diff --git a/ai_services/anomaly_detection/fraud-detection/FraudDetectionUsingGraphAnalytics.ipynb b/ai_services/anomaly_detection/fraud-detection/FraudDetectionUsingGraphAnalytics.ipynb
new file mode 100644
index 00000000..d5cd4435
--- /dev/null
+++ b/ai_services/anomaly_detection/fraud-detection/FraudDetectionUsingGraphAnalytics.ipynb
@@ -0,0 +1,1846 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Prerequisites"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Before running this notebook, you will need to do the following\n",
+    "\n",
+    "### Install Oracle AutoML Conda environment\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Environment slug: automlx_p38_cpu_v1\n",
+      "INFO:ODSC:Downloading conda pack automlx_p38_cpu_v1...\n",
+      "INFO:ODSC:Writing to /home/datascience/.automlx_p38_cpu_v1.tar.gz\n",
+      "Downloading pack automlx_p38_cpu_v1: 100%|█| 1.77G/1.77G [00:24<00:00, 78.8MB/s]\n",
+      "INFO:ODSC:download complete\n",
+      "INFO:ODSC:Extracting conda environment `/home/datascience/.automlx_p38_cpu_v1.tar.gz`\n",
+      "INFO:ODSC:Running conda-unpack script.\n",
+      "INFO:ODSC:Downloading Notebooks for the pack: Oracle AutoML and Model Explanation for Python 3.8\n",
+      "INFO:ODSC:Conda environment has been successfully installed.\n",
+      "Removing: /home/datascience/.automlx_p38_cpu_v1.tar.gz\n",
+      "The environment setup is complete. To activate, run `conda activate /home/datascience/conda/automlx_p38_cpu_v1` in your terminal. It may take a few seconds for the kernel to appear in the JupyterLab launcher. To change the description of the environment, update /home/datascience/conda/automlx_p38_cpu_v1/*_manifest.yaml.\n"
+     ]
+    }
+   ],
+   "source": [
+    "!odsc conda install -s automlx_p38_cpu_v1\n"
+   ]
+  },
+  {
+   "attachments": {
+    "4aaf4802-e878-41d6-95b7-65e872c13e33.png": {
+     "image/png": 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"
+    }
+   },
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Wait for the message \"The environment setup is complete\". Once the installation is complete, go to the Kernel menu above and select Change Kernel. Choose the automlx_p38_cpu_v1 kernel as shown below\n",
+    "\n",
+    "![image.png](attachment:4aaf4802-e878-41d6-95b7-65e872c13e33.png)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "### Install Pandas"
+   ],
+   "metadata": {
+    "collapsed": false
+   }
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "outputs": [],
+   "source": [
+    "!pip install pandas"
+   ],
+   "metadata": {
+    "collapsed": false
+   }
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Download and install Oracle Graph Server and Client library"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "1. Go to https://edelivery.oracle.com/.\n",
+    "2. Sign in, or create an account if required\n",
+    "3. Search for \"Oracle Graph Server and Client\"\n",
+    "4. Choose the latest release version of Graph Server and Client for Linux (for example, REL:Oracle Graph Server and Client 22.4.0.0)\n",
+    "5. Select Continue to check out the software for download\n",
+    "6. Upload the zip file and install Oracle Graph Client"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Requirement already satisfied: pandas in /home/datascience/conda/automlx_p38_cpu_v1/lib/python3.8/site-packages (1.4.0)\n",
+      "Requirement already satisfied: python-dateutil>=2.8.1 in /home/datascience/conda/automlx_p38_cpu_v1/lib/python3.8/site-packages (from pandas) (2.8.2)\n",
+      "Requirement already satisfied: pytz>=2020.1 in /home/datascience/conda/automlx_p38_cpu_v1/lib/python3.8/site-packages (from pandas) (2022.1)\n",
+      "Requirement already satisfied: numpy>=1.18.5 in /home/datascience/conda/automlx_p38_cpu_v1/lib/python3.8/site-packages (from pandas) (1.22.2)\n",
+      "Requirement already satisfied: six>=1.5 in /home/datascience/conda/automlx_p38_cpu_v1/lib/python3.8/site-packages (from python-dateutil>=2.8.1->pandas) (1.16.0)\n",
+      "Processing ./oracle-graph-client-22.4.0.zip\n",
+      "  Preparing metadata (setup.py) ... \u001b[?25ldone\n",
+      "\u001b[?25hBuilding wheels for collected packages: pypgx\n",
+      "  Building wheel for pypgx (setup.py) ... \u001b[?25ldone\n",
+      "\u001b[?25h  Created wheel for pypgx: filename=pypgx-22.4.1-py3-none-any.whl size=89974160 sha256=4480d4af5f2bd7a8cd972060e65505c21feb2efdaaa883105c34aa3c7c854e69\n",
+      "  Stored in directory: /home/datascience/.cache/pip/wheels/e8/54/6d/bd39c78bd5bacd73a4db80f0bd9e227c9f1eb158ed820eeca1\n",
+      "Successfully built pypgx\n",
+      "\u001b[33mWARNING: Error parsing requirements for pandas: [Errno 2] No such file or directory: '/home/datascience/conda/automlx_p38_cpu_v1/lib/python3.8/site-packages/pandas-1.4.0.dist-info/METADATA'\u001b[0m\u001b[33m\n",
+      "\u001b[0mInstalling collected packages: pypgx\n",
+      "Successfully installed pypgx-22.4.1\n"
+     ]
+    }
+   ],
+   "source": [
+    "!unzip -o oracle-graph-client-22.4.0.zip\n",
+    "!cd oracle-graph-client-22.4.0 && pip3 install ."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Load data"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Unzip transactions dataset"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "!gunzip transaction.csv.gz"
+   ]
+  },
+  {
+   "attachments": {
+    "bfbceb36-6e07-4635-8f74-743e88974585.png": {
+     "image/png": 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"
+    }
+   },
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Download the database wallet files from vault"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "#### Create vault and secret client"
+   ],
+   "metadata": {
+    "collapsed": false
+   }
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "outputs": [],
+   "source": [
+    "import oci\n",
