diff --git a/README.md b/README.md
index 3e92275..5e030be 100644
--- a/README.md
+++ b/README.md
@@ -4,15 +4,15 @@ This is a repository of openly available hypergraph datasets in JSON format with
 
 ## Overview of the xgi-data format
 The xgi-data format for hypergraph data sets is a JSON data structure with the following structure:
-* "hypergraph-data": This tag accesses the attributes of the entire hypergraph dataset such as the authors or dataset name.
-* "node-data": This tag accesses the nodes of the hypergraph and their associated properties as a dictionary where the keys are node IDs and the corresponding values are dictionaries. If a node doesn't have any properties, the associated dictionary is empty.
-  * "name": This tag accesses the node's name if there is one that is different from the ID specified in the hyperedges.
+* `hypergraph-data`: This tag accesses the attributes of the entire hypergraph dataset such as the authors or dataset name.
+* `node-data`: This tag accesses the nodes of the hypergraph and their associated properties as a dictionary where the keys are node IDs and the corresponding values are dictionaries. If a node doesn't have any properties, the associated dictionary is empty.
+  * `name`: This tag accesses the node's name if there is one that is different from the ID specified in the hyperedges.
   * Other tags are user-specified based on the particular attributes provided by the dataset.
-* "edge-data": This tag accesses the hyperedges of the hypergraph and their associated attributes.
-  * "name": This tag accesses the edge's name if one is provided.
-  * "timestamp": This is the tag specifying the time associated with the hyperedge if it is given. All times are stored in ISO8601 standard.
+* `edge-data`: This tag accesses the hyperedges of the hypergraph and their associated attributes.
+  * `name`: This tag accesses the edge's name if one is provided.
+  * `timestamp`: This is the tag specifying the time associated with the hyperedge if it is given. All times are stored in ISO8601 standard.
   * Other tags are user-specified based on the particular attributes provided by the dataset.
-* "edge-dict": This tag accesses the edge IDs and the corresponding nodes which participate in that hyperedge.
+* `edge-dict`: This tag accesses the edge IDs and the corresponding nodes which participate in that hyperedge.
 
 All IDs are strings but can be converted to other types if desired.
 
