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edvai_ds_mlops_bootcampi_trabajo_final

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marioferreyra commited on Jun 19, 2023

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app.py +234 -0
data/modelo_proyecto_final.pkl +3 -0
data/ohe_customer_dataset.csv +624 -0
data/saved_bins_order_amount.pkl +3 -0

app.py ADDED Viewed

	@@ -0,0 +1,234 @@

+import os
+import pickle
+import pandas as pd
+import gradio as gr
+EDVAI_URL = """\
+https://www.escueladedatosvivos.ai/cursos/bootcamp-de-data-science
+"""
+FOOTER_HTML = f"""\
+<p style='text-align: center'>
+    <a href='{EDVAI_URL}' target='_blank'>
+        Proyecto demo creado en el bootcamp de EDVAI 🤗
+    </a>
+</p>
+"""
+# Define params names
+PARAMS_NAME = [
+    "orderAmount",
+    "orderState",
+    "paymentMethodRegistrationFailure",
+    "paymentMethodType",
+    "paymentMethodProvider",
+    "paymentMethodIssuer",
+    "transactionFailed",
+    "emailDomain",
+    "emailProvider",
+    "customerIPAddressSimplified",
+    "sameCity",
+]
+THRESHOLD = 0.44
+MAIN_FOLDER = os.path.dirname(__file__)
+# Model
+model_filepath = "data/modelo_proyecto_final.pkl"
+MODEL_PATH = os.path.join(MAIN_FOLDER, model_filepath)
+with open(MODEL_PATH, "rb") as f:
+    model = pickle.load(f)
+# Columnas
+columns_filepath = "data/categories_ohe_without_fraudulent.pkl"
+COLUMNS_PATH = os.path.join(MAIN_FOLDER, columns_filepath)
+with open(COLUMNS_PATH, 'rb') as handle:
+    ohe_tr = pickle.load(handle)
+# Bins - Order Amount
+bins_order_filepath = "data/saved_bins_order_amount.pkl"
+BINS_ORDER_PATH = os.path.join(MAIN_FOLDER, bins_order_filepath)
+with open(BINS_ORDER_PATH, 'rb') as handle:
+    new_saved_bins_order = pickle.load(handle)
+def predict_fraud_customer(*args):
+    request_dict = {
+        param_name: [param_value]
+        for param_name, param_value in zip(PARAMS_NAME, args)
+    }
+    # Generate pandas DataFrame
+    single_instance = pd.DataFrame.from_dict(request_dict)
+    # Manejar puntos de corte o bins
+    single_instance["orderAmount"] = single_instance["orderAmount"].astype(
+        float
+    )
+    single_instance["orderAmount"] = pd.cut(
+        single_instance['orderAmount'],
+        bins=new_saved_bins_order,
+        include_lowest=True,
+    )
+    # One hot encoding
+    single_instance_ohe = pd.get_dummies(single_instance)
+    single_instance_ohe = single_instance_ohe.reindex(columns=ohe_tr).fillna(0)
+    # Prediction
+    # prediction = model.predict(single_instance_ohe)
+    # score = int(prediction[0])
+    # return {"score": score}
+    prediction_proba = model.predict_proba(single_instance_ohe)
+    # Apply threshold
+    is_fraudulent = True if prediction_proba[:, 1] >= THRESHOLD else False
+    return is_fraudulent
+with gr.Blocks() as demo:
+    gr.Markdown(
+        """
+        # Prevención de Fraude 🕵️‍♀️ 🕵️‍♂️
+        """
+    )
+    with gr.Row():
+        with gr.Column():
+            gr.Markdown(
+                """
+                ## Predecir si un cliente es fraudulento o no.
+                """
+            )
+            order_amount_slider = gr.Slider(
+                label="Order amount",
+                minimum=1,
+                maximum=100,
+                step=1,
+                randomize=True,
+            )
+            order_state_radio = gr.Radio(
+                label="Order state",
+                choices=["failed", "fulfilled", "pending"],
+                value="failed",
+            )
+            payment_method_registration_failure_radio = gr.Radio(
+                label="Payment method registration failure",
+                choices=["True", "False"],
+                value="True",
+            )
+            payment_method_type_radio = gr.Radio(
+                label="Payment method type",
+                choices=["apple pay", "bitcoin", "card", "paypal"],
+                value="bitcoin",
+            )
+            payment_method_provider_dropdown = gr.Dropdown(
+                label="Payment method Provider",
+                choices=[
+                    "American Express",
+                    "Diners Club / Carte Blanche",
+                    "Discover",
+                    "JCB 15 digit",
+                    "JCB 16 digit",
+                    "Maestro",
+                    "Mastercard",
+                    "VISA 13 digit",
+                    "VISA 16 digit",
+                    "Voyager",
+                ],
+                multiselect=False,
+                value='American Express',
+            )
+            payment_method_issuer_dropdown = gr.Dropdown(
+                label="Payment method issuer",
+                choices=[
+                    "Bastion Banks",
+                    "Bulwark Trust Corp.",
+                    "Citizens First Banks",
+                    "Fountain Financial Inc.",
+                    "Grand Credit Corporation",
+                    "Her Majesty Trust",
+                    "His Majesty Bank Corp.",
+                    "Rose Bancshares",
+                    "Solace Banks",
+                    "Vertex Bancorp",
+                    "weird",
+                ],
+                multiselect=False,
+                value='Bastion Banks',
+            )
+            transaction_failed_radio = gr.Radio(
+                label="Transaction failed",
+                choices=["True", "False"],
+                value="False",
+            )
+            email_domain_radio = gr.Radio(
+                label="Email domain",
+                choices=["biz", "com", "info", "net", "org", "weird"],
+                value="com",
+            )
+            email_provider_radio = gr.Radio(
+                label="Email provider",
+                choices=["gmail", "hotmail", "yahoo", "weird", "other"],
+                value="gmail",
+            )
+            customer_ip_address_radio = gr.Radio(
+                label="Customer IP Address",
+                choices=["digits_and_letters", "only_letters"],
+                value="digits_and_letters",
+            )
+            same_city_radio = gr.Radio(
+                label="Same city",
+                choices=["no", "yes", "unknown"],
+                value="unknown",
+            )
+        with gr.Column():
+            gr.Markdown(
+                """
+                ## Predicción
+                """
+            )
+            label = gr.Label(label="Es Fraude?")
+            predict_btn = gr.Button(value="Evaluar")
+            predict_btn.click(
+                predict_fraud_customer,
+                inputs=[
+                    order_amount_slider,
+                    order_state_radio,
+                    payment_method_registration_failure_radio,
+                    payment_method_type_radio,
+                    payment_method_provider_dropdown,
+                    payment_method_issuer_dropdown,
+                    transaction_failed_radio,
+                    email_domain_radio,
+                    email_provider_radio,
+                    customer_ip_address_radio,
+                    same_city_radio,
+                ],
+                outputs=[label],
+            )
+    gr.Markdown(FOOTER_HTML)
+def main():
+    demo.launch()
+if __name__ == "__main__":
+    main()

