diff --git a/config.yaml b/config.yaml
index f1666796..c50b8dee 100644
--- a/config.yaml
+++ b/config.yaml
@@ -275,6 +275,11 @@ datasets:
         geneticsscore: genetics_score
         omicsscore: multi_omics_score
       destination: *dest
+      gx_enabled: true
+      gx_nested_columns:
+        - target_risk_score
+        - genetics_score
+        - multi_omics_score
 
   - rna_distribution_data:
       files: *rna_diff_expr_data_files
diff --git a/gx_suite_definitions/distribution_data.ipynb b/gx_suite_definitions/distribution_data.ipynb
new file mode 100644
index 00000000..798a8317
--- /dev/null
+++ b/gx_suite_definitions/distribution_data.ipynb
@@ -0,0 +1,201 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import synapseclient\n",
+    "import json\n",
+    "\n",
+    "import pandas as pd\n",
+    "import great_expectations as gx\n",
+    "\n",
+    "from agoradatatools.gx import GreatExpectationsRunner\n",
+    "\n",
+    "context = gx.get_context(project_root_dir='../src/agoradatatools/great_expectations')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Create Expectation Suite for Distribution Data"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Get Example Data File"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "syn = synapseclient.Synapse()\n",
+    "syn.login()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "distribution_data_file = syn.get(\"syn27572407\").path\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Create Validator Object on Data File"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = pd.read_json(distribution_data_file)\n",
+    "nested_columns = ['target_risk_score', 'genetics_score', 'multi_omics_score']\n",
+    "df = GreatExpectationsRunner.convert_nested_columns_to_json(df, nested_columns)\n",
+    "validator = context.sources.pandas_default.read_dataframe(df)\n",
+    "validator.expectation_suite_name = \"distribution_data\""
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Add Expectations to Validator Object For Each Column"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# target_risk_score\n",
+    "validator.expect_column_values_to_be_of_type(\"target_risk_score\", \"str\")\n",
+    "validator.expect_column_values_to_not_be_null(\"target_risk_score\")\n",
+    "#get JSON schema\n",
+    "with open(\"../src/agoradatatools/great_expectations/gx/json_schemas/distribution_data/target_risk_score.json\", \"r\") as file:\n",
+    "    target_risk_score_schema = json.load(file)\n",
+    "validator.expect_column_values_to_match_json_schema(\"target_risk_score\", json_schema=target_risk_score_schema)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# genetics_score\n",
+    "validator.expect_column_values_to_be_of_type(\"genetics_score\", \"str\")\n",
+    "validator.expect_column_values_to_not_be_null(\"genetics_score\")\n",
+    "#get JSON schema\n",
+    "with open(\"../src/agoradatatools/great_expectations/gx/json_schemas/distribution_data/genetics_score.json\", \"r\") as file:\n",
+    "    genetics_score_schema = json.load(file)\n",
+    "validator.expect_column_values_to_match_json_schema(\"genetics_score\", json_schema=genetics_score_schema)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# multi_omics_score\n",
+    "validator.expect_column_values_to_be_of_type(\"multi_omics_score\", \"str\")\n",
+    "validator.expect_column_values_to_not_be_null(\"multi_omics_score\")\n",
+    "#get JSON schema\n",
+    "with open(\"../src/agoradatatools/great_expectations/gx/json_schemas/distribution_data/multi_omics_score.json\", \"r\") as file:\n",
+    "    multi_omics_score_schema = json.load(file)\n",
+    "validator.expect_column_values_to_match_json_schema(\"multi_omics_score\", json_schema=multi_omics_score_schema)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Save Expectation Suite"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "validator.save_expectation_suite(discard_failed_expectations=False)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Create Checkpoint and View Results"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "checkpoint = context.add_or_update_checkpoint(\n",
+    "    name=\"agora-test-checkpoint\",\n",
+    "    validator=validator,\n",
+    ")\n",
+    "checkpoint_result = checkpoint.run()\n",
+    "context.view_validation_result(checkpoint_result)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Build Data Docs - Click on Expectation Suite to View All Expectations"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "context.build_data_docs()\n",