+    "\n",
+    "signer = oci.auth.signers.get_resource_principals_signer()\n",
+    "vault_client = oci.vault.VaultsClient(config={}, signer=signer)\n",
+    "secret_client = oci.secrets.SecretsClient(config={}, signer=signer)"
+   ],
+   "metadata": {
+    "collapsed": false,
+    "pycharm": {
+     "name": "#%%\n"
+    }
+   }
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "#### Use vault client to list secrets"
+   ],
+   "metadata": {
+    "collapsed": false,
+    "pycharm": {
+     "name": "#%% md\n"
+    }
+   }
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "outputs": [],
+   "source": [
+    "import os\n",
+    "\n",
+    "compartment_id = os.environ.get('PROJECT_COMPARTMENT_OCID')\n",
+    "vault_id = os.environ.get('ADB_VAULT_OCID')\n",
+    "secret_list = vault_client.list_secrets(compartment_id=compartment_id, vault_id=vault_id).data\n",
+    "print(len(secret_list))"
+   ],
+   "metadata": {
+    "collapsed": false,
+    "pycharm": {
+     "name": "#%%\n"
+    }
+   }
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "#### Function that use secret client to get content based on secret ocid"
+   ],
+   "metadata": {
+    "collapsed": false,
+    "pycharm": {
+     "name": "#%% md\n"
+    }
+   }
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "outputs": [],
+   "source": [
+    "def get_secret_content(secret_ocid):\n",
+    "    get_secret_response = secret_client.get_secret_bundle(secret_id=secret_ocid)\n",
+    "    utf_8_secert = get_secret_response.data.secret_bundle_content.content\n",
+    "    base64_content = utf_8_secert.encode('utf-8')\n",
+    "    return base64.b64decode(base64_content)"
+   ],
+   "metadata": {
+    "collapsed": false,
+    "pycharm": {
+     "name": "#%%\n"
+    }
+   }
+  },
+  {
+   "cell_type": "markdown",
+   "source": [
+    "#### Traverse secret_list and if the secret is in wallet_file_names, download the file and compress it into wallet.zip file"
+   ],
+   "metadata": {
+    "collapsed": false,
+    "pycharm": {
+     "name": "#%% md\n"
+    }
+   }
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "outputs": [],
+   "source": [
+    "import zipfile\n",
+    "import base64\n",
+    "\n",
+    "wallet_file_names = [\"README\", \"cwallet.sso\", \"ewallet.p12\", \"ewallet.pem\", \"keystore.jks\", \"ojdbc.properties\", \"tnsnames.ora\", \"truststore.jks\", \"sqlnet.ora\"]\n",
+    "zf = zipfile.ZipFile(\"wallet.zip\", mode=\"w\")\n",
+    "\n",
+    "for secret in secret_list:\n",
+    "    if secret.secret_name in wallet_file_names:\n",
+    "        file_content = get_secret_content(secret.id)\n",
+    "        print (\"File \" + secret.secret_name + \" successfully fetched!\")\n",
+    "        file = open(secret.secret_name, 'wb')\n",
+    "        file.write(file_content)\n",
+    "        file.close()\n",
+    "        zf.write(secret.secret_name, secret.secret_name, compress_type=zipfile.ZIP_DEFLATED)\n",
+    "        os.remove(secret.secret_name)\n",
+    "zf.close()\n",
+    "print (\"wallet.zip successfully created!\")"
+   ],
+   "metadata": {
+    "collapsed": false,
+    "pycharm": {
+     "name": "#%%\n"
+    }
+   }
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Connect to ADB instance"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import os\n",
+    "import os.path\n",
+    "from oci.config import from_file\n",
+    "import oci\n",
+    "\n",
+    "# Select the configuration file to connect to Oracle Cloud Infrastructure resources\n",
+    "import ads\n",
+    "from ads.vault.vault import Vault\n",
+    "\n",
+    "ads.set_auth(auth='resource_principal')\n",
+    "ads.set_debug_mode(mode=True)\n",
+    "\n",
+    "\n",
+    "connection_parameters = {\n",
+    "    \"user_name\": \"admin\",\n",
+    "    \"password\": os.environ.get('ADB_ADMIN_PASSWORD'),\n",
+    "    \"service_name\": os.environ.get('DATABASE_NAME') + \"_high\",\n",
+    "    \"wallet_location\": \"wallet.zip\"\n",
+    "}\n",
+    "import pandas as pd\n",
+    "\n",
+    "customers = pd.read_csv('customer.csv')\n",
+    "account = pd.read_csv('account.csv')\n",
+    "transaction = pd.read_csv('transaction.csv')\n",
+    "print(customers.head())\n",
+    "print(account.head())\n",
+    "print(transaction.head())\n",
+    "customers.ads.to_sql('customer', connection_parameters=connection_parameters, if_exists=\"replace\")\n",
+    "account.ads.to_sql('account', connection_parameters=connection_parameters, if_exists=\"replace\")\n",
+    "transaction.ads.to_sql('transaction', connection_parameters=connection_parameters, if_exists=\"replace\")\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Connect and Create a Graph"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import opg4py\n",
+    "import pypgx\n",
+    "from opg4py.adb import AdbClient\n",
+    "\n",
+    "# Disable default DEBUG logging\n",
+    "pypgx.setloglevel(\"ROOT\",\"INFO\")\n",
+    "\n",
+    "\n",
+    "# Step 1: connect to the ADB Graph Studio environment\n",
+    "\n",
+    "# Set up database name, tenancy, username and password\n",
+    "database = os.environ.get('DATABASE_NAME')\n",
+    "tenant   = os.environ.get('TENANCY_OCID')\n",
+    "username = \"graphuser\"\n",
+    "password =  os.environ.get('ADB_GRAPHUSER_PASSWORD')\n",
+    "endpoint = os.environ.get('GRAPH_STUDIO_URL')\n",
+    "\n",
+    "# Setup client configuration\n",
+    "config = {\n",
+    "  'tenant':   tenant,\n",
+    "  'database': database,\n",
+    "  'username': username,\n",
+    "  'password': password,\n",
+    "  'endpoint': endpoint\n",
+    "}\n",
+    "\n",
+    "# Connect with your studio environment\n",
+    "client = AdbClient(config)\n",
+    "client.__enter__()\n",
+    "\n",
+    "# Step 2: start the PGX environment in Graph Studio\n",
+    "\n",
+    "# Check environment status:\n",
+    "client.is_attached()\n",
