898,0.2400100472288794,,0.30839960242499137,
-pythia-1.4b-full,SemLocal,ses-11+,21,-0.001059342638447976,0.014412684398325548,-0.0380925046304052,0.0235524644066676,0.2910448061509368,,0.08092384371378616,
-pythia-160m-full,Orth,ses-11,21,-0.024872140317319495,0.01194160337641498,-0.0462541308986481,0.0044920887483337,0.52872896797662,,0.008496014064681126,
-pythia-160m-full,Orth,ses-11+,21,-0.010964739159539308,0.018014533782669317,-0.0439360444275993,0.0261555421581015,0.554339975731658,,0.04718321481971334,
-pythia-160m-full,Phon,ses-11,21,-0.024872140317319495,0.01194160337641498,-0.0462541308986481,0.0044920887483337,0.52872896797662,,0.008496014064681126,
-pythia-160m-full,Phon,ses-11+,21,-0.010964739159539308,0.018014533782669317,-0.0439360444275993,0.0261555421581015,0.554339975731658,,0.04718321481971334,
-pythia-160m-full,Sem,ses-11,21,-0.004867635551353752,0.02005607546237071,-0.0335177694439279,0.0256518839205491,0.3234612939353072,,0.07930433842164596,
-pythia-160m-full,Sem,ses-11+,21,-0.01255958181641584,0.019886975849542656,-0.0414514947674593,0.0199655874146596,0.4063674165537599,,0.049131860974434886,
-pythia-160m-full,SemLocal,ses-11,21,0.007673945718368334,0.029005663429382295,-0.0292096329686359,0.0588371700137592,0.2400100472288794,,0.2451446124572054,
-pythia-160m-full,SemLocal,ses-11+,21,-0.010835622054726586,0.031112709896613175,-0.0589641891748739,0.0412361201759787,0.2910448061509368,,0.14168306495939842,
-pythia-1b-full,Orth,ses-11,21,-0.012917564258747724,0.018954862540288494,-0.051264940133487,0.0246915929069781,0.52872896797662,,0.04669990562739499,
-pythia-1b-full,Orth,ses-11+,21,-0.005538415354163781,0.015769715343941178,-0.0404498217785295,0.0158196733877979,0.554339975731658,,0.028537854169578786,
-pythia-1b-full,Phon,ses-11,21,-0.012917564258747724,0.018954862540288494,-0.051264940133487,0.0246915929069781,0.52872896797662,,0.04669990562739499,
-pythia-1b-full,Phon,ses-11+,21,-0.005538415354163781,0.015769715343941178,-0.0404498217785295,0.0158196733877979,0.554339975731658,,0.028537854169578786,
-pythia-1b-full,Sem,ses-11,21,0.00027752977761653805,0.013339571827906354,-0.0168762697168828,0.0301161140092241,0.3234612939353072,,0.09310577362386788,
-pythia-1b-full,Sem,ses-11+,21,-0.005954180840887528,0.013414754009787937,-0.0177635343636886,0.0428524750666924,0.4063674165537599,,0.10545253709095863,
-pythia-1b-full,SemLocal,ses-11,21,-0.002693322442982657,0.0269180107273145,-0.0393261840853786,0.0357841537777306,0.2400100472288794,,0.14909439913407443,
-pythia-1b-full,SemLocal,ses-11+,21,-0.0018163224050933475,0.016520020577104704,-0.0234909280042318,0.0288972437561077,0.2910448061509368,,0.09928795548105913,
-pythia-410m-full,Orth,ses-11,21,-0.016534015382055067,0.009307331201384607,-0.0355901559695821,0.00037201288926,0.52872896797662,,0.0007035984630909237,
-pythia-410m-full,Orth,ses-11+,21,-0.008478694907739972,0.011303035563165963,-0.0226391137307004,0.016228043113298,0.554339975731658,,0.02927453155778465,
-pythia-410m-full,Phon,ses-11,21,-0.016534015382055067,0.009307331201384607,-0.0355901559695821,0.00037201288926,0.52872896797662,,0.0007035984630909237,
-pythia-410m-full,Phon,ses-11+,21,-0.008478694907739972,0.011303035563165963,-0.0226391137307004,0.016228043113298,0.554339975731658,,0.02927453155778465,
-pythia-410m-full,Sem,ses-11,21,0.005225359868458372,0.01439840658293842,-0.0219586221917178,0.0282788039940174,0.3234612939353072,,0.08742561946120579,
-pythia-410m-full,Sem,ses-11+,21,-0.00029187940361056163,0.015417496080403454,-0.0248265448385934,0.0285081699681232,0.4063674165537599,,0.07015368065158774,
-pythia-410m-full,SemLocal,ses-11,21,0.01305917720999716,0.019670194233637955,-0.023980652419975,0.0539496328893743,0.2400100472288794,,0.2247807269415127,
-pythia-410m-full,SemLocal,ses-11+,21,0.01940381400886406,0.022140322070148755,-0.0219294083487273,0.0574668479738662,0.2910448061509368,,0.19745017522856498,
-pythia-70m-full,Orth,ses-11,21,-0.018871098692306354,0.01519343655814003,-0.0439295786220203,0.002601081581328,0.52872896797662,,0.004919498909397788,