+    "context.open_data_docs()\n"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.13"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/src/agoradatatools/great_expectations/gx/expectations/distribution_data.json b/src/agoradatatools/great_expectations/gx/expectations/distribution_data.json
new file mode 100644
index 00000000..9f05f876
--- /dev/null
+++ b/src/agoradatatools/great_expectations/gx/expectations/distribution_data.json
@@ -0,0 +1,352 @@
+{
+  "data_asset_type": null,
+  "expectation_suite_name": "distribution_data",
+  "expectations": [
+    {
+      "expectation_type": "expect_column_values_to_be_of_type",
+      "kwargs": {
+        "column": "target_risk_score",
+        "type_": "str"
+      },
+      "meta": {}
+    },
+    {
+      "expectation_type": "expect_column_values_to_not_be_null",
+      "kwargs": {
+        "column": "target_risk_score"
+      },
+      "meta": {}
+    },
+    {
+      "expectation_type": "expect_column_values_to_match_json_schema",
+      "kwargs": {
+        "column": "target_risk_score",
+        "json_schema": {
+          "$id": "http://example.com/example.json",
+          "$schema": "https://json-schema.org/draft/2019-09/schema",
+          "default": {},
+          "properties": {
+            "bins": {
+              "default": [],
+              "items": {
+                "default": [],
+                "items": {
+                  "allOf": [
+                    {
+                      "default": 0,
+                      "minimum": 0,
+                      "type": "number"
+                    },
+                    {
+                      "default": 0,
+                      "maximum": 5,
+                      "type": "number"
+                    }
+                  ]
+                },
+                "maxItems": 2,
+                "minItems": 2,
+                "type": "array"
+              },
+              "maxItems": 10,
+              "minItems": 10,
+              "type": "array"
+            },
+            "distribution": {
+              "default": [],
+              "items": {
+                "minimum": 0,
+                "type": "number"
+              },
+              "maxItems": 10,
+              "minItems": 10,
+              "type": "array"
+            },
+            "first_quartile": {
+              "default": 0.0,
+              "type": "number"
+            },
+            "max": {
+              "default": 0.0,
+              "type": "number"
+            },
+            "mean": {
+              "default": 0.0,
+              "type": "number"
+            },
+            "min": {
+              "default": 0.0,
+              "type": "number"
+            },
+            "name": {
+              "default": "Target Risk Score",
+              "pattern": "Target Risk Score",
+              "type": "string"
+            },
+            "syn_id": {
+              "default": "syn25913473",
+              "pattern": "syn25913473",
+              "type": "string"
+            },
+            "third_quartile": {
+              "default": 0.0,
+              "type": "number"
+            },
+            "wiki_id": {
+              "default": "621071",
+              "pattern": "621071",
+              "type": "string"
+            }
+          },
+          "required": [
+            "distribution",
+            "bins",
+            "min",
+            "max",
+            "mean",
+            "first_quartile",
+            "third_quartile",
+            "name",
+            "syn_id",
+            "wiki_id"
+          ],
+          "title": "Target Risk Score Schema",
+          "type": "object"
+        }
+      },
+      "meta": {}
+    },
+    {
+      "expectation_type": "expect_column_values_to_be_of_type",
+      "kwargs": {
+        "column": "genetics_score",
+        "type_": "str"
+      },
+      "meta": {}
+    },
+    {
+      "expectation_type": "expect_column_values_to_not_be_null",
+      "kwargs": {
+        "column": "genetics_score"
+      },
+      "meta": {}
+    },
+    {
+      "expectation_type": "expect_column_values_to_match_json_schema",
+      "kwargs": {
+        "column": "genetics_score",
+        "json_schema": {
+          "$id": "http://example.com/example.json",
+          "$schema": "https://json-schema.org/draft/2019-09/schema",
+          "default": {},
+          "properties": {
+            "bins": {
+              "default": [],
+              "items": {
+                "default": [],
+                "items": {
+                  "allOf": [
+                    {
+                      "default": 0,
+                      "minimum": 0,
+                      "type": "number"
+                    },
