diff --git a/notebooks/01-use-cases/finance/risk-management/operational-risk/credit-card-fraud-detection/03-AutoML-PyCaret-classification.ipynb b/notebooks/01-use-cases/finance/risk-management/operational-risk/credit-card-fraud-detection/03-AutoML-PyCaret-classification.ipynb
index da3fed17..d5d91698 100644
--- a/notebooks/01-use-cases/finance/risk-management/operational-risk/credit-card-fraud-detection/03-AutoML-PyCaret-classification.ipynb
+++ b/notebooks/01-use-cases/finance/risk-management/operational-risk/credit-card-fraud-detection/03-AutoML-PyCaret-classification.ipynb
@@ -84,11 +84,11 @@
     "#     print(\"Downloading: %d%% [%d / %d] bytes\" % (current / total * 100, current, total))\n",
     "\n",
     "\n",
-    "# url = \"https://data.atoti.io/notebooks/credit-card-fraud/output.zip\"\n",
+    "# url = \"https://data.atoti.io/notebooks/credit-card-fraud/data.zip\"\n",
     "# filename = wget.download(url, bar=bar_custom)\n",
     "\n",
     "# # unzipping the file\n",
-    "# with ZipFile(\"output.zip\", \"r\") as zipObj:\n",
+    "# with ZipFile(\"data.zip\", \"r\") as zipObj:\n",
     "#     # Extract all the contents of zip file in current directory\n",
     "#     zipObj.extractall(data_path)"
    ]
@@ -5109,7 +5109,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.12"
+   "version": "3.9.13"
   }
  },
  "nbformat": 4,
diff --git a/notebooks/01-use-cases/finance/risk-management/operational-risk/credit-card-fraud-detection/README.md b/notebooks/01-use-cases/finance/risk-management/operational-risk/credit-card-fraud-detection/README.md
index 5e0a9842..20cbc9cf 100644
--- a/notebooks/01-use-cases/finance/risk-management/operational-risk/credit-card-fraud-detection/README.md
+++ b/notebooks/01-use-cases/finance/risk-management/operational-risk/credit-card-fraud-detection/README.md
@@ -6,6 +6,15 @@ This use case comprises of 3 main sections:
 - Detect credit card fraud with autoML, choosing the best model with PyCaret.
 - Real-time credit card analysis to investigate suspicious transaction flagged by the ML.
 
+Below depicts the flow between the libraries and their usage:  
+<img src="./img/app_flow.png" />
+
+This use case uses [PyCaret 2.3.4](https://pycaret.org/).  
+As the latest version of atoti has conflicting dependencies with PyCaret, the two programs are running on separate virtual environment, communicating through endpoints.
+
+<img src="./img/system_design.png" />  
+
+
 ## 1 Synthetic data generation
 
 [01-Synthetic-data-generation.ipynb](./01-Synthetic-data-generation.ipynb) is adapted from the GitHub repository [Sparkov_Data_Generation](https://github.com/namebrandon/Sparkov_Data_Generation). It makes use of Faker to generate customers and credit card transactions with varying profiles:
@@ -70,9 +79,28 @@ This notebook covers the following:
   - we used the LGBM model to perform fraud prediction
   - load transactions and its prediction into atoti
 - Evaluate incoming transaction from atoti web application on http://localhost:10327.
-- Create **source simulation** in atoti with prediction (with and without cumulative features) from:
-  - LGBM
-  - DT
-  - anomaly detection
 
-This allows us to compare the performance of the models and also decide if the additional cumulative features are necessary.
+### Real-time fraud prediction
+
+To test the real-time fraud detection, start the Flask application included under the `atoti-pycaret` package. Follow the [README.md](./atoti-pycaret/README.md) included under the package on how to start the application.  
+
+Alternatively, you can always integrate your own machine learning models and update the REST URI under the function `get_prediction` in the [main.ipynb](./main.ipynb):
+
+```
+def get_prediction(features_df):
+    url = "http://127.0.0.1:105/predict"
+    header = {"Content-Type": "application/json"}
+
+    payload = {
+        "features": features_df.to_json(orient="records"),
+    }
+
+    try:
+        response = requests.post(url, json=payload)
+
+        prediction = pd.DataFrame.from_dict(response.json())
+        return prediction
+
+    except requests.exceptions.HTTPError as e:
+        print(e.response.text)
+```
\ No newline at end of file
diff --git a/notebooks/01-use-cases/finance/risk-management/operational-risk/credit-card-fraud-detection/atoti-pycaret/.python-version b/notebooks/01-use-cases/finance/risk-management/operational-risk/credit-card-fraud-detection/atoti-pycaret/.python-version
new file mode 100644
index 00000000..4351a7e3
--- /dev/null
+++ b/notebooks/01-use-cases/finance/risk-management/operational-risk/credit-card-fraud-detection/atoti-pycaret/.python-version
@@ -0,0 +1 @@
+3.8.7
diff --git a/notebooks/01-use-cases/finance/risk-management/operational-risk/credit-card-fraud-detection/atoti-pycaret/README.md b/notebooks/01-use-cases/finance/risk-management/operational-risk/credit-card-fraud-detection/atoti-pycaret/README.md
new file mode 100644
index 00000000..733ce97b
--- /dev/null
+++ b/notebooks/01-use-cases/finance/risk-management/operational-risk/credit-card-fraud-detection/atoti-pycaret/README.md
@@ -0,0 +1,53 @@
+# Endpoint for Credit Card Fraud prediction
+
+The package automl consists of machine learning models that we have trained using [PyCaret](https://pycaret.org/).
