From 9a091121d5be482a316ec2686a5ea59e98d841aa Mon Sep 17 00:00:00 2001 From: Jenna Robinson <72708971+robinsonjenna@users.noreply.github.com> Date: Mon, 31 Jan 2022 13:35:51 -0500 Subject: [PATCH 1/2] Merge waterbody IDs and cluster results --- scripts/Cluster_merging_jer.R | 39 +++++++++++++++++++++++++++++++++++ 1 file changed, 39 insertions(+) create mode 100644 scripts/Cluster_merging_jer.R diff --git a/scripts/Cluster_merging_jer.R b/scripts/Cluster_merging_jer.R new file mode 100644 index 0000000..195c9d0 --- /dev/null +++ b/scripts/Cluster_merging_jer.R @@ -0,0 +1,39 @@ +# Creating csv for Rahul that contains our 7 groups and lake IDs + +pacman::p_load(dplyr) + +x_ids <- read.csv("C:/users/jerob/Desktop/X_ids_v2.csv") +sofia_clusters <- read.csv("C:/users/jerob/Desktop/y_pred_clusters_50_interp.csv") + +sofia_clusters <- sofia_clusters %>% + mutate(Cluster_50 = X0) %>% + select(everything(), -X0) + +# assigning groups to each of the 50 clutsers +Group1 <- c(12, 16, 4, 28, 18, 48, 35, 41, 15, 38, 22, 31, 39, 23) +Group2 <- c(46, 17, 3, 33, 42) +Group3 <- c(14, 49, 13) +Group4 <- c(26, 21, 8) +Group5 <- c(25, 45, 24, 11, 43, 9, 29, 34) +Group6 <- c(44, 36, 0, 27, 30) +Group7 <- c(2, 19, 20, 5, 32, 37, 40, 7, 1, 47, 10, 6) + +clusters <- sofia_clusters %>% mutate(Group_num = case_when(Cluster_50 %in% Group1 ~1, + Cluster_50 %in% Group2 ~2, + Cluster_50 %in% Group3 ~3, + Cluster_50 %in% Group4 ~4, + Cluster_50 %in% Group5 ~5, + Cluster_50 %in% Group6 ~6, + Cluster_50 %in% Group7 ~7)) + +# merge waterbody ID's into dataframe +merged_clusts <- merge(clusters, x_ids) + +output <- merged_clusts %>% + mutate(X_subset = X, Waterbody_ID = id) %>% + select(X_subset, Waterbody_ID, Cluster_50, Group_num) + +# save output +write.csv(output, "C:/users/jerob/Desktop/Cluster_Group_IDs.csv") + + From c98c3a9e483b978e1d203e72742d1bb3267703bd Mon Sep 17 00:00:00 2001 From: Jenna Robinson <72708971+robinsonjenna@users.noreply.github.com> Date: Mon, 31 Jan 2022 13:36:50 -0500 Subject: [PATCH 2/2] Added files for merging script --- data/X_ids_v2.csv | 4001 ++++++++++++++++++++++++++++ data/y_pred_clusters_50_interp.csv | 4001 ++++++++++++++++++++++++++++ 2 files changed, 8002 insertions(+) create mode 100644 data/X_ids_v2.csv create mode 100644 data/y_pred_clusters_50_interp.csv diff --git a/data/X_ids_v2.csv b/data/X_ids_v2.csv new file mode 100644 index 0000000..be5bb96 --- /dev/null +++ b/data/X_ids_v2.csv @@ -0,0 +1,4001 @@ +,id +0,644641 +1,719132 +2,572454 +3,567378 +4,644258 +5,648249 +6,642130 +7,573013 +8,647523 +9,705788 +10,712778 +11,646904 +12,471057 +13,706255 +14,644423 +15,647804 +16,698188 +17,712283 +18,698503 +19,647432 +20,654576 +21,572698 +22,471024 +23,647998 +24,642359 +25,646947 +26,697906 +27,654234 +28,677468 +29,648332 +30,719182 +31,712838 +32,571625 +33,648350 +34,642776 +35,697266 +36,644470 +37,718659 +38,648354 +39,643502 +40,723408 +41,644803 +42,718734 +43,735475 +44,654662 +45,735327 +46,718585 +47,654732 +48,647181 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