diff --git a/README.md b/README.md
index d5927cb..ed0c46c 100644
--- a/README.md
+++ b/README.md
@@ -57,319 +57,114 @@ Sample data is included in the project to enable running the sample command:
 
     make load_share_data DATADIR=../data/from_data_dump_samples/africarxiv
 
-You should then see some sample that looks like:
+You should then see some sample that looks like this:
 
 cd ingest && ts-node loadShareDataFromDataDump.ts && cd ..
 Reading share records from filename: ../data/from_data_dump_samples/africarxiv/africarxiv.json-list_5
+
 Processing 587 share records
-Sample Record: {
+
+Sample Record: 
+{
+
   "id": "_:ba357bb3-3edd-4c70-a582-bd53fd02be74",
+
   "title": "test",
+
   "description": "jbvouabvoboaefojlnlenfe",
+  
   "type": "preprint",
+
   "resourceIdentifiers": [
+
     "http://dx.doi.org/10.17605/OSF.IO/Y6TSV",
+
     "http://osf.io/y6tsv/"
+
   ],
+
   "persons": [
+
     {
+
       "id": "_:697a6b04-6b11-4026-bd6f-80cf5f2bb676",
+
       "given_name": "Rebecca",
+
       "family_name": "Rosenblatt",
+
       "identifiers": [
+
         "mailto:(email redacted)",
+
         "mailto:(email redacted)",
+
         "http://secure.gravatar.com/avatar/49eda97a447ff554d60e15fea9bf18e7?d=identicon",
+
         "http://orcid.org/0000-0003-2310-899X",
+
         "http://osf.io/45fsd/"
+
       ],
+
       "type": [
+
         "creator"
+
       ]
+
     }
+
   ],
+
   "subjects": [
+
     {
+
       "name": "Architecture",
+
       "uri": "https://api.osf.io/v2/taxonomies/584240d954be81056ceca9e5/"
+
     }
+
   ],
+
   "institutions": [
+
     {
+
       "id": "_:914a2485-038b-49a5-90ba-5f4de6d4eafc",
+
       "name": "University of Virginia",
+
       "type": [
+
         "isaffiliatedwith"
+
       ]
+
     },
+
     {
+
       "id": "_:04ef4a19-b131-4cf7-956b-51f460429831",
+
       "name": "Center For Open Science",
+
       "type": [
+
         "isaffiliatedwith"
+
       ]
+
     }
-  ],
-  "rawMetadata": {
-    "person": [
-      {
-        "@id": "_:697a6b04-6b11-4026-bd6f-80cf5f2bb676",
-        "@type": "person",
-        "given_name": "Rebecca",
-        "family_name": "Rosenblatt",
-        "identifiers": [
-          {
-            "@id": "_:19126b6f-e990-4e48-a1ef-e33fcb7ff84e",
-            "@type": "agentidentifier"
-          },
-          {
-            "@id": "_:6834a3c3-80b0-4d91-a211-0654220fa939",
-            "@type": "agentidentifier"
-          },
-          {
-            "@id": "_:d2b19273-fe9b-4529-b76d-2b22627c49ff",
-            "@type": "agentidentifier"
-          },
-          {
-            "@id": "_:efbf7f8a-cbe0-4739-8847-f32f29fa8594",
-            "@type": "agentidentifier"
-          },
-          {
-            "@id": "_:fd127ce8-ddc8-4652-83a7-d2c4f4797ada",
-            "@type": "agentidentifier"
-          }
-        ],
-        "work_relations": [
-          {
-            "@id": "_:c7694c77-f266-43ac-8bfd-aa114d938a4c",
-            "@type": "creator"
-          }
-        ],
-        "additional_name": "P.",
-        "outgoing_agent_relations": [
-          {
-            "@id": "_:48cfa4e7-ef62-40cb-92b8-c573daf10ea4",
-            "@type": "isaffiliatedwith"
-          },
-          {
-            "@id": "_:5ca99efa-42ed-4b26-9188-c89bef71487b",
