diff --git a/.gitignore b/.gitignore
index 6dcd794..70099fe 100644
--- a/.gitignore
+++ b/.gitignore
@@ -7,7 +7,9 @@ code/simclr-pytorch-reefs/evaluation/__pycache__
 code/simclr-pytorch-reefs/evaluation/wandb/
 code/simclr-pytorch-reefs/evaluation/model_states_i2map_simclr
 scratch/baseline
+code/simclr-pytorch-reefs/evaluation/embeddings/raw_embeddings/
 code/simclr-pytorch-reefs/evaluation/embeddings/raw_embeddings
+code/simclr-pytorch-reefs/evaluation/embeddings/log_metrics/
 
 
 
diff --git a/code/simclr-pytorch-reefs/evaluation/batchsize_sweep.sh b/code/simclr-pytorch-reefs/evaluation/batchsize_sweep.sh
new file mode 100755
index 0000000..4eb7a6f
--- /dev/null
+++ b/code/simclr-pytorch-reefs/evaluation/batchsize_sweep.sh
@@ -0,0 +1,6 @@
+#!/bin/bash
+for batch_size in 16 32 64 128 256; do
+    ./fully_train_resnet_all.sh $batch_size
+done
+
+# trying 8 again. then, completed 16 and 32 for batch size sweep. so continue from 64
\ No newline at end of file
diff --git a/code/simclr-pytorch-reefs/evaluation/fully_train_resnet_all_augs.sh b/code/simclr-pytorch-reefs/evaluation/fully_train_resnet_all_augs.sh
new file mode 100755
index 0000000..8644606
--- /dev/null
+++ b/code/simclr-pytorch-reefs/evaluation/fully_train_resnet_all_augs.sh
@@ -0,0 +1,37 @@
+#!/bin/bash
+
+# conserve this order, with bermuda first
+configs=("config_australia.yml" "config_bermuda.yml" "config_kenya.yml" "config_florida.yml" "config_french_polynesia.yml" "config_indonesia.yml")
+
+# Set the desired batch_size and num_epochs IF ADDING HERE, ALSO ADD TO THE FOR LOOP BELOW 
+batch_size=64
+num_epochs=100
+learning_rate=0.001
+train_percent=0.8 # may want to change by dataset
+starting_weights="ImageNet" # "ReefCLR" or "ImageNet" - should always be ImageNet for fully training!
+finetune=False # True = train only final layer, False = train all layers
+transform=True
+device="cuda:1"
+wandb_project="Fully_trained_ResNet_augmented"
+
+# to add: starting weights, learning rate etc
+# to do: name the wandb somthing sensible.
+#
+for config in "${configs[@]}"; do
+    # Print the current config being processed
+    echo "Processing configuration file: $config"
+
+    # Use sed to modify the batch_size and num_epochs in the config file
+    sed -i "s/batch_size: [0-9]*/batch_size: $batch_size/" multiple_config_runs/$config
+    sed -i "s/num_epochs: [0-9]*/num_epochs: $num_epochs/" multiple_config_runs/$config
+    sed -i "s/learning_rate: .*/learning_rate: $learning_rate/" multiple_config_runs/$config
+    sed -i "s/train_percent: .*/train_percent: $train_percent/" multiple_config_runs/$config
+    sed -i "s/starting_weights: .*/starting_weights: $starting_weights/" multiple_config_runs/$config
+    sed -i "s/finetune: .*/finetune: $finetune/" multiple_config_runs/$config
+    sed -i "s/transform: .*/transform: $transform/" multiple_config_runs/$config
+    sed -i "s/device: .*/device: $device/" multiple_config_runs/$config
+    sed -i "s/wandb_project: .*/wandb_project: $wandb_project/" multiple_config_runs/$config
+
+
+    python train_eval.py --config multiple_config_runs/$config
+done
\ No newline at end of file
diff --git a/remove.txt b/remove.txt
new file mode 100644
index 0000000..ef328e7
--- /dev/null
+++ b/remove.txt
@@ -0,0 +1,5 @@
+code/notebooks/embedding_extractor/embeddings/
+home/ben/reef-audio-representation-learning/code/simclr-pytorch-reefs/evaluation/embeddings/raw_embeddings
+
+home/ben/reef-audio-representation-learning/scratch/baseline
+scratch/baseline
\ No newline at end of file