-pythia-70m-full,Orth,ses-11+,21,-0.004342351041090305,0.015582806262807199,-0.0309534074454962,0.0257904108147086,0.554339975731658,,0.046524537186170896,
-pythia-70m-full,Phon,ses-11,21,-0.018871098692306354,0.01519343655814003,-0.0439295786220203,0.002601081581328,0.52872896797662,,0.004919498909397788,
-pythia-70m-full,Phon,ses-11+,21,-0.004342351041090305,0.015582806262807199,-0.0309534074454962,0.0257904108147086,0.554339975731658,,0.046524537186170896,
-pythia-70m-full,Sem,ses-11,21,0.010359430231618675,0.011289924222920395,-0.0095107938944294,0.0436074038479272,0.3234612939353072,,0.13481490572608898,
-pythia-70m-full,Sem,ses-11+,21,0.006204532443639176,0.011767522203120658,-0.020245357333372,0.040547780210531,0.4063674165537599,,0.09978108125498979,
-pythia-70m-full,SemLocal,ses-11,21,0.018965332503394505,0.01251000716904678,-0.0042752248373762,0.0535013953797298,0.2400100472288794,,0.2229131488345968,
-pythia-70m-full,SemLocal,ses-11+,21,0.012401150972475692,0.017578545610085365,-0.016015509246923,0.0331616997230577,0.2910448061509368,,0.11394018729150567,
+babylm-gpt2,Orth,ses-11,9,-0.0113583925767884,0.014240617317098843,-0.0340729619675139,0.0027258208795788,0.5329455849277736,,0.005114632631675167,
+babylm-gpt2,Orth,ses-11+,9,-0.0032418652726364777,0.01334560386068864,-0.0260475790245784,0.0101366610844747,0.5641850854138037,,0.017966907219888535,
+babylm-gpt2,Phon,ses-11,9,-0.0113583925767884,0.014240617317098843,-0.0340729619675139,0.0027258208795788,0.5329455849277736,,0.005114632631675167,
+babylm-gpt2,Phon,ses-11+,9,-0.0032418652726364777,0.01334560386068864,-0.0260475790245784,0.0101366610844747,0.5641850854138037,,0.017966907219888535,
+babylm-gpt2,Sem,ses-11,9,0.012070634307073889,0.005025629952621857,0.0091372671772433,0.0252405255001435,0.3460737803330158,,0.07293394338009469,
+babylm-gpt2,Sem,ses-11+,9,0.004148786240400511,0.00738456218893004,-0.0024234085778207,0.0216968220625524,0.4048850519346865,,0.05358760951750916,
+babylm-gpt2,SemLocal,ses-11,9,-0.0016395725992884448,0.009832845610744153,-0.0132545564821484,0.0169007555449524,0.248481294678638,,0.06801620849090562,
+babylm-gpt2,SemLocal,ses-11+,9,0.0010327692323650777,0.00637249000020795,-0.00938854872097,0.0123590513300717,0.3052597540935395,,0.04048699890613345,
+babylm-gpt2-3,Orth,ses-11,9,-0.0609966302835712,0.011679502426523465,-0.0714417824598709,-0.0313184996827249,0.5329455849277736,,-0.05876491065587733,
+babylm-gpt2-3,Orth,ses-11+,9,-0.053099908504822275,0.008979405513927473,-0.0597866314279545,-0.0309749186200092,0.5641850854138037,,-0.054902051509019466,
+babylm-gpt2-3,Phon,ses-11,9,-0.0609966302835712,0.011679502426523465,-0.0714417824598709,-0.0313184996827249,0.5329455849277736,,-0.05876491065587733,
+babylm-gpt2-3,Phon,ses-11+,9,-0.053099908504822275,0.008979405513927473,-0.0597866314279545,-0.0309749186200092,0.5641850854138037,,-0.054902051509019466,
+babylm-gpt2-3,Sem,ses-11,9,0.012443689210888821,0.005726293070266741,0.0025169663188,0.0175062694397474,0.3460737803330158,,0.05058536772968375,
+babylm-gpt2-3,Sem,ses-11+,9,0.003912892969042088,0.007872633145146088,-0.0137716727395191,0.0122508109625676,0.4048850519346865,,0.030257503713779544,
+babylm-gpt2-3,SemLocal,ses-11,9,-0.01606438721005332,0.004752519422684412,-0.0269233633168896,-0.0105770039367077,0.248481294678638,,-0.042566600235993575,
+babylm-gpt2-3,SemLocal,ses-11+,9,-0.013387289870488102,0.008612619524957406,-0.0224821490504974,0.0030980819521406,0.3052597540935395,,0.010149002318829318,
+babylm-gpt2-5,Orth,ses-11,9,-0.06098537999841715,0.011720088957080007,-0.0691513144324644,-0.0307891819319771,0.5329455849277736,,-0.057771717793946534,
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+babylm-gpt2-5,Phon,ses-11+,9,-0.05182129388367843,0.008698449324944596,-0.0594873028499122,-0.0312451423405017,0.5641850854138037,,-0.055381014401656554,
+babylm-gpt2-5,Sem,ses-11,9,0.013614922588039511,0.006895042550113715,0.0010824193207848,0.0198992171905937,0.3460737803330158,,0.057499927245124774,
+babylm-gpt2-5,Sem,ses-11+,9,0.0045827992081994,0.008779429890207796,-0.0136761546055988,0.0124062468395355,0.4048850519346865,,0.030641404962356567,
