{ "cells": [ { "cell_type": "markdown", "id": "8a60e2d8", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Graph Fraud Detection with Neptune ML \n", "\n", "## 1- Feature Engineering " ] }, { "attachments": { "knowledge_graph.b0e9408219d92f2ca3c7a05cccf9a5a72e34ddbd.png": { "image/png": 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lJ0cnY5ggr8s6JZMCYZI3dHw8W1eHuZ4A+mua6/kAWc1mju/OnuGe4UhJWdX8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YlHyPT70uVeuyFRL7X0UHDmRDekPFNxYLTCQQZJGBzcoLwVURIAk8JMF00SvTyo4R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ilmsONx9brk1st5LR56J3eCtyHDAizmUFtShm7ZOqZ9U95arr2AMwKGOW9raOJDU2/DBSJb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\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CNU31zLdHtNj1wXUNSMR3DewGqvKvTdXM0cvScNG6AvYL+zQqHPFRA7kOnpVmRzT/rlsu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\nfP6ueFwZf7E8calsWqgL39NIGBa+u3+A0pfer1Ad44c74mAsn290OJV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} }, "cell_type": "markdown", "id": "2ecb1bc3", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "In this module, we will run an end to end pipeline to train a fraud detection model using graph neural networks. The steps will include the following:\n", "\n", "\n", "* Fraud detection dataset\n", "* Export and Processing\n", "* Model training\n", "* Inference queries\n", "\n", "\n", "**Fraud Detection** is a set of techniques and analyses that allow organizations to identify and prevent unauthorized activity. Fraud can also be any kind of abuse to the system in place to gain undeserved benefits. This can include fraudulent credit card transactions, identify theft, insurance scams, etc. Fraudesters can collude to commit illegal activities and strive to make it look normal so it can be difficult to detect. The most effective solutions that fights fraud use a multifaceted approaches that integrates several of techniques. One of these techniques is the use of graphs.\n", "\n", "Graphs allow us to understand the relationship between various entities and how they are connected together which help in detecting fraud patterns that couldn't be detected by traditional methods. In this workshop, we will go through building a ML model from a graph database and train a graph neural network to estimate the probability of fraud for a certain transaction.\n", "\n", "![knowledge_graph.b0e9408219d92f2ca3c7a05cccf9a5a72e34ddbd.png](attachment:knowledge_graph.b0e9408219d92f2ca3c7a05cccf9a5a72e34ddbd.png)" ] }, { "cell_type": "markdown", "id": "8e8522c0", "metadata": {}, "source": [ "### 1- Environment Setup\n", "\n", "\n", "We need to install some libraries to communicate with Neptune and Neptune ML evironment.\n", "\n", "\n", "The first step is to build the Neptune DB cluster and wait for it to become ready.You can use a CloudFormation template from this [LINK](https://docs.aws.amazon.com/neptune/latest/userguide/get-started-create-cluster.html)\n", "\n", "Once the template is completely deployed, make a note of the template output as we will need them in the second step\n", "\n", "After the CloudFormation template is completely deployed, make a note of the **Neptune cluster endpoint**, **export API URL** and **Neptune load role** then replace the values below" ] }, { "cell_type": "code", "execution_count": null, "id": "7a2b41d4", "metadata": { "scrolled": true }, "outputs": [], "source": [ "!pip install -U sagemaker boto3 awscurl kaggle" ] }, { "cell_type": "code", "execution_count": null, "id": "05b6cf10", "metadata": {}, "outputs": [], "source": [ "!pip install networkx ipython-gremlin" ] }, { "cell_type": "markdown", "id": "0479428c", "metadata": {}, "source": [ "### 2- Define the Variables\n", "\n", "Replace the `NEPTUNE ENDPOINT` variable with the endpoint name. You can find the endpoint name in the CloudFormation template