diff --git a/app.py b/app.py
index 8b06c21b251ca53ed7750fb662940c4a05ee3a9d..109e82ee3072a2c52ae6e4e86ef1baa2eb662bf2 100644
--- a/app.py
+++ b/app.py
@@ -2,7 +2,7 @@ import pickle
 import gradio as gr
 from datasets import load_dataset
 from transformers import AutoModel, AutoFeatureExtractor
-
+import wikipedia
 
 # Only runs once when the script is first run.
 with open("slugs_index_1024_cosine.pickle", "rb") as handle:
@@ -29,19 +29,34 @@ def query(image, top_k=4):
     images_with_captions = [(i, c) for i, c in zip(images,captions)]
     labels_with_probs = dict(zip(captions,logits))
     labels_with_probs = {k: 1- v for k, v in labels_with_probs.items()}
-    return images_with_captions, labels_with_probs
-
+    try:
+    	description = wikipedia.summary(captions[0], sentences = 1)
+    	description = "## " + description
+    	url = wikipedia.page(captions[0]).url
+    	url = " You can learn more about your slug [here](" + str(url) + ")!"
+    	description = description + url
+    except:
+    	description = "## Sea slugs, or Nudibranchs, are marine invertebrates that often live in reefs underwater. They have an enormous variation in body shape, color, and size."
+    	url = "https://en.wikipedia.org/wiki/Sea_slug"
+    	url = " You can learn more about your slug [here](" + str(url) + ")!"
+    	description = description + url
+    return images_with_captions, labels_with_probs, description
+    
+    
 
 with gr.Blocks() as demo:
-	gr.Markdown("# Find my Sea Slug 🐌")
+	gr.Markdown("# Which Slug Am I ? 🐌")
 	gr.Markdown("## Use this Space to find your sea slug, based on the [Nudibranchs of the Sunshine Coast Australia dataset](https://huggingface.co/datasets/sasha/australian_sea_slugs)!")
 	with gr.Row():
 		with gr.Column(min_width= 900):
 			inputs = gr.Image(shape=(800, 1600))
 			btn = gr.Button("Find my sea slug 🐌!")
+			description = gr.Markdown()
+			
 		with gr.Column():
 			outputs=gr.Gallery().style(grid=[2], height="auto")
 			labels = gr.Label()
+			
 	gr.Markdown("### Image Examples")
 	gr.Examples(
 	examples=["elton.jpg", "ken.jpg", "gaga.jpg", "taylor.jpg"],
@@ -50,7 +65,7 @@ with gr.Blocks() as demo:
 	fn=query,
 	cache_examples=True,
 	)
-	btn.click(query, inputs, [outputs, labels])
+	btn.click(query, inputs, [outputs, labels, description])
 	
 demo.launch()
     