+    "client.get_environment_status().name()\n",
+    "\n",
+    "# Start the PGX environment.\n",
+    "# IMPORTANT:\n",
+    "# 1. The environment may already exist: only start it if it does not\n",
+    "# 2. The operation is ASYNCHRONOUS: you need to wait for it to complete\n",
+    "#     The job polls the server for completion, every 1000ms\n",
+    "#     Use the get() or join() method on the job to make it wait until completion\n",
+    "# 3. The operation takes a while to complete (20 to 30 seconds)\n",
+    "memory_gb=32\n",
+    "if not client.is_attached():\n",
+    "  print (\"Starting the environment ...\")\n",
+    "  client.start_environment(memory_gb).get()\n",
+    "\n",
+    "print (\"Environment is ready\")\n",
+    "\n",
+    "# Step 3: Create Instance and session\n",
+    "\n",
+    "# Connect to graph server\n",
+    "instance = client.get_pgx_instance()\n",
+    "\n",
+    "# Create a session\n",
+    "session = instance.create_session(\"python-adb\")\n",
+    "\n",
+    "print(session)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "statement = \"\"\"\n",
+    "CREATE PROPERTY GRAPH graph2\n",
+    "  VERTEX TABLES (\n",
+    "    customer\n",
+    "      KEY (cst_id)\n",
+    "      LABEL customer\n",
+    "      PROPERTIES (cst_id, first_name, last_name)\n",
+    "  , account\n",
+    "      KEY (acc_id)\n",
+    "      LABEL account\n",
+    "      PROPERTIES (acc_id, cst_id)\n",
+    "  )\n",
+    "  EDGE TABLES (\n",
+    "    transaction\n",
+    "      KEY (txn_id)\n",
+    "      SOURCE KEY(acc_id_src) REFERENCES account\n",
+    "      DESTINATION KEY(acc_id_dst) REFERENCES account\n",
+    "      LABEL transferred_to\n",
+    "  , account\n",
+    "      KEY (acc_id)\n",
+    "      SOURCE KEY(cst_id) REFERENCES customer\n",
+    "      DESTINATION KEY(acc_id) REFERENCES account\n",
+    "      LABEL owns\n",
+    "  )\n",
+    "\"\"\"\n",
+    "session.prepare_pgql(statement).execute()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "graph = session.get_graph(\"GRAPH2\")\n",
+    "graph"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import time\n",
+    "pypgx.setloglevel(\"ROOT\", \"INFO\")\n",
+    "time_sta = time.time()\n",
+    "statement = \"\"\"\n",
+    "SELECT *\n",
+    "FROM MATCH (a1:account)-/:transferred_to*/->(a2:account) ON graph2\n",
+    "WHERE a1.acc_id = 10\n",
+    "\"\"\"\n",
+    "session.prepare_pgql(statement).execute()\n",
+    "time_end = time.time()\n",
+    "print(time_end-time_sta)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Remove customer vertices"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "graph.destroy_vertex_property_if_exists(\"cst_first_name\")\n",
+    "graph.destroy_vertex_property_if_exists(\"cst_last_name\")\n",
+    "graph.create_vertex_property(\"string\", \"cst_first_name\")\n",
+    "graph.create_vertex_property(\"string\", \"cst_last_name\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "graph = graph.clone_and_execute_pgql(\"\"\"\n",
+    "  UPDATE a SET (a.cst_first_name = c.first_name)\n",
+    "  FROM MATCH (a:account)<-[:owns]-(c:customer)\n",
+    "\"\"\")\n",
+    "graph"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "graph = graph.clone_and_execute_pgql(\"\"\"\n",
+    "  UPDATE a SET (a.cst_last_name = c.last_name)\n",
+    "  FROM MATCH (a:account)<-[:owns]-(c:customer)\n",
+    "\"\"\")\n",
+    "graph"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "graph = graph.clone(name=\"GRAPH3\") \n",
+    "graph.execute_pgql(\"\"\"\n",
+    "DELETE c FROM MATCH (c:customer)\n",
+    "\"\"\")\n",
+    "graph"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "session.query_pgql(\"\"\"\n",
+    "  SELECT\n",
+    "    count(a)\n",
+    "  FROM MATCH (a) ON graph3\n",
+    "  LIMIT 50\n",
+    "\"\"\").print()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "session.query_pgql(\"\"\"\n",
+    "  SELECT\n",
+    "    count(e)\n",
+    "  FROM MATCH ()-[e]->() ON graph3\n",
+    "  LIMIT 50\n",
+    "\"\"\").print()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "session.query_pgql(\"\"\"\n",
+    "  SELECT\n",
+    "    count(DISTINCT ID(v1)||ID(v2))\n",
+    "  FROM MATCH (v1)->(v2) ON graph3\n",
+    "  LIMIT 50\n",
+    "\"\"\").print()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Centrality"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "analyst = session.create_analyst()\n",
+    "\n",
+    "graph.destroy_vertex_property_if_exists(\"degree\")\n",
+    "analyst.degree_centrality(graph)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "graph.destroy_vertex_property_if_exists(\"in_degree\")\n",
+    "analyst.in_degree_centrality(graph)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "graph.destroy_vertex_property_if_exists(\"out_degree\")\n",
+    "analyst.out_degree_centrality(graph)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "graph.destroy_vertex_property_if_exists(\"pagerank\")\n",
+    "analyst.pagerank(graph)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "graph.destroy_vertex_property_if_exists(\"approx_betweenness\")\n",
+    "analyst.approximate_vertex_betweenness_centrality(graph, 100)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "graph.destroy_vertex_property_if_exists(\"eigenvector\")\n",
+    "analyst.eigenvector_centrality(graph)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "graph.query_pgql(\"\"\"\n",
+    "  SELECT\n",
+    "    a.acc_id\n",
+    "  , a.degree\n",
+    "  , a.in_degree\n",
+    "  , a.out_degree\n",
+    "  , a.pagerank\n",
+    "  , a.approx_betweenness\n",
+    "  , a.eigenvector\n",
+    "  FROM MATCH (a)\n",
+    "  WHERE LABEL(a) = 'ACCOUNT'\n",
+    "  ORDER BY approx_betweenness DESC\n",
+    "  LIMIT 10\n",