+babylm-gpt2-5,SemLocal,ses-11,9,-0.019191065381091655,0.0060165348993623585,-0.031861977327481,-0.0133711746535036,0.248481294678638,,-0.053811594433281595,
+babylm-gpt2-5,SemLocal,ses-11+,9,-0.0145407165296098,0.007859987011425656,-0.021373649353305,0.0023431657412266,0.3052597540935395,,0.007675973363028371,
+babylm-gpt2-7,Orth,ses-11,9,-0.06185803791734737,0.010692967491484816,-0.0734383784214201,-0.0350828823255707,0.5329455849277736,,-0.06582826336824844,
+babylm-gpt2-7,Orth,ses-11+,9,-0.05240245498975496,0.007318259758415812,-0.0597363639343252,-0.0342101139925446,0.5641850854138037,,-0.060636331723397226,
+babylm-gpt2-7,Phon,ses-11,9,-0.06185803791734737,0.010692967491484816,-0.0734383784214201,-0.0350828823255707,0.5329455849277736,,-0.06582826336824844,
+babylm-gpt2-7,Phon,ses-11+,9,-0.05240245498975496,0.007318259758415812,-0.0597363639343252,-0.0342101139925446,0.5641850854138037,,-0.060636331723397226,
+babylm-gpt2-7,Sem,ses-11,9,0.01253990704028581,0.008550633087176107,0.000386611334001,0.0208232435167593,0.3460737803330158,,0.060169954212427636,
+babylm-gpt2-7,Sem,ses-11+,9,0.004659020422763534,0.00992688035883139,-0.0153170847012382,0.0152647275498816,0.4048850519346865,,0.03770138580552984,
+babylm-gpt2-7,SemLocal,ses-11,9,-0.017377383966354732,0.006331288187727394,-0.0313835485203914,-0.0117391473238495,0.248481294678638,,-0.04724358563501447,
+babylm-gpt2-7,SemLocal,ses-11+,9,-0.013670633232192666,0.00653871075370251,-0.0231810470689768,-0.0034284137080964,0.3052597540935395,,-0.0112311356545411,
+beetle-fineweb3-eng,Orth,ses-11,19,-0.011941499127752215,0.017419847984905368,-0.0521914646349631,0.0193540912834711,0.5329455849277736,,0.03631532342292324,
+beetle-fineweb3-eng,Orth,ses-11+,19,-0.0033902470169117423,0.016494446192857934,-0.0304773962055899,0.0334710502673645,0.5641850854138037,,0.059326364933619306,
+beetle-fineweb3-eng,Phon,ses-11,19,-0.011941499127752215,0.017419847984905368,-0.0521914646349631,0.0193540912834711,0.5329455849277736,,0.03631532342292324,
+beetle-fineweb3-eng,Phon,ses-11+,19,-0.0033902470169117423,0.016494446192857934,-0.0304773962055899,0.0334710502673645,0.5641850854138037,,0.059326364933619306,
+beetle-fineweb3-eng,Sem,ses-11,19,-0.00017302737028502654,0.009467829314438741,-0.0245901090896511,0.0229677624842815,0.3460737803330158,,0.06636666453662093,
+beetle-fineweb3-eng,Sem,ses-11+,19,0.0035696134388312475,0.008198891962084467,-0.008879926079676,0.021939652802984,0.4048850519346865,,0.05418736181577572,
+beetle-fineweb3-eng,SemLocal,ses-11,19,-0.0076192156530893234,0.03526107454523682,-0.0432162378646828,0.044125329518656,0.248481294678638,,0.1775800853570225,
+beetle-fineweb3-eng,SemLocal,ses-11+,19,-0.018582866571022538,0.017131278514232125,-0.0545836668575688,0.0141534728913168,0.3052597540935395,,0.046365341980128205,
+beetle-humanscale-eng,Orth,ses-11,18,0.005408596067365572,0.013448218855841186,-0.0299414015519112,0.0157800046770972,0.5329455849277736,,0.02960903537503882,
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+beetle-humanscale-eng,SemLocal,ses-11,18,-0.012900305979913783,0.021072549256709566,-0.0357950229792478,0.0204109808967763,0.248481294678638,,0.08214292718964587,
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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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+pico-decoder-large,569808384.0,21,168,8,0.0026773177686492764,0.012714495074844852,0.021121636243238838,0.0543328056865522,0.0543328056865522,SemLocal/ses-11,10000,0.014661186173663928,0.21865954037635335,,,,,False,7.616073134034762e-06,True,
+pico-decoder-medium,181095168.0,21,168,8,0.001627152756251812,0.01363631863427262,0.02067539563325498,0.0644901079480601,0.0644901079480601,SemLocal/ses-11,3000,0.011349102305824955,0.25953707312844393,,,,,False,1.0464261829170153e-05,True,
+pythia-70m-full,95592496.0,21,168,8,0.0011800303808901197,0.018666050194156472,0.022962668714953262,0.0687605503367688,0.0687605503367688,SemLocal/ses-11,8,0.015909834727154577,0.27672324560968314,,,,,False,7.486490839433301e-05,True,
