From 1b8b42a9b482d04c9ea8fc5c085daf13c27474b4 Mon Sep 17 00:00:00 2001 From: ajoubrel-ensae Date: Mon, 12 Feb 2024 23:00:09 +0000 Subject: [PATCH] Event type 5 --- 2_Regression_logistique.ipynb | 74 +++++++++++++++++------------------ 1 file changed, 37 insertions(+), 37 deletions(-) diff --git a/2_Regression_logistique.ipynb b/2_Regression_logistique.ipynb index 9cb53d2..544b367 100644 --- a/2_Regression_logistique.ipynb +++ b/2_Regression_logistique.ipynb @@ -75,9 +75,9 @@ "name": "stderr", "output_type": "stream", "text": [ - "/tmp/ipykernel_7388/1677066092.py:7: DtypeWarning: Columns (21,39) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "/tmp/ipykernel_7740/1677066092.py:7: DtypeWarning: Columns (21,39) have mixed types. Specify dtype option on import or set low_memory=False.\n", " dataset_train = pd.read_csv(file_in, sep=\",\")\n", - "/tmp/ipykernel_7388/1677066092.py:12: DtypeWarning: Columns (21,39) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "/tmp/ipykernel_7740/1677066092.py:12: DtypeWarning: Columns (21,39) have mixed types. Specify dtype option on import or set low_memory=False.\n", " dataset_test = pd.read_csv(file_in, sep=\",\")\n" ] } @@ -188,7 +188,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "id": "e20ced8f-df1c-43bb-8d15-79f414c8225c", "metadata": {}, "outputs": [ @@ -196,50 +196,50 @@ "data": { "text/plain": [ "customer_id 0.000000\n", - "event_type_id 0.984075\n", + "event_type_id 0.950522\n", "nb_tickets 0.000000\n", "nb_purchases 0.000000\n", "total_amount 0.000000\n", "nb_suppliers 0.000000\n", "vente_internet_max 0.000000\n", - "purchase_date_min 0.984075\n", - "purchase_date_max 0.984075\n", - "time_between_purchase 0.984075\n", + "purchase_date_min 0.950522\n", + "purchase_date_max 0.950522\n", + "time_between_purchase 0.950522\n", "nb_tickets_internet 0.000000\n", - "name_event_types 0.984075\n", - "avg_amount 0.984075\n", - "birthdate 0.961026\n", + "name_event_types 0.950522\n", + "avg_amount 0.950522\n", + "birthdate 0.961918\n", "street_id 0.000000\n", "is_partner 0.000000\n", "gender 0.000000\n", "is_email_true 0.000000\n", "opt_in 0.000000\n", - "structure_id 0.869302\n", - "profession 0.950730\n", - "language 0.991512\n", - "mcp_contact_id 0.276103\n", - "last_buying_date 0.633303\n", - "max_price 0.633303\n", + "structure_id 0.863048\n", + "profession 0.952160\n", + "language 0.991778\n", + "mcp_contact_id 0.297275\n", + "last_buying_date 0.611718\n", + "max_price 0.611718\n", "ticket_sum 0.000000\n", - "average_price 0.105825\n", + "average_price 0.102225\n", "fidelity 0.000000\n", - "average_purchase_delay 0.633303\n", - "average_price_basket 0.633303\n", - "average_ticket_basket 0.633303\n", - "total_price 0.527478\n", + "average_purchase_delay 0.611718\n", + "average_price_basket 0.611718\n", + "average_ticket_basket 0.611718\n", + "total_price 0.509493\n", "purchase_count 0.000000\n", - "first_buying_date 0.633303\n", - "country 0.065583\n", - "age 0.961026\n", + "first_buying_date 0.611718\n", + "country 0.063488\n", + "age 0.961918\n", "tenant_id 0.000000\n", "nb_campaigns 0.000000\n", "nb_campaigns_opened 0.000000\n", - "time_to_open 0.536466\n", + "time_to_open 0.543355\n", "y_has_purchased 0.000000\n", "dtype: float64" ] }, - "execution_count": 8, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -250,7 +250,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "id": "34bae3f7-d579-4f80-a38d-a83eb5ea8a7b", "metadata": {}, "outputs": [ @@ -258,19 +258,19 @@ "name": "stdout", "output_type": "stream", "text": [ - "Accuracy: 0.9999434695179565\n", + "Accuracy: 0.9985491193310349\n", "Confusion Matrix:\n", - " [[123819 0]\n", - " [ 7 1]]\n", + " [[127988 49]\n", + " [ 137 24]]\n", "Classification Report:\n", " precision recall f1-score support\n", "\n", - " 0.0 1.00 1.00 1.00 123819\n", - " 1.0 1.00 0.12 0.22 8\n", + " 0.0 1.00 1.00 1.00 128037\n", + " 1.0 0.33 0.15 0.21 161\n", "\n", - " accuracy 1.00 123827\n", - " macro avg 1.00 0.56 0.61 123827\n", - "weighted avg 1.00 1.00 1.00 123827\n", + " accuracy 1.00 128198\n", + " macro avg 0.66 0.57 0.60 128198\n", + "weighted avg 1.00 1.00 1.00 128198\n", "\n" ] } @@ -309,13 +309,13 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "id": "ccc78c36-3287-46e6-89ac-7494c1a7106a", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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