diff --git a/gradio_cached_examples/11/component 0/8d270ec8-da00-471b-a1ae-e78efae812d4/captions.json b/gradio_cached_examples/11/component 0/8d270ec8-da00-471b-a1ae-e78efae812d4/captions.json
new file mode 100644
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--- /dev/null
+++ b/gradio_cached_examples/11/component 0/8d270ec8-da00-471b-a1ae-e78efae812d4/captions.json	
@@ -0,0 +1 @@
+{"/home/sasha/Documents/HuggingFace/find-my-sea-slug/gradio_cached_examples/11/component 0/8d270ec8-da00-471b-a1ae-e78efae812d4/tmpvt7_pclkqu7ayp6_.png": "Philinopsis pilsbryi", "/home/sasha/Documents/HuggingFace/find-my-sea-slug/gradio_cached_examples/11/component 0/8d270ec8-da00-471b-a1ae-e78efae812d4/tmpi67ptxcr1aikli53.png": "Philinopsis pilsbryi", "/home/sasha/Documents/HuggingFace/find-my-sea-slug/gradio_cached_examples/11/component 0/8d270ec8-da00-471b-a1ae-e78efae812d4/tmpyv0h2ynmpd2jpicg.png": "Halgerda aurantiomaculata", "/home/sasha/Documents/HuggingFace/find-my-sea-slug/gradio_cached_examples/11/component 0/8d270ec8-da00-471b-a1ae-e78efae812d4/tmp7dcr9lz8l_aoi7q0.png": "Micromelo undata"}
\ No newline at end of file
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diff --git a/gradio_cached_examples/11/component 1/tmp85up16jz.json b/gradio_cached_examples/11/component 1/tmp85up16jz.json
new file mode 100644
index 0000000000000000000000000000000000000000..c6d43f065717f3bb008de34f44bc15a085349909
--- /dev/null
+++ b/gradio_cached_examples/11/component 1/tmp85up16jz.json	
@@ -0,0 +1 @@
+{"label": "Philinopsis pilsbryi", "confidences": [{"label": "Philinopsis pilsbryi", "confidence": 0.0}, {"label": "Halgerda aurantiomaculata", "confidence": 0.0}, {"label": "Micromelo undata", "confidence": 0.0}]}
\ No newline at end of file
diff --git a/gradio_cached_examples/11/log.csv b/gradio_cached_examples/11/log.csv
new file mode 100644
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--- /dev/null
+++ b/gradio_cached_examples/11/log.csv
@@ -0,0 +1,2 @@
+component 0,component 1,flag,username,timestamp
+/home/sasha/Documents/HuggingFace/find-my-sea-slug/gradio_cached_examples/11/component 0/8d270ec8-da00-471b-a1ae-e78efae812d4,/home/sasha/Documents/HuggingFace/find-my-sea-slug/gradio_cached_examples/11/component 1/tmp85up16jz.json,,,2022-12-16 13:18:08.434686
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+++ b/gradio_cached_examples/12/component 0/51ba82b5-3cff-45ff-b32d-76dfd7f4ce0e/captions.json	
@@ -0,0 +1 @@
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\ No newline at end of file
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\ No newline at end of file
diff --git a/gradio_cached_examples/13/component 1/tmppqxsgu1_.json b/gradio_cached_examples/13/component 1/tmppqxsgu1_.json
new file mode 100644
index 0000000000000000000000000000000000000000..5ec3d409c2f498a268bc6ebb1e1e18c40bc57420
--- /dev/null
+++ b/gradio_cached_examples/13/component 1/tmppqxsgu1_.json	
@@ -0,0 +1 @@
+{"label": "Hallaxa indecora", "confidences": [{"label": "Hallaxa indecora", "confidence": 0.15913860581831485}, {"label": "Rostanga bifurcata", "confidence": 0.15435959463431237}, {"label": "(Crosse & Fischer, 1865)", "confidence": 0.15100633689905418}, {"label": "Pleurobranchus caledonicus", "confidence": 0.1485400156066694}]}
\ No newline at end of file
diff --git a/gradio_cached_examples/13/log.csv b/gradio_cached_examples/13/log.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8eec57f5bdfbb43acc14bbf437fec892594da04f
--- /dev/null
+++ b/gradio_cached_examples/13/log.csv
@@ -0,0 +1,5 @@
+component 0,component 1,flag,username,timestamp
+/home/sasha/Documents/HuggingFace/find-my-sea-slug/gradio_cached_examples/13/component 0/a7809c84-4636-43a4-a3f3-1233032ddca7,/home/sasha/Documents/HuggingFace/find-my-sea-slug/gradio_cached_examples/13/component 1/tmp5f9146s5.json,,,2022-12-16 13:36:26.581680
+/home/sasha/Documents/HuggingFace/find-my-sea-slug/gradio_cached_examples/13/component 0/04d95beb-9b2f-420a-b5b7-66ec14f3ad63,/home/sasha/Documents/HuggingFace/find-my-sea-slug/gradio_cached_examples/13/component 1/tmp7wezi951.json,,,2022-12-16 13:36:27.917863
+/home/sasha/Documents/HuggingFace/find-my-sea-slug/gradio_cached_examples/13/component 0/26b50a07-a95e-422e-a55c-96c8cbeae7b3,/home/sasha/Documents/HuggingFace/find-my-sea-slug/gradio_cached_examples/13/component 1/tmppqxsgu1_.json,,,2022-12-16 13:36:29.668807
+/home/sasha/Documents/HuggingFace/find-my-sea-slug/gradio_cached_examples/13/component 0/8f453916-2755-44a6-92ff-2b74d75c2eb3,/home/sasha/Documents/HuggingFace/find-my-sea-slug/gradio_cached_examples/13/component 1/tmpj1emgwzm.json,,,2022-12-16 13:36:31.668843
diff --git a/requirements.txt b/requirements.txt
index 6cfeb1640d385b30d204ea688a0939e37345a5ca..fa2396f361b3751dada4de718da97a98aa4b1089 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -4,3 +4,4 @@ numpy==1.21.6
 torch==1.12.1
 torchvision
 pynndescent
+wikipedia