data/modelo_proyecto_final.pkl ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:e56a2060b625681a7c1f4907f06ec9f17fcd3f9e5cced5438ac84f952d607c37
+size 7754259

data/ohe_customer_dataset.csv ADDED Viewed

	@@ -0,0 +1,624 @@

+fraudulent,transactionFailed,paymentMethodRegistrationFailure,"orderAmount_(9.999, 18.0]","orderAmount_(18.0, 30.0]","orderAmount_(30.0, 38.0]","orderAmount_(38.0, 47.0]","orderAmount_(47.0, 353.0]",orderState_failed,orderState_fulfilled,orderState_pending,paymentMethodType_apple pay,paymentMethodType_bitcoin,paymentMethodType_card,paymentMethodType_paypal,paymentMethodProvider_American Express,paymentMethodProvider_Diners Club / Carte Blanche,paymentMethodProvider_Discover,paymentMethodProvider_JCB 15 digit,paymentMethodProvider_JCB 16 digit,paymentMethodProvider_Maestro,paymentMethodProvider_Mastercard,paymentMethodProvider_VISA 13 digit,paymentMethodProvider_VISA 16 digit,paymentMethodProvider_Voyager,paymentMethodIssuer_Bastion Banks,paymentMethodIssuer_Bulwark Trust Corp.,paymentMethodIssuer_Citizens First Banks,paymentMethodIssuer_Fountain Financial Inc.,paymentMethodIssuer_Grand Credit Corporation,paymentMethodIssuer_Her Majesty Trust,paymentMethodIssuer_His Majesty Bank Corp.,paymentMethodIssuer_Rose Bancshares,paymentMethodIssuer_Solace Banks,paymentMethodIssuer_Vertex Bancorp,paymentMethodIssuer_weird,emailDomain_biz,emailDomain_com,emailDomain_info,emailDomain_net,emailDomain_org,emailDomain_weird,emailProvider_gmail,emailProvider_hotmail,emailProvider_other,emailProvider_weird,emailProvider_yahoo,customerIPAddressSimplified_digits_and_letters,customerIPAddressSimplified_only_letters,sameCity_no,sameCity_unknown,sameCity_yes
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