+babylm-gpt2,134601216.0,9,72,8,-0.0016984873147873406,0.007770218988641288,0.012801171741559123,0.0340729619675139,-0.0340729619675139,Orth/ses-11,897,-0.0015258349768606035,0.07293394338009469,,,,,False,2.3712490066166567e-07,True,
+pythia-410m-full,505997504.0,21,168,8,-0.002097730657426834,0.013602010571812165,0.020086838927472886,0.0590741687723793,0.0590741687723793,SemLocal/ses-11+,2,0.003040677137900541,0.2334876537860774,,,,,False,1.0977007523635388e-05,True,
+beetle-humanscale-eng,193811712.0,18,144,8,-0.002211967311433426,0.010544671887852346,0.01896340417721207,0.0357950229792478,-0.0357950229792478,SemLocal/ses-11,2500,-0.012162547986835658,0.14405520152147333,,,,,False,2.0395494686966393e-06,True,
+beetle-fineweb3-eng,193804032.0,19,152,8,-0.006683623555611695,0.00724043425671626,0.019628564587410854,0.0545836668575688,-0.0545836668575688,SemLocal/ses-11+,64,-0.01750671785514413,0.1788105576500037,,,,,False,3.083721843830297e-07,True,
+pythia-1b-full,1078891008.0,21,168,8,-0.008070990045684996,0.006299771112945249,0.018363358432399474,0.0465917992105976,-0.0465917992105976,Orth/ses-11,4000,-0.0174671261268053,0.18093621446534286,,,,,False,1.4830902478444022e-07,True,
+pythia-160m-full,212654688.0,21,168,8,-0.010628442023775771,0.008797225895337227,0.019579915804481086,0.0468134504413724,-0.0468134504413724,Sem/ses-11+,0,-0.021226631176161984,0.1829259277512432,,,,,False,2.21960318748223e-06,True,
+pythia-1.4b-full,1515311488.0,21,168,8,-0.011126229877240292,0.009392616952851474,0.019501759864506155,0.0682036980403643,-0.0682036980403643,Orth/ses-11,8000,-0.022091635317436676,0.2257514164931764,,,,,False,3.7539802401778014e-06,True,
+babylm-gpt2-5,134601216.0,9,72,8,-0.03014342598483171,0.03006282635499096,0.02958084960481705,0.0691513144324644,-0.0691513144324644,Orth/ses-11,1528,-0.060846527704339765,0.12975304869414764,,,,,False,0.05197740481107282,False,
+babylm-gpt2-3,134601216.0,9,72,8,-0.03016102155967468,0.030261528630146948,0.029716452212608598,0.0714417824598709,-0.0714417824598709,Orth/ses-11,573,-0.06000303637040262,0.13405080083279594,,,,,False,0.05304991451534222,False,
+babylm-gpt2-7,134601216.0,9,72,8,-0.030296259443712836,0.03040154372018085,0.02977623277490956,0.0734383784214201,-0.0734383784214201,Orth/ses-11,573,-0.06060949285199054,0.13779714195657086,,,,,False,0.05471938058484222,False,

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,96,14,0.554339975731658,0.6287291648139856,0.014511685797180464,14
-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
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+Orth,ses-11,data/processed/fmri_wrn/ds006239/roi-phonology/Orth/session_rdm_ses-11.npz,True,96,24,0.5329455849277736,0.5836612560905733,0.01358627489550798,24
+Phon,ses-11+,data/processed/fmri_wrn/ds006239/roi-phonology/Phon/session_rdm_ses-11+.npz,True,96,26,0.5641850854138037,0.60966765416501,0.01128909756352919,26
+Phon,ses-11,data/processed/fmri_wrn/ds006239/roi-phonology/Phon/session_rdm_ses-11.npz,True,96,24,0.5329455849277736,0.5836612560905733,0.01358627489550798,24
+Sem,ses-11+,data/processed/fmri_wrn/ds006239/roi-phonology/Sem/session_rdm_ses-11+.npz,True,72,26,0.40488505193468655,0.4724818485222129,0.0126258663568585,26
+Sem,ses-11,data/processed/fmri_wrn/ds006239/roi-phonology/Sem/session_rdm_ses-11.npz,True,72,24,0.34607378033301583,0.42430136361934084,0.011941139006169582,24
+SemLocal,ses-11+,data/processed/fmri_wrn/ds006239/roi-phonology/SemLocal/session_rdm_ses-11+.npz,True,48,27,0.3052597540935395,0.38228820029336097,0.017164338624227934,27
+SemLocal,ses-11,data/processed/fmri_wrn/ds006239/roi-phonology/SemLocal/session_rdm_ses-11.npz,True,48,21,0.24848129467863803,0.34895831837933206,0.011597575708212057,21

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,96,0.5287288662094625,-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
+corrected,Orth,ses-11,word_frequency,96,0.5329456336254198,-0.044191231716973506,True,-0.023551523988090194,0.33053389322135573,-1.9478442770542025e-05,0.024440791574939856,-0.9628184697784177,stimulus,1.0,False