+
+By creating a small [Flask application](https://flask.palletsprojects.com/en/2.2.x/), we are able to create an endpoint that takes in the features for the model to perform fraud prediction.
+
+# Installation
+
+Set up the virtual environment for the project using the below command:
+```
+poetry install
+```
+
+Refer to the [poetry documentation](https://python-poetry.org/docs/master/#installing-with-the-official-installer) for more information on the package manager.
+
+
+# Runtime
+To launch the Flask application, run the following command:
+```
+poetry run python .\automl\prediction.py
+```
+
+You should able to see the following:
+
+<img src="../img/flask_endpoint.png">
+
+We can post requests to the endpoint at http://127.0.0.1:105/predict, e.g.  
+
+```
+def get_prediction(features_df):
+    url = "http://127.0.0.1:105/predict"
+    header = {"Content-Type": "application/json"}
+
+    payload = {
+        "features": features_df.to_json(orient="records"),
+    }
+
+    try:
+        response = requests.post(url, json=payload)
+
+        prediction = pd.DataFrame.from_dict(response.json())
+        return prediction
+
+    except requests.exceptions.HTTPError as e:
+        print(e.response.text)
+```
+
+You can verify that the requests are received by the endpoint through the shell running this program:
+
+<img src="../img/request_received.png"/>  
+
+
+The endpoint returns a Pandas Dataframe containing the features and their corresponding prediction.
diff --git a/notebooks/01-use-cases/finance/risk-management/operational-risk/credit-card-fraud-detection/atoti-pycaret/automl/models/Final_DT_Model_20211130.pkl b/notebooks/01-use-cases/finance/risk-management/operational-risk/credit-card-fraud-detection/atoti-pycaret/automl/models/Final_DT_Model_20211130.pkl
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diff --git a/notebooks/01-use-cases/finance/risk-management/operational-risk/credit-card-fraud-detection/atoti-pycaret/automl/models/Final_LGBM_Model_20211130.pkl b/notebooks/01-use-cases/finance/risk-management/operational-risk/credit-card-fraud-detection/atoti-pycaret/automl/models/Final_LGBM_Model_20211130.pkl
new file mode 100644
index 00000000..8e02276c
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diff --git a/notebooks/01-use-cases/finance/risk-management/operational-risk/credit-card-fraud-detection/atoti-pycaret/automl/prediction.py b/notebooks/01-use-cases/finance/risk-management/operational-risk/credit-card-fraud-detection/atoti-pycaret/automl/prediction.py
new file mode 100644
index 00000000..f6e0bcb5
--- /dev/null
+++ b/notebooks/01-use-cases/finance/risk-management/operational-risk/credit-card-fraud-detection/atoti-pycaret/automl/prediction.py
@@ -0,0 +1,33 @@
+from flask import Flask, jsonify, request
+import pandas as pd
+import pycaret.classification as pyc
+import pickle
+import os
+
+app = Flask(__name__)
+
+dir_path = os.path.dirname(os.path.realpath(__file__))
+print(dir_path)
+
+
+def predict(df):
+    model = pyc.load_model("./automl/models/Final_LGBM_Model_20211130")
+    return pyc.predict_model(model, data=df)
+
+
+@app.route("/predict", methods=["POST"])
+def predict_model():
+    test = request.json
+
+    features_json = test["features"]
+    features_df = pd.read_json(features_json)
+    print(f"Features received: {len(features_df)}")
+
+    model_prediction = predict(features_df)
+    print(f"Prediction completed for {len(model_prediction)}")
+
+    return model_prediction.to_json(orient="records")
+
+
+if __name__ == "__main__":
+    app.run(host="0.0.0.0", port=105)
diff --git a/notebooks/01-use-cases/finance/risk-management/operational-risk/credit-card-fraud-detection/atoti-pycaret/poetry.lock b/notebooks/01-use-cases/finance/risk-management/operational-risk/credit-card-fraud-detection/atoti-pycaret/poetry.lock
new file mode 100644
index 00000000..b4644c99
--- /dev/null
+++ b/notebooks/01-use-cases/finance/risk-management/operational-risk/credit-card-fraud-detection/atoti-pycaret/poetry.lock
@@ -0,0 +1,4515 @@
+[[package]]
+name = "alembic"
+version = "1.8.1"
+description = "A database migration tool for SQLAlchemy."
