data_virtualization

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "53ddbc1f-2390-4e1e-bcac-de506bae8488",
   "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 necessary libraries\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "#load the dataset\n",
    "data = pd.read_csv('~/jupyter/data.csv')\n",
    "#display the first few rows of the dataset\n",
    "data = pd.read_csv('data.csv')\n",
    "\n",
    "#\n",
    "print(data.head())\n",
    "                   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "68ff0737-83ac-45fe-8f5b-ab0c76c26fa1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of rows: 6362620\n",
      "Number of columns: 11\n",
      "There are no missing values data.csv.\n"
     ]
    }
   ],
   "source": [
    "## shape of the dataset\n",
    "shape = data.shape\n",
    "num_rows = shape[0]\n",
    "num_columns = shape[1]\n",
    "\n",
    "print(\"Number of rows:\", num_rows)\n",
    "print(\"Number of columns:\", num_columns)\n",
    "\n",
    "#check for missing values\n",
    "missing_values = data.isnull().sum()\n",
    "\n",
    "#count the total number of missing values\n",
    "total_missing_values = missing_values.sum()\n",
    "\n",
    "if total_missing_values > 0:\n",
    "    print(\"There are missing values in data.csv.\")\n",
    "    print(\"Number of missing values :\", total_missing_values)\n",
    "    print(missing_values)\n",
    "else:\n",
    "    print(\"There are no missing values data.csv.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "57d5650a-7446-4b7b-85b3-9e0d95a878ee",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "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"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['amount'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "ab018b5c-a602-40ff-af26-b99b666546c5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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EAgAAAIC8JEuTQyQlJalv377y9/fXM888o2eeeUYVKlRQv379dOfOnZzOCAAAAACmylJxioiIUExMjNatW6cbN27oxo0bWrt2rWJiYvTmm2/mdEYAAAAAMFWWLtVbtWqVVq5cqebNm9vWtWvXTp6ennrppZc0Z86cnMoHAAAAAKbL0ojTnTt35Ovr67C+fPnyXKoHAAAAwOVkqTiFhYVp4sSJSklJsa1LTk7W5MmTFRYWlmPhAAAAACAvyNKlejNnzlSbNm30hz/8QXXq1JEkHTlyRB4eHtq8eXOOBgQAAAAAs2WpONWuXVtnzpzR4sWLdfLkSUlS9+7d1aNHD3l6euZoQAAAAAAwW5aK07Rp0+Tr66sBAwbYrY+KitKVK1c0evToHAkHAAAAAHlBlu5x+vTTT1W9enWH9TVr1tTcuXOzHQoAAAAA8pIsFaf4+Hj5+/s7rC9Xrpzi4uKyHQoAAAAA8pIsFaeAgADt2bPHYf2ePXtUoUKFbIcCAAAAgLwkS/c4DRgwQCNGjNC9e/fUsmVLSdLWrVs1atQovfnmmzkaEAAAAADMlqURp7feekv9+vXT4MGDFRQUpKCgIA0bNkyvv/66xo4d+9hfZ+fOnerQoYMqVKggi8WiNWvWGB6zY8cO1a9fXx4eHqpataoWLFiQlbcAAAAAAI8tS8XJYrHovffe05UrV7R//34dOXJE165d04QJEzL1dZKSklSnTh3Nnj37sfY/d+6c2rdvrxYtWig2NlYjRoxQ//79tWnTpqy8DQAAAAB4LFm6VO+BEiVK6Mknn8zy8W3btlXbtm0fe/+5c+eqSpUqioyMlCTVqFFDu3fv1ocffqjw8PAs5wAAAACAR8nSiJNZ9u3bp9atW9utCw8P1759+x56TGpqqhITE+1eAAAAAJAZ+ao4xcfHy9fX126dr6+vEhMTlZycnOEx06ZNk4+Pj+0VEBDgjKgAAAAAXEi+Kk5ZMXbsWN28edP2unTpktmRAAAAAOQz2brHydn8/PyUkJBgty4hIUHe3t7y9PTM8BgPDw95eHg4Ix4AAAAAF5WvRpzCwsK0detWu3VbtmxRWFiYSYkAAAAAFASmFqfbt28rNjZWsbGxkn6bbjw2NlYXL16U9Ntldj179rTtP3DgQP38888aNWqUTp48qX/+85/68ssv9cYbb5gRHwAAAEABYWpxOnDggOrVq6d69epJkiIiIlSvXj3b86Di4uJsJUqSqlSpovXr12vLli2qU6eOIiMjNW/ePKYiBwAAAJCrTL3HqXnz5rJarQ/dvmDBggyPOXz4cC6mAgAAAAB7+eoeJwAAAAAwA8UJAAAAAAxQnAAAAADAAMUJAAAAAAxQnAAAAADAAMUJAAAAAAxQnAAAAADAAMUJAAAAAAxQnAAAAADAAMUJAAAAAAxQnAAAAADAAMUJAAAAAAxQnAAAAADAAMUJAAAAAAxQnAAAAADAAMUJAAAAAAxQnAAAAADAAMUJAAAAAAxQnAAAAADAAMUJAAAAAAxQnAAAAADAAMUJAAAAAAxQnAAAAADAAMUJAAAAAAxQnAAAAADAAMUJAAAAAAxQnAAAAADAAMUJAAAAAAxQnAAAAADAAMUJAAAAAAxQnAAAAADAAMUJAAAAAAxQnAAAAADAAMUJAAAAAAxQnAAAAADAAMUJAAAAAAxQnAAAAADAAMUJAAAAAAxQnAAAAADAAMUJAAAAAAxQnAAAAADAAMUJAAAAAAxQnAAAAADAAMUJAAAAAAxQnAAAAADAAMUJAAAAAAxQnAAAAADAAMUJAAAAAAxQnAAAAADAAMUJAAAAAAxQnAAAAADAAMUJAAAAAAxQnAAAAADAAMUJAAAAAAwUMjuAJM2ePVv/+Mc/FB8frzp16ujjjz9Wo0aNMtx3wYIF6tOnj906Dw8PpaSkOCMqAADIoyqPWW92hHzp/PT2ZkcA8gXTR5yWL1+uiIgITZw4UYcOHVKdOnUUHh6uy5cvP/QYb29vxcXF2V4XLlxwYmIAAAAABY3pxWnGjBkaMGCA+vTpo5CQEM2dO1fFihVTVFTUQ4+xWCzy8/OzvXx9fZ2YGAAAAEBBY2pxunv3rg4ePKjWrVvb1rm5ual169bat2/fQ4+7ffu2AgMDFRAQoI4dO+r48eMP3Tc1NVWJiYl2LwAAAADIDFOL09WrV5WWluYwYuTr66v4+PgMjwkODlZUVJTWrl2rL774Qunp6WrcuLH+85//ZLj/tGnT5OPjY3sFBATk+PsAAAAA4NpMv1Qvs8LCwtSzZ0/VrVtXzZo10+rVq1WuXDl9+umnGe4/duxY3bx50/a6dOmSkxMDAAAAyO9MnVWvbNmycnd3V0JCgt36hIQE+fn5PdbXKFy4sOrVq6ezZ89muN3Dw0MeHh7ZzgoAAACg4DJ1xKlIkSJq0KCBtm7daluXnp6urVu3Kiws7LG+Rlpamn788Uf5+/vnVkwAAAAABZzpz3GKiIhQr1691LBhQzVq1EgzZ85UUlKS7VlNPXv2VMWKFTVt2jRJ0pQpU/T000+ratWqunHjhv7xj3/owoUL6t+/v5lvAwAAAIALM704de3aVVeuXNGECRMUHx+vunXrauPGjbYJIy5evCg3t/8NjF2/fl0DBgxQfHy8SpUqpQYNGmjv3r0KCQkx6y0AAAAAcHGmFydJGjp0qIYOHZrhth07dtgtf/jhh/rwww+dkAoAAAAAfpPvZtUDAAAAAGejOAEAAACAAYoTAAAAABigOAEAAACAAYoTAAAAABigOAEAAACAAYoTAAAAABigOAEAAACAAYoTAAAAABigOAEAAACAAYoTAAAAABigOAEAAACAAYoTAAAAABigOAEAAACAAYoTAAAAABigOAEAAACAAYoTAAAAABigOAEAAACAAYoTAAAAABigOAEAAACAAYoTAAAAABigOAEAAACAAYoTAAAAABigOAEAAACAAYoTAAAAABigOAEAAACAAYoTAAAAABigOAEAAACAAYoTAAAAABigOAEAAACAAYoTAAAAABigOAEAAACAAYoTAAAAABigOAEAAACAAYoTAAAAABigOAEAAACAAYoTAAAAABigOAEAAACAAYoTAAAAABigOAEAAACAAYoTAAAAABigOAEAAACAAYoTAAAAABigOAEAAACAAYoTAAAAABigOAEAAACAAYoTAAAAABigOAEAAACAAYoTAAAAABigOAEAAACAAYoTAAAAABigOAEAAACAAYoTAAAAABgoZHYAAAAAID+pPGa92RHypfPT25sdIVsYcQIAAAAAA3miOM2ePVuVK1dW0aJF9dRTT+n7779/5P4rVqxQ9erVVbRoUdWuXVsbNmxwUlIAAAAABZHpxWn58uWKiIjQxIkTdejQIdWpU0fh4eG6fPlyhvvv3btX3bt3V79+/XT48GF16tRJnTp10rFjx5ycHAAAAEBBYXpxmjFjhgYMGKA+ffooJCREc+fOVbFixRQVFZXh/h999JHatGmjt956SzVq1NDbb7+t+vXr65NPPnFycgAAAAAFhamTQ9y9e1cHDx7U2LFjbevc3NzUunVr7du3L8Nj9u3bp4iICLt14eHhWrNmTYb7p6amKjU11bZ88+ZNSVJiYmI20+eO9NQ7ZkfIl/Lqv2dexrmWNZxrmce5ljWca5nHuZY1nGuZx7mWNXnxXHuQyWq1Gu5ranG6evWq0tLS5Ovra7fe19dXJ0+ezPCY+Pj4DPePj4/PcP9p06Zp8uTJDusDAgKymBp5kc9MsxOgoOBcg7NwrsFZONfgLHn5XLt165Z8fHweuY/LT0c+duxYuxGq9PR0Xbt2TWXKlJHFYjExWf6SmJiogIAAXbp0Sd7e3mbHgQvjXIOzcK7BWTjX4Cyca5lntVp169YtVahQwXBfU4tT2bJl5e7uroSEBLv1CQkJ8vPzy/AYPz+/TO3v4eEhDw8Pu3UlS5bMeugCztvbm/8Q4RSca3AWzjU4C+canIVzLXOMRpoeMHVyiCJFiqhBgwbaunWrbV16erq2bt2qsLCwDI8JCwuz21+StmzZ8tD9AQAAACC7TL9ULyIiQr169VLDhg3VqFEjzZw5U0lJSerTp48kqWfPnqpYsaKmTZsmSRo+fLiaNWumyMhItW/fXsuWLdOBAwf02Wefmfk2AAAAALgw04tT165ddeXKFU2YMEHx8fGqW7euNm7caJsA4uLFi3Jz+9/AWOPGjbVkyRL9/e9/17hx41StWjWtWbNGtWrVMustFAgeHh6aOHGiw2WPQE7jXIOzcK7BWTjX4Cyca7nLYn2cufcAAAAAoAAz/QG4AAAAAJDXUZwAAAAAwADFCQAAAAAMUJwAAAAAwADFCQAAwEmSk5PNjgAgiyhOcBAUFKT//ve/ZscAAMBlpKamKjIyUlWqVDE7CoAsMv05Tsh7zp8/r7S0NLNjoAAICgrSDz/8oDJlypgdBS5u0aJFj7Vfz549czkJXFlqaqomTZqkLVu2qEiRIho1apQ6deqk6Oho/e1vf5O7u7veeOMNs2PCRfTt21cfffSRvLy8zI5SYPAcJzhwc3NTfHy8ypcvb3YUuDjONThLqVKlHrrNYrEoKSlJ9+/f50MjZMvo0aP16aefqnXr1tq7d6+uXLmiPn36aP/+/Ro3bpy6dOkid3d3s2PCRbi7uysuLo6foU7EiBMytGnTJvn4+Dxyn7/85S9OSgMA2XP9+vUM18fFxWny5MmKiorSs88+6+RUcDUrVqzQokWL9Je//EXHjh1TaGio7t+/ryNHjshisZgdDy6GsQ/nY8QJDtzcjG99s1gsfDKLbHNzc9PChQsp6XC6W7du6b333tNHH32kmjVratq0aWrRooXZsZDPFSlSROfOnVPFihUlSZ6envr+++9Vu3Ztk5PBFbm5uenMmTMqV67cI/fz9vZ2UiLXx4gTMsTlU3CWXr16PXI7JR056d69e/r44481depUlSlTRtHR0ercubPZseAi0tLSVKRIEdtyoUKFVKJECRMTwdU98cQTD91mtVr5GZrDKE5wwOUEcCZKOpzBarVq0aJFmjBhgu7fv6+pU6eqX79+3G+CHGW1WtW7d295eHhIklJSUjRw4EAVL17cbr/Vq1ebEQ8uaOXKlSpdurTZMQoMihMccPUmnIWSDmcJDQ3Vzz//rGHDhmnEiBEqVqyYkpKSHPbjkhZkx+9H0F955RWTkqCgaNKkCR8+OhH3OMFBnz59NGvWLKa3RK5jVj04y/+9dzOjws4lLQDyG36GOh8jTnDwxhtv6Ny5cw7rfXx8VKlSJUYJkGN69eolT09Ps2OgANi+fbvZEQBJ0uXLl/lFFzkiMDCQy42djBEnOHBzc5PFYnG4ZM9isaho0aIaMWKEpkyZwn+sAAD8H8WKFdOFCxdss5y1b99e8+bNk7+/vyQpISFBFSpUYGQTyKcYcYKDjEabJOnGjRs6ePCgxo8fr1KlSmnkyJFOTgZX86CkP4rFYtH9+/edlAiuKjEx8bH24x4nZEdKSordh447d+5UcnKy3T58Xo2cUr9+/cfa79ChQ7mcpOCgOMFBYGDgQ9fXqVNH3t7emjx5MsUJ2bZ69eqHFqd9+/Zp1qxZSk9Pd3IquKKSJUs+sqRzjxOchcvdkVM6duxodoQCh+KETGvQoMFDR6WAzOjUqZPDulOnTmnMmDFat26devTooSlTpjg/GFwO9zgBcDUTJ040O0KBQ3FCpsXHxxs+pRrIrF9//VUTJ07UwoULFR4ertjYWNWqVcvsWHARzZo1y9T+06dP18CBA1WyZMncCQSXZLFY7EaUfr8MOMPdu3d19+5dHr6cC9yMdwH+58qVKxo/frxatGhhdhS4iJs3b2r06NGqWrWqjh8/rq1bt2rdunWUJphq6tSpunbtmtkxkM9YrVY98cQTKl26tEqXLq3bt2+rXr16tuXq1aubHREuJjo6WsOGDdPixYslSWPHjpWXl5d8fHz07LPP6r///a/JCV0LI05wUK9evQw/Ibt586b+85//KDg4WF988YUJyeBq3n//fb333nvy8/PT0qVLuV4beQY38CMroqOjzY6AAuTdd9/Vu+++qyZNmmjJkiXavXu31qxZoylTpsjNzU2zZs3S3//+d82ZM8fsqC6D6cjhYPLkyRmu9/b2VnBwsMLDw5mKHDnCzc1Nnp6eat269SPPqdWrVzsxFSB5eXnpyJEjCgoKMjsKAGSoWrVqmjJlirp3764DBw7oqaee0pdffqkXX3xRkvTNN99o4MCBunDhgslJXQcjTnDAzYZwlp49e3L9PwCXERUVpR49esjDw8PsKCgALl68qD/96U+SpIYNG6pQoUJ2l7mHhoYqLi7OrHguieKEh0pOTtaWLVt0+vRpSVJwcLBat24tT09Pk5PBVSxYsMDsCACQYwYMGKDnnntO5cuXlyRVqFBBe/fuVeXKlc0NBpd07949u5JepEgRFS5c2LZcqFAhHrGQwyhOyNC//vUv9e/fX1evXrVbX7ZsWc2fP18dOnQwKRkKmsuXL9t+CQGAvOz3dz/cunWLZ9EhV/373/9WfHy8pN/Ov5MnT+r27duS5PA7HLKPWfXgYO/evercubOeeeYZ7dmzR9euXdO1a9e0e/duNW3aVJ07d9b+/fvNjgkXUKxYMV25csW23L59e7vLChISEuTv729GNBRwTZs2ZXQdQJ7XqlUr1a1bV3Xr1tWdO3f03HPPqW7duqpXr55at25tdjyXw+QQcNCuXTsFBATo008/zXD7a6+9pkuXLmnDhg1OTgZX4+bmpvj4eNuI0u9vyH9QnPjEFtmVmJj4WPt5e3vnchK4Mnd3d7tnHXp7e+vIkSOqUqWKycngih530ofAwMBcTlJwcKkeHOzfv1/vvffeQ7cPGTIk0w+TBLKKySOQE0qWLPnIc8lqtcpisXA/ALLlwXOcHpxrD57j5OZmf4EPzwhDTqAQOR/FCQ6Sk5Mf+amrj4+PUlJSnJgIALJn+/bttj9brVa1a9dO8+bNU8WKFU1MBVfDc5zgTO+//76GDRtmu6x4z549atiwoW3CiFu3bmn06NH65z//aWZMl8KlenAQGhqqN954Q3369Mlwe1RUlGbOnKmjR486ORlcjdFlLQkJCapQoQKjAMhxPKcJQH7n7u6uuLg42+Xu3t7eio2NtbvcnZ+hOYsRJzjo06ePRo4cKV9fX7Vr185u2/r16zVq1CiNGzfOpHRwJUaXtfC5DoD8LiUlRcuXL1dSUpKeffZZVatWzexIcBG//xnJz8zcR3GCg+HDh2vv3r167rnnFBwcrBo1ashqterEiRM6c+aMOnXqpBEjRpgdEy6Ay1oAuJKIiAjdu3dPH3/8sSTp7t27CgsL0/Hjx1WsWDGNGjVKW7ZsUVhYmMlJAWQFxQkO3NzctGLFCi1fvlxLly7VyZMnJUnVq1fXpEmT1K1bN5MTwlX06tXL7AgowJh4BDlt8+bNmjp1qm158eLFunDhgs6cOaNKlSqpb9++euedd7R+/XoTUwLIKooTHqpr167q2rWr4X7Tp0/XwIEDVbJkydwPBQBZ8MILL9gtp6SkaODAgSpevLjd+tWrVzszFlzMxYsXFRISYlvevHmzOnfubJv9bPjw4Q6XwAPZMW/ePJUoUUKSdP/+fS1YsEBly5aV9NvkEMhZTA6BbPv9zYjA43rcc+bnn3/O5SRwdQ+b7Ob3uHwU2VGyZEn98MMPtvuYqlSpovHjx6tv376SpPPnz6tGjRpKTk42MyZcROXKlR9r5PzcuXNOSFMwMOKEbKN7I6vOnz+vwMBAvfzyy7ZZgYDcQCGCM9SoUUPr1q1TRESEjh8/rosXL6pFixa27RcuXJCvr6+JCeFKzp8/b3aEAofiBMA0y5cvV1RUlGbMmKG2bduqb9++ateuncPDIoHccuHCBSUlJal69eqcd8i2UaNGqVu3blq/fr2OHz+udu3a2R6vIEkbNmxQo0aNTEwIV5Oenq4FCxZo9erVOn/+vCwWi4KCgvTiiy/q1Vdf5V7OHMZPCQCm6dKli7755hudPXtWDRo00BtvvKGAgACNGTNGZ86cMTseXMiDgv5//fWvf1VQUJBq166tWrVq6dKlSyalg6t4/vnntWHDBtvzEJcvX263vVixYho8eLBJ6eBqrFarOnTooP79++uXX35R7dq1VbNmTZ0/f169e/fW888/b3ZEl8M9Tsg2HiSJnBQTE6NJkyZp586dunr1qkqVKmV2JLiAp59+Wq+99prtXqeNGzeqQ4cOWrBggWrUqKGhQ4cqJCRE8+bNMzkpADye6OhoDR8+XGvXrrW7JFSStm3bpk6dOumTTz5Rz549TUroerhUD0CekJKSopUrVyoqKkrfffedunTpomLFipkdCy7izJkzatiwoW157dq16tixo3r06CFJmjp16mNPIAE8zMWLFx9rv0qVKuVyEhQES5cu1bhx4xxKkyS1bNlSY8aM0eLFiylOOYjihGxr2rSpPD09zY6BfOq7777T/Pnz9eWXXyooKEh9+/bVqlWrGGlCjkpOTpa3t7dtee/everXr59tOSgoSPHx8WZEgwt52CxnVqvVtt5isej+/fvOjgYXdPToUb3//vsP3d62bVvNmjXLiYlcH8UJDhITEx9rvwe/hGzYsCE348CF1axZU5cvX9bLL7+smJgY1alTx+xIcFGBgYE6ePCgAgMDdfXqVR0/flxNmjSxbY+Pj5ePj4+JCeEKDh8+nOF6q9WqZcuWadasWbZn7gDZde3atUfO0ujr66vr1687MZHrozjBQcmSJR85C8uDT87S0tKcmAqu6MSJEypevLgWLVqkzz///KH7Xbt2zYmp4Ip69eqlIUOG6Pjx49q2bZuqV6+uBg0a2Lbv3btXtWrVMjEhXEFGH/58++23GjNmjE6fPq1Ro0bpzTffNCEZXFFaWpoKFXr4r/Lu7u6MbuYwihMcbN++3fZnq9Wqdu3aad68eapYsaKJqeCKeLYOnGXUqFG6c+eOVq9eLT8/P61YscJu+549e9StWzeT0sEVHTp0SKNHj9auXbvUv39/bdiwgefVIUdZrVb17t1bHh4eGW5PTU11ciLXx6x6MMSsecgtSUlJKl68uNkxAEm/fXrr7u5udgzkcz/99JPGjRunVatW6aWXXtI777zDz0/kised0IYPKXMOI04ATBMaGqqFCxfqT3/6k9lRUICdPn1a8+fP16JFixQXF2d2HORjgwcP1vz589WiRQsdOHBAdevWNTsSXBiFyPkoTgBM8+KLL6ply5YaPny43n33XRUpUsTsSCgg7ty5o+XLlysqKkr79u1Tw4YNFRERYXYs5HNz585V0aJFdfnyZfXt2/eh+x06dMiJqQDkFIoTHsujJosAsur999/XCy+8oL59++qbb77R559/rnr16pkdCy5s//79mjdvnlasWKFKlSrpxIkT2r59u5o2bWp2NLiAiRMnmh0BQC7iHic4eOGFF+yW161bp5YtWzrci7J69WpnxoILS01N1d///nd98sknevbZZx1mCeJcQ3ZFRkYqKipKN2/eVPfu3fXKK6+oTp06Kly4sI4cOaKQkBCzIwIA8jhGnODg988yeeWVV0xKgoIiNTVVly9flsVikY+PzyOnVwWyYvTo0Ro9erSmTJnCBBAwRWJiohYvXqz58+frwIEDZscBkAX8dgIH3GwIZ9qyZYv69u0rf39/HTx4UDVq1DA7ElzQ22+/rejoaH3++efq3r27Xn31VZ7bBKfYvn27oqKitHr1avn4+Oj55583OxKALOJSPTy2CxcuKCkpSdWrV5ebm5vZceACXnvtNS1cuFDjxo3T3/72N0YCkOtiYmIUFRWllStXqmrVqjp+/LhiYmLUpEkTs6PBhfzyyy9asGCBoqOjdePGDV2/fl1LlizRSy+9xD3DQD7Gb79wEBUVpRkzZtit++tf/6qgoCDVrl1btWrV0qVLl0xKB1eyZ88e7d27VxMmTHAoTVarVd988406d+5sUjq4ombNmmnhwoWKj4/X4MGD1aBBAzVr1kyNGzd2+P8ekFmrVq1Su3btFBwcrNjYWEVGRurXX3+Vm5ubateuTWkC8jmKExx89tlnKlWqlG1548aNio6O1qJFi/TDDz+oZMmSmjx5sokJ4SoOHTqk+vXr2607d+6cxo8fr0qVKun5559XSkqKSengyry8vPTaa6/pu+++U2xsrJ566ilNnz7d7FjI57p27ap69eopLi5OK1asUMeOHXnMAuBCKE5wcObMGTVs2NC2vHbtWnXs2FE9evRQ/fr1NXXqVG3dutXEhHAVD36hSE1N1eLFi9WyZUsFBwdr6tSpioiI0OXLl/X111+bnBKuYNu2bQoJCVFiYqLDtoCAAG3atElLliwxIRlcSb9+/TR79my1adNGc+fO1fXr182OBCAHUZzgIDk5Wd7e3rblvXv36plnnrEtBwUFKT4+3oxocDEHDx7U4MGD5efnp5kzZ6pTp066dOmS3NzcFB4ebnceAtkxc+ZMDRgwIMNzysfHRwMHDtTs2bNNSAZX8umnnyouLk5//etftXTpUvn7+6tjx46yWq1KT083Ox6AbKI4wUFgYKAOHjwoSbp69aqOHz9ud+N0fHy8w5TlQFY89dRT8vDw0P79+/XDDz/o9ddfl6+vr9mx4IKOHDmiNm3aPHT7n//8Z9v/94Ds8PT0VK9evRQTE6Mff/xRNWvWlK+vr5o0aaKXX36Z59IB+RjFCQ569eqlIUOG6O2331aXLl1UvXp1NWjQwLZ97969TOOLHNGqVSvNnz9fU6ZM0caNG8Ukn8gtCQkJKly48EO3FypUSFeuXHFiIhQE1apV09SpU3Xp0iV98cUXunPnjrp37252LABZxHOc4GDUqFG6c+eOVq9eLT8/P61YscJu+549e9StWzeT0sGVbNq0SZcuXVJUVJQGDRqk5ORkde3aVZKYfQo5qmLFijp27JiqVq2a4fajR4/K39/fyalQULi5ualDhw5q3bq1PvnkE7PjAMginuOELElLS+OZO8hx3377raKiovTVV18pICBAnTt3VufOnR1m3gMya9iwYdqxY4d++OEHFS1a1G5bcnKyGjVqpBYtWmjWrFkmJYSruHLlir777jsVKVJErVq1kru7u+7du6d//vOfmj59uu7du6erV6+aHRNAFlCckCmnT5/W/PnztWjRIsXFxZkdB/lcWlqaPvjgA/3rX//S3bt31apVK02cOFEpKSn64osvFBUVpaNHjyotLc3sqMjnEhISVL9+fbm7u2vo0KEKDg6WJJ08eVKzZ89WWlqaDh06xD12yJbdu3frueeeU2JioiwWixo2bKjo6Gh16tRJhQoV0uuvv65evXrJ09PT7KgAsoDiBEN37tzR8uXLFRUVpX379qlhw4Z68cUX9dZbb5kdDfnc22+/rUmTJql169by9PTUpk2b1L17d0VFRdn2yehZT0BWXLhwQYMGDdKmTZts99NZLBaFh4dr9uzZqlKliskJkd81b95cFSpU0Lhx47Rw4UJFRkaqWrVqevfdd3mYN+ACKE54qP3792vevHlasWKFKlWqpBMnTmj79u1q2rSp2dHgIqpVq6aRI0fqtddek/TbpXrt27dXcnKy3NyYuwa54/r16zp79qysVquqVatm98BvIDvKlCmjXbt2KSQkRMnJySpRooRWr16tjh07mh0NQA7gNxM4iIyMVM2aNdW5c2eVKlVKO3fu1I8//iiLxaIyZcqYHQ8u5OLFi2rXrp1tuXXr1rJYLPr1119NTAVXV6pUKT355JNq1KgRpQk56vr16ypbtqyk36YlL1asGLPQAi6EWfXgYPTo0Ro9erSmTJnCBBDIVffv33e4Ub9w4cK6d++eSYkAIHv+/e9/2x4Sb7VaderUKSUlJdntExoaakY0ANnEpXpwMG3aNEVHRyslJUXdu3fXq6++qlq1aqlw4cI6cuSIQkJCzI4IF+Hm5qa2bdvKw8PDtm7dunVq2bKlihcvblvHAyMB5Adubm6yWCwZPpPuwXqLxcKEN0A+RXHCQ8XExCgqKkorV65U1apVdfz4ccXExKhJkyZmR4OL6NOnz2PtFx0dnctJACD7Lly48Fj7BQYG5nISALmB4gRDt27d0pIlSxQVFaWDBw+qUaNG6ty5syIiIsyOBgBAnjFlyhSNHDlSxYoVMzsKgFxAcUKmHDt2TPPnz9fixYt1+fJls+MAAJBnuLu7Ky4uTuXLlzc7CoBcwKx6cLBt2zaFhIQoMTHRYVtAQIA2bdqkJUuWmJAMAIC8i8+iAddGcYKDmTNnasCAAfL29nbY5uPjo4EDB2r27NkmJAMAIG+zWCxmRwCQS7hUDw4CAwO1ceNG1ahRI8PtJ0+e1J///GddvHjRyckAAMi73Nzc5OPjY1ierl275qREAHISz3GCg4SEBBUuXPih2wsVKqQrV644MREAAPnD5MmT5ePjY3YMALmA4gQHFStW1LFjx1S1atUMtx89elT+/v5OTgUAQN7XrVs3JocAXBT3OMFBu3btNH78eKWkpDhsS05O1sSJE/Xcc8+ZkAwAgLyL+5sA18Y9TnCQkJCg+vXry93dXUOHDlVwcLCk3+5tmj17ttLS0nTo0CH5+vqanBQAgLzDzc1N8fHxjDgBLorihAxduHBBgwYN0qZNm2zTq1osFoWHh2v27NmqUqWKyQkBAAAA56E44ZGuX7+us2fPymq1qlq1aipVqpTZkQAAAACnozgBAAAAgAEmhwAAAAAAAxQnAAAAADBAcQIAAAAAAxQnAECBtmPHDlksFt24ccPsKACAPIziBABwYLFYHvmaNGmS2RGzpHnz5hoxYoTdusaNGysuLk4+Pj5O/94AgPyjkNkBAAB5T1xcnO3Py5cv14QJE3Tq1CnbuhIlStj+bLValZaWpkKF8uePlCJFisjPz8/sGACAPI4RJwCAAz8/P9vLx8dHFovFtnzy5El5eXnpm2++UYMGDeTh4aHdu3frp59+UseOHeXr66sSJUroySef1Lfffmv3dStXrqypU6eqb9++8vLyUqVKlfTZZ5/Ztt+9e1dDhw6Vv7+/ihYtqsDAQE2bNs22fcaMGapdu7aKFy+ugIAADR48WLdv37b7Hnv27FHz5s1VrFgxlSpVSuHh4bp+/bp69+6tmJgYffTRR7aRs/Pnz2d4qd6qVatUs2ZNeXh4qHLlyoqMjMzU+/i9jL73uXPnVLVqVX3wwQd2+8bGxspisejs2bOSfhv9mzNnjtq2bStPT08FBQVp5cqVdsdcunRJL730kkqWLKnSpUurY8eOOn/+/MP/gQEAmUZxAgBkyZgxYzR9+nSdOHFCoaGhun37ttq1a6etW7fq8OHDatOmjTp06KCLFy/aHRcZGamGDRvq8OHDGjx4sAYNGmQbzZo1a5b+9a9/6csvv9SpU6e0ePFiVa5c2Xasm5ubZs2apePHj2vhwoXatm2bRo0aZdseGxurVq1aKSQkRPv27dPu3bvVoUMHpaWl6aOPPlJYWJgGDBiguLg4xcXFKSAgwOF9HTx4UC+99JK6deumH3/8UZMmTdL48eO1YMGCx34fv5fR965UqZL69u2r6Ohou32jo6P1zDPPqGrVqrZ148eP14svvqgjR46oR48e6tatm06cOCFJunfvnsLDw+Xl5aVdu3Zpz549KlGihNq0aaO7d+8a/0MCAB6PFQCAR4iOjrb6+PjYlrdv326VZF2zZo3hsTVr1rR+/PHHtuXAwEDrK6+8YltOT0+3li9f3jpnzhyr1Wq1Dhs2zNqyZUtrenr6Y2VbsWKFtUyZMrbl7t27W5s0afLQ/Zs1a2YdPny43boH7+f69etWq9Vqffnll63PPvus3T5vvfWWNSQk5LHfx+N+719++cXq7u5u/e6776xWq9V69+5da9myZa0LFiyw7SPJOnDgQLvjnnrqKeugQYOsVqvV+vnnn1uDg4Pt/s5SU1Otnp6e1k2bNj00DwAgcxhxAgBkScOGDe2Wb9++rZEjR6pGjRoqWbKkSpQooRMnTjiMOIWGhtr+/OASwMuXL0v67ZK22NhYBQcH6/XXX9fmzZvtjv3222/VqlUrVaxYUV5eXnr11Vf13//+V3fu3JH0vxGn7Dhx4oSaNGlit65JkyY6c+aM0tLSHut9PK4KFSqoffv2ioqKkiStW7dOqamp6tKli91+YWFhDssPRpyOHDmis2fPysvLSyVKlFCJEiVUunRppaSk6KeffspUHgDAw1GcAABZUrx4cbvlkSNH6quvvtLUqVO1a9cuxcbGqnbt2g6XixUuXNhu2WKxKD09XZJUv359nTt3Tm+//baSk5P10ksvqXPnzpKk8+fP67nnnlNoaKhWrVqlgwcPavbs2ZJk+x6enp658l4z8qj3kRn9+/fXsmXLlJycrOjoaHXt2lXFihV77ONv376tBg0aKDY21u51+vRpvfzyy5nOAwDIWP6cAgkAkOfs2bNHvXv31vPPPy/pt1/oszJBgbe3t7p27aquXbuqc+fOatOmja5du6aDBw8qPT1dkZGRcnP77XO/L7/80u7Y0NBQbd26VZMnT87waxcpUsRu1CgjNWrU0J49exze2xNPPCF3d/dMvx+j792uXTsVL15cc+bM0caNG7Vz506Hffbv36+ePXvaLderV0/Sb2Vz+fLlKl++vLy9vbOcDwDwaIw4AQByRLVq1bR69WrFxsbqyJEjevnllzM9AjNjxgwtXbpUJ0+e1OnTp7VixQr5+fmpZMmSqlq1qu7du6ePP/5YP//8sz7//HPNnTvX7vixY8fqhx9+0ODBg3X06FGdPHlSc+bM0dWrVyX9Nhved999p/Pnz+vq1asZ5nvzzTe1detWvf322zp9+rQWLlyoTz75RCNHjsz6X84jvre7u7t69+6tsWPHqlq1ag6X5UnSihUrFBUVpdOnT2vixIn6/vvvNXToUElSjx49VLZsWXXs2FG7du3SuXPntGPHDr3++uv6z3/+k63MAID/oTgBAHLEjBkzVKpUKTVu3FgdOnRQeHi46tevn6mv4eXlpffff18NGzbUk08+qfPnz2vDhg1yc3NTnTp1NGPGDL333nuqVauWFi9ebDdVuSQ98cQT2rx5s44cOaJGjRopLCxMa9eutT1jauTIkXJ3d1dISIjKlSvncP+V9NsIzpdffqlly5apVq1amjBhgqZMmaLevXtn+e/G6Hv369dPd+/eVZ8+fTI8dvLkyVq2bJlCQ0O1aNEiLV26VCEhIZKkYsWKaefOnapUqZJeeOEF1ahRQ/369VNKSgojUACQgyxWq9VqdggAAAqyXbt2qVWrVrp06ZJ8fX3ttlksFn311Vfq1KmTOeEAAJK4xwkAANOkpqbqypUrmjRpkrp06eJQmgAAeQeX6gEAYJKlS5cqMDBQN27c0Pvvv292HADAI3CpHgAAAAAYYMQJAAAAAAxQnAAAAADAAMUJAAAAAAxQnAAAAADAAMUJAAAAAAxQnAAAAADAAMUJAAAAAAxQnAAAAADAAMUJAAAAAAz8f1sAjYoRx/WgAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#\n",
    "transaction_counts = data['type'].value_counts()\n",
    "\n",
    "#\n",
    "plt.figure(figsize=(10,4))\n",
    "transaction_counts.plot(kind='bar')\n",
    "plt.xlabel('Transaction type')\n",
    "plt.ylabel('count')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "26e296f7-f0fa-482c-b93c-58ff376558da",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#\n",
    "transaction_amount = data['amount']\n",
    "#\n",
    "sns.histplot(transaction_amount, bins=30)\n",
    "plt.xlabel('Amount')\n",
    "plt.ylabel('Count')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "60c0e963-583e-484a-8c09-8f69c71d14b2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fraud_count = data['isFraud'].value_counts()\n",
    "plt.pie(fraud_count, labels=fraud_count.index, autopct='%1.2f%%')\n",
    "plt.title('proportion of fraudulent vs non-proportion of fraudulent')\n",
    "plt.axis('equal')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e0d0c33a-b392-476a-a100-f65a8a540527",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "b3a8823d-30d9-4380-84c5-986f7195f7b2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "old_balance=data['oldbalanceOrg']\n",
    "new_balance=data['newbalanceOrig']\n",
    "\n",
    "#\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(old_balance, new_balance, alpha=0.5)\n",
    "plt.xlabel('old balance')\n",
    "plt.ylabel('new balance')\n",
    "plt.title('scatter plot: old balance vs new balance')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "f4e9ace4-c540-48f2-a663-215e0b1480e2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fraudulent_count=data['isFraud'].value_counts()\n",
    "fraudulent_count.plot.bar()\n",
    "plt.xlabel('isFraud')\n",
    "plt.ylabel('count')\n",
    "plt.title('number of transaction flagged ad fraud')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0c476dd4-a5f1-4996-a80e-9029900790a5",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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
}