+    "\"\"\").print()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Community Detection"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "analyst.communities_label_propagation(graph)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "analyst.communities_conductance_minimization(graph)\n",
+    "#analyst.communities_conductance_minimization(graph, max_iter=100)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "graph.query_pgql(\"\"\"\n",
+    "  SELECT\n",
+    "    a.acc_id\n",
+    "  , a.label_propagation\n",
+    "  , a.conductance_minimization\n",
+    "  FROM MATCH (a)\n",
+    "  WHERE LABEL(a) = 'ACCOUNT'\n",
+    "  ORDER BY acc_id\n",
+    "  LIMIT 5\n",
+    "\"\"\").print()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "graph.query_pgql(\"\"\"\n",
+    "  SELECT\n",
+    "    a.acc_id\n",
+    "  , a.label_propagation\n",
+    "  , a.conductance_minimization\n",
+    "  FROM MATCH (a)\n",
+    "  WHERE LABEL(a) = 'ACCOUNT'\n",
+    "    AND a.conductance_minimization = 1\n",
+    "\"\"\").print()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Add fraud flags"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "graph = graph.clone(name=\"GRAPH4\")\n",
+    "graph"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "graph = session.get_graph(name=\"GRAPH4\")\n",
+    "graph"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "graph.destroy_vertex_property_if_exists(\"is_fraud\")\n",
+    "graph.create_vertex_property(\"boolean\", \"is_fraud\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "graph.query_pgql(\"\"\"\n",
+    "  SELECT\n",
+    "    a.acc_id\n",
+    "  , a.approx_betweenness\n",
+    "  FROM MATCH (a)\n",
+    "  WHERE LABEL(a) = 'ACCOUNT'\n",
+    "  ORDER BY a.approx_betweenness DESC\n",
+    "  LIMIT 10\n",
+    "  OFFSET 3000\n",
+    "\"\"\").print()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "graph = graph.clone_and_execute_pgql(\"\"\"\n",
+    "UPDATE x SET (x.is_fraud = true) FROM MATCH (x:account)\n",
+    "WHERE x.approx_betweenness > 1259.9120208559327\n",
+    "  AND x.acc_id % 3 = 0\n",
+    "\"\"\")\n",
+    "graph"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "graph.query_pgql(\"\"\"\n",
+    "  SELECT COUNT(*)\n",
+    "  FROM MATCH (a)\n",
+    "  WHERE a.is_fraud = true\n",
+    "\"\"\").print()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "graph.query_pgql(\"\"\"\n",
+    "  SELECT a.conductance_minimization, COUNT(*)\n",
+    "  FROM MATCH (a)\n",
+    "  WHERE LABEL(a) = 'ACCOUNT'\n",
+    "  GROUP BY a.conductance_minimization\n",
+    "  ORDER BY COUNT(*) DESC\n",
+    "  LIMIT 20\n",
+    "\"\"\").print()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "graph = graph.clone_and_execute_pgql(\"\"\"\n",
+    "UPDATE x SET (x.is_fraud = true) FROM MATCH (x:account)\n",
+    "WHERE x.conductance_minimization IN (98, 297, 537, 82, 1103, 344, 1235)\n",
+    "  AND x.acc_id % 3 = 0\n",
+    "\"\"\")\n",
+    "graph"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "graph.query_pgql(\"\"\"\n",
+    "  SELECT COUNT(*)\n",
+    "  FROM MATCH (a)\n",
+    "  WHERE a.is_fraud = true\n",
+    "\"\"\").print()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Closeness to Known Fraud Accounts"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#rs = graph.query_pgql(\"SELECT ID(a) FROM MATCH (a) WHERE a.is_fraud = true\")\n",
+    "#vertices = graph.create_vertex_set()\n",
+    "#for i in rs:\n",
+    "#    vertices.add(graph.get_vertex(i))\n",
+    "#graph.destroy_vertex_property_if_exists(\"fraud_closeness\")\n",
+    "#analyst.personalized_pagerank(graph, vertex, rank=\"fraud_closeness\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pypgx\n",
+    "vertices = graph.get_vertices(pypgx.VertexFilter(\"vertex.is_fraud=TRUE\"))\n",
+    "graph.destroy_vertex_property_if_exists(\"fraud_closeness\")\n",
+    "analyst.personalized_pagerank(graph, vertices, rank=\"fraud_closeness\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "graph.query_pgql(\"\"\"\n",
+    "  SELECT\n",
+    "    a.acc_id\n",
+    "  , a.fraud_closeness\n",
+    "  FROM MATCH (a)\n",
+    "  WHERE LABEL(a) = 'ACCOUNT'\n",
+    "  ORDER BY a.fraud_closeness DESC\n",
+    "  LIMIT 10\n",
+    "\"\"\").print()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Calculate fraud_neighbors"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "graph.destroy_vertex_property_if_exists(\"in_fraud_neighbors\")\n",
+    "graph.destroy_vertex_property_if_exists(\"out_fraud_neighbors\")\n",
+    "graph.destroy_vertex_property_if_exists(\"fraud_neighbors\")\n",
+    "graph.create_vertex_property(\"integer\", \"in_fraud_neighbors\")\n",
+    "graph.create_vertex_property(\"integer\", \"out_fraud_neighbors\")\n",
+    "graph.create_vertex_property(\"integer\", \"fraud_neighbors\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "graph.query_pgql(\"\"\"\n",
+    "  SELECT ID(a1), COUNT(t1), a1.fraud_closeness\n",
+    "  FROM MATCH (a1)<-[t1:transferred_to]-(a2)\n",
+    "  WHERE a2.is_fraud = true\n",
+    "  GROUP BY a1\n",
+    "  LIMIT 10\n",
+    "\"\"\").print()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "graph.query_pgql(\"\"\"\n",
+    "  SELECT ID(a1), COUNT(t1), a1.fraud_closeness\n",
+    "  FROM MATCH (a1)-[t1:transferred_to]->(a2)\n",
+    "  WHERE a2.is_fraud = true\n",
+    "  GROUP BY a1\n",
+    "  LIMIT 10\n",
+    "\"\"\").print()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "graph.query_pgql(\"\"\"\n",
+    "  SELECT ID(a1), COUNT(DISTINCT a2), COUNT(t1) AS cnt, a1.fraud_closeness\n",
+    "  FROM MATCH (a1)-[t1:transferred_to]-(a2)\n",
+    "  WHERE a2.is_fraud = true\n",
+    "  GROUP BY a1\n",
+    "  LIMIT 10\n",
+    "\"\"\").print()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "graph = graph.clone_and_execute_pgql(\"\"\"\n",
+    "  UPDATE a1 SET (a1.in_fraud_neighbors = COUNT(t1))\n",
+    "  FROM MATCH (a1)<-[t1:transferred_to]-(a2)\n",
+    "  WHERE a2.is_fraud = true\n",