+                    {
+                      "default": 0,
+                      "maximum": 3,
+                      "type": "number"
+                    }
+                  ]
+                },
+                "maxItems": 2,
+                "minItems": 2,
+                "type": "array"
+              },
+              "maxItems": 10,
+              "minItems": 10,
+              "type": "array"
+            },
+            "distribution": {
+              "default": [],
+              "items": {
+                "minimum": 0,
+                "type": "number"
+              },
+              "maxItems": 10,
+              "minItems": 10,
+              "type": "array"
+            },
+            "first_quartile": {
+              "default": 0.0,
+              "type": "number"
+            },
+            "max": {
+              "default": 0.0,
+              "type": "number"
+            },
+            "mean": {
+              "default": 0.0,
+              "type": "number"
+            },
+            "min": {
+              "default": 0.0,
+              "type": "number"
+            },
+            "name": {
+              "default": "Genetic Risk Score",
+              "pattern": "Genetic Risk Score",
+              "type": "string"
+            },
+            "syn_id": {
+              "default": "syn25913473",
+              "pattern": "syn25913473",
+              "type": "string"
+            },
+            "third_quartile": {
+              "default": 0.0,
+              "type": "number"
+            },
+            "wiki_id": {
+              "default": "621069",
+              "pattern": "621069",
+              "type": "string"
+            }
+          },
+          "required": [
+            "distribution",
+            "bins",
+            "min",
+            "max",
+            "mean",
+            "first_quartile",
+            "third_quartile",
+            "name",
+            "syn_id",
+            "wiki_id"
+          ],
+          "title": "Genetics Score Schema",
+          "type": "object"
+        }
+      },
+      "meta": {}
+    },
+    {
+      "expectation_type": "expect_column_values_to_be_of_type",
+      "kwargs": {
+        "column": "multi_omics_score",
+        "type_": "str"
+      },
+      "meta": {}
+    },
+    {
+      "expectation_type": "expect_column_values_to_not_be_null",
+      "kwargs": {
+        "column": "multi_omics_score"
+      },
+      "meta": {}
+    },
+    {
+      "expectation_type": "expect_column_values_to_match_json_schema",
+      "kwargs": {
+        "column": "multi_omics_score",
+        "json_schema": {
+          "$id": "http://example.com/example.json",
+          "$schema": "https://json-schema.org/draft/2019-09/schema",
+          "default": {},
+          "properties": {
+            "bins": {
+              "default": [],
+              "items": {
+                "default": [],
+                "items": {
+                  "allOf": [
+                    {
+                      "default": 0,
+                      "minimum": 0,
+                      "type": "number"
+                    },
+                    {
+                      "default": 0,
+                      "maximum": 2,
+                      "type": "number"
+                    }
+                  ]
+                },
+                "maxItems": 2,
+                "minItems": 2,
+                "type": "array"
+              },
+              "maxItems": 10,
+              "minItems": 10,
+              "type": "array"
+            },
+            "distribution": {
+              "default": [],
+              "items": {
+                "minimum": 0,
+                "type": "number"
+              },
+              "maxItems": 10,
+              "minItems": 10,
+              "type": "array"
+            },
+            "first_quartile": {
+              "default": 0.0,
+              "type": "number"
+            },
+            "max": {
+              "default": 0.0,
+              "type": "number"
+            },
+            "mean": {
+              "default": 0.0,
+              "type": "number"
+            },
+            "min": {
+              "default": 0.0,
+              "type": "number"
+            },
+            "name": {
+              "default": "Multi-omic Risk Score",
+              "pattern": "Multi-omic Risk Score",
+              "type": "string"
+            },
+            "syn_id": {
+              "default": "syn25913473",
+              "pattern": "syn25913473",
+              "type": "string"
+            },
+            "third_quartile": {