-            "@type": "isaffiliatedwith"
-          }
-        ]
-      }
-    ],
-    "agentidentifier": [
-      {
-        "@id": "_:6834a3c3-80b0-4d91-a211-0654220fa939",
-        "uri": "mailto:(email redacted)",
-        "host": "cos.io",
-        "@type": "agentidentifier",
-        "agent": {
-          "@id": "_:697a6b04-6b11-4026-bd6f-80cf5f2bb676",
-          "@type": "person"
-        },
-        "scheme": "mailto"
-      },
-      {
-        "@id": "_:fd127ce8-ddc8-4652-83a7-d2c4f4797ada",
-        "uri": "http://osf.io/45fsd/",
-        "host": "osf.io",
-        "@type": "agentidentifier",
-        "agent": {
-          "@id": "_:697a6b04-6b11-4026-bd6f-80cf5f2bb676",
-          "@type": "person"
-        },
-        "scheme": "http"
-      },
-      {
-        "@id": "_:efbf7f8a-cbe0-4739-8847-f32f29fa8594",
-        "uri": "http://orcid.org/0000-0003-2310-899X",
-        "host": "orcid.org",
-        "@type": "agentidentifier",
-        "agent": {
-          "@id": "_:697a6b04-6b11-4026-bd6f-80cf5f2bb676",
-          "@type": "person"
-        },
-        "scheme": "http"
-      },
-      {
-        "@id": "_:19126b6f-e990-4e48-a1ef-e33fcb7ff84e",
-        "uri": "mailto:(email redacted)",
-        "host": "gmail.com",
-        "@type": "agentidentifier",
-        "agent": {
-          "@id": "_:697a6b04-6b11-4026-bd6f-80cf5f2bb676",
-          "@type": "person"
-        },
-        "scheme": "mailto"
-      },
-      {
-        "@id": "_:d2b19273-fe9b-4529-b76d-2b22627c49ff",
-        "uri": "http://secure.gravatar.com/avatar/49eda97a447ff554d60e15fea9bf18e7?d=identicon",
-        "host": "secure.gravatar.com",
-        "@type": "agentidentifier",
-        "agent": {
-          "@id": "_:697a6b04-6b11-4026-bd6f-80cf5f2bb676",
-          "@type": "person"
-        },
-        "scheme": "http"
-      }
-    ],
-    "preprint": [
-      {
-        "@id": "_:ba357bb3-3edd-4c70-a582-bd53fd02be74",
-        "@type": "preprint",
-        "title": "test",
-        "is_deleted": false,
-        "description": "jbvouabvoboaefojlnlenfe",
-        "identifiers": [
-          {
-            "@id": "_:2437e5f6-1f40-425e-b26c-cd656e644763",
-            "@type": "workidentifier"
-          },
-          {
-            "@id": "_:ecba1b70-2c18-43dc-88c2-d84956755c06",
-            "@type": "workidentifier"
-          }
-        ],
-        "date_updated": "2018-06-19T14:54:30.001589+00:00",
-        "date_published": "2018-06-19T14:54:28.913627+00:00",
-        "agent_relations": [
-          {
-            "@id": "_:c7694c77-f266-43ac-8bfd-aa114d938a4c",
-            "@type": "creator"
-          }
-        ],
-        "subject_relations": [
-          {
-            "@id": "_:1f80aeac-4b33-49a7-9674-b771fecc974f",
-            "@type": "throughsubjects"
-          }
-        ]
-      }
-    ],
-    "workidentifier": [
-      {
-        "@id": "_:2437e5f6-1f40-425e-b26c-cd656e644763",
-        "uri": "http://dx.doi.org/10.17605/OSF.IO/Y6TSV",
-        "host": "dx.doi.org",
-        "@type": "workidentifier",
-        "scheme": "http",
-        "creative_work": {
-          "@id": "_:ba357bb3-3edd-4c70-a582-bd53fd02be74",
-          "@type": "preprint"
-        }
-      },
-      {
