From c5966518ef34b962ce1e34f13f4da4e5362bc4e0 Mon Sep 17 00:00:00 2001 From: Matthew Gaughan Date: Tue, 29 Jul 2025 13:38:50 -0700 Subject: [PATCH] updating similarity vectors --- mgaughan-rstudio-server_27815770.out | 17 ++++++ p2/authorship_breakdown_cosine_similarity.png | Bin 0 -> 23144 bytes p2/outcome_similarity_vector.png | Bin 0 -> 57372 bytes p2/quest/neurobiber_cosine.R | 54 ++++++++++++++++++ 4 files changed, 71 insertions(+) create mode 100644 mgaughan-rstudio-server_27815770.out create mode 100644 p2/authorship_breakdown_cosine_similarity.png create mode 100644 p2/outcome_similarity_vector.png create mode 100644 p2/quest/neurobiber_cosine.R diff --git a/mgaughan-rstudio-server_27815770.out b/mgaughan-rstudio-server_27815770.out new file mode 100644 index 0000000..1106020 --- /dev/null +++ b/mgaughan-rstudio-server_27815770.out @@ -0,0 +1,17 @@ +1. SSH tunnel from your workstation using the following command: + + ssh -N -L 8787:n3439:41317 mjilg@klone.hyak.uw.edu + + and point your web browser to http://localhost:8787 + +2. log in to RStudio Server using the following credentials: + + user: mjilg + password: yo0riOVPbQWPzplKhedd + +When done using RStudio Server, terminate the job by: + +1. Exit the RStudio Session ("power" button in the top right corner of the RStudio window) +2. Issue the following command on the login node: + + scancel -f 27815770 diff --git a/p2/authorship_breakdown_cosine_similarity.png b/p2/authorship_breakdown_cosine_similarity.png new file mode 100644 index 0000000000000000000000000000000000000000..bd11371c2f1e1a2ceb3b9d079ee5b2f8314f38b6 GIT binary patch literal 23144 zcmdqJ2UwHuwkL}ES5OpCsvsyLU5e7Xfb`y_ORoW`p@pb`AXVv7rT5+mMSAa@0Fh3B z&^rVs3GOqq&+NVD+?n&-JNNKB`sHhHUGG}I^;_%xzA7t9J-A1H4+{(HfsFK9RV=Jq zlUP_ci*RnDu27NfY@iNzKS*mkVPWC5p#Ri~Pt%&JQ#59PMbc8pm%G3A`gSfwxo~ zp5YO^9eyz5H(RPbtf(VavE*M4 z=<}Nen>XLjv+CC_ZEe|clADp<{QWf{A>q-ZN2As{99ZA-a27hXfm<`XJ3GAYd+D2E zSc2a*^OpC;u)dwIfzc&BB51vVI^4xsK>h#muRq0p=0%-7yCM1nb@=x286N5&{e}P= zb$Ia`7lgI+n2=sEK?K~e$@KDDD#LP5OpLzY?R)p`k&AfOZ8BliHK2;y3(n5Y{&Wl5 zb!|}8l{%VENJzhEqNlKV*!RnqEohaJD>0UV4XQqOneWdfx+58BAoqSx>FMd2#$f$+ z=^(%E-@jA#ezlU`xBU_!x z(9lpoKw!!b)y^JK0&qdd6TZF45)+9ak|_PoAP%zoOi|XTo|odfGj@bho}Xv6&svZ`y(0EOiA}jYn|Z>TU)G 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zQmmv`{oP>hhY5$x>u3A(eDt*bjJkQ74Nzrm3vQ|Jr5V93P!anrD8UgDq{O-kjVQGjBA&+hbd+=JZ| z#*f!6W=js!T8k*xp{3Lk(v#vScP;gzRmame3%)wcoJ zCvT;{kBq-J$FIz3Pe+>pcW=q_St5^FcDFu%qExphN8R>^=bYfmYnOD4=g)1|A&l1HJf&GW>pZNEnS3~Hu7?+!n~sEUrF`r~!&ej6Z74222nv+qwalJ#rM(uOw3=fhll$cB zPS3nQR-%Si!Yhq;yM0sG_So1oLMwHp=2f}qD{hO|O`3DaT$Fz?x0&4R%kdS4&o=I| z-KGGv*iCKLj=sg`>0FZ7ew@3iC-V7(y7UjHK2y~c=F@!;zvXT5FmzGO+Al?n|G zu}Zu9wTs*A#v+ada-g$ENZ&kJT#!~ItoIv9l z4%}zpD*SMKSAEy-WnS6cleZNlS1wwurLOq2j=A{N9??GUD+Oyqm9E5>zkjxty;MeW z@zm8lPu+`eXRn?uS#*j^SYzW_ey~CD46Wefw;32z8eIE + filter(comment_type == "task_description") + +X <- do.call(rbind, neurobiber_df$normalized_features_vec) + +library(coop) +#cos_sim1 <- coop::cosine(t(X)) + +register_means <- aggregate( + X, + by = list( + affiliation = neurobiber_df$AuthorWMFAffil, + outcome= neurobiber_df$status + ), + FUN = mean +) + +feature_mat <- as.matrix(register_means[, -(1:2)]) +cos_sim_matrix <- coop::cosine(t(feature_mat)) +rownames(cos_sim_matrix) <- apply(register_means[, 1:2], 1, paste, collapse = "_") +colnames(cos_sim_matrix) <- rownames(cos_sim_matrix) + + +scaled_mat <- scale(cos_sim_matrix) +#pheatmap(scaled_mat, symm = TRUE) +#heatmap(cos_sim_matrix, col=heat.colors(256), breaks=seq(-1, 1, length.out=257)) +library(pheatmap) +pheatmap(cos_sim_matrix, + register_rows = FALSE, # Now features are clustered (rows) + register_cols = FALSE, + scale='none') # Standardize featu + +library(reshape2) +library(ggplot2) +sim_df <- melt(cos_sim_matrix, na.rm = TRUE) +ggplot(sim_df, aes(Var1, Var2, fill = value)) + + geom_tile() + + scale_fill_gradient2(low = "white", high = "red", mid = "blue", midpoint = 0.5, limit = c(0,1)) + + theme(axis.text.x = element_text(angle = 90, hjust = 1)) + +diag(cos_sim_matrix) <- NA +which(cos_sim_matrix == max(cos_sim_matrix, na.rm = TRUE), arr.ind = TRUE) # Most similar +which(cos_sim_matrix == min(cos_sim_matrix, na.rm = TRUE), arr.ind = TRUE) # Least similar