+corrected,Orth,ses-11,condition,96,0.5329456336254198,0.06052931727283459,True,0.032258835346884895,0.026794641071785644,-8.857339939308849e-05,0.013872145018154999,2.3318245809578753,stimulus,1.0,False
+corrected,Orth,ses-11,text_edit_distance,96,0.5329456336254198,0.056785972667736447,True,0.03026383618444257,0.0669866026794641,6.0508883554860085e-05,0.01675458240162695,1.8026905460891782,stimulus,1.0,False
+corrected,Orth,ses-11,visual_pixels,96,0.5329456336254198,-0.028482317729805008,True,-0.01517952686963146,0.47470505898820237,-0.00035480406058968844,0.0214030097469899,-0.6926466409909504,stimulus,1.0,False
+corrected,Orth,ses-11,visual_luminance,96,0.5329456336254198,-0.06541448243494387,True,-0.034862362789570056,0.08258348330333934,-0.000238917358168141,0.02052798196927061,-1.686646328974026,stimulus,1.0,False
+corrected,Orth,ses-11+,word_frequency,96,0.5641849263391924,0.009278820132300246,True,0.005234970452856429,0.8174365126974605,0.00010929875885244629,0.023120833710976528,0.22169060847269098,stimulus,1.0,False
+corrected,Orth,ses-11+,condition,96,0.5641849263391924,0.05208679593073366,True,0.029386585125425517,0.03819236152769446,-0.00014303959378401664,0.013940515680260208,2.118259137207189,stimulus,1.0,False
+corrected,Orth,ses-11+,text_edit_distance,96,0.5641849263391924,0.01982952442774268,True,0.011187518778607219,0.4793041391721656,-2.9955005425452853e-05,0.016393339940019895,0.6842701868192206,stimulus,1.0,False
+corrected,Orth,ses-11+,visual_pixels,96,0.5641849263391924,-0.02494254132307925,True,-0.014072205839073728,0.49190161967606477,-0.000358994826041873,0.02042602535642974,-0.6713597370544645,stimulus,1.0,False
+corrected,Orth,ses-11+,visual_luminance,96,0.5641849263391924,-0.06793439112189713,True,-0.03832755945100542,0.05138972205558888,-0.0001460624463799503,0.01967067170733986,-1.9410367663467991,stimulus,1.0,False
+corrected,Phon,ses-11,word_frequency,96,0.5329456336254198,-0.044191231716973506,True,-0.023551523988090194,0.33053389322135573,-1.9478442770542025e-05,0.024440791574939856,-0.9628184697784177,stimulus,1.0,False
+corrected,Phon,ses-11,condition,96,0.5329456336254198,0.0006483519983052697,True,0.00034553636654910907,0.9826034793041392,7.60911064063033e-05,0.014512391296540333,0.018566565262643747,stimulus,1.0,False
+corrected,Phon,ses-11,text_edit_distance,96,0.5329456336254198,0.056785972667736447,True,0.03026383618444257,0.0669866026794641,6.0508883554860085e-05,0.01675458240162695,1.8026905460891782,stimulus,1.0,False
+corrected,Phon,ses-11,visual_pixels,96,0.5329456336254198,-0.028482317729805008,True,-0.01517952686963146,0.47470505898820237,-0.00035480406058968844,0.0214030097469899,-0.6926466409909504,stimulus,1.0,False
+corrected,Phon,ses-11,visual_luminance,96,0.5329456336254198,-0.06541448243494387,True,-0.034862362789570056,0.08258348330333934,-0.000238917358168141,0.02052798196927061,-1.686646328974026,stimulus,1.0,False
+corrected,Phon,ses-11+,word_frequency,96,0.5641849263391924,0.009278820132300246,True,0.005234970452856429,0.8174365126974605,0.00010929875885244629,0.023120833710976528,0.22169060847269098,stimulus,1.0,False
+corrected,Phon,ses-11+,condition,96,0.5641849263391924,0.017797734461608747,True,0.010041213506227236,0.4461107778444311,-1.4746639112650117e-05,0.014405876621540002,0.6980456940472428,stimulus,1.0,False
+corrected,Phon,ses-11+,text_edit_distance,96,0.5641849263391924,0.01982952442774268,True,0.011187518778607219,0.4793041391721656,-2.9955005425452853e-05,0.016393339940019895,0.6842701868192206,stimulus,1.0,False
+corrected,Phon,ses-11+,visual_pixels,96,0.5641849263391924,-0.02494254132307925,True,-0.014072205839073728,0.49190161967606477,-0.000358994826041873,0.02042602535642974,-0.6713597370544645,stimulus,1.0,False
+corrected,Phon,ses-11+,visual_luminance,96,0.5641849263391924,-0.06793439112189713,True,-0.03832755945100542,0.05138972205558888,-0.0001460624463799503,0.01967067170733986,-1.9410367663467991,stimulus,1.0,False
+corrected,Sem,ses-11,word_frequency,72,0.3460735211274073,0.04467991757017512,True,0.015462536397192816,0.3233353329334133,-3.26487972288656e-06,0.015454916702111894,1.000704279033844,stimulus,1.0,False