+              "default": 0.0,
+              "type": "number"
+            },
+            "wiki_id": {
+              "default": "621070",
+              "pattern": "621070",
+              "type": "string"
+            }
+          },
+          "required": [
+            "distribution",
+            "bins",
+            "min",
+            "max",
+            "mean",
+            "first_quartile",
+            "third_quartile",
+            "name",
+            "syn_id",
+            "wiki_id"
+          ],
+          "title": "Multi Omics Score Schema",
+          "type": "object"
+        }
+      },
+      "meta": {}
+    }
+  ],
+  "ge_cloud_id": null,
+  "meta": {
+    "great_expectations_version": "0.18.1"
+  }
+}
diff --git a/src/agoradatatools/great_expectations/gx/json_schemas/distribution_data/genetics_score.json b/src/agoradatatools/great_expectations/gx/json_schemas/distribution_data/genetics_score.json
new file mode 100644
index 00000000..d577f669
--- /dev/null
+++ b/src/agoradatatools/great_expectations/gx/json_schemas/distribution_data/genetics_score.json
@@ -0,0 +1,90 @@
+{
+    "$schema": "https://json-schema.org/draft/2019-09/schema",
+    "$id": "http://example.com/example.json",
+    "type": "object",
+    "default": {},
+    "title": "Genetics Score Schema",
+    "required": [
+        "distribution",
+        "bins",
+        "min",
+        "max",
+        "mean",
+        "first_quartile",
+        "third_quartile",
+        "name",
+        "syn_id",
+        "wiki_id"
+    ],
+    "properties": {
+        "distribution": {
+            "type": "array",
+            "default": [],
+            "minItems": 10,
+            "maxItems": 10,
+            "items": {
+                "type": "number",
+                "minimum": 0
+            }
+        },
+        "bins": {
+            "type": "array",
+            "default": [],
+            "minItems": 10,
+            "maxItems": 10,
+            "items": {
+                "type": "array",
+                "default": [],
+                "minItems": 2,
+                "maxItems": 2,
+                "items": {
+                    "allOf": [{
+                        "type": "number",
+                        "default": 0,
+                        "minimum": 0
+                    },
+                    {
+                        "type": "number",
+                        "default": 0,
+                        "maximum": 3
+                    }]
+                }
+            }
+        },
+        "min": {
+            "type": "number",
+            "default": 0.0
+        },
+        "max": {
+            "type": "number",
+            "default": 0.0
+        },
+        "mean": {
+            "type": "number",
+            "default": 0.0
+        },
+        "first_quartile": {
+            "type": "number",
+            "default": 0.0
+        },
+        "third_quartile": {
+            "type": "number",
+            "default": 0.0
+        },
+        "name": {
+            "type": "string",
+            "default": "Genetic Risk Score",
+            "pattern": "Genetic Risk Score"
+        },
+        "syn_id": {
+            "type": "string",
+            "default": "syn25913473",
+            "pattern": "syn25913473"
+        },
+        "wiki_id": {
+            "type": "string",
+            "default": "621069",
+            "pattern": "621069"
+        }
+    }
+}
diff --git a/src/agoradatatools/great_expectations/gx/json_schemas/distribution_data/multi_omics_score.json b/src/agoradatatools/great_expectations/gx/json_schemas/distribution_data/multi_omics_score.json
new file mode 100644
index 00000000..e29bd64f
--- /dev/null
+++ b/src/agoradatatools/great_expectations/gx/json_schemas/distribution_data/multi_omics_score.json
@@ -0,0 +1,90 @@
+{
+    "$schema": "https://json-schema.org/draft/2019-09/schema",
+    "$id": "http://example.com/example.json",
+    "type": "object",
+    "default": {},
+    "title": "Multi Omics Score Schema",
+    "required": [
+        "distribution",
+        "bins",
+        "min",
+        "max",
+        "mean",
+        "first_quartile",
+        "third_quartile",
+        "name",
+        "syn_id",
+        "wiki_id"
+    ],
+    "properties": {
+        "distribution": {
+            "type": "array",
+            "default": [],
+            "minItems": 10,
+            "maxItems": 10,
+            "items": {
+                "type": "number",
+                "minimum": 0
+            }
+        },
+        "bins": {
+            "type": "array",
+            "default": [],
+            "minItems": 10,
+            "maxItems": 10,