output" ] }, { "cell_type": "code", "execution_count": null, "id": "3d20aab9", "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "import boto3\n", "from botocore.config import Config\n", "import sagemaker\n", "import itertools\n", "import re\n", "\n", "config = Config(\n", " retries = {\n", " 'max_attempts': 20,\n", " 'mode': 'adaptive'\n", " }\n", ")\n", "\n", "#Define some variables to be used by later steps\n", "client = boto3.client('sagemaker', config=config)\n", "sagemaker_session = sagemaker.Session(sagemaker_client = client)\n", "BUCKET = sagemaker_session.default_bucket()\n", "REGION = boto3.session.Session().region_name\n", "ACCOUNT_ID = boto3.client('sts').get_caller_identity().get('Account')\n", "PREFIX = 'credit-transaction-fraud'\n", "\n", "NEPTUNE_INSTANCE_ID = '' #Replace this value with the actual instance ID for the Neptune cluster\n", "NEPTUNE_ENDPOINT = 'NEPTUNE_ENDPOINT' #Replace this value with the one generated from the CFN template\n", "NEPTUNE_LOAD_ROLE = 'arn:aws:iam::'+ACCOUNT_ID+':role/NeptuneLoadFromS3'" ] }, { "cell_type": "markdown", "id": "90dff07e", "metadata": {}, "source": [ "### 3- Establish Connection with Neptune Graph\n", "\n", "The next cell of code will establish a connection with the Neptune graph DB using a python wrapper around Apache TinkerPop Gremlin. Apache TinkerPop is a graph computing framework for both graph databases (OLTP) and graph analytic systems (OLAP). Gremlin is the graph traversal language of TinkerPop. It is a functional, data-flow language that enables users to write complex traversals on (or queries of) their application’s property graph. \n", "\n", "Once we establish the remote graph connection, we can traverse through the graph and run different queries on the graph object" ] }, { "cell_type": "code", "execution_count": null, "id": "93b1336f", "metadata": {}, "outputs": [], "source": [ "from __future__ import print_function # Python 2/3 compatibility\n", "\n", "from gremlin_python import statics\n", "from gremlin_python.structure.graph import Graph\n", "from gremlin_python.process.graph_traversal import __\n", "from gremlin_python.process.strategies import *\n", "from gremlin_python.driver.driver_remote_connection import DriverRemoteConnection\n", "\n", "graph = Graph()\n", "\n", "remoteConn = DriverRemoteConnection('wss://'+NEPTUNE_ENDPOINT+':8182/gremlin','g')\n", "g = graph.traversal().withRemote(remoteConn)" ] }, { "cell_type": "markdown", "id": "a8ff0bd5", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### 4- Download and Prepare the Data\n", "\n", "In this example, we will use [IEEE-CIS Fraud Detection](https://www.kaggle.com/c/ieee-fraud-detection/data?select=train_transaction.csv) dataset: financial transactions dataset in its raw form consisting of two tables:\n", " * **Transactions**: Records transactions and metadata about transactions between two users.\n", " * **Identity**: Contains various identifiers associated with a particular transactions." ] }, { "cell_type": "markdown", "id": "da7ace3d", "metadata": {}, "source": [ "#### 4.1 Download the Dataset\n", "\n", "If you get an authentication error, you need to sign up for a Kaggle account, save your credentials in `/home/ec2-user/.kaggle/kaggle.json`. Details are explained here: https://www.kaggle.com/docs/api\n", "\n", "**NOTE** if you haven't downloaded the Kaggle configration file, the command below will fail" ] }, { "cell_type": "code", "execution_count": null, "id": "3e43c005", "metadata": {}, "outputs": [], "source": [ "# Dowload the dataset\n", "!kaggle competitions download -c ieee-fraud-detection\n", "!mkdir ./ieee-cis; unzip -o ieee-fraud-detection.zip -d ./ieee-cis" ] }, { "cell_type": "code", "execution_count": null, "id": "971cf977", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "pd.set_option('mode.chained_assignment', None)\n", "transaction_df = pd.read_csv('./ieee-cis/train_transaction.csv')\n", "id_df = pd.read_csv('./ieee-cis/train_identity.csv')" ] }, { "cell_type": "markdown", "id": "84a4b751", "metadata": {}, "source": [ "#### 4.2 Remove Columns with > 40% Missing Values\n", "\n", "To avoid large scale imputation and changing data distribution, and for the purposes of this excercise, we will remove columns that has more than 40% missing values.