+    "  GROUP BY a1\n",
+    "\"\"\")\n",
+    "graph"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "graph = graph.clone_and_execute_pgql(\"\"\"\n",
+    "  UPDATE a1 SET (a1.out_fraud_neighbors = COUNT(t1))\n",
+    "  FROM MATCH (a1)-[t1:transferred_to]->(a2)\n",
+    "  WHERE a2.is_fraud = true\n",
+    "  GROUP BY a1\n",
+    "\"\"\")\n",
+    "graph"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "graph = graph.clone_and_execute_pgql(\"\"\"\n",
+    "  UPDATE a1 SET (a1.fraud_neighbors = COUNT(t1))\n",
+    "  FROM MATCH (a1)-[t1:transferred_to]-(a2)\n",
+    "  WHERE a2.is_fraud = true\n",
+    "  GROUP BY a1\n",
+    "\"\"\")\n",
+    "graph"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Add fraud flags for high fraud_neighbours accounts"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "graph.query_pgql(\"\"\"\n",
+    "  SELECT\n",
+    "    a.acc_id\n",
+    "  , a.fraud_neighbors\n",
+    "  FROM MATCH (a)\n",
+    "  WHERE LABEL(a) = 'ACCOUNT'\n",
+    "  ORDER BY a.fraud_neighbors DESC\n",
+    "  LIMIT 10\n",
+    "  OFFSET 3000\n",
+    "\"\"\").print()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "graph = graph.clone_and_execute_pgql(\"\"\"\n",
+    "UPDATE x SET (x.is_fraud = true) FROM MATCH (x:account)\n",
+    "WHERE x.fraud_neighbors > 6\n",
+    "  AND x.acc_id % 3 = 0\n",
+    "\"\"\")\n",
+    "graph"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "graph.query_pgql(\"\"\"\n",
+    "  SELECT COUNT(*)\n",
+    "  FROM MATCH (a)\n",
+    "  WHERE a.is_fraud = true\n",
+    "\"\"\").print()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Calculate fraud_closeness_2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pypgx\n",
+    "vertices = graph.get_vertices(pypgx.VertexFilter(\"vertex.is_fraud=TRUE\"))\n",
+    "graph.destroy_vertex_property_if_exists(\"fraud_closeness_2\")\n",
+    "analyst.personalized_pagerank(graph, vertices, rank=\"fraud_closeness_2\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "graph.query_pgql(\"\"\"\n",
+    "  SELECT\n",
+    "    a.acc_id\n",
+    "  , a.fraud_closeness\n",
+    "  , a.fraud_closeness_2\n",
+    "  FROM MATCH (a)\n",
+    "  WHERE LABEL(a) = 'ACCOUNT'\n",
+    "  ORDER BY a.fraud_closeness DESC\n",
+    "  LIMIT 10\n",
+    "\"\"\").print()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "graph.query_pgql(\"\"\"\n",
+    "  SELECT\n",
+    "    a.is_fraud\n",
+    "  , AVG(a.fraud_closeness)\n",
+    "  , AVG(a.fraud_closeness_2)\n",
+    "  FROM MATCH (a)\n",
+    "  WHERE LABEL(a) = 'ACCOUNT'\n",
+    "  GROUP BY is_fraud\n",
+    "\"\"\").print()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Store Features to Data Frame"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "rs = graph.query_pgql(\"\"\"\n",
+    "  SELECT\n",
+    "    a.acc_id\n",
+    "  , a.cst_id\n",
+    "  , a.cst_first_name\n",
+    "  , a.cst_last_name\n",
+    "  , a.degree\n",
+    "  , a.in_degree\n",
+    "  , a.out_degree\n",
+    "  , a.pagerank\n",
+    "  , a.approx_betweenness\n",
+    "  , a.eigenvector\n",
+    "  , a.label_propagation\n",
+    "  , a.conductance_minimization\n",
+    "  , a.fraud_neighbors\n",
+    "  , a.in_fraud_neighbors\n",
+    "  , a.out_fraud_neighbors\n",
+    "  , a.fraud_closeness\n",
+    "  , CAST(a.is_fraud AS STRING) AS is_fraud\n",
+    "  FROM MATCH (a)\n",
+    "  WHERE LABEL(a) = 'ACCOUNT'\n",
+    "  ORDER BY a.acc_id\n",
+    "\"\"\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "df = rs.to_pandas()\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df.to_csv('./features_v3_100k.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "rs = graph.query_pgql(\"\"\"\n",
+    "  SELECT\n",
+    "    a.acc_id\n",
+    "  , a.cst_id\n",
+    "  , a.cst_first_name\n",
+    "  , a.cst_last_name\n",
+    "  , a.degree\n",
+    "  , a.in_degree\n",
+    "  , a.out_degree\n",
+    "  , a.pagerank\n",
+    "  , a.approx_betweenness\n",
+    "  , a.eigenvector\n",
+    "  , a.label_propagation\n",
+    "  , a.conductance_minimization\n",
+    "  , a.fraud_neighbors\n",
+    "  , a.in_fraud_neighbors\n",
+    "  , a.out_fraud_neighbors\n",
+    "  , a.fraud_closeness\n",
+    "  , CAST(a.is_fraud AS STRING) AS is_fraud\n",
+    "  FROM MATCH (a)\n",
+    "  WHERE LABEL(a) = 'ACCOUNT'\n",
+    "  ORDER BY a.fraud_closeness DESC\n",
+    "\"\"\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "rs_df = rs.to_pandas()\n",
+    "rs_df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## ML"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "rs = graph.query_pgql(\"\"\"\n",
+    "  SELECT\n",
+    "    a.acc_id\n",
+    "  , a.cst_id\n",
+    "  , a.cst_first_name\n",
+    "  , a.cst_last_name\n",
+    "  , a.degree\n",
+    "  , a.in_degree\n",
+    "  , a.out_degree\n",
+    "  , a.pagerank\n",
+    "  , a.approx_betweenness\n",
+    "  , a.eigenvector\n",
+    "  , a.label_propagation\n",
+    "  , a.conductance_minimization\n",
+    "  , a.fraud_neighbors\n",
+    "  , a.in_fraud_neighbors\n",
+    "  , a.out_fraud_neighbors\n",
+    "  , a.fraud_closeness\n",
+    "  , CAST(a.is_fraud AS STRING) AS is_fraud\n",
+    "  FROM MATCH (a)\n",
+    "  WHERE a.is_fraud = true\n",
+    "  ORDER BY a.fraud_closeness DESC\n",
+    "\"\"\")\n",
+    "df_true = rs.to_pandas()\n",
+    "df_true"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "rs = graph.query_pgql(\"\"\"\n",
+    "  SELECT\n",
+    "    a.acc_id\n",
+    "  , a.cst_id\n",
+    "  , a.cst_first_name\n",
+    "  , a.cst_last_name\n",
+    "  , a.degree\n",
+    "  , a.in_degree\n",
+    "  , a.out_degree\n",
+    "  , a.pagerank\n",
+    "  , a.approx_betweenness\n",
+    "  , a.eigenvector\n",
+    "  , a.label_propagation\n",
+    "  , a.conductance_minimization\n",
+    "  , a.fraud_neighbors\n",
+    "  , a.in_fraud_neighbors\n",