+corrected,Sem,ses-11,condition,72,0.3460735211274073,0.017401138611159047,True,0.006022073310789893,0.7524495100979804,-0.00024071207097246922,0.01956255326561611,0.3201415120208225,stimulus,1.0,False
+corrected,Sem,ses-11,text_edit_distance,72,0.3460735211274073,-0.043277043129220275,True,-0.014977038699711929,0.45030993801239755,-0.00012421781541203808,0.019379052525458462,-0.7664368969546448,stimulus,1.0,False
+corrected,Sem,ses-11,visual_pixels,72,0.3460735211274073,-0.06224643583584037,True,-0.021541843227340506,0.20075984803039393,0.00019995951860438542,0.01695562717023474,-1.2822765283981892,stimulus,1.0,False
+corrected,Sem,ses-11,visual_luminance,72,0.3460735211274073,-0.0672057416125856,True,-0.02325812763984622,0.1807638472305539,0.00020003994969289244,0.017405700892952035,-1.3477289844553249,stimulus,1.0,False
+corrected,Sem,ses-11+,word_frequency,72,0.40488516913909905,0.04640973913838408,True,0.018790615080746104,0.1983603279344131,-3.823771677617871e-06,0.014923902266923337,1.259351509746852,stimulus,1.0,False
+corrected,Sem,ses-11+,condition,72,0.40488516913909905,0.032800130099445546,True,0.013280286223098464,0.46970605878824234,-6.700737745728204e-05,0.019705519487919692,0.6773378193891746,stimulus,1.0,False
+corrected,Sem,ses-11+,text_edit_distance,72,0.40488516913909905,0.026993557098658413,True,0.01092929093155624,0.5596880623875224,-0.00022390159635686646,0.019086367847542248,0.5843538496385497,stimulus,1.0,False
+corrected,Sem,ses-11+,visual_pixels,72,0.40488516913909905,-0.04107816715283546,True,-0.016631940655599968,0.3129374125174965,0.00016287230104940884,0.016693195087229305,-1.0060873827857992,stimulus,1.0,False
+corrected,Sem,ses-11+,visual_luminance,72,0.40488516913909905,-0.034333605586914735,True,-0.01390116770521309,0.41571685662867425,0.0003018865441441428,0.01723510126829358,-0.824077214716556,stimulus,1.0,False
+corrected,SemLocal,ses-11,condition,48,0.2484818434818085,-0.04672974954855537,True,-0.011611494313268246,0.6850629874025195,-0.0002114773356409386,0.030475259992488544,-0.3740744781197298,stimulus,1.0,False
+corrected,SemLocal,ses-11,text_edit_distance,48,0.2484818434818085,-0.018804377224038996,True,-0.004672546318156542,0.8758248350329934,-0.00024868919977451,0.029162070901678296,-0.15169900426981464,stimulus,1.0,False
+corrected,SemLocal,ses-11,visual_pixels,48,0.2484818434818085,0.06372176223168015,True,0.01583370094923736,0.5612877424515097,1.1358267092099306e-05,0.027253430803384354,0.5805633351526469,stimulus,1.0,False
+corrected,SemLocal,ses-11,visual_luminance,48,0.2484818434818085,0.021033382936686964,True,0.005226413766766792,0.8472305538892222,-0.000836297552302206,0.027648243480151408,0.21928016234384368,stimulus,1.0,False
+corrected,SemLocal,ses-11+,condition,48,0.3052601704501246,-0.025727407857899353,True,-0.007853552907942232,0.7854429114177165,-1.6065471822363297e-05,0.030569802102246232,-0.2563800514523972,stimulus,1.0,False
+corrected,SemLocal,ses-11+,text_edit_distance,48,0.3052601704501246,-0.008616279282519934,True,-0.0026302068824279124,0.9320135972805439,-0.00018596685475218096,0.0291376182570538,-0.08388606117454812,stimulus,1.0,False
+corrected,SemLocal,ses-11+,visual_pixels,48,0.3052601704501246,-0.06002215037770786,True,-0.018322371855082113,0.47910417916416714,4.1630210668033785e-05,0.02575603534279435,-0.712998014664348,stimulus,1.0,False
+corrected,SemLocal,ses-11+,visual_luminance,48,0.3052601704501246,0.08117192750674865,True,0.02477855642647525,0.34453109378124375,-0.0005327432602662514,0.02653083271484274,0.9540333678115953,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
-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
+condition,8,0.008983685332220579,0.032258835346884895,2.3318245809578753,0.026794641071785644,0,0.06052931727283459
+text_edit_distance,8,0.00894402611966993,0.03026383618444257,1.8026905460891782,0.0669866026794641,0,0.056785972667736447
+word_frequency,6,-0.0003966592654214354,0.018790615080746104,1.259351509746852,0.1983603279344131,0,0.04640973913838408
+visual_luminance,8,-0.01919177120412103,0.02477855642647525,0.9540333678115953,0.05138972205558888,0,0.08117192750674865