\n", "\n", "##### 4.2.1 Identity Table Remove Missing" ] }, { "cell_type": "code", "execution_count": null, "id": "bceec14d", "metadata": {}, "outputs": [], "source": [ "percent_missing_id = id_df.isnull().sum() * 100 / len(id_df)\n", "missing_value_id_df = pd.DataFrame({'column_name': id_df.columns,\n", " 'percent_missing': percent_missing_id})\n", "missing_value_id_df.sort_values('percent_missing', inplace=True)\n", "id_missing_df = missing_value_id_df[missing_value_id_df['percent_missing'] > 40]\n", "\n", "for col in id_missing_df['column_name']:\n", " id_df.drop(col, inplace=True, axis=1)" ] }, { "cell_type": "markdown", "id": "ad6963a4", "metadata": {}, "source": [ "##### 4.2.1 Transactions Table Remove Missing" ] }, { "cell_type": "code", "execution_count": null, "id": "4cd6ad38", "metadata": {}, "outputs": [], "source": [ "percent_missing = transaction_df.isnull().sum() * 100 / len(transaction_df)\n", "missing_value_df = pd.DataFrame({'column_name': transaction_df.columns,\n", " 'percent_missing': percent_missing})\n", "missing_value_df.sort_values('percent_missing', inplace=True)\n", "transation_missing_df = missing_value_df[missing_value_df['percent_missing'] > 40]\n", "\n", "for col in transation_missing_df['column_name']:\n", " transaction_df.drop(col, inplace=True, axis=1)" ] }, { "cell_type": "markdown", "id": "7a566ee8", "metadata": {}, "source": [ "### 5- Prepare the Graph Files\n", "Graphs consists of nodes or vertices and edges. We will take each logical entity in our table and that will be our vertices and nodes. The identities and resulting entities will be connected by transaction ID so we will build our edges from this connection.\n", "\n", "This notebook will build 4 different entities and their properties then the edges and connections between entities. The 4 entities are: **Devices, Cards, Identities and Transactions**" ] }, { "cell_type": "markdown", "id": "94ddae0b", "metadata": {}, "source": [ "#### 5.1 Create Graph Entities" ] }, { "cell_type": "code", "execution_count": null, "id": "f7a63422", "metadata": {}, "outputs": [], "source": [ "#Create devices node\n", "device_node_df = id_df[['DeviceType', 'DeviceInfo', 'TransactionID']]\n", "device_node_df['~id'] = 'dev-' + device_node_df['TransactionID'].astype(str)\n", "device_node_df['~label'] = 'Device'\n", "device_node_df['edge_label'] = 'associated_with'\n", "device_node_df_v = device_node_df.drop('TransactionID', axis=1)\n", "\n", "device_node_df_v = device_node_df_v.rename(columns={'DeviceType': 'DeviceType:string','DeviceInfo': 'DeviceInfo:string'})" ] }, { "cell_type": "code", "execution_count": null, "id": "756c3bf1", "metadata": {}, "outputs": [], "source": [ "#Create the cards entity\n", "\n", "card_cols =[col for col in transaction_df if col.startswith('card')]\n", "card_cols.append('TransactionID')\n", "card_node_df = transaction_df[card_cols]\n", "card_node_df['~id'] = 'card-' + card_node_df['TransactionID'].astype(str)\n", "card_node_df['~label'] = 'Card'\n", "card_node_df['edge_label'] = 'purchased_by'\n", "card_node_df_v = card_node_df.drop('TransactionID', axis=1)\n", "\n", "card_node_df_v = card_node_df_v.rename(columns={'card1': 'card1:float'})" ] }, { "cell_type": "code", "execution_count": null, "id": "50d4d816", "metadata": {}, "outputs": [], "source": [ "#Buidling the identity node\n", "\n", "id_cols =[col for col in id_df if col.startswith('id') ] \n", "id_cols.append('TransactionID')\n", "id_node_df = id_df[id_cols]\n", "id_node_df['~id'] = 'id-' + id_node_df['TransactionID'].astype(str)\n", "id_node_df['~label'] = 'Identifier'\n", "id_node_df['edge_label'] = 'identified_by'\n", "\n", "#rename columns to the correct type\n", "regexp = re.compile('id_0[1-9]|id_1[0-1]')\n", "numerical_cols = [col for col in id_df if regexp.search(col) ]\n", "for colX in numerical_cols:\n", " id_node_df = id_node_df.rename(columns={colX: colX+':float'})\n", " \n", "\n", "id_node_df_v = id_node_df.drop('TransactionID', axis=1)" ] }, { "cell_type": "code", "execution_count": null, "id": "e322fb26", "metadata": {}, "outputs": [], "source": [ "# Address and Product information will be properties to the identity node\n", "\n", "C_cols = [col for col in transaction_df if col.startswith('C')]\n", "D_cols = [col for col in transaction_df if col.startswith('D')]\n", "V_cols = [col for col in transaction_df if col.startswith('V')]\n", "M_cols = [col for col in transaction_df if col.startswith('M')]\n", "dist_cols =[col for col in transaction_df if col.startswith('dist') or col.startswith('Prod') or col.startswith('addr')]\n", "transaction_cols = C_cols + D_cols + V_cols + M_cols + dist_cols + ['TransactionDT', 'TransactionAmt', 'isFraud', 'TransactionID', 'P_emaildomain']\n", "transaction_node_df = transaction_df[transaction_cols]\n", "transaction_node_df['~label'] = 'Transaction'\n", "\n", "#rename columns to correct type\n", "for colX in C_cols:\n", " transaction_node_df = transaction_node_df.rename(columns={colX: colX+':float'})\n", "for colX in D_cols:\n", " transaction_node_df = transaction_node_df.rename(columns={colX: colX+':float'})\n", "for colX in V_cols:\n", " transaction_node_df = transaction_node_df.rename(columns={colX: colX+':float'})\n", "\n", "\n", "transaction_node_df.rename(columns={'TransactionID': '~id', 'TransactionDT': 'TransactionDT:float', 'TransactionAmt': 'TransactionAmt:float'}, inplace=True)\n", "\n", "transaction_node_df.to_csv('data/transaction_vertices.csv', index=None)" ] }, { "cell_type": "markdown", "id": "5e6b1ec4", "metadata": {}, "source": [ "#### 5.2 Create Graph Edges" ] }, { "cell_type": "code", "execution_count": null, "id": "bcf74826", "metadata": {}, "outputs": [], "source": [ "import uuid\n", "edge_cols = ['TransactionID','~id', 'edge_label']\n", "frames = [id_node_df[edge_cols], card_node_df[edge_cols], device_node_df[edge_cols] ]\n", "edges = pd.concat(frames)\n", "\n", "\n", "edges['edge_id'] = edges.apply(lambda _: uuid.uuid4(), axis=1)\n", "edges_df = edges.rename(columns={'TransactionID': '~from','~id': '~to','edge_label': '~label','edge_id': '~id'})\n", "edges_df.to_csv('data/edges.csv', index=None)" ] }, { "cell_type": "markdown", "id": "cafd999b", "metadata": {}, "source": [ "#### 5.3 Save Graph Entities and Edges" ] }, { "cell_type": "code", "execution_count": null, "id": "057be491", "metadata": {}, "outputs": [], "source": [ "device_node_df_v.drop('edge_label', axis=1, inplace=True)\n", "card_node_df_v.drop('edge_label', axis=1, inplace=True)\n", "id_node_df_v.drop('edge_label', axis=1, inplace=True)\n", "\n", "device_node_df_v.to_csv('data/device_vertices.csv', index=None)\n", "card_node_df_v.to_csv('data/card_vertices.csv', index=None)\n", "id_node_df_v.to_csv('data/id_vertices.csv', index=None)" ] }, { "cell_type": "markdown", "id": "359f616b", "metadata": {}, "source": [ "### 6- Store Variables" ] }, { "cell_type": "code", "execution_count": null, "id": "3b4b0491", "metadata": {}, "outputs": [], "source": [ "%store BUCKET\n", "%store REGION\n", "%store ACCOUNT_ID\n", "%store PREFIX\n", "%store NEPTUNE_ENDPOINT\n", "%store NEPTUNE_LOAD_ROLE" ] } ], "metadata": { "kernelspec": { "display_name": "conda_python3", "language": "python", "name": "conda_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": "3.6.13" } }, "nbformat": 4, "nbformat_minor": 5 }