+    "  , a.out_fraud_neighbors\n",
+    "  , a.fraud_closeness\n",
+    "  , CAST(a.is_fraud AS STRING) AS is_fraud\n",
+    "  FROM MATCH (a)\n",
+    "  WHERE a.is_fraud = false\n",
+    "  LIMIT 1853\n",
+    "\"\"\")\n",
+    "df_false = rs.to_pandas()\n",
+    "df_false"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.datasets import make_classification\n",
+    "from sklearn.model_selection import train_test_split\n",
+    "import pandas as pd\n",
+    "from sklearn.preprocessing import MinMaxScaler\n",
+    "import time\n",
+    "from automl import MLExplainer, Pipeline\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Creating Datasets"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Dataset With Graph Features "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data = pd.read_csv(\"features_v4_100k.csv\")\n",
+    "df = data.copy()\n",
+    "from sklearn.utils import resample\n",
+    "df_majority = df[df.is_fraud==0]\n",
+    "df_minority = df[df.is_fraud==1]\n",
+    "df_minority_upsampled = resample(df_minority, \n",
+    "                                 replace=True,     # sample with replacement\n",
+    "                                 n_samples=len(df_minority),    # to match majority class\n",
+    "                                 random_state=123) # reproducible results\n",
+    "df_majority_downsampled = resample(df_majority, \n",
+    "                                 replace=True,     # sample with replacement\n",
+    "                                 n_samples=10 * len(df_minority),    # to match majority class\n",
+    "                                 random_state=123) # reproducible results\n",
+    "df_upsampled = pd.concat([df_majority, df_minority_upsampled])\n",
+    "labels = df_upsampled[\"is_fraud\"].astype(int)\n",
+    "data= df_upsampled.drop([\"Unnamed: 0\",\"acc_id\",\"is_fraud\",'cst_id', 'cst_first_name', 'cst_last_name'],axis=1)\n",
+    "XTRAIN_with_graph,XTEST_with_graph,YTRAIN_with_graph,YTEST_with_graph = train_test_split(data, labels, test_size=0.10, random_state=7)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Dataset without Graph Features"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data = pd.read_csv(\"features_v4_100k.csv\")\n",
+    "df = data.copy()\n",
+    "from sklearn.utils import resample\n",
+    "df_majority = df[df.is_fraud==0]\n",
+    "df_minority = df[df.is_fraud==1]\n",
+    "df_minority_upsampled = resample(df_minority, \n",
+    "                                 replace=True,     # sample with replacement\n",
+    "                                 n_samples=len(df_minority),    # to match majority class\n",
+    "                                 random_state=123) # reproducible results\n",
+    "df_majority_downsampled = resample(df_majority, \n",
+    "                                 replace=True,     # sample with replacement\n",
+    "                                 n_samples=10 * len(df_minority),    # to match majority class\n",
+    "                                 random_state=123) # reproducible results\n",
+    "df_upsampled = pd.concat([df_majority, df_minority_upsampled])\n",
+    "labels = df_upsampled[\"is_fraud\"].astype(int)\n",
+    "data= df_upsampled.drop([\"Unnamed: 0\",\"acc_id\",\"is_fraud\",'cst_id', 'cst_first_name', 'cst_last_name'],axis=1)\n",
+    "data = data[['in_degree', 'out_degree', 'fraud_neighbors','in_fraud_neighbors',\n",
+    "        'out_fraud_neighbors']]\n",
+    "XTRAIN_without_graph,XTEST_without_graph,YTRAIN_without_graph,YTEST_without_graph = train_test_split(data, labels, test_size=0.10, random_state=7)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Features used when training with Graph Features"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "XTRAIN_with_graph.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Features used when training without Graph features "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "XTRAIN_without_graph.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Training without Graph Features "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "automl_pipeline = Pipeline()\n",
+    "start_time = time.time()\n",
+    "\n",
+    "final_eval_rankings = automl_pipeline.fit(X=XTRAIN_without_graph,y=YTRAIN_without_graph,X_valid=XTEST_without_graph,y_valid=YTEST_without_graph)\n",
+    "\n",
+    "print(\"--- %s seconds ---\" % (time.time() - start_time))\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "KFold Results when training with Graph Features "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# k_fold_results  # commented out since DAML is not being used now"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Final trained model without graph features evaluated on the holdout test dataset"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "final_eval_rankings"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Get Predictions and probabiliteis when trained without Graph Features"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "predictions = automl_pipeline.predict(XTEST_without_graph)\n",
+    "probabilities = automl_pipeline.predict_proba(XTEST_without_graph)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "predictions"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "probabilities"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#fradulent transfers\n",
+    "print(probabilities[probabilities[:,1]>0.5])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#non-fraudulent transfers\n",
+    "print(probabilities[probabilities[:,0]>0.9])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Explain Model Without Graph Features"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "explainer = MLExplainer(automl_pipeline,\n",
+    "                               XTRAIN_without_graph,\n",
+    "                               YTRAIN_without_graph,\n",
+    "#                                target_names=[\"<=50K\", \">50K\"],\n",
+    "                               task=\"classification\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "outputs": [],
+   "source": [
+    "result_explain_model_default = explainer.explain_model()"
+   ],
+   "metadata": {
+    "collapsed": false
+   }
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "outputs": [],
+   "source": [
+    "result_explain_model_default.to_dataframe()"
+   ],
+   "metadata": {
+    "collapsed": false
+   }
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "outputs": [],
+   "source": [
+    "result_explain_model_default.show_in_notebook()"
+   ],
+   "metadata": {
+    "collapsed": false
+   }
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Training with Graph features"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "automl_with_graph = Pipeline()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "start_time = time.time()\n",
+    "\n",
+    "final_eval_rankings_graph = automl_with_graph.fit(X=XTRAIN_with_graph,y=YTRAIN_with_graph,X_valid=XTEST_with_graph,y_valid=YTEST_with_graph)\n",
+    "\n",
+    "print(\"--- %s seconds ---\" % (time.time() - start_time))\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "k fold results of  models with graph features evaluated on the holdout test dataset"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# k_fold_results_graph"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Final trained model with graph features evaluated on the holdout test dataset"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "final_eval_rankings_graph"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Getting Preditions With Graph Features"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "predictions = automl_with_graph.predict(XTEST_with_graph)\n",
+    "probabilities = automl_with_graph.predict_proba(XTEST_with_graph)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Explain Model With Graph Features"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "graph_feature_explainer = MLExplainer(automl_with_graph,\n",
+    "                               XTRAIN_with_graph,\n",
+    "                               YTRAIN_with_graph,\n",
+    "#                                target_names=[\"<=50K\", \">50K\"],\n",
+    "                               task=\"classification\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "result_explain_graph_feature_model_default = graph_feature_explainer.explain_model()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "result_explain_graph_feature_model_default.to_dataframe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "result_explain_graph_feature_model_default.show_in_notebook()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python [conda env:automlx_p38_cpu_v1]",
+   "language": "python",
+   "name": "conda-env-automlx_p38_cpu_v1-py"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.13"
+  },
+  "pycharm": {
+   "stem_cell": {
+    "cell_type": "raw",
+    "source": [],
+    "metadata": {
+     "collapsed": false
+    }
+   }
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
\ No newline at end of file
diff --git a/ai_services/anomaly_detection/fraud-detection/account.csv b/ai_services/anomaly_detection/fraud-detection/account.csv
new file mode 100644
index 00000000..ac08095a
--- /dev/null
+++ b/ai_services/anomaly_detection/fraud-detection/account.csv
@@ -0,0 +1,100001 @@
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diff --git a/ai_services/anomaly_detection/fraud-detection/customer.csv b/ai_services/anomaly_detection/fraud-detection/customer.csv
new file mode 100644
index 00000000..2c29fe8b
--- /dev/null
+++ b/ai_services/anomaly_detection/fraud-detection/customer.csv
@@ -0,0 +1,80001 @@
+cst_id,first_name,last_name
+0,Lucy,Yaple
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+37621,Larry,Stoddard
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+37636,Anita,Davis
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+37654,John,Bailey
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+37667,Steven,Clayton
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+37669,Richard,Sisson
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+37676,Irma,Weigle
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+37683,Gwendolyn,Bower
+37684,John,Pereira
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+37686,Donald,Leventhal
+37687,Fred,Lee
+37688,Ronald,Jasso
+37689,Jennifer,Padilla
+37690,Edward,Saunders
+37691,Virginia,Allen
+37692,Jacinto,Shoemaker
+37693,Audrey,Hagan
+37694,Calvin,Dew
+37695,Jean,Howell
+37696,Ricky,Glass
+37697,Edward,Moss
+37698,Dorothy,Sharpe
+37699,Beth,Corder
+37700,Roger,Mccluskey
+37701,Timothy,Lynn
+37702,Clinton,Gomez
+37703,Kathleen,Goatley
+37704,Mary,Urbina
+37705,Jeffrey,Pollitt
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+37707,Jennifer,Pilgrim
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+37709,Thomas,Wynn
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+37712,Julianne,Nelson
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+37714,Barry,Dorsey
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+37716,Kiana,Sharick
+37717,Steve,Burdick
+37718,Keith,Mcilvaine
+37719,Ricky,Flatt
+37720,Cynthia,Whitacre
+37721,Brian,Ortiz
+37722,Bernard,Mui
+37723,Edith,Slowik
+37724,Donald,Lainhart
+37725,Barbara,Zachery
+37726,Georgette,Matheney
+37727,Monica,Worthington
+37728,Rodney,Kaan
+37729,Shannon,Walter
+37730,Michael,Pittman
+37731,Jesus,Robert
+37732,Shantel,Justice
+37733,Eugene,Fink
+37734,Sterling,Rawls
+37735,Dorothy,Goodwin
+37736,Homer,Shurtleff
+37737,Shawn,Rich
+37738,Carlos,Alexander
+37739,William,Riggs
+37740,Billy,Cameron
+37741,Paul,Blythe
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+37743,Dorothy,Yount
+37744,Ernesto,Blair
