Data_virtualization.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "0497c49a-2607-4d9b-96a1-48745dd87ff0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   step      type    amount     nameOrig  oldbalanceOrg  newbalanceOrig  \\\n",
      "0     1   PAYMENT   9839.64  C1231006815       170136.0       160296.36   \n",
      "1     1   PAYMENT   1864.28  C1666544295        21249.0        19384.72   \n",
      "2     1  TRANSFER    181.00  C1305486145          181.0            0.00   \n",
      "3     1  CASH_OUT    181.00   C840083671          181.0            0.00   \n",
      "4     1   PAYMENT  11668.14  C2048537720        41554.0        29885.86   \n",
      "\n",
      "      nameDest  oldbalanceDest  newbalanceDest  isFraud  isFlaggedFraud  \n",
      "0  M1979787155             0.0             0.0        0               0  \n",
      "1  M2044282225             0.0             0.0        0               0  \n",
      "2   C553264065             0.0             0.0        1               0  \n",
      "3    C38997010         21182.0             0.0        1               0  \n",
      "4  M1230701703             0.0             0.0        0               0  \n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "# Load the dataset\n",
    "df=pd.read_csv('/home/nkwa-tambe/Desktop/terminal/data.csv')\n",
    "\n",
    "# Display the first few rows of the dataset\n",
    "df = pd.read_csv('data.csv')\n",
    "print(df.head())\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "def648ee-e5a3-4995-a601-48da0aa6db5d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(6362620, 11)\n",
      "\n",
      "step              0\n",
      "type              0\n",
      "amount            0\n",
      "nameOrig          0\n",
      "oldbalanceOrg     0\n",
      "newbalanceOrig    0\n",
      "nameDest          0\n",
      "oldbalanceDest    0\n",
      "newbalanceDest    0\n",
      "isFraud           0\n",
      "isFlaggedFraud    0\n",
      "dtype: int64\n",
      "\n",
      "count    6.362620e+06\n",
      "mean     1.798619e+05\n",
      "std      6.038582e+05\n",
      "min      0.000000e+00\n",
      "25%      1.338957e+04\n",
      "50%      7.487194e+04\n",
      "75%      2.087215e+05\n",
      "max      9.244552e+07\n",
      "Name: amount, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "#Shape of the dataset\n",
    "shape=df.shape\n",
    "print(shape)irst_rows\n",
    "print()\n",
    "#check for missing values\n",
    "missing_values=df.isnull().sum()\n",
    "print(missing_values)\n",
    "print()\n",
    "#Basic statistics for the amount column\n",
    "statistics=df['amount'].describe()\n",
    "print(statistics)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "97bb1e10-4241-4665-bcd6-60cad61291c5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "type\n",
      "CASH_OUT    2237500\n",
      "PAYMENT     2151495\n",
      "CASH_IN     1399284\n",
      "TRANSFER     532909\n",
      "DEBIT         41432\n",
      "Name: count, dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Get the count of each transaction type\n",
    "transaction_type_counts = df['type'].value_counts()\n",
    "print(transaction_type_counts)\n",
    "print()\n",
    "# Create a bar chart of the transaction type counts\n",
    "plt.bar(transaction_type_counts.index, transaction_type_counts.values)\n",
    "plt.xlabel('Transaction Type')\n",
    "plt.ylabel('Count')\n",
    "plt.title('Transaction Type Distribution')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "4795e324-0f55-42d0-9bfc-6e4eae4a2951",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a histogram of the transaction amounts\n",
    "plt.hist(df['amount'], bins=10)\n",
    "plt.xlabel('Transaction Amount')\n",
    "plt.ylabel('Frequency')\n",
    "plt.title('Transaction Amount Distribution')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "ed6c6171-be3e-469d-9f3c-e37215a50c6e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Using a pie chart, visualize the proportion of fraudulent vs. non-fraudulent transactions\n",
    "plt.figure(figsize=(6, 6))\n",
    "plt.pie(df['isFraud'].value_counts(), labels=['Fraudulent', 'Non-fraudulent'], autopct='%1.1f%%')\n",
    "plt.title('Fraudulent vs. Non-fraudulent Transactions')\n",
    "plt.show()\n",
    "\n",
    "# Plot a bar graph comparing the number of each transaction type that's marked as fraudulent\n",
    "plt.figure(figsize=(10, 6))\n",
    "df[df['isFraud'] == 1]['type'].value_counts().plot(kind='bar')\n",
    "plt.xlabel('Transaction Type')\n",
    "plt.ylabel('Count')\n",
    "plt.title('Fraudulent Transactions by Type')\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "ced8f6dc-176f-4825-bae2-ff18a1fe6992",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot a scatter plot with oldbalanceorg on the x-axis and newbalanceOrig on the y-axis\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(df['oldbalanceOrg'], df['newbalanceOrig'], alpha=0.5)\n",
    "plt.xlabel('Old Balance')\n",
    "plt.ylabel('New Balance')\n",
    "plt.title('Old Balance vs. New Balance')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "50d9e647-2ba7-4b9a-98af-170e21928234",
   "metadata": {},
   "outputs": [],
   "source": [
    " Some possible patterns or characteristics that might be a strong indicator of a transaction being fraudulent include:\n",
    " \n",
    "1)Large transaction amounts\n",
    "2)Transactions from unfamiliar merchants\n",
    "3)Transactions made at unusual times or locations\n",
    "4)Transactions that are flagged as fraud by the fraud detection system"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "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": "3.10.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}