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+importlib-metadata = {version = "*", markers = "python_version < \"3.9\""}
+importlib-resources = {version = "*", markers = "python_version < \"3.9\""}
+Mako = "*"
+SQLAlchemy = ">=1.3.0"
+
+[package.extras]
+tz = ["python-dateutil"]
+
+[[package]]
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+version = "3.6.1"
+description = "High level compatibility layer for multiple asynchronous event loop implementations"
+category = "main"
+optional = false
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+
+[package.dependencies]
+idna = ">=2.8"
+sniffio = ">=1.1"
+typing-extensions = {version = "*", markers = "python_version < \"3.8\""}
+
+[package.extras]
+doc = ["packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme"]
+test = ["contextlib2", "coverage[toml] (>=4.5)", "hypothesis (>=4.0)", "mock (>=4)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (<0.15)", "uvloop (>=0.15)"]
+trio = ["trio (>=0.16)"]
+
+[[package]]
+name = "appnope"
+version = "0.1.3"
+description = "Disable App Nap on macOS >= 10.9"
+category = "main"
+optional = false
+python-versions = "*"
+
+[[package]]
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+
+[package.dependencies]
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+typing-extensions = {version = "*", markers = "python_version < \"3.8\""}
+
+[package.extras]
+dev = ["cogapp", "coverage[toml] (>=5.0.2)", "furo", "hypothesis", "pre-commit", "pytest", "sphinx", "sphinx-notfound-page", "tomli"]
+docs = ["furo", "sphinx", "sphinx-notfound-page"]
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+
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+[package.extras]
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+tests_no_zope = ["cloudpickle", "coverage[toml] (>=5.0.2)", "hypothesis", "mypy (>=0.900,!=0.940)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins"]
+
+[[package]]
+name = "Babel"
+version = "2.10.3"
+description = "Internationalization utilities"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+pytz = ">=2015.7"
+
+[[package]]
+name = "backcall"
+version = "0.2.0"
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+[[package]]
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+
+[package.dependencies]
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+
+[package.extras]
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+
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+[[package]]
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+
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+
+[package.dependencies]
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+[[package]]
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+category = "main"
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+
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+
+[[package]]
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+
+[[package]]
+name = "cymem"
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+
+[[package]]
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+category = "main"
+optional = false
+python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
+
+[[package]]
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+[package.dependencies]
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diff --git a/notebooks/01-use-cases/finance/risk-management/operational-risk/credit-card-fraud-detection/atoti-pycaret/pyproject.toml b/notebooks/01-use-cases/finance/risk-management/operational-risk/credit-card-fraud-detection/atoti-pycaret/pyproject.toml
new file mode 100644
index 00000000..dd4204ed
--- /dev/null
+++ b/notebooks/01-use-cases/finance/risk-management/operational-risk/credit-card-fraud-detection/atoti-pycaret/pyproject.toml
@@ -0,0 +1,21 @@
+[tool.poetry]
+name = "atoti-pycaret"
+version = "0.1.0"
+description = ""
+authors = ["Yeo Hui Fang <hfy@activeviam.com>"]
+readme = "README.md"
+
+[tool.poetry.dependencies]
+python = "^3.7.1"
+jupyterlab = "^3.4.7"
+Flask = "^2.2.2"
+pycaret = "2.3.4"
+
+
+[tool.poetry.dev-dependencies]
+black-nb = "^0.5.0"
+black = {extras = ["jupyter"], version = "^21.6b0"}
+
+[build-system]
+requires = ["poetry-core"]
+build-backend = "poetry.core.masonry.api"
diff --git a/notebooks/01-use-cases/finance/risk-management/operational-risk/credit-card-fraud-detection/content/content.mv.db b/notebooks/01-use-cases/finance/risk-management/operational-risk/credit-card-fraud-detection/content/content.mv.db
index d37d6733..94f59fbb 100644
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diff --git a/notebooks/01-use-cases/finance/risk-management/operational-risk/credit-card-fraud-detection/img/app_flow.png b/notebooks/01-use-cases/finance/risk-management/operational-risk/credit-card-fraud-detection/img/app_flow.png
new file mode 100644
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diff --git a/notebooks/01-use-cases/finance/risk-management/operational-risk/credit-card-fraud-detection/img/flask_endpoint.png b/notebooks/01-use-cases/finance/risk-management/operational-risk/credit-card-fraud-detection/img/flask_endpoint.png
new file mode 100644
index 00000000..109fcc53
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diff --git a/notebooks/01-use-cases/finance/risk-management/operational-risk/credit-card-fraud-detection/img/request_received.png b/notebooks/01-use-cases/finance/risk-management/operational-risk/credit-card-fraud-detection/img/request_received.png
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diff --git a/notebooks/01-use-cases/finance/risk-management/operational-risk/credit-card-fraud-detection/img/system_design.png b/notebooks/01-use-cases/finance/risk-management/operational-risk/credit-card-fraud-detection/img/system_design.png
new file mode 100644
index 00000000..f8eba01d