+            "items": {
+                "type": "array",
+                "default": [],
+                "minItems": 2,
+                "maxItems": 2,
+                "items": {
+                    "allOf": [{
+                        "type": "number",
+                        "default": 0,
+                        "minimum": 0
+                    },
+                    {
+                        "type": "number",
+                        "default": 0,
+                        "maximum": 2
+                    }]
+                }
+            }
+        },
+        "min": {
+            "type": "number",
+            "default": 0.0
+        },
+        "max": {
+            "type": "number",
+            "default": 0.0
+        },
+        "mean": {
+            "type": "number",
+            "default": 0.0
+        },
+        "first_quartile": {
+            "type": "number",
+            "default": 0.0
+        },
+        "third_quartile": {
+            "type": "number",
+            "default": 0.0
+        },
+        "name": {
+            "type": "string",
+            "default": "Multi-omic Risk Score",
+            "pattern": "Multi-omic Risk Score"
+        },
+        "syn_id": {
+            "type": "string",
+            "default": "syn25913473",
+            "pattern": "syn25913473"
+        },
+        "wiki_id": {
+            "type": "string",
+            "default": "621070",
+            "pattern": "621070"
+        }
+    }
+}
diff --git a/src/agoradatatools/great_expectations/gx/json_schemas/distribution_data/target_risk_score.json b/src/agoradatatools/great_expectations/gx/json_schemas/distribution_data/target_risk_score.json
new file mode 100644
index 00000000..647a6ee2
--- /dev/null
+++ b/src/agoradatatools/great_expectations/gx/json_schemas/distribution_data/target_risk_score.json
@@ -0,0 +1,90 @@
+{
+    "$schema": "https://json-schema.org/draft/2019-09/schema",
+    "$id": "http://example.com/example.json",
+    "type": "object",
+    "default": {},
+    "title": "Target Risk Score Schema",
+    "required": [
+        "distribution",
+        "bins",
+        "min",
+        "max",
+        "mean",
+        "first_quartile",
+        "third_quartile",
+        "name",
+        "syn_id",
+        "wiki_id"
+    ],
+    "properties": {
+        "distribution": {
+            "type": "array",
+            "default": [],
+            "minItems": 10,
+            "maxItems": 10,
+            "items": {
+                "type": "number",
+                "minimum": 0
+            }
+        },
+        "bins": {
+            "type": "array",
+            "default": [],
+            "minItems": 10,
+            "maxItems": 10,
+            "items": {
+                "type": "array",
+                "default": [],
+                "minItems": 2,
+                "maxItems": 2,
+                "items": {
+                    "allOf": [{
+                        "type": "number",
+                        "default": 0,
+                        "minimum": 0
+                    },
+                    {
+                        "type": "number",
+                        "default": 0,
+                        "maximum": 5
+                    }]
+                }
+            }
+        },
+        "min": {
+            "type": "number",
+            "default": 0.0
+        },
+        "max": {
+            "type": "number",
+            "default": 0.0
+        },
+        "mean": {
+            "type": "number",
+            "default": 0.0
+        },
+        "first_quartile": {
+            "type": "number",
+            "default": 0.0
+        },
+        "third_quartile": {
+            "type": "number",
+            "default": 0.0
+        },
+        "name": {
+            "type": "string",
+            "default": "Target Risk Score",
+            "pattern": "Target Risk Score"
+        },
+        "syn_id": {
+            "type": "string",
+            "default": "syn25913473",
+            "pattern": "syn25913473"
+        },
+        "wiki_id": {
+            "type": "string",
+            "default": "621071",
+            "pattern": "621071"
+        }
+    }
+}
diff --git a/test_config.yaml b/test_config.yaml
index e520b011..88e10dd9 100644
--- a/test_config.yaml
+++ b/test_config.yaml
@@ -275,6 +275,11 @@ datasets:
         geneticsscore: genetics_score
         omicsscore: multi_omics_score
       destination: *dest
+      gx_enabled: true
+      gx_nested_columns:
+        - target_risk_score
+        - genetics_score
+        - multi_omics_score
 
   - rna_distribution_data:
       files: *rna_diff_expr_data_files