-        "@id": "_:ecba1b70-2c18-43dc-88c2-d84956755c06",
-        "uri": "http://osf.io/y6tsv/",
-        "host": "osf.io",
-        "@type": "workidentifier",
-        "scheme": "http",
-        "creative_work": {
-          "@id": "_:ba357bb3-3edd-4c70-a582-bd53fd02be74",
-          "@type": "preprint"
-        }
-      }
-    ],
-    "institution": [
-      {
-        "@id": "_:914a2485-038b-49a5-90ba-5f4de6d4eafc",
-        "name": "University of Virginia",
-        "@type": "institution",
-        "incoming_agent_relations": [
-          {
-            "@id": "_:5ca99efa-42ed-4b26-9188-c89bef71487b",
-            "@type": "isaffiliatedwith"
-          }
-        ]
-      },
-      {
-        "@id": "_:04ef4a19-b131-4cf7-956b-51f460429831",
-        "name": "Center For Open Science",
-        "@type": "institution",
-        "incoming_agent_relations": [
-          {
-            "@id": "_:48cfa4e7-ef62-40cb-92b8-c573daf10ea4",
-            "@type": "isaffiliatedwith"
-          }
-        ]
-      }
-    ],
-    "isaffiliatedwith": [
-      {
-        "@id": "_:5ca99efa-42ed-4b26-9188-c89bef71487b",
-        "@type": "isaffiliatedwith",
-        "related": {
-          "@id": "_:914a2485-038b-49a5-90ba-5f4de6d4eafc",
-          "@type": "institution"
-        },
-        "subject": {
-          "@id": "_:697a6b04-6b11-4026-bd6f-80cf5f2bb676",
-          "@type": "person"
-        }
-      },
-      {
-        "@id": "_:48cfa4e7-ef62-40cb-92b8-c573daf10ea4",
-        "@type": "isaffiliatedwith",
-        "related": {
-          "@id": "_:04ef4a19-b131-4cf7-956b-51f460429831",
-          "@type": "institution"
-        },
-        "subject": {
-          "@id": "_:697a6b04-6b11-4026-bd6f-80cf5f2bb676",
-          "@type": "person"
-        }
-      }
-    ],
-    "subject": [
-      {
-        "@id": "_:e35906bb-7478-44c1-90f0-3dc1f7eebe75",
-        "uri": "https://api.osf.io/v2/taxonomies/584240d954be81056ceca9e5/",
-        "name": "Architecture",
-        "@type": "subject",
-        "is_deleted": false,
-        "work_relations": [
-          {
-            "@id": "_:1f80aeac-4b33-49a7-9674-b771fecc974f",
-            "@type": "throughsubjects"
-          }
-        ]
-      }
-    ],
-    "creator": [
-      {
-        "@id": "_:c7694c77-f266-43ac-8bfd-aa114d938a4c",
-        "@type": "creator",
-        "agent": {
-          "@id": "_:697a6b04-6b11-4026-bd6f-80cf5f2bb676",
-          "@type": "person"
-        },
-        "cited_as": "Rebecca Rosenblatt",
-        "order_cited": 0,
-        "creative_work": {
-          "@id": "_:ba357bb3-3edd-4c70-a582-bd53fd02be74",
-          "@type": "preprint"
-        }
-      }
-    ],
-    "throughsubjects": [
-      {
-        "@id": "_:1f80aeac-4b33-49a7-9674-b771fecc974f",
-        "@type": "throughsubjects",
-        "subject": {
-          "@id": "_:e35906bb-7478-44c1-90f0-3dc1f7eebe75",
-          "@type": "subject"
-        },
-        "is_deleted": false,
-        "creative_work": {
-          "@id": "_:ba357bb3-3edd-4c70-a582-bd53fd02be74",
-          "@type": "preprint"
-        }
-      }
-    ]
-  }
+
+  ]
+
+  ...
+  
 }
+
 Loaded 587 Share Records from ../data/from_data_dump_samples/africarxiv/africarxiv.json-list_5
 
 # Sample Test Output From API