+37745,Billie,Williams
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+37747,Yesenia,Tewell
+37748,Jason,Pellerin
+37749,Alfred,Mccall
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+37756,Mary,Watkins
+37757,Andrew,Yager
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+37759,Cassandra,Simpson
+37760,Richard,Espinosa
+37761,Michael,Selestewa
+37762,Ana,Olmstead
+37763,Jenny,Slone
+37764,Jasmin,Riggins
+37765,Ann,Harris
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+37767,Ronald,Oneil
+37768,Mary,Smith
+37769,Gloria,Hansen
+37770,Jeffrey,Fontenot
+37771,Donald,Taylor
+37772,Roberto,Haggard
+37773,Daniel,Wagner
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+37775,Suzanne,Colburn
+37776,Karen,Moton
+37777,Jeff,Mabon
+37778,Diana,Sublett
+37779,Susan,Runion
+37780,Mark,Dean
+37781,Evelyn,Brantley
+37782,Katherine,Partis
+37783,Leanne,Young
+37784,Travis,Woods
+37785,Anthony,Dunfee
+37786,Stefanie,Hodges
+37787,Dorothy,Buchanan
+37788,Laura,Schott
+37789,David,Debellis
+37790,Thurman,Mann
+37791,Brenda,Waguespack
+37792,Jennifer,Harrison
+37793,Janet,Carovski
+37794,Joshua,Steadman
+37795,Dong,Ingles
+37796,Andrew,Trotter
+37797,Elinor,Wright
+37798,Dawn,Geathers
+37799,Violet,Goddard
+37800,Angela,Corona
+37801,Pamela,Serisky
+37802,James,Wilbur
+37803,Marie,Tutwiler
+37804,Carmen,Fish
+37805,Nicholas,Dombeck
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+37807,Cheryl,Prater
+37808,Gregory,Gustafson
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+37824,Richard,Ruth
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+37834,Martin,Hoke
+37835,Sergio,Rother
+37836,Stewart,Walker
+37837,Consuelo,Butler
+37838,Amy,Bowman
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+37907,Delmar,Juarez
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+37917,Martin,Musielak
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+37927,Pamela,Graham
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+37930,Mindy,Drozd
+37931,Bonnie,Hines
+37932,Rita,Rodriguez
+37933,Myra,Delgado
+37934,Susan,Carrero
+37935,Jane,Tate
+37936,Linda,West
+37937,Michelle,Burns
+37938,Shirley,Baldwin
+37939,Tamara,Longsdorf
+37940,Connie,Tucker
+37941,Jane,Anderson
+37942,James,William
+37943,Eric,Neal
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+37949,Genevie,Gallardo
+37950,Maria,Seward
+37951,Brooks,Hope
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+37954,Shara,Harp
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+37958,Jason,Thomas
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+37971,Vincent,Marion
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+37973,Alice,Elizalde
+37974,Jesse,Harvey
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+37976,Lonnie,Foshee
+37977,Rosie,Noyer
+37978,Leo,Damico
+37979,Clifford,Wehrenberg
+37980,Oscar,Boatright
+37981,Dale,Mills
+37982,Jackie,Fanning
+37983,Debbie,Martin
+37984,Luis,Patton
+37985,Susan,Meng
+37986,Nancy,Rinaldi
+37987,Cynthia,Moody
+37988,Linda,Watson
+37989,Anna,Peterson
+37990,Fred,Zook
+37991,Merry,Glandon
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+37993,Celestina,Chaves
+37994,Jimmy,Mackey
+37995,Dorothy,Jensen
+37996,Kevin,Burrow
+37997,Clifford,Niebuhr
+37998,Elaine,Cain
+37999,Sherman,Wilson
+38000,Barbara,Booker
+38001,Frances,Li
+38002,Justin,Lawson
+38003,Mae,Browne
+38004,Brian,Terry
+38005,Jose,Anderson
+38006,Brian,Trejo
+38007,Kari,Morin
+38008,Melissa,Burks
+38009,Josephine,Cavallo
+38010,Julio,Peters
+38011,Newton,Robinson
+38012,William,Whitehead
+38013,Mark,Ho
+38014,Gerald,Wildes
+38015,Davis,Hall
+38016,Shelley,Schumann
+38017,Todd,Hopkins
+38018,Christopher,Forson
+38019,Derek,Slaughter
+38020,Vickie,Kratz
+38021,Shenna,Wise
+38022,Jenniffer,Liscomb
+38023,Antonio,Dennis
+38024,Charles,Ebinger
+38025,Felix,Mcconnell
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+38027,Vanessa,Thompson
+38028,James,Oliver
+38029,Kathy,Becker
+38030,Tammie,Hanson
+38031,Diana,Reeves
+38032,Thomas,Anderson
+38033,Linda,Price
+38034,Kelley,Poteete
+38035,Leslie,Alas
+38036,Reba,Mcsween
+38037,Nancy,Churchill
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+38039,Daniel,Elliot
+38040,Sharleen,Stuck
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+38042,Randi,Murphree
+38043,Richard,Benear
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+38045,Kendra,Cannon
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+38048,Priscilla,Henderson
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+38050,Cory,Cusson
+38051,Bobby,Love
+38052,Jean,Singer
+38053,Stephanie,Anderson
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+38055,Anthony,Rodriquez
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+38101,Gregory,Barnes
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+38116,Irving,Pichardo
+38117,Joanna,Hooks
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+38121,Timothy,Roy
+38122,Pedro,Brown
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+38124,Robert,Carlson
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+38137,Patsy,Clayborn
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+38139,Laurie,Bunch
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+38143,Jose,Onks
+38144,Julie,Christensen
+38145,Jeffrey,Byker
+38146,Billie,Wilder
+38147,Tammy,Kee
+38148,Tracy,Mcafee
+38149,Laurie,Parker
+38150,Roger,Jones
+38151,Fernando,Averitt
+38152,Richard,Farruggio
+38153,Kalyn,Turso
+38154,Kristin,Myers
+38155,Henry,Stillwagon
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+55385,Cheryl,Meilleur
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+63409,Dorothy,Eddins
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diff --git a/ai_services/anomaly_detection/fraud-detection/transaction.csv.gz b/ai_services/anomaly_detection/fraud-detection/transaction.csv.gz
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