diff --git a/get_stats.ipynb b/get_stats.ipynb
index 333d1ec..d95ce99 100644
--- a/get_stats.ipynb
+++ b/get_stats.ipynb
@@ -108,17 +108,17 @@
     "    data = json.load(file)\n",
     "\n",
     "props = {\n",
-    "    \"num-nodes\": \"{:,d}\".format(num_nodes),\n",
-    "    \"num-edges\": \"{:,d}\".format(num_edges),\n",
-    "    \"num-unique-edges\": \"{:,d}\".format(num_unique_edges),\n",
-    "    \"min-edge-size\": \"{:,d}\".format(smin),\n",
-    "    \"max-edge-size\": \"{:,d}\".format(smax),\n",
-    "    \"mean-edge-size\": \"{:,.2f}\".format(smean),\n",
-    "    \"min-degree\": \"{:,d}\".format(dmin),\n",
-    "    \"max-degree\": \"{:,d}\".format(dmax),\n",
-    "    \"mean-degree\": \"{:,.2f}\".format(dmean),\n",
-    "    \"num-components\": \"{:,d}\".format(num_components),\n",
-    "    \"gc-size\": \"{:,d}\".format(size_gc),\n",
+    "    \"num-nodes\": int(num_nodes),\n",
+    "    \"num-edges\": int(num_edges),\n",
+    "    \"num-unique-edges\": int(num_unique_edges),\n",
+    "    \"min-edge-size\": int(smin),\n",
+    "    \"max-edge-size\": int(smax),\n",
+    "    \"mean-edge-size\": round(smean, 2),\n",
+    "    \"min-degree\": int(dmin),\n",
+    "    \"max-degree\": int(dmax),\n",
+    "    \"mean-degree\": round(dmean, 2),\n",
+    "    \"num-components\": int(num_components),\n",
+    "    \"gc-size\": int(size_gc),\n",
     "}\n",
     "data[dataset_name].update(props)\n",
     "\n",
diff --git a/index.json b/index.json
index 4b20037..e8ae15a 100644
--- a/index.json
+++ b/index.json
@@ -1,380 +1,380 @@
 {
   "coauth-dblp": {
     "url": "https://zenodo.org/records/10155873/files/coauth-DBLP.json",
-    "num-nodes": "1,930,378",
-    "num-edges": "3,700,681",
-    "num-unique-edges": "2,599,087",
-    "min-edge-size": "1",
-    "max-edge-size": "280",
-    "mean-edge-size": "2.79",
-    "min-degree": "1",
-    "max-degree": "1,425",
-    "mean-degree": "5.35",
-    "num-components": "154,294",
-    "gc-size": "1,659,954"
+    "num-nodes": 1930378,
+    "num-edges": 3700681,
+    "num-unique-edges": 2599087,
+    "min-edge-size": 1,
+    "max-edge-size": 280,
+    "mean-edge-size": 2.79,
+    "min-degree": 1,
+    "max-degree": 1425,
+    "mean-degree": 5.35,
+    "num-components": 154294,
+    "gc-size": 1659954
   },
   "coauth-mag-geology": {
     "url": "https://zenodo.org/records/10928443/files/coauth-MAG-Geology.json",
-    "num-nodes": "1,261,129",
-    "num-edges": "1,591,166",
-    "num-unique-edges": "1,204,704",
-    "min-edge-size": "1",
-    "max-edge-size": "284",
-    "mean-edge-size": "2.80",
-    "min-degree": "1",
-    "max-degree": "1,153",
-    "mean-degree": "3.53",
-    "num-components": "52",
-    "gc-size": "903,973"
+    "num-nodes": 1261129,
+    "num-edges": 1591166,
+    "num-unique-edges": 1204704,
+    "min-edge-size": 1,
+    "max-edge-size": 284,
+    "mean-edge-size": 2.80,
+    "min-degree": 1,
+    "max-degree": 1153,
+    "mean-degree": 3.53,
+    "num-components": 52,
+    "gc-size": 903973
   },
   "coauth-mag-history": {
     "url": "https://zenodo.org/records/10928551/files/coauth-MAG-History.json",
-    "num-nodes": "1,034,876",
-    "num-edges": "1,813,147",
-    "num-unique-edges": "896,062",
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-    "mean-degree": "2.32",
-    "num-components": "75",
-    "gc-size": "242,048"
+    "num-nodes": 1034876,
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+    "num-unique-edges": 896062,
+    "min-edge-size": 1,
+    "max-edge-size": 925,
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+    "mean-degree": 2.32,
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+    "gc-size": 242048
   },
   "congress-bills": {
     "url": "https://zenodo.org/records/10928561/files/congress-bills.json",
-    "num-nodes": "1,718",
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-    "max-degree": "9,375",
-    "mean-degree": "1,421.30",
-    "num-components": "1",
-    "gc-size": "1,718"
+    "num-nodes": 1718,
+    "num-edges": 282049,
+    "num-unique-edges": 105733,
+    "min-edge-size": 1,
+    "max-edge-size": 400,
+    "mean-edge-size": 8.66,
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+    "mean-degree": 1421.30,
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   },
   "contact-high-school": {
     "url": "https://zenodo.org/records/10155802/files/contact-high-school.json",
-    "num-nodes": "327",
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-    "mean-degree": "1,078.65",
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-    "gc-size": "327"
+    "num-nodes": 327,
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   },
   "contact-primary-school": {
     "url": "https://zenodo.org/records/10155810/files/contact-primary-school.json",
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-    "max-degree": "2,234",
-    "mean-degree": "925.61",
-    "num-components": "1",
-    "gc-size": "242"
+    "num-nodes": 242,
+    "num-edges": 106879,
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+    "min-degree": 125,
+    "max-degree": 2234,
+    "mean-degree": 925.61,
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   },
   "dawn": {
     "url": "https://zenodo.org/records/10155779/files/dawn.json",
-    "num-nodes": "2,558",
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-    "gc-size": "2,290"
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   "diseasome": {
     "url": "https://zenodo.org/records/10155812/files/diseasome.json",
-    "num-nodes": "516",
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   "disgenenet": {
     "url": "https://zenodo.org/records/10155817/files/disgenenet.json",
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+    "mean-degree": 9.18,
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   },
   "email-enron": {
     "url": "https://zenodo.org/records/10155819/files/email-enron.json",
-    "num-nodes": "148",
-    "num-edges": "10,885",
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   },
   "email-eu": {
     "url": "https://zenodo.org/records/10155823/files/email-eu.json",
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   },
   "science-gallery": {
     "url": "https://zenodo.org/records/10206142/files/science-gallery.json",
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   "sfhh-conference": {
     "url": "https://zenodo.org/records/10198859/files/sfhh-conference.json",
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