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diff --git a/notebooks/01-use-cases/finance/risk-management/operational-risk/credit-card-fraud-detection/main.ipynb b/notebooks/01-use-cases/finance/risk-management/operational-risk/credit-card-fraud-detection/main.ipynb
index 59d72f02..29e6311d 100644
--- a/notebooks/01-use-cases/finance/risk-management/operational-risk/credit-card-fraud-detection/main.ipynb
+++ b/notebooks/01-use-cases/finance/risk-management/operational-risk/credit-card-fraud-detection/main.ipynb
@@ -8,14 +8,16 @@
     "# PyCaret with Synthetic Data for Real-Time Credit Card Fraud detection\n",
     "\\[_In case you’re unable to see the atoti visualizations in GitHub, try viewing the notebook in [nbviewer](https://nbviewer.org/github/atoti/notebooks/blob/main/notebooks/01-use-cases/finance/risk-management/operational-risk/credit-card-fraud-detection/main.ipynb)._]  \n",
     "\n",
-    "__NOTE: As of [PyCaret v2.3.9](https://pycaret.gitbook.io/docs/get-started/installation#dependencies) and [atoti v0.6.5](https://docs.atoti.io/latest/installation.html), there are some dependencies conflict in the version of NumPy used. Hence, the machine learning aspect in this notebook is used for reference purposes only.__ \n",
+    "__NOTE: As of [atoti v0.6.5](https://docs.atoti.io/latest/installation.html), there are some dependencies conflict in the version of NumPy used by atoti and PyCaret. We have included a small flask api under the _atoti-pycaret_ folder that allow us to execute the PyCaret model under a different environment from atoti.__\n",
     "\n",
     "[Credit card fraud is on the rise](https://www.forbes.com/sites/billhardekopf/2021/09/17/this-week-in-credit-card-news-huge-increase-in-fraudulent-mobile-apps-a-rosy-holiday-sales-outlook/?sh=385215f866a1) with the increase of online transactions due to COVID-19.  \n",
     "\n",
     "In this use case, we will attempt a couple of fun things:\n",
     "- [Generate synthetic data for machine learning](./01-Synthetic-data-generation.ipynb)\n",
     "- Test out the autoML PyCaret in predicting the fraudulent cases with the [Anomaly Detection](./02-AutoML-PyCaret-anomaly.ipynb) and [Classification module](./03-AutoML-PyCaret-classification.ipynb)\n",
-    "- Integrate the prediction into atoti for real-time credit card reporting\n",
+    "- Integrate the prediction into atoti for real-time credit card reporting  \n",
+    "\n",
+    "<img src=\"img/app_flow.png\" width=\"75%\" />\n",
     "\n",
     "The use case is only for illustrative purpose to show how atoti can be integrated with machine learning to achieve monitoring objective.  \n",
     "\n",
@@ -41,17 +43,16 @@
    "metadata": {},
    "outputs": [],
    "source": [
+    "import json\n",
     "import os\n",
     "import time\n",
     "from zipfile import ZipFile\n",
     "\n",
     "import atoti as tt\n",
-    "\n",
-    "# import faker\n",
+    "import numpy as np\n",
     "import pandas as pd\n",
+    "import requests\n",
     "import wget\n",
-    "\n",
-    "# from faker import Faker\n",
     "from IPython.display import clear_output, display\n",
     "from utils import data_prep"
    ]
@@ -966,29 +967,29 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>2fe46964e51bfcefbed728b9e33fc1cf</th>\n",
+       "      <th>9dde534c5c9213ba4c10014c6a88f891</th>\n",
        "      <td>0</td>\n",
-       "      <td>0.9994</td>\n",
+       "      <td>0.9997</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>5ebf9c43d30d0ed15e993578df14a4c5</th>\n",
+       "      <th>d23f920e3e226cf58000ebfb126e5f56</th>\n",
        "      <td>0</td>\n",
-       "      <td>0.9994</td>\n",
+       "      <td>0.9998</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>a3c0100cb4cfb7a5c4ffc90faaf7a6d8</th>\n",
+       "      <th>064ce67c7a0cfa99d6ff72dadafde827</th>\n",
        "      <td>0</td>\n",
-       "      <td>0.9998</td>\n",
+       "      <td>0.9997</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>a1ced786014c2a12a51ee8938d30e866</th>\n",
-       "      <td>1</td>\n",
-       "      <td>0.9792</td>\n",
+       "      <th>256a58ebcd203ac80eec91777f7648fd</th>\n",
+       "      <td>0</td>\n",
+       "      <td>1.0000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>933b03044fdeddc8029233e18ae8efbf</th>\n",
+       "      <th>677588af0956a1704ec59e9fc051e99b</th>\n",
        "      <td>0</td>\n",
-       "      <td>0.9998</td>\n",
+       "      <td>1.0000</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -997,11 +998,11 @@
       "text/plain": [
        "                                 Label   Score\n",
        "trans_num                                     \n",
-       "2fe46964e51bfcefbed728b9e33fc1cf     0  0.9994\n",
-       "5ebf9c43d30d0ed15e993578df14a4c5     0  0.9994\n",
-       "a3c0100cb4cfb7a5c4ffc90faaf7a6d8     0  0.9998\n",
-       "a1ced786014c2a12a51ee8938d30e866     1  0.9792\n",
-       "933b03044fdeddc8029233e18ae8efbf     0  0.9998"
+       "9dde534c5c9213ba4c10014c6a88f891     0  0.9997\n",
+       "d23f920e3e226cf58000ebfb126e5f56     0  0.9998\n",
+       "064ce67c7a0cfa99d6ff72dadafde827     0  0.9997\n",
+       "256a58ebcd203ac80eec91777f7648fd     0  1.0000\n",
+       "677588af0956a1704ec59e9fc051e99b     0  1.0000"
       ]
      },
      "execution_count": 17,
@@ -1451,7 +1452,7 @@
      "data": {
       "application/vnd.atoti.widget.v0+json": {
        "name": "0 - Non-fraudulent, 1 - Fraudulent",
-       "sessionId": "1664506742_864XYW",
+       "sessionId": "1664845842_PSHMNZ",
        "sessionLocation": {
         "https": null,
         "port": 10327
@@ -1459,7 +1460,7 @@
        "widgetCreationCode": "session.visualize()"
       },
       "text/html": [
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       ],
       "text/plain": [
        "Open the notebook in JupyterLab with the atoti extension enabled to build this widget."
@@ -1527,7 +1528,7 @@
      "data": {
       "application/vnd.atoti.widget.v0+json": {
        "name": "Merchants with highest fraudulent occurence on 29th Aug",
-       "sessionId": "1664506742_864XYW",
+       "sessionId": "1664845842_PSHMNZ",
        "sessionLocation": {
         "https": null,
         "port": 10327
@@ -1535,7 +1536,7 @@
        "widgetCreationCode": "session.visualize()"
       },
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       ],
       "text/plain": [
        "Open the notebook in JupyterLab with the atoti extension enabled to build this widget."
@@ -1639,7 +1640,7 @@
      "data": {
       "application/vnd.atoti.widget.v0+json": {
        "name": "Number of transactions by customer in 1 day on 29th Aug - (x-axis: longitude, y-axis: latitude)",
-       "sessionId": "1664506742_864XYW",
+       "sessionId": "1664845842_PSHMNZ",
        "sessionLocation": {
         "https": null,
         "port": 10327
@@ -1647,7 +1648,7 @@
        "widgetCreationCode": "session.visualize()"
       },
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       ],
       "text/plain": [
        "Open the notebook in JupyterLab with the atoti extension enabled to build this widget."
@@ -1678,7 +1679,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "m[\"score\"] = tt.agg.sum(prediction_tbl[\"Score\"])\n",
+    "m[\"score\"] = tt.where(l[\"trans_num\"] != None, tt.agg.sum(prediction_tbl[\"Score\"]))\n",
     "m[\"score\"].formatter = \"DOUBLE[#,###.000]\""
    ]
   },
@@ -1851,7 +1852,7 @@
      "data": {
       "application/vnd.atoti.widget.v0+json": {
        "name": "Cumulative values for a customer account - SSN (862-79-0516)",
-       "sessionId": "1664506742_864XYW",
+       "sessionId": "1664845842_PSHMNZ",
        "sessionLocation": {
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         "port": 10327
@@ -1859,7 +1860,7 @@
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       ],
       "text/plain": [
        "Open the notebook in JupyterLab with the atoti extension enabled to build this widget."
@@ -1922,7 +1923,7 @@
      "data": {
       "application/vnd.atoti.convert-query-result-to-widget.v0+json": {
        "mdx": "SELECT {[Measures].[nb_txns_1_days], [Measures].[nb_txns_7_days], [Measures].[nb_txns_30_days]} ON COLUMNS, NON EMPTY [transactions].[trans_date].[trans_date].Members ON ROWS FROM (SELECT [transactions].[trans_date].[AllMember].[2021-07-12] ON COLUMNS FROM (SELECT [transactions].[ssn].[AllMember].[862-79-0516] ON COLUMNS FROM [credit_card_trans]))",
-       "sessionId": "1664506742_864XYW",
+       "sessionId": "1664845842_PSHMNZ",
        "widgetCreationCode": "session.visualize()"
       },
       "text/html": [
@@ -2123,7 +2124,7 @@
      "data": {
       "application/vnd.atoti.widget.v0+json": {
        "name": "Merchants with more than 25% percentage fraudulent transactions",
-       "sessionId": "1664506742_864XYW",
+       "sessionId": "1664845842_PSHMNZ",
        "sessionLocation": {
         "https": null,
         "port": 10327
@@ -2131,7 +2132,7 @@
        "widgetCreationCode": "session.visualize()"
       },
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       ],
       "text/plain": [
        "Open the notebook in JupyterLab with the atoti extension enabled to build this widget."
@@ -2218,7 +2219,7 @@
      "data": {
       "application/vnd.atoti.widget.v0+json": {
        "name": "Fraud trend",
-       "sessionId": "1664506742_864XYW",
+       "sessionId": "1664845842_PSHMNZ",
        "sessionLocation": {
         "https": null,
         "port": 10327
@@ -2226,7 +2227,7 @@
        "widgetCreationCode": "session.visualize()"
       },
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       ],
       "text/plain": [
        "Open the notebook in JupyterLab with the atoti extension enabled to build this widget."
@@ -2291,7 +2292,7 @@
      "data": {
       "application/vnd.atoti.widget.v0+json": {
        "name": "Drillthrough on 29th Aug",
-       "sessionId": "1664506742_864XYW",
+       "sessionId": "1664845842_PSHMNZ",
        "sessionLocation": {
         "https": null,
         "port": 10327
@@ -2299,7 +2300,7 @@
        "widgetCreationCode": "session.visualize()"
       },
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       ],
       "text/plain": [
        "Open the notebook in JupyterLab with the atoti extension enabled to build this widget."
@@ -2399,16 +2400,13 @@
      "data": {
       "application/vnd.atoti.widget.v0+json": {
        "name": "Amount loss to fraud comparison in last 2 months",
-       "sessionId": "1664506742_864XYW",
+       "sessionId": "1664845842_PSHMNZ",
        "sessionLocation": {
         "https": null,
         "port": 10327
        },
        "widgetCreationCode": "session.visualize()"
       },
-      "text/html": [
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-      ],
       "text/plain": [
        "Open the notebook in JupyterLab with the atoti extension enabled to build this widget."
       ]
@@ -2465,16 +2463,13 @@
      "data": {
       "application/vnd.atoti.widget.v0+json": {
        "name": "Amount loss to fraud",
-       "sessionId": "1664506742_864XYW",
+       "sessionId": "1664845842_PSHMNZ",
        "sessionLocation": {
         "https": null,
         "port": 10327
        },
        "widgetCreationCode": "session.visualize()"
       },
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-      ],
       "text/plain": [
        "Open the notebook in JupyterLab with the atoti extension enabled to build this widget."
       ]
@@ -2840,16 +2835,13 @@
      "data": {
       "application/vnd.atoti.widget.v0+json": {
        "name": "% loss to fraud by age group",
-       "sessionId": "1664506742_864XYW",
+       "sessionId": "1664845842_PSHMNZ",
        "sessionLocation": {
         "https": null,
         "port": 10327
        },
        "widgetCreationCode": "session.visualize()"
       },
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-      ],
       "text/plain": [
        "Open the notebook in JupyterLab with the atoti extension enabled to build this widget."
       ]
@@ -2872,7 +2864,14 @@
     "## 3. Integrate prediction from AutoML (PyCaret) into atoti\n",
     "\n",
     "Using [PyCaret](https://pycaret.org/), we trained and tested 3 months worth of synthetic credit card transactions.  \n",
-    "The trained models are being saved under the __models__ folder.  "
+    "The trained models are being saved under the __models__ folder.  \n",
+    "\n",
+    "<img src=\"img/system_design.png\" width=\"60%\"/>  \n",
+    "\n",
+    "The diagram above shows how we can integrate the PyCaret's prediction back into atoti.  \n",
+    "There are many ways to do so, among them are the following:\n",
+    "1. if we have the predictions output in CSV, we can use the connector to load predictions into atoti\n",
+    "2. invoking rest api integrated with the trained model to perform real-time prediction and loading the returned results into atoti"
    ]
   },
   {
@@ -2994,16 +2993,13 @@
      "data": {
       "application/vnd.atoti.widget.v0+json": {
        "name": "Difference between actual and predicted",
-       "sessionId": "1664506742_864XYW",
+       "sessionId": "1664845842_PSHMNZ",
        "sessionLocation": {
         "https": null,
         "port": 10327
        },
        "widgetCreationCode": "session.visualize()"
       },
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-      ],
       "text/plain": [
        "Open the notebook in JupyterLab with the atoti extension enabled to build this widget."
       ]
@@ -3067,16 +3063,13 @@
      "data": {
       "application/vnd.atoti.widget.v0+json": {
        "name": "Confusion matrix",
-       "sessionId": "1664506742_864XYW",
+       "sessionId": "1664845842_PSHMNZ",
        "sessionLocation": {
         "https": null,
         "port": 10327
        },
        "widgetCreationCode": "session.visualize()"
       },
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-      ],
       "text/plain": [
        "Open the notebook in JupyterLab with the atoti extension enabled to build this widget."
       ]
@@ -3180,16 +3173,13 @@
      "data": {
       "application/vnd.atoti.widget.v0+json": {
        "name": "Performance of the LGBM model against July prediction",
-       "sessionId": "1664506742_864XYW",
+       "sessionId": "1664845842_PSHMNZ",
        "sessionLocation": {
         "https": null,
         "port": 10327
        },
        "widgetCreationCode": "session.visualize()"
       },
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-      ],
       "text/plain": [
        "Open the notebook in JupyterLab with the atoti extension enabled to build this widget."
       ]
@@ -3291,16 +3281,13 @@
      "data": {
       "application/vnd.atoti.widget.v0+json": {
        "name": "Transaction amount saved/lost to fraud after preventive actions",
-       "sessionId": "1664506742_864XYW",
+       "sessionId": "1664845842_PSHMNZ",
        "sessionLocation": {
         "https": null,
         "port": 10327
        },
        "widgetCreationCode": "session.visualize()"
       },
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-      ],
       "text/plain": [
        "Open the notebook in JupyterLab with the atoti extension enabled to build this widget."
       ]
@@ -3491,16 +3478,13 @@
      "data": {
       "application/vnd.atoti.widget.v0+json": {
        "name": "Confusion matrix",
-       "sessionId": "1664506742_864XYW",
+       "sessionId": "1664845842_PSHMNZ",
        "sessionLocation": {
         "https": null,
         "port": 10327
        },
        "widgetCreationCode": "session.visualize()"
       },
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-      ],
       "text/plain": [
        "Open the notebook in JupyterLab with the atoti extension enabled to build this widget."
       ]
@@ -3568,16 +3552,13 @@
      "data": {
       "application/vnd.atoti.widget.v0+json": {
        "name": "Performance comparison for models against July and August prediction",
-       "sessionId": "1664506742_864XYW",
+       "sessionId": "1664845842_PSHMNZ",
        "sessionLocation": {
         "https": null,
         "port": 10327
        },
        "widgetCreationCode": "session.visualize()"
       },
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-      ],
       "text/plain": [
        "Open the notebook in JupyterLab with the atoti extension enabled to build this widget."
       ]
@@ -3638,16 +3619,13 @@
      "data": {
       "application/vnd.atoti.widget.v0+json": {
        "name": "Amount of money saved by each model",
-       "sessionId": "1664506742_864XYW",
+       "sessionId": "1664845842_PSHMNZ",
        "sessionLocation": {
         "https": null,
         "port": 10327
        },
        "widgetCreationCode": "session.visualize()"
       },
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-      ],
       "text/plain": [
        "Open the notebook in JupyterLab with the atoti extension enabled to build this widget."
       ]
@@ -3735,16 +3713,13 @@
      "data": {
       "application/vnd.atoti.widget.v0+json": {
        "name": "Anomaly detected on 27th Aug but not identified as fraud by classification",
-       "sessionId": "1664506742_864XYW",
+       "sessionId": "1664845842_PSHMNZ",
        "sessionLocation": {
         "https": null,
         "port": 10327
        },
        "widgetCreationCode": "session.visualize()"
       },
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ble-cell%22%20style%3D%22height%3A%2028px%3B%20left%3A%20407px%3B%20top%3A%20560px%3B%20width%3A%2069px%3B%20text-align%3A%20right%3B%20font-size%3A%2012px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20white-space%3A%20nowrap%3B%20text-overflow%3A%20ellipsis%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E49.71%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22height%3A%2028px%3B%20left%3A%20476px%3B%20top%3A%20560px%3B%20width%3A%2063px%3B%20text-align%3A%20right%3B%20font-size%3A%2012px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20white-space%3A%20nowrap%3B%20text-overflow%3A%20ellipsis%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3Cdiv%20class%3D%22css-1uww2vi-Table%22%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3C%2FforeignObject%3E%3C%2Fsvg%3E\">"
-      ],
       "text/plain": [
        "Open the notebook in JupyterLab with the atoti extension enabled to build this widget."
       ]
@@ -3800,20 +3775,7 @@
    "id": "6c780a37-5500-4403-99b4-6541a0d44745",
    "metadata": {},
    "source": [
-    "### 3.3 Launch real-time dashboard \n",
-    "\n",
-    "__NOTE: We have disabled the integration of real-time prediction into atoti due to the dependency conflict between atoti and PyCaret.  \n",
-    "Feel free to enable the prediction once the conflict is resolved.__"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 67,
-   "id": "a2abec37-0835-4cff-a363-1e50c049f3c5",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "disable_prediction = True"
+    "### 3.3 Launch real-time dashboard "
    ]
   },
   {
@@ -3826,7 +3788,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 68,
+   "execution_count": 67,
    "id": "17e99937-4479-4b43-8485-a481b2c6acd0",
    "metadata": {},
    "outputs": [
@@ -3843,7 +3805,7 @@
        "Open the notebook in JupyterLab with the atoti extension enabled to see this link."
       ]
      },
-     "execution_count": 68,
+     "execution_count": 67,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3857,25 +3819,49 @@
    "id": "019a3643-0e7d-4b39-9711-f3161a4fafd8",
    "metadata": {},
    "source": [
-    "### 3.4 Load saved ML model\n",
+    "### 3.4 PyCaret prediction endpoint\n",
+    "\n",
+    "As we can see from the previous section, the Light Gradient Boosting Machine (LGBM) model with full features has the best performance.  \n",
+    "Refer to [03-AutoML-PyCaret-classification.ipynb](./03-AutoML-PyCaret-classification.ipynb) for the model evaluation.\n",
+    "\n",
+    "Under the _atoti-pycaret_ folder, we have a small script that's running on [Flask](https://flask.palletsprojects.com/en/2.2.x/). It allows us to load the saved LGBM model and perform our real-time prediction.  \n",
     "\n",
-    "As we can see from the previous section, the Light Gradient Boosting Machine (LGBM) model with full features has the best performance. We will load its saved model for real-time fraud detection simulation below.\n",
+    "To get it running, perform the following:\n",
+    "- Navigate to _atoti-pycaret_ folder in your terminal\n",
+    "- run `poetry install`\n",
+    "- run `poetry run python ./automl/prediction.py`\n",
     "\n",
-    "Refer to [03-AutoML-PyCaret-classification.ipynb](./03-AutoML-PyCaret-classification.ipynb) for the model evaluation."
+    "<img src=\"./img/flask_endpoint.png\" width=\"75%\"/>\n",
+    "\n",
+    "The following function allows us to send our request to the endpoint."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 69,
-   "id": "93944bea-fb85-4519-b405-971f1e7855fb",
+   "execution_count": 68,
+   "id": "e843ed52-f64c-4288-903b-49f090458534",
    "metadata": {},
    "outputs": [],
    "source": [
-    "if not disable_prediction:\n",
-    "    from pycaret.classification import *\n",
+    "def get_prediction(features_df):\n",
+    "    url = \"http://127.0.0.1:105/predict\"\n",
+    "    header = {\"Content-Type\": \"application/json\"}\n",
+    "\n",
+    "    print(f\"Received features length: {len(features_df)}\")\n",
+    "    payload = {\n",
+    "        \"features\": features_df.to_json(orient=\"records\"),\n",
+    "    }\n",
+    "\n",
+    "    try:\n",
+    "        response = requests.post(url, json=payload)\n",
+    "        print(response)\n",
     "\n",
-    "    model_path = \"./models/\"\n",
-    "    saved_final_lgbm = load_model(f\"{model_path}Final LGBM Model 20211130\")"
+    "        prediction = pd.DataFrame.from_dict(response.json())\n",
+    "        print(f\"Returned prediction length: {len(prediction)}\")\n",
+    "        return prediction\n",
+    "\n",
+    "    except requests.exceptions.HTTPError as e:\n",
+    "        print(e.response.text)"
    ]
   },
   {
@@ -3895,8 +3881,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 70,
-   "id": "d25fb407-db17-4b83-b04c-a612d32ebe26",
+   "execution_count": 69,
+   "id": "408210ea-b39d-4658-80dc-c30d4aac1783",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -3939,18 +3925,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 71,
-   "id": "19179724-58ee-4276-9c5b-b442f3d0230a",
+   "execution_count": 70,
+   "id": "18faf412-961a-4f92-adb8-adbfe1cd46c2",
    "metadata": {},
    "outputs": [],
    "source": [
-    "if not disable_prediction:\n",
-    "    new_txns_df = pd.read_csv(\n",
-    "        # f\"{data_path}/realtime_txn.csv\", # uncomment for more data to have a longer streaming time\n",
-    "        f\"{data_path}/realtime_txn_subset.csv\",  # using smaller dataset to facilitate testing in GIT\n",
-    "        parse_dates=[\"trans_date\"],\n",
-    "        chunksize=1000,\n",
-    "    )"
+    "new_txns_df = pd.read_csv(\n",
+    "    # f\"{data_path}/realtime_txn.csv\",  # uncomment for more data to have a longer streaming time\n",
+    "    f\"{data_path}/realtime_txn_subset.csv\",  # using smaller dataset to facilitate testing in GIT\n",
+    "    parse_dates=[\"trans_date\"],\n",
+    "    chunksize=1000,\n",
+    ")"
    ]
   },
   {
@@ -3971,12 +3956,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 72,
-   "id": "bf15da91-dd2e-424a-84be-ad16d84d4d75",
+   "execution_count": 71,
+   "id": "6e285f6e-2583-4c6b-ae3a-3b0ac077d1af",
    "metadata": {},
    "outputs": [],
    "source": [
-    "def run_prediction(_txn_df, model, debug=False):\n",
+    "def run_prediction(_txn_df, debug=False):\n",
     "\n",
     "    print(\".\", end=\" \")\n",
     "    _txn_df[common_col] = _txn_df[common_col].astype(str)\n",
@@ -4015,7 +4000,7 @@
     "        m[\"avg_txns_amt_7_days\"],\n",
     "        m[\"avg_txns_amt_30_days\"],\n",
     "        levels=[l[\"cc_num\"], l[\"acct_num\"], l[\"trans_date\"]],\n",
-    "        condition=((l[\"cc_num\"].isin(*cc_list)) & (l[\"trans_date\"].isin(*trans_date))),\n",
+    "        filter=((l[\"cc_num\"].isin(*cc_list)) & (l[\"trans_date\"].isin(*trans_date))),\n",
     "    )\n",
     "\n",
     "    cum_df.reset_index(inplace=True)\n",
@@ -4026,10 +4011,23 @@
     "        print(\"4 ... Performing machine learning prediction\")\n",
     "\n",
     "    features = features_df[feature_list]\n",
-    "    model_prediction = predict_model(model, data=features)\n",
+    "    # model_prediction = predict_model(model, data=features)\n",
+    "    model_prediction = get_prediction(features)\n",
+    "\n",
+    "    # cast to the correct types for merging\n",
+    "    nonNumericCols = features_df.select_dtypes(\n",
+    "        exclude=[np.number]\n",
+    "    ).columns.intersection(model_prediction.columns)\n",
+    "    model_prediction[nonNumericCols] = model_prediction[nonNumericCols].astype(str)\n",
     "\n",
     "    # merge prediction results back to original dataset\n",
-    "    features_df = features_df.merge(model_prediction)\n",
+    "    # can only merge on non-float columns\n",
+    "    nonFloatCol = (\n",
+    "        features_df.select_dtypes(exclude=[\"float64\"])\n",
+    "        .columns.intersection(model_prediction.columns)\n",
+    "        .to_list()\n",
+    "    )\n",
+    "    features_df = features_df.merge(model_prediction, on=nonFloatCol)\n",
     "\n",
     "    features_df[[\"trans_num\", \"Label\"]] = features_df[[\"trans_num\", \"Label\"]].astype(\n",
     "        str\n",
@@ -4057,17 +4055,25 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 73,
-   "id": "78b96017-dac7-4d0e-98c5-054269df3bed",
+   "execution_count": 72,
+   "id": "6e500f72-833f-4720-a36d-86353ef95a33",
    "metadata": {
     "tags": []
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      ". Received features length: 1000\n",
+      "<Response [200]>\n",
+      "Returned prediction length: 1000\n"
+     ]
+    }
+   ],
    "source": [
-    "if not disable_prediction:\n",
-    "\n",
-    "    for chunk in new_txns_df:\n",
-    "        run_prediction(chunk, saved_final_lgbm)"
+    "for chunk in new_txns_df:\n",
+    "    run_prediction(chunk)"
    ]
   },
   {
@@ -4075,6 +4081,8 @@
    "id": "44a99bc9-223c-49f6-b20d-6acfbe2d5f37",
    "metadata": {},
    "source": [
+    "## 4. Conclusion\n",
+    "\n",
     "While PyCaret allows us to compare multiple machine learning models in one go, atoti translate the predictions and allows us to compare downstream business metrics side-by-side. The ability to compute the different KPIs on the fly reduce the turnaround time needed to discover a potential fraud. Hence, leveraging atoti, we can choose the most efficient machine learning model based on business KPI.  \n",
     "\n",
     "Have a try with other models."