+visual_pixels,8,-0.01239574002577445,0.01583370094923736,0.5805633351526469,0.20075984803039393,0,0.06372176223168015

roi-phonology/control/dimensionality_summary.json

@@ -1,5 +1,5 @@
 {
-  "group_rdm_effective_rank_median": 59,
+  "group_rdm_effective_rank_median": 60,
   "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-11,96,64,49,37,55,0.5287288662094625
-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
+Orth,ses-11,96,66,49,35,57,0.5329456336254198
+Orth,ses-11+,96,66,52,36,57,0.5641849263391924
+Phon,ses-11,96,66,49,35,57,0.5329456336254198
+Phon,ses-11+,96,66,52,36,57,0.5641849263391924
+Sem,ses-11,72,53,42,37,47,0.3460735211274073
+Sem,ses-11+,72,54,45,39,48,0.40488516913909905
+SemLocal,ses-11,48,38,31,26,34,0.2484818434818085
+SemLocal,ses-11+,48,38,32,27,35,0.3052601704501246

roi-phonology/control/summary.json

@@ -9,12 +9,12 @@
     "visual_pixels",
     "word_frequency"
   ],
-  "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,
+  "best_control": "condition",
+  "best_rsa": 0.032258835346884895,
+  "best_z": 2.3318245809578753,
+  "best_cell": "Orth/ses-11",
+  "best_frac_of_ceiling": 0.06052931727283459,
+  "lm_best_rsa_for_comparison": 0.0771122942859387,
   "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,95592496.0,21,168,8,0.00018794333554184028,0.014187280899418552,0.019447985126710823,0.0535013953797298,0.0535013953797298,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
+pythia-70m-full,95592496.0,21,168,8,0.0011800303808901197,0.018666050194156472,0.022962668714953262,0.0687605503367688,0.0687605503367688,SemLocal/ses-11,8,0.015909834727154577,0.27672324560968314,,,,,False,7.486490839433301e-05,True,,-0.17466265271523024,0.2810571952468683,40
+pythia-160m-full,212654688.0,21,168,8,-0.010628442023775771,0.008797225895337227,0.019579915804481086,0.0468134504413724,-0.0468134504413724,Sem/ses-11+,0,-0.021226631176161984,0.1829259277512432,,,,,False,2.21960318748223e-06,True,,-0.17466265271523024,0.2810571952468683,40
+pythia-410m-full,505997504.0,21,168,8,-0.002097730657426834,0.013602010571812165,0.020086838927472886,0.0590741687723793,0.0590741687723793,SemLocal/ses-11+,2,0.003040677137900541,0.2334876537860774,,,,,False,1.0977007523635388e-05,True,,-0.17466265271523024,0.2810571952468683,40
+pythia-1b-full,1078891008.0,21,168,8,-0.008070990045684996,0.006299771112945249,0.018363358432399474,0.0465917992105976,-0.0465917992105976,Orth/ses-11,4000,-0.0174671261268053,0.18093621446534286,,,,,False,1.4830902478444022e-07,True,,-0.17466265271523024,0.2810571952468683,40
+pythia-1.4b-full,1515311488.0,21,168,8,-0.011126229877240292,0.009392616952851474,0.019501759864506155,0.0682036980403643,-0.0682036980403643,Orth/ses-11,8000,-0.022091635317436676,0.2257514164931764,,,,,False,3.7539802401778014e-06,True,,-0.17466265271523024,0.2810571952468683,40

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,0.012972132503021361,0.01154049249668644,,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
+pico-decoder-small,0.00675063468533653,0.016177059284967286,,0.0680667524820783,,,,False,0.2739310923589212,6.518498882791569e-05,True
+pico-decoder-tiny,0.0065109781525563805,0.009475786709493705,,0.0591314160206779,,,,False,0.19370852275062275,1.8731112029706086e-06,True
+pico-decoder-large,0.0026773177686492764,0.012714495074844852,,0.0543328056865522,,,,False,0.21865954037635335,7.616073134034762e-06,True
+pico-decoder-medium,0.001627152756251812,0.01363631863427262,,0.0644901079480601,,,,False,0.25953707312844393,1.0464261829170153e-05,True
+pythia-70m-full,0.0011800303808901197,0.018666050194156472,,0.0687605503367688,,,,False,0.27672324560968314,7.486490839433301e-05,True
+babylm-gpt2,-0.0016984873147873406,0.007770218988641288,,0.0340729619675139,,,,False,0.07293394338009469,2.3712490066166567e-07,True
+pythia-410m-full,-0.002097730657426834,0.013602010571812165,,0.0590741687723793,,,,False,0.2334876537860774,1.0977007523635388e-05,True
+beetle-humanscale-eng,-0.002211967311433426,0.010544671887852346,,0.0357950229792478,,,,False,0.14405520152147333,2.0395494686966393e-06,True
+beetle-fineweb3-eng,-0.006683623555611695,0.00724043425671626,,0.0545836668575688,,,,False,0.1788105576500037,3.083721843830297e-07,True
+pythia-1b-full,-0.008070990045684996,0.006299771112945249,,0.0465917992105976,,,,False,0.18093621446534286,1.4830902478444022e-07,True
+pythia-160m-full,-0.010628442023775771,0.008797225895337227,,0.0468134504413724,,,,False,0.1829259277512432,2.21960318748223e-06,True
+pythia-1.4b-full,-0.011126229877240292,0.009392616952851474,,0.0682036980403643,,,,False,0.2257514164931764,3.7539802401778014e-06,True
+babylm-gpt2-5,-0.03014342598483171,0.03006282635499096,,0.0691513144324644,,,,False,0.12975304869414764,0.05197740481107282,False
+babylm-gpt2-3,-0.03016102155967468,0.030261528630146948,,0.0714417824598709,,,,False,0.13405080083279594,0.05304991451534222,False
+babylm-gpt2-7,-0.030296259443712836,0.03040154372018085,,0.0734383784214201,,,,False,0.13779714195657086,0.05471938058484222,False

roi-phonology/summary.json

@@ -4,23 +4,23 @@
   "n_families": 15,
   "n_rows": 2096,
   "n_cells": 8,
-  "ceiling_lower_mean": 0.42837768141067994,
-  "best_rsa_abs": 0.0771122942859387,
-  "best_frac_of_ceiling": 0.3117021337575527,
+  "ceiling_lower_mean": 0.43737015271537927,
+  "best_rsa_abs": 0.0734383784214201,
+  "best_frac_of_ceiling": 0.27672324560968314,
   "seed_null_sd_median": null,
   "null_max_p95_median": null,
   "families_beating_null_max": 0,
-  "families_equivalent_to_zero": 15,
+  "families_equivalent_to_zero": 12,
   "sesoi": 0.05,
-  "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,
+  "scale_trend_rho": -0.17466265271523024,
+  "scale_trend_p": 0.2810571952468683,
+  "var_pct_cell": 14.375875656947132,
+  "var_pct_family": 19.3373806146098,
+  "var_pct_residual": 66.23903380477896,
+  "untrained_mean": 0.0008259286975406381,
   "untrained_n": 88,
-  "trained_mean": -0.0031642558058806772,
+  "trained_mean": -0.0051127692415607546,
   "trained_n": 2008,
-  "untrained_vs_trained_t": 1.3156337481350753,
-  "untrained_vs_trained_p": 0.19138283638152584
+  "untrained_vs_trained_t": 2.460245824087979,
+  "untrained_vs_trained_p": 0.01567525088617617
 }

roi-phonology/training_trend.csv

@@ -1,16 +1,16 @@
 family,n_cells,trend_rho_mean,trend_rho_sd,t,p
-pico-decoder-tiny,8,0.577922077922078,0.2851520864492001,5.732416345042921,0.0007111624516422625
-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
-pythia-1.4b-full,8,-0.027443976764091604,0.5261922775049838,-0.14751886640853576,0.8868816396839765
-pythia-160m-full,8,-0.03264046940581311,0.6682130933881832,-0.1381612990606547,0.8940033811785096
-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
+pico-decoder-tiny,8,0.5780844155844156,0.17025861165810743,9.603447517329448,2.791676556157338e-05
+beetle-fineweb3-eng,8,0.4215735860309172,0.24031128235151542,4.961856780665831,0.001634159068968516
+babylm-gpt2-7,8,0.31666666666666665,0.4789207443461594,1.870181235782051,0.10365023103984952
+babylm-gpt2,8,0.22291666666666668,0.7901646151578917,0.7979394855994871,0.4511217509386344
+beetle-humanscale-eng,8,0.08987332059560821,0.6337127899477452,0.40112830574965924,0.7002881828330269
+babylm-gpt2-3,8,0.029166666666666674,0.6883238209881178,0.11985026323802711,0.9079690585039049
+babylm-gpt2-5,8,-0.03749999999999998,0.6982262106723303,-0.15190781376690204,0.8835451676367849
+pythia-160m-full,8,-0.03946086599807258,0.7104069050767509,-0.15711021804167963,0.879593592994909
+pythia-1b-full,8,-0.05310165918259152,0.6961274076911002,-0.21575673007794668,0.8353294923653383
+pythia-1.4b-full,8,-0.06999026026818633,0.5155449646598339,-0.3839865854207363,0.7123858777571273
+pythia-70m-full,8,-0.10734005113055956,0.2810333906076078,-1.0803111741736886,0.31581264912388046
+pico-decoder-small,8,-0.17126623376623376,0.2000764106017283,-2.4211452998415246,0.04601473764690841
+pico-decoder-medium,8,-0.2722402597402598,0.2254765358452081,-3.4150415350798173,0.01121070549316337
+pico-decoder-large,8,-0.2946428571428572,0.2749467402037682,-3.0310446620968974,0.019086444958278662
+pythia-410m-full,8,-0.3140630240340426,0.5195517047840369,-1.7097516337222762,0.13105711797318562