diff --git a/Machine_Learning/CreditCardFraudDetection/Fraud_Detection_Machine_Learning_Project.ipynb b/Machine_Learning/CreditCardFraudDetection/Fraud_Detection_Machine_Learning_Project.ipynb index 73702b82fb..d1b2b8fcad 100644 --- a/Machine_Learning/CreditCardFraudDetection/Fraud_Detection_Machine_Learning_Project.ipynb +++ b/Machine_Learning/CreditCardFraudDetection/Fraud_Detection_Machine_Learning_Project.ipynb @@ -4,7 +4,6 @@ "metadata": { "colab": { "provenance": [], - "authorship_tag": "ABX9TyNxnE2h1y6YZX9RWocjnLuf", "include_colab_link": true }, "kernelspec": { @@ -23,7 +22,7 @@ "colab_type": "text" }, "source": [ - "" + "" ] }, { @@ -43,7 +42,7 @@ "base_uri": "https://localhost:8080/" }, "id": "cgEbe5wPeMmg", - "outputId": "2b46b3b9-ae71-4d6d-9078-2e81d43795e0" + "outputId": "8d167fd1-c199-47c0-df29-0a6f391da9bd" }, "outputs": [ { @@ -51,17 +50,17 @@ "name": "stdout", "text": [ "Requirement already satisfied: kaggle in /usr/local/lib/python3.10/dist-packages (1.6.17)\n", - "Requirement already satisfied: six>=1.10 in /usr/local/lib/python3.10/dist-packages (from kaggle) (1.16.0)\n", - "Requirement already satisfied: certifi>=2023.7.22 in /usr/local/lib/python3.10/dist-packages (from kaggle) (2024.8.30)\n", + "Requirement already satisfied: six>=1.10 in /usr/local/lib/python3.10/dist-packages (from kaggle) (1.17.0)\n", + "Requirement already satisfied: certifi>=2023.7.22 in /usr/local/lib/python3.10/dist-packages (from kaggle) (2024.12.14)\n", "Requirement already satisfied: python-dateutil in /usr/local/lib/python3.10/dist-packages (from kaggle) (2.8.2)\n", "Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from kaggle) (2.32.3)\n", - "Requirement already satisfied: tqdm in /usr/local/lib/python3.10/dist-packages (from kaggle) (4.66.5)\n", + "Requirement already satisfied: tqdm in /usr/local/lib/python3.10/dist-packages (from kaggle) (4.67.1)\n", "Requirement already satisfied: python-slugify in /usr/local/lib/python3.10/dist-packages (from kaggle) (8.0.4)\n", - "Requirement already satisfied: urllib3 in /usr/local/lib/python3.10/dist-packages (from kaggle) (2.2.3)\n", - "Requirement already satisfied: bleach in /usr/local/lib/python3.10/dist-packages (from kaggle) (6.1.0)\n", + "Requirement already satisfied: urllib3 in /usr/local/lib/python3.10/dist-packages (from kaggle) (2.3.0)\n", + "Requirement already satisfied: bleach in /usr/local/lib/python3.10/dist-packages (from kaggle) (6.2.0)\n", "Requirement already satisfied: webencodings in /usr/local/lib/python3.10/dist-packages (from bleach->kaggle) (0.5.1)\n", "Requirement already satisfied: text-unidecode>=1.3 in /usr/local/lib/python3.10/dist-packages (from python-slugify->kaggle) (1.3)\n", - "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests->kaggle) (3.4.0)\n", + "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests->kaggle) (3.4.1)\n", "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests->kaggle) (3.10)\n" ] } @@ -82,7 +81,7 @@ "base_uri": "https://localhost:8080/" }, "id": "3NBZssp0fJsk", - "outputId": "13ffd02d-e433-413f-b045-275b75478325" + "outputId": "6bde38c8-1b8b-4ff4-c90e-8527a9e4803a" }, "execution_count": 2, "outputs": [ @@ -108,7 +107,7 @@ "base_uri": "https://localhost:8080/" }, "id": "d6OnTj1ygtta", - "outputId": "58a95a59-4fc9-414a-f9c6-f7babf5c49a1" + "outputId": "990b1470-f01e-4322-abbc-549d85cf3a1d" }, "execution_count": 3, "outputs": [ @@ -119,8 +118,8 @@ "Dataset URL: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud\n", "License(s): DbCL-1.0\n", "Downloading creditcardfraud.zip to /content\n", - " 89% 59.0M/66.0M [00:00<00:00, 219MB/s]\n", - "100% 66.0M/66.0M [00:00<00:00, 211MB/s]\n" + " 94% 62.0M/66.0M [00:02<00:00, 43.9MB/s]\n", + "100% 66.0M/66.0M [00:02<00:00, 29.3MB/s]\n" ] } ] @@ -141,7 +140,7 @@ "base_uri": "https://localhost:8080/" }, "id": "smmqhDZwg9fE", - "outputId": "a421a974-d09c-4390-c630-633d187ef960" + "outputId": "49af5a9a-2431-456d-b4e2-7caaac7b4d1c" }, "execution_count": 4, "outputs": [ @@ -189,10 +188,10 @@ "metadata": { "colab": { "base_uri": "https://localhost:8080/", - "height": 256 + "height": 255 }, "id": "g0fLI_V5iQ8t", - "outputId": "510a04c9-0326-412b-ef3e-aeb29a2a228f" + "outputId": "b83f3655-79eb-4b96-900b-f2526934ac6e" }, "execution_count": 7, "outputs": [ @@ -225,7 +224,7 @@ ], "text/html": [ "\n", - "