From b083eb3270cf9a0d578a50a658f50e8230a68ab1 Mon Sep 17 00:00:00 2001 From: "ap550083@gmail.com" Date: Wed, 31 Jul 2024 19:16:05 +0530 Subject: [PATCH] Anomaly Detection in Transactions using Deep Learning added --- ..._in_Transactions_using_Deep_Learning.ipynb | 660 + .../readme.md | 38 + .../transactions.csv | 10001 ++++++++++++++++ 3 files changed, 10699 insertions(+) create mode 100644 Anomaly Detection in Transactions using Deep Learning/Anomaly_Detection_in_Transactions_using_Deep_Learning.ipynb create mode 100644 Anomaly Detection in Transactions using Deep Learning/readme.md create mode 100644 Anomaly Detection in Transactions using Deep Learning/transactions.csv diff --git a/Anomaly Detection in Transactions using Deep Learning/Anomaly_Detection_in_Transactions_using_Deep_Learning.ipynb b/Anomaly Detection in Transactions using Deep Learning/Anomaly_Detection_in_Transactions_using_Deep_Learning.ipynb new file mode 100644 index 0000000000..41c641ae90 --- /dev/null +++ b/Anomaly Detection in Transactions using Deep Learning/Anomaly_Detection_in_Transactions_using_Deep_Learning.ipynb @@ -0,0 +1,660 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "code", + "source": [ + "import pandas as pd\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Load dataset\n", + "data = pd.read_csv('transactions.csv')" + ], + "metadata": { + "id": "3bTzImHuJRtf" + }, + "execution_count": 2, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Basic info\n", + "print(data.info())\n", + "print(data.describe())\n", + "\n", + "# Check for missing values\n", + "print(data.isnull().sum())" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Wf9iVdZBJT3e", + "outputId": "633c2baa-1728-4823-bac9-3e82b39ea17d" + }, + "execution_count": 3, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "RangeIndex: 10000 entries, 0 to 9999\n", + "Data columns (total 5 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Transaction_Amount 10000 non-null float64\n", + " 1 Transaction_Type 10000 non-null object \n", + " 2 Account_Age 10000 non-null int64 \n", + " 3 Transaction_Location 10000 non-null object \n", + " 4 Is_Fraud 10000 non-null int64 \n", + "dtypes: float64(1), int64(2), object(2)\n", + "memory usage: 390.8+ KB\n", + "None\n", + " Transaction_Amount Account_Age Is_Fraud\n", + "count 10000.000000 10000.000000 10000.000000\n", + "mean 50.529458 5.062500 0.025100\n", + "std 60.060368 2.559189 0.156437\n", + "min 0.000582 1.000000 0.000000\n", + "25% 14.163660 3.000000 0.000000\n", + "50% 34.161760 5.000000 0.000000\n", + "75% 67.882483 7.000000 0.000000\n", + "max 2031.596714 9.000000 1.000000\n", + "Transaction_Amount 0\n", + "Transaction_Type 0\n", + "Account_Age 0\n", + "Transaction_Location 0\n", + "Is_Fraud 0\n", + "dtype: int64\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Distribution of transaction amounts\n", + "plt.figure(figsize=(12, 6))\n", + "sns.histplot(data['Transaction_Amount'], bins=50, kde=True)\n", + "plt.title('Distribution of Transaction Amounts')\n", + "plt.show()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 365 + }, + "id": "jLvoO0N9JWO2", + "outputId": "ad0287d4-32bd-4fdc-e7ad-ec77b886b4e0" + }, + "execution_count": 4, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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r10+zZ8+u9OjevfsRh+PXRU2/u57e9sOP7bGOEqnu82/RooXuvPNOvfvuu9q0aZOaNWumv/71r8f0fgAQjAj2AIBaW7hwoR5//HGlp6dryJAhR2y3Z8+eSst69uwpSSopKZEkOwgdaxD0+Ne//uUVUN566y3t2LFDgwYNspedcMIJ+vzzz1VaWmov+/DDDyvdFq82tV144YVyuVx64YUXvJZPnjxZlmV5vf+xuPDCC5WTk6M333zTXlZeXq7nn39eMTExjX6P85CQkEq9r7Nnz9a2bdvqtL2CggKVl5d7LevWrZscDof9nfH0Ah/6vvn5+Zo+fbrX6wYOHKjY2FhNmDBBxcXFXusOfW10dHSVlw0crkWLFurZs6deffVVr+/EmjVr9Omnn+rCCy+s2U4exWeffabNmzdr2LBhuvLKKys9rr76ai1atKjerj2v6Xc3Li5OiYmJWrp0qVe7F1988ZjePzo6utI55nK5Kh2TpKQkpaam2t8DAMDvuN0dAKBaH3/8sdavX6/y8nLl5uZq4cKFmjdvntLS0vT+++9XmpTsUOPHj9fSpUuVlZWltLQ07dy5Uy+++KJatWqls846S1JFyE5ISNDUqVMVGxur6Oho9enTp8rruWuiadOmOuusszRs2DDl5ubqmWeeUfv27b1uyTdixAi99dZbuuCCC3TVVVfpp59+0muvveY1mV1ta7v44ovVr18//fnPf9bmzZvVo0cPffrpp3rvvfd07733Vtp2Xd166636xz/+oZtuukkrV65U27Zt9dZbb+mzzz7TM888U+2cBw3hoosu0vjx4zVs2DCdccYZWr16tWbOnKl27drVaXsLFy7UqFGj9Ic//EEnnniiysvL9e9//1shISEaPHiwpIrAHh4erosvvli33XabCgsL9X//939KSkrSjh077G3FxcVp8uTJGjFihHr37q3rrrtOTZo00bfffqsDBw7Yt5Hr1auX3nzzTY0ZM0a9e/dWTEyMLr744irre/rppzVo0CBlZGRo+PDh9u3u4uPjve7jfixmzpypkJAQZWVlVbn+kksu0Z///Ge98cYbGjNmzDG/X22+uyNGjNCTTz6pESNG6NRTT9XSpUv1ww8/HNP79+rVS/Pnz9ekSZOUmpqq9PR0dezYUa1atdKVV16pHj16KCYmRvPnz9dXX32liRMnHusuA0Dw8clc/AAAv+e5hZbnER4eblJSUsz5559vnn32Wa/bqnkcfru7BQsWmEsvvdSkpqaa8PBwk5qaaq699lrzww8/eL3uvffeM507dzahoaFet9M699xzTZcuXaqs70i3u/vPf/5jxo4da5KSkkxkZKTJysoyv/zyS6XXT5w40bRs2dI4nU5z5plnmq+//rrSNqur7fDb3RljzL59+8zo0aNNamqqCQsLMx06dDBPP/201y3IjKm4NVhVt/E60m34Dpebm2uGDRtmEhMTTXh4uOnWrVuVtyCr79vdVXULuuLiYnPfffeZFi1amMjISHPmmWeaFStWHPH4HL6Nw2+h9vPPP5ubb77ZnHDCCSYiIsI0bdrU9OvXz8yfP9/rde+//77p3r27iYiIMG3btjV/+9vfzLRp04wks2nTpkptzzjjDBMZGWni4uLMaaedZv7zn//Y6wsLC811111nEhISjCT7uB7p9m7z5883Z555pr29iy++2Kxdu9arjedcOPxWj57z6vAaPUpLS02zZs3M2WefXeV6j/T0dPtWk0e6NeWRahg6dKiJjo72WlbT7+6BAwfM8OHDTXx8vImNjTVXXXWV2blz5xFvd1eT/V+/fr0555xzTGRkpJFkhg4dakpKSswDDzxgevToYWJjY010dLTp0aOHefHFF6v9XADgeGUZ48ez9AAAAAAAgGpxjT0AAAAAAAGMYA8AAAAAQAAj2AMAAAAAEMAI9gAAAAAABDCCPQAAAAAAAYxgDwAAAABAAAv1dQGBwO12a/v27YqNjZVlWb4uBwAAAAAQ5Iwx2rdvn1JTU+VwVN8nT7Cvge3bt6t169a+LgMAAAAAcJzZunWrWrVqVW0bgn0NxMbGSqr4QOPi4nxcDQAAAAAg2BUUFKh169Z2Hq0Owb4GPMPv4+LiCPYAAAAAgEZTk8vBmTwPAAAAAIAARrAHAAAAACCAEewBAAAAAAhgBHsAAAAAAAIYwR4AAAAAgABGsAcAAAAAIIAR7AEAAAAACGAEewAAAAAAAhjBHgAAAACAAEawBwAAAAAggBHsAQAAAAAIYAR7AAAAAAACGMEeAAAAAIAARrAHAAAAACCAEewBAAAAAAhgBHsAAAAAAAIYwR4AAAAAgABGsAcAAAAAIICF+roA1L8tW7Zo165dx7SNxMREtWnTpp4qAgAAAAA0FIJ9kNmyZYtO6tRJRQcOHNN2IqOitH7dOsI9AAAAAPg5gn2Q2bVrl4oOHNCQh55WcpsT6rSN3C0/aebfHtCuXbsI9gAAAADg5wj2QSq5zQlq1aGLr8sAAAAAADQwJs8DAAAAACCAEewBAAAAAAhgBHsAAAAAAAIYwT7IbdtbpN/2lfi6DAAAAABAAyHYB7HiMpfeWbVNb638VcVlLl+XAwAAAABoAAT7IFZU5pLLGJW63Fq7vcDX5QAAAAAAGgDBPoi53Mb++dtf8+Q2pprWAAAAAIBARLAPYocG+4Licv38234fVgMAAAAAaAgE+yB2aLCXpG+35vmmEAAAAABAgyHYBzFPsI8MC5FlSb/mMUM+AAAAAAQbgn0Q8wT7mIhQtW8eI0nKptceAAAAAIIKwT6IuQ5OlhdiWerZOkGStCF3n4pKufUdAAAAAAQLgn0Q8/TYhzostYiPUFKsUy630ert+T6uDAAAAABQXwj2QcwT7EMclqxDeu1X/5pfaWI9AAAAAEBgItgHsUODvSR1SI5RRKhDhSXlTKIHAAAAAEGCYB/Eyg8L9qEOh2IjwyRJxeVcZw8AAAAAwYBgH8QO77GXJGdoxSEvKXP7pCYAAAAAQP0i2AexaoM9PfYAAAAAEBQI9kHMDvbWocE+RJJUUk6PPQAAAAAEA4J9ELPvY39Ij3243WNPsAcAAACAYECwD2LVDcUvJdgDAAAAQFAg2AcxrrEHAAAAgOBHsA9iVQb7MK6xBwAAAIBgQrAPYtzuDgAAAACCH8E+iDEUHwAAAACCH8E+iJW7K3rlvYM9Q/EBAAAAIJgQ7IOY53Z3oVZVPfYEewAAAAAIBgT7IFb15HkOe125i3APAAAAAIGOYB/Eqgr24SG/H3J67QEAAAAg8BHsg1hVwd6yLHs4finBHgAAAAACHsE+iFUV7CWuswcAAACAYEKwD2JHDvaemfG55R0AAAAABDqCfRDzzIpPjz0AAAAABC+CfRCze+wt72Af7gn2ZQR7AAAAAAh0BPsgdsSh+AdveVfiYig+AAAAAAQ6gn0QO+o19vTYAwAAAEDAI9gHKWOkg7mea+wBAAAAIIgR7IOUJ9RL1QV7huIDAAAAQKAj2AepQyP7kW93R489AAAAAAQ6gn2Q8uqxt6qePK+UYA8AAAAAAY9gH6Ts6+stS9bhwZ7b3QEAAABA0CDYBynXESbOkw4dis819gAAAAAQ6Aj2QcptKgJ91cGeWfEBAAAAIFj4NNiPGzdO1sGh4p7HSSedZK8vLi7WyJEj1axZM8XExGjw4MHKzc312saWLVuUlZWlqKgoJSUl6YEHHlB5eblXm8WLF+uUU06R0+lU+/btNWPGjMbYPZ/yRPbqgn2526jcTbgHAAAAgEDm8x77Ll26aMeOHfZj2bJl9rrRo0frgw8+0OzZs7VkyRJt375dV1xxhb3e5XIpKytLpaWlWr58uV599VXNmDFDjzzyiN1m06ZNysrKUr9+/ZSdna17771XI0aM0Ny5cxt1Pxvbke5hL0nhob8fdibQAwAAAIDAFurzAkJDlZKSUml5fn6+XnnlFb3++us677zzJEnTp09Xp06d9Pnnn+v000/Xp59+qrVr12r+/PlKTk5Wz5499fjjj+uhhx7SuHHjFB4erqlTpyo9PV0TJ06UJHXq1EnLli3T5MmTlZmZWWVNJSUlKikpsZ8XFBQ0wJ43rOqusbcsS+GhDpWWu1VS7lZUeCMXBwAAAACoNz7vsf/xxx+Vmpqqdu3aaciQIdqyZYskaeXKlSorK9OAAQPstieddJLatGmjFStWSJJWrFihbt26KTk52W6TmZmpgoICff/993abQ7fhaePZRlUmTJig+Ph4+9G6det629/GUl2PvcTM+AAAAAAQLHwa7Pv06aMZM2bok08+0UsvvaRNmzbp7LPP1r59+5STk6Pw8HAlJCR4vSY5OVk5OTmSpJycHK9Q71nvWVddm4KCAhUVFVVZ19ixY5Wfn28/tm7dWh+726hch9zuriq/T6DHzPgAAAAAEMh8OhR/0KBB9s/du3dXnz59lJaWplmzZikyMtJndTmdTjmdTp+9f32oblZ86dBb3tFjDwAAAACBzOdD8Q+VkJCgE088URs3blRKSopKS0uVl5fn1SY3N9e+Jj8lJaXSLPme50drExcX59M/HjS0mg7FZ/I8AAAAAAhsfhXsCwsL9dNPP6lFixbq1auXwsLCtGDBAnv9hg0btGXLFmVkZEiSMjIytHr1au3cudNuM2/ePMXFxalz5852m0O34Wnj2Uawqu52dxL3sgcAAACAYOHTYH///fdryZIl2rx5s5YvX67LL79cISEhuvbaaxUfH6/hw4drzJgxWrRokVauXKlhw4YpIyNDp59+uiRp4MCB6ty5s2644QZ9++23mjt3rh5++GGNHDnSHkp/++236+eff9aDDz6o9evX68UXX9SsWbM0evRoX+56g6tuVnzp0KH4XGMPAAAAAIHMp9fY//rrr7r22mu1e/duNW/eXGeddZY+//xzNW/eXJI0efJkORwODR48WCUlJcrMzNSLL75ovz4kJEQffvih7rjjDmVkZCg6OlpDhw7V+PHj7Tbp6emaM2eORo8erWeffVatWrXSyy+/fMRb3QULz1D80CME+/AwZsUHAAAAgGDg02D/xhtvVLs+IiJCU6ZM0ZQpU47YJi0tTR999FG12+nbt69WrVpVpxoDVY1vd8dQfAAAAAAIaH51jT3qjz0rPre7AwAAAICgRrAPUp64zu3uAAAAACC4EeyDFEPxAQAAAOD4QLAPUkedFT+MofgAAAAAEAwI9kHq6D32B4fiMys+AAAAAAQ0gn2QqulQ/HK3kcvTGAAAAAAQcAj2Qepos+KHh/5+6BmODwAAAACBi2AfpI52jb3DshQewgR6AAAAABDoCPZByhPVjxTspd977Qn2AAAAABC4CPZBynPZfGg1wd6eGb+MofgAAAAAEKgI9kHqaJPnSb9PoFdKjz0AAAAABCyCfZA62jX20iG3vCPYAwAAAEDAItgHKXtW/Br02BPsAQAAACBwEeyDVM167D3BnmvsAQAAACBQEeyDlD0r/hHuYy8xFB8AAAAAggHBPkjVaPK8MIbiAwAAAECgI9gHqdrMis/t7gAAAAAgcBHsgxSz4gMAAADA8YFgH5QsGdV8VnzuYw8AAAAAgYtgH4xCQn//kdvdAQAAAEBQI9gHISskzP65+snzPEPxucYeAAAAAAIVwT4IWaGHBPtqb3dXcfjLXEYuz2x7AAAAAICAQrAPQp4e+xDLklVNsA8P+f3wc509AAAAAAQmgn0QsoN9NcPwJcnhsBQWUtGG4fgAAAAAEJgI9kHICg2XdPRgL3HLOwAAAAAIdAT7IGQdnBW/ZsGemfEBAAAAIJAR7IOQZ/K82gV7huIDAAAAQCAi2AejQybPO5rfb3lHjz0AAAAABCKCfRCq6eR50iE99mUEewAAAAAIRAT7IFSnYM9QfAAAAAAISAT7IFS7a+wPDsWnxx4AAAAAAhLBPgjVqsc+jFnxAQAAACCQEeyDUF2G4hczFB8AAAAAAhLBPhjVIthHhDEUHwAAAAACGcE+CFmh4ZKYPA8AAAAAjgcE+yBkhYRKquF97EO5jz0AAAAABDKCfRCq1az4TJ4HAAAAAAGNYB+E6jJ5nsttVO4i3AMAAABAoCHYB6HaBPvwEIc8rYrptQcAAACAgEOwD0KeYB9ag2BvWdbvE+iVMYEeAAAAAAQagn0Qqs019pLkDGMCPQAAAAAIVAT7YFSLofjSobe8I9gDAAAAQKAh2Ach+xr7GtzuTjpkZnyG4gMAAABAwCHYB6HaTJ4nSREH72XP5HkAAAAAEHgI9kGo1tfY20Px6bEHAAAAgEBDsA9Cte2xtyfPK6PHHgAAAAACDcE+CNW9x55gDwAAAACBhmAfhGrdY89QfAAAAAAIWAT7YFTLWfEjDg7FL2YoPgAAAAAEHIJ9EPL02IeG0GMPAAAAAMGOYB+E7Gvsa3of+4O3u+MaewAAAAAIPAT7IFT7WfEP9tgzFB8AAAAAAg7BPgjVdfK8UpdbbrdpsLoAAAAAAPWPYB+Eah/sQ+yfS1z02gMAAABAICHYBxljTK3vYx/isBR2cKK9kjIm0AMAAACAQEKwDzKHXiZf02AvMYEeAAAAAAQqgn2QKXP9fo18TWfFl36fQK+YHnsAAAAACCgE+yBTdsjkd7XrsT84gR499gAAAAAQUAj2QcaTyy0ZWbXosY84OBS/mGAPAAAAAAGFYB9kPEPxQ2qe6SUdci/7cobiAwAAAEAgIdgHGc9Q/FqMwpd0yOR5ZfTYAwAAAEAgIdgHGU8ur3WP/cFr7IvpsQcAAACAgEKwDzLlrrr22B+cPI8eewAAAAAIKAT7IGMPxa/l6yLCmDwPAAAAAAIRwT7IeDrcHZapvuFhPD32TJ4HAAAAAIGFYB9k6jwrPpPnAQAAAEBAItgHmTrPim/f7o5gDwAAAACBxG+C/ZNPPinLsnTvvffay4qLizVy5Eg1a9ZMMTExGjx4sHJzc71et2XLFmVlZSkqKkpJSUl64IEHVF5e7tVm8eLFOuWUU+R0OtW+fXvNmDGjEfbIN8qOcfK8knKXTO1G8QMAAAAAfMgvgv1XX32lf/zjH+revbvX8tGjR+uDDz7Q7NmztWTJEm3fvl1XXHGFvd7lcikrK0ulpaVavny5Xn31Vc2YMUOPPPKI3WbTpk3KyspSv379lJ2drXvvvVcjRozQ3LlzG23/GpN9jX0tX+eZPM9tJBfBHgAAAAAChs+DfWFhoYYMGaL/+7//U5MmTezl+fn5euWVVzRp0iSdd9556tWrl6ZPn67ly5fr888/lyR9+umnWrt2rV577TX17NlTgwYN0uOPP64pU6aotLRUkjR16lSlp6dr4sSJ6tSpk0aNGqUrr7xSkydPPmJNJSUlKigo8HoEivI6XmMf6rDsXv5SRuMDAAAAQMDwebAfOXKksrKyNGDAAK/lK1euVFlZmdfyk046SW3atNGKFSskSStWrFC3bt2UnJxst8nMzFRBQYG+//57u83h287MzLS3UZUJEyYoPj7efrRu3fqY97Ox/H6Nfe263S3LsifQK3PX8q8CAAAAAACf8Wmwf+ONN/TNN99owoQJldbl5OQoPDxcCQkJXsuTk5OVk5Njtzk01HvWe9ZV16agoEBFRUVV1jV27Fjl5+fbj61bt9Zp/3zBMxS/tj320u8T6NFjDwAAAACBI9RXb7x161bdc889mjdvniIiInxVRpWcTqecTqevy6iTuk6eJ/0+gR53vAMAAACAwOGzHvuVK1dq586dOuWUUxQaGqrQ0FAtWbJEzz33nEJDQ5WcnKzS0lLl5eV5vS43N1cpKSmSpJSUlEqz5HueH61NXFycIiMjG2jvfKe8jre7k6QIhuIDAAAAQMDxWbDv37+/Vq9erezsbPtx6qmnasiQIfbPYWFhWrBggf2aDRs2aMuWLcrIyJAkZWRkaPXq1dq5c6fdZt68eYqLi1Pnzp3tNoduw9PGs41gY8+Kz1B8AAAAADgu+GwofmxsrLp27eq1LDo6Ws2aNbOXDx8+XGPGjFHTpk0VFxenu+66SxkZGTr99NMlSQMHDlTnzp11ww036KmnnlJOTo4efvhhjRw50h5Kf/vtt+uFF17Qgw8+qJtvvlkLFy7UrFmzNGfOnMbd4UbiGYofUofXMnkeAAAAAAQenwX7mpg8ebIcDocGDx6skpISZWZm6sUXX7TXh4SE6MMPP9Qdd9yhjIwMRUdHa+jQoRo/frzdJj09XXPmzNHo0aP17LPPqlWrVnr55ZeVmZnpi11qcHWdFV/6/Rp7euwBAAAAIHD4VbBfvHix1/OIiAhNmTJFU6ZMOeJr0tLS9NFHH1W73b59+2rVqlX1UaLfO6bJ8w4OxS+r/d8EAAAAAAA+4vP72KN+Hcs19kyeBwAAAACBh2AfZDxD8et0H3uG4gMAAABAwCHYB5nyYxqK7+mxr8+KAAAAAAANiWAfZDyhvG6z4h+8xp6h+AAAAAAQMAj2QeZYZsWPONhjz1B8AAAAAAgcBPsgc0yz4h/ssXcZS3LUpc8fAAAAANDYCPZBpvwYZsUPD/396+CIiKmnigAAAAAADYlgH2SOZVZ8h2UpPKTiK+FwRtdnWQAAAACABkKwDzKlxzAUX5KcYQeDPT32AAAAABAQCPZBxh6KX8fXR4RWXFtPsAcAAACAwECwDzK/T55X+1nxpd8n0CPYAwAAAEBgINgHmWO5xl46ZCg+19gDAAAAQEAg2AcRY8wxzYovSU6G4gMAAABAQCHYB5FSl9v++Zh77An2AAAAABAQCPZBpLT892Bf1x57Js8DAAAAgMBCsA8iXsG+jtuwJ8/jGnsAAAAACAgE+yDiGYpvXGWyjnEofkhkbH2VBQAAAABoQAT7IOLpsTflZXXeRmTYwaH4kXH1UhMAAAAAoGER7IOIHexddQ/2EXawp8ceAAAAAAIBwT6IlNjBvrzO2/D02IdExskYUy91AQAAAAAaDsE+iJTUY4+9FRquEhfBHgAAAAD8HcE+iNiz4h9DsA8LseRQRaAvKHEfpTUAAAAAwNcI9kHEnhW/vLTO27AsS+EVnfbaV0KPPQAAAAD4O4J9EKmPyfMkyemoCPT7SumxBwAAAAB/R7APIvVxuztJCj/4rWAoPgAAAAD4P4J9ECl1uSQde499eMjBHnuCPQAAAAD4PYJ9EAl1OJQQ4ZC7aN8xbcd58FvBUHwAAAAA8H8E+yBycY9UTbskWbs+ePqYtsNQfAAAAAAIHAR7VBLO5HkAAAAAEDAI9qjEad/ujmAPAAAAAP6OYI9KPD32BfTYAwAAAIDfI9ijEnvyPHrsAQAAAMDvEexRiX27O3rsAQAAAMDvEexRiWdW/FKXVFTq8m0xAAAAAIBqEexRSaglmfIySdKeA6U+rgYAAAAAUB2CPSqxLMlVVCBJ2rufYA8AAAAA/oxgjyq5PcGeHnsAAAAA8GsEe1TJXbRPkrSHHnsAAAAA8GsEe1SJofgAAAAAEBgI9qjS70Pxy3xcCQAAAACgOgR7VIlr7AEAAAAgMBDsUSUXPfYAAAAAEBAI9qiS+wDX2AMAAABAICDYo0quYmbFBwAAAIBAQLBHlTw99nlcYw8AAAAAfo1gjyp5Js/bQ7AHAAAAAL9GsEeVPJPnFZe5VVTq8nE1AAAAAIAjIdijSqa0SKEHvx3c8g4AAAAA/BfBHkcUE17x9WACPQAAAADwXwR7HFGcs+Lrkce97AEAAADAbxHscUSxnh57huIDAAAAgN8i2OOIYg/22O9lKD4AAAAA+C2CPY4o7mCPPZPnAQAAAID/ItjjiGKdliR67AEAAADAnxHscUS/99gzeR4AAAAA+CuCPY4oxslQfAAAAADwd3UK9u3atdPu3bsrLc/Ly1O7du2OuSj4B8/t7riPPQAAAAD4rzoF+82bN8vlclVaXlJSom3bth1zUfAPnqH43MceAAAAAPxXaG0av//++/bPc+fOVXx8vP3c5XJpwYIFatu2bb0VB9+KpcceAAAAAPxerYL9ZZddJkmyLEtDhw71WhcWFqa2bdtq4sSJ9VYcfCv2YI99UZlLxWUuRYSF+LgiAAAAAMDhahXs3W63JCk9PV1fffWVEhMTG6Qo+IeoMEuhDkvlbqO9B0rVIj7S1yUBAAAAAA5Tp2vsN23aRKg/DliWpYSocEkMxwcAAAAAf1WrHvtDLViwQAsWLNDOnTvtnnyPadOmHXNh8A9No8O0q7CECfQAAAAAwE/VKdg/9thjGj9+vE499VS1aNFClmXVd13wE/TYAwAAAIB/q1Ownzp1qmbMmKEbbrihvuuBn2l6MNjvPUCwBwAAAAB/VKdr7EtLS3XGGWfUdy3wQ02iwyRJe/czFB8AAAAA/FGdgv2IESP0+uuv13ct8ENN6LEHAAAAAL9Wp2BfXFysSZMm6dxzz9Vdd92lMWPGeD1q6qWXXlL37t0VFxenuLg4ZWRk6OOPP/Z6n5EjR6pZs2aKiYnR4MGDlZub67WNLVu2KCsrS1FRUUpKStIDDzyg8vJyrzaLFy/WKaecIqfTqfbt22vGjBl12e3jUtNogj0AAAAA+LM6XWP/3XffqWfPnpKkNWvWeK2rzUR6rVq10pNPPqkOHTrIGKNXX31Vl156qVatWqUuXbpo9OjRmjNnjmbPnq34+HiNGjVKV1xxhT777DNJksvlUlZWllJSUrR8+XLt2LFDN954o8LCwvTEE09Iqrg1X1ZWlm6//XbNnDlTCxYs0IgRI9SiRQtlZmbWZfePK0yeBwAAAAD+rU7BftGiRfXy5hdffLHX87/+9a966aWX9Pnnn6tVq1Z65ZVX9Prrr+u8886TJE2fPl2dOnXS559/rtNPP12ffvqp1q5dq/nz5ys5OVk9e/bU448/roceekjjxo1TeHi4pk6dqvT0dE2cOFGS1KlTJy1btkyTJ08+YrAvKSlRSUmJ/bygoKBe9jcQNfVcY0+PPQAAAAD4pToNxW8ILpdLb7zxhvbv36+MjAytXLlSZWVlGjBggN3mpJNOUps2bbRixQpJ0ooVK9StWzclJyfbbTIzM1VQUKDvv//ebnPoNjxtPNuoyoQJExQfH28/WrduXZ+7GlA8PfZMngcAAAAA/qlOPfb9+vWrdsj9woULa7yt1atXKyMjQ8XFxYqJidE777yjzp07Kzs7W+Hh4UpISPBqn5ycrJycHElSTk6OV6j3rPesq65NQUGBioqKFBkZWammsWPHes0VUFBQcNyG+6YMxQcAAAAAv1anYO+5vt6jrKxM2dnZWrNmjYYOHVqrbXXs2FHZ2dnKz8/XW2+9paFDh2rJkiV1KaveOJ1OOZ1On9bgL5rFVAT7ojKXDpSWKyq8Tl8ZAAAAAEADqVNKmzx5cpXLx40bp8LCwlptKzw8XO3bt5ck9erVS1999ZWeffZZXX311SotLVVeXp5Xr31ubq5SUlIkSSkpKfryyy+9tueZNf/QNofPpJ+bm6u4uLgqe+vhLcYZKmeoQyXlbu3aV6o2zQj2AAAAAOBP6vUa++uvv17Tpk07pm243W6VlJSoV69eCgsL04IFC+x1GzZs0JYtW5SRkSFJysjI0OrVq7Vz5067zbx58xQXF6fOnTvbbQ7dhqeNZxuonmVZSoypGL3wW2HJUVoDAAAAABpbvXa/rlixQhERETVuP3bsWA0aNEht2rTRvn379Prrr2vx4sWaO3eu4uPjNXz4cI0ZM0ZNmzZVXFyc7rrrLmVkZOj000+XJA0cOFCdO3fWDTfcoKeeeko5OTl6+OGHNXLkSHso/e23364XXnhBDz74oG6++WYtXLhQs2bN0pw5c+pz14NaYqxT2/KKtItgDwAAAAB+p07B/oorrvB6bozRjh079PXXX+svf/lLjbezc+dO3XjjjdqxY4fi4+PVvXt3zZ07V+eff76kiiH/DodDgwcPVklJiTIzM/Xiiy/arw8JCdGHH36oO+64QxkZGYqOjtbQoUM1fvx4u016errmzJmj0aNH69lnn1WrVq308ssvcw/7Wmh+sMeeYA8AAAAA/qdOwT4+Pt7rucPhUMeOHTV+/HgNHDiwxtt55ZVXql0fERGhKVOmaMqUKUdsk5aWpo8++qja7fTt21erVq2qcV3w1jy2YgK93/YR7AEAAADA39Qp2E+fPr2+64AfS6THHgAAAAD81jFdY79y5UqtW7dOktSlSxedfPLJ9VIU/Isd7PdxL3sAAAAA8Dd1CvY7d+7UNddco8WLF9u3osvLy1O/fv30xhtvqHnz5vVZI3yMHnsAAAAA8F91ut3dXXfdpX379un777/Xnj17tGfPHq1Zs0YFBQW6++6767tG+FhiTMU19gR7AAAAAPA/deqx/+STTzR//nx16tTJXta5c2dNmTKlVpPnITAkxnp67BmKDwAAAAD+pk499m63W2FhYZWWh4WFye12H3NR8C+eofiFJeUqLnP5uBoAAAAAwKHqFOzPO+883XPPPdq+fbu9bNu2bRo9erT69+9fb8XBP8RFhCo8pOKrwi3vAAAAAMC/1CnYv/DCCyooKFDbtm11wgkn6IQTTlB6eroKCgr0/PPP13eN8DHLsrjOHgAAAAD8VJ2usW/durW++eYbzZ8/X+vXr5ckderUSQMGDKjX4uA/msc6tT2/mOvsAQAAAMDP1KrHfuHChercubMKCgpkWZbOP/983XXXXbrrrrvUu3dvdenSRf/73/8aqlb4ELe8AwAAAAD/VKtg/8wzz+iWW25RXFxcpXXx8fG67bbbNGnSpHorDv7DE+y5xh4AAAAA/Eutgv23336rCy644IjrBw4cqJUrVx5zUfA/ibFcYw8AAAAA/qhWwT43N7fK29x5hIaG6rfffjvmouB/GIoPAAAAAP6pVsG+ZcuWWrNmzRHXf/fdd2rRosUxFwX/Ywf7fUyeBwAAAAD+pFbB/sILL9Rf/vIXFRcXV1pXVFSkRx99VBdddFG9FQf/QY89AAAAAPinWt3u7uGHH9bbb7+tE088UaNGjVLHjh0lSevXr9eUKVPkcrn05z//uUEKhW81P3iN/W8EewAAAADwK7UK9snJyVq+fLnuuOMOjR07VsYYSZJlWcrMzNSUKVOUnJzcIIXCtzw99vuKy1Vc5lJEWIiPKwIAAAAASLUM9pKUlpamjz76SHv37tXGjRtljFGHDh3UpEmThqgPfiI+MkxhIZbKXEa795eqZUKkr0sCAAAAAKgOwd6jSZMm6t27d33WAj9mWZYSY5zakV+sXftKCPYAAAAA4CdqNXkejm9MoAcAAAAA/odgjxpLjDk4gd4+gj0AAAAA+AuCPWqMHnsAAAAA8D8Ee9RYYqwn2Jf6uBIAAAAAgAfBHjXm6bHnXvYAAAAA4D8I9qgxzzX2u7jGHgAAAAD8BsEeNdaca+wBAAAAwO8Q7FFjXGMPAAAAAP6HYI8a81xjn19UptJyt4+rAQAAAABIBHvUQkJkmEIcliRp936G4wMAAACAPyDYo8YcDuuQCfQYjg8AAAAA/oBgj1pJZAI9AAAAAPArBHvUin0ve255BwAAAAB+gWCPWrGDPT32AAAAAOAXCPaolcTYg9fYE+wBAAAAwC8Q7FErzWO4lz0AAAAA+BOCPWrFnjyPa+wBAAAAwC8Q7FErzIoPAAAAAP6FYI9a4Rp7AAAAAPAvob4uAP5r3bp1lZblFbskSXsPlOnLr1cq1GFV+drExES1adOmQesDAAAAABDsUYWCPb9Jkq6//vrKKy2H2tz/jixHiM7oN1Cuwj1VbiMyKkrr160j3AMAAABAAyPYo5KiwgJJUtZtf1bH7r0qrZ/zq0PFbunGx19Rk3BTaX3ulp80828PaNeuXQR7AAAAAGhgBHscUbPUNLXq0KXS8ri9W1S8r0TRSW3UqnmMDyoDAAAAAHgweR5qLTai4u9B+4rLfVwJAAAAAIBgj1qLcR4M9iUEewAAAADwNYI9ai02IkySVEiPPQAAAAD4HMEetfZ7j32ZjysBAAAAABDsUWuea+zpsQcAAAAA3yPYo9ZiPMG+pFzGVL7dHQAAAACg8RDsUWsx4aGyJLmNdKDU5etyAAAAAOC4RrBHrTkclqKd3PIOAAAAAPwBwR51wgR6AAAAAOAfCPaoEybQAwAAAAD/QLBHnXgm0NtXQrAHAAAAAF8i2KNOYp302AMAAACAPyDYo07sHnuCPQAAAAD4FMEedRLrDJNUcS97AAAAAIDvEOxRJ57J8/aXlMvtNj6uBgAAAACOXwR71ElUeIgclmQkFZbSaw8AAAAAvkKwR51YlmXfy54J9AAAAADAdwj2qDMm0AMAAAAA3yPYo86YQA8AAAAAfI9gjzr7vce+zMeVAAAAAMDxi2CPOov1XGNPjz0AAAAA+AzBHnUWyzX2AAAAAOBzBHvUGZPnAQAAAIDvEexRZ57J84rKXCp3u31cDQAAAAAcnwj2qLOIMIdCHJYk7mUPAAAAAL7i02A/YcIE9e7dW7GxsUpKStJll12mDRs2eLUpLi7WyJEj1axZM8XExGjw4MHKzc31arNlyxZlZWUpKipKSUlJeuCBB1Re7h00Fy9erFNOOUVOp1Pt27fXjBkzGnr3gp5lWUygBwAAAAA+5tNgv2TJEo0cOVKff/655s2bp7KyMg0cOFD79++324wePVoffPCBZs+erSVLlmj79u264oor7PUul0tZWVkqLS3V8uXL9eqrr2rGjBl65JFH7DabNm1SVlaW+vXrp+zsbN17770aMWKE5s6d26j7G4y4zh4AAAAAfCvUl2/+ySefeD2fMWOGkpKStHLlSp1zzjnKz8/XK6+8otdff13nnXeeJGn69Onq1KmTPv/8c51++un69NNPtXbtWs2fP1/Jycnq2bOnHn/8cT300EMaN26cwsPDNXXqVKWnp2vixImSpE6dOmnZsmWaPHmyMjMzG32/g4k9Mz499gAAAADgE351jX1+fr4kqWnTppKklStXqqysTAMGDLDbnHTSSWrTpo1WrFghSVqxYoW6deum5ORku01mZqYKCgr0/fff220O3YanjWcbhyspKVFBQYHXA1XzTKDHNfYAAAAA4Bt+E+zdbrfuvfdenXnmmerataskKScnR+Hh4UpISPBqm5ycrJycHLvNoaHes96zrro2BQUFKioqqlTLhAkTFB8fbz9at25dL/sYjH4fil/m40oAAAAA4PjkN8F+5MiRWrNmjd544w1fl6KxY8cqPz/ffmzdutXXJfktJs8DAAAAAN/y6TX2HqNGjdKHH36opUuXqlWrVvbylJQUlZaWKi8vz6vXPjc3VykpKXabL7/80mt7nlnzD21z+Ez6ubm5iouLU2RkZKV6nE6nnE5nvexbsGPyPAAAAADwLZ/22BtjNGrUKL3zzjtauHCh0tPTvdb36tVLYWFhWrBggb1sw4YN2rJlizIyMiRJGRkZWr16tXbu3Gm3mTdvnuLi4tS5c2e7zaHb8LTxbAN155k8r6TcrTKX28fVAAAAAMDxx6c99iNHjtTrr7+u9957T7GxsfY18fHx8YqMjFR8fLyGDx+uMWPGqGnTpoqLi9Ndd92ljIwMnX766ZKkgQMHqnPnzrrhhhv01FNPKScnRw8//LBGjhxp97rffvvteuGFF/Tggw/q5ptv1sKFCzVr1izNmTPHZ/seLJyhIQoPcajU5da+4nI1jQ73dUkAAAAAcFzxaY/9Sy+9pPz8fPXt21ctWrSwH2+++abdZvLkybrooos0ePBgnXPOOUpJSdHbb79trw8JCdGHH36okJAQZWRk6Prrr9eNN96o8ePH223S09M1Z84czZs3Tz169NDEiRP18ssvc6u7ehLLBHoAAAAA4DM+7bE3xhy1TUREhKZMmaIpU6YcsU1aWpo++uijarfTt29frVq1qtY14uhiIkK1e38pE+gBAAAAgA/4zaz4CFxxERX3ss8vosceAAAAABobwR7HzHNd/Z79pT6uBAAAAACOPwR7HDOCPQAAAAD4DsEex8wT7POKylTu5pZ3AAAAANCYCPY4ZtHhIXKGOmSMlHeA6+wBAAAAoDER7HHMLMtiOD4AAAAA+AjBHvXCE+x3E+wBAAAAoFER7FEv6LEHAAAAAN8g2KNeNCPYAwAAAIBPEOxRL+yZ8Q+Uym18XAwAAAAAHEcI9qgXMc5QhYVYchupsNzX1QAAAADA8YNgj3px6Mz4BWWWj6sBAAAAgOMHwR71plm0U5K0j2APAAAAAI2GYI96Q489AAAAADQ+gj3qDcEeAAAAABofwR71xnPLu8IyS7L4agEAAABAYyB9od7ERoQq1GHJLUuhCSm+LgcAAAAAjgsEe9SbQ2fGD0ts4+NqAAAAAOD4QLBHvSLYAwAAAEDjItijXnmCfXgzgj0AAAAANAaCPepVM7vHvrWPKwEAAACA4wPBHvXK02Mf2rSVXG7j42oAAAAAIPiF+roABJe4yDA5LCOFOfXbAZevywEAAACAoEePPeqVw7IUG1rRU7+1oNzH1QAAAABA8CPYo97FhR0M9vkEewAAAABoaAR71Ds72NNjDwAAAAANjmCPeucJ9pvzynxcCQAAAAAEP4I96l1CeEWw/7WgXCXlTKAHAAAAAA2JYI96FxkiuYoK5DLSj7mFvi4HAAAAAIIawR71zrKk0tyfJUnfb8/3cTUAAAAAENwI9mgQpTs9wb7Ax5UAAAAAQHAj2KNBlOUS7AEAAACgMRDs0SBKc3+SJK3bUSCX2/i4GgAAAAAIXgR7NIiyPdsUHiIdKHVp8+79vi4HAAAAAIIWwR4Nw7iVFh8mieH4AAAAANCQCPZoMO2aeII9M+MDAAAAQEMh2KPBtE0IlSStpcceAAAAABoMwR4Npl1CRY/92u0FMoYJ9AAAAACgIRDs0WDaxIcpxGFp9/5S5RaU+LocAAAAAAhKBHs0GGeopROaR0viOnsAAAAAaCgEezSoLqnxkpgZHwAAAAAaCsEeDapLapwkeuwBAAAAoKEQ7NGgOtvBnh57AAAAAGgIBHs0qM4tKoL9r3uLlH+gzMfVAAAAAEDwIdijQSVEhatlQqQkae0Oeu0BAAAAoL4R7NHguM4eAAAAABoOwR4NzjMz/lquswcAAACAekewR4PrwgR6AAAAANBgCPZocF1bVvTY/7hznw6Ulvu4GgAAAAAILgR7NLiU+AilxEXIbaTVv3KdPQAAAADUJ4I9GsXJbRIkSau25vm0DgAAAAAINgR7NIqerRMkSau27PVtIQAAAAAQZAj2aBQnt2kiSVq1JU/GGB9XAwAAAADBg2CPRtGtZbxCHJZ27ivRjvxiX5cDAAAAAEGDYI9GERkeok4tYiVV9NoDAAAAAOoHwR6NhuvsAQAAAKD+EezRaE5uXXGdfTYz4wMAAABAvSHYo9F4bnm3elu+Ssvdvi0GAAAAAIIEwR6NJj0xWvGRYSopd2t9ToGvywEAAACAoECwR6OxLOuQ6+zzfFoLAAAAAAQLgj0alWc4PtfZAwAAAED9INijUZ3cpmICPWbGBwAAAID6QbBHo+rZKkGStHn3Ae3ZX+rbYgAAAAAgCBDs0ajio8LUrnm0JCl7K732AAAAAHCsQn1dAILXunXrqlyeFu3Wz79JH3+5XgkHth3x9YmJiWrTpk1DlQcAAAAAQYFgj3pXsOc3SdL1119f5fqYnoPULHOk/jVnqf4+9JEjbicyKkrr160j3AMAAABANQj2qHdFhRX3qM+67c/q2L1XpfV5pZYW5Eix7U7WkBfelmVV3kbulp80828PaNeuXQR7AAAAAKiGT6+xX7p0qS6++GKlpqbKsiy9++67XuuNMXrkkUfUokULRUZGasCAAfrxxx+92uzZs0dDhgxRXFycEhISNHz4cBUWFnq1+e6773T22WcrIiJCrVu31lNPPdXQuwZJzVLT1KpDl0qPzp06KdRhqdxYikptX2Wb5DYn+Lp8AAAAAAgIPg32+/fvV48ePTRlypQq1z/11FN67rnnNHXqVH3xxReKjo5WZmamiouL7TZDhgzR999/r3nz5unDDz/U0qVLdeutt9rrCwoKNHDgQKWlpWnlypV6+umnNW7cOP3zn/9s8P1D1RwOSy3iIyRJv+4t8nE1AAAAABDYfDoUf9CgQRo0aFCV64wxeuaZZ/Twww/r0ksvlST961//UnJyst59911dc801WrdunT755BN99dVXOvXUUyVJzz//vC688EL9/e9/V2pqqmbOnKnS0lJNmzZN4eHh6tKli7KzszVp0iSvPwCgcbVqGqWte4u0de8B9Wid4OtyAAAAACBg+e3t7jZt2qScnBwNGDDAXhYfH68+ffpoxYoVkqQVK1YoISHBDvWSNGDAADkcDn3xxRd2m3POOUfh4eF2m8zMTG3YsEF791Z9u7WSkhIVFBR4PVC/WjeJlFTRY+82xsfVAAAAAEDg8ttgn5OTI0lKTk72Wp6cnGyvy8nJUVJSktf60NBQNW3a1KtNVds49D0ON2HCBMXHx9uP1q1bH/sOwUtybITCQxwqKXdr174SX5cDAAAAAAHLb4O9L40dO1b5+fn2Y+vWrb4uKeg4HJZaHuy138p19gAAAABQZ34b7FNSUiRJubm5Xstzc3PtdSkpKdq5c6fX+vLycu3Zs8erTVXbOPQ9Dud0OhUXF+f1QP1rZQf7Az6uBAAAAAACl98G+/T0dKWkpGjBggX2soKCAn3xxRfKyMiQJGVkZCgvL08rV6602yxcuFBut1t9+vSx2yxdulRlZWV2m3nz5qljx45q0qRJI+0NqtK6SZQkaXtekVxurrMHAAAAgLrwabAvLCxUdna2srOzJVVMmJedna0tW7bIsizde++9+n//7//p/fff1+rVq3XjjTcqNTVVl112mSSpU6dOuuCCC3TLLbfoyy+/1GeffaZRo0bpmmuuUWpqqiTpuuuuU3h4uIYPH67vv/9eb775pp599lmNGTPGR3sNj8SYcEWGhajMZZRbUHz0FwAAAAAAKvHp7e6+/vpr9evXz37uCdtDhw7VjBkz9OCDD2r//v269dZblZeXp7POOkuffPKJIiIi7NfMnDlTo0aNUv/+/eVwODR48GA999xz9vr4+Hh9+umnGjlypHr16qXExEQ98sgj3OrOD1iWpVZNIvXjzkJt3XtAqQmRvi4JAAAAAAKOT4N93759Zaq51ZllWRo/frzGjx9/xDZNmzbV66+/Xu37dO/eXf/73//qXCcajifY/7qnSH3SfV0NAAAAAAQev73GHseH1k0rrrPfkV+sMpfbx9UAAAAAQOAh2MOnEiLDFOMMlcsY7cjnOnsAAAAAqC2CPXzKsiy19tz2bg+3vQMAAACA2iLYw+daHRyO/+veIh9XAgAAAACBh2APn/P02OcWFKuk3OXjagAAAAAgsBDs4XOxEWFKiAyTkbSNXnsAAAAAqBWCPfyCZ3b8Tbv2+7gSAAAAAAgsBHv4hfZJMZKkn37bL7fb+LgaAAAAAAgcBHv4hZYJkYoIc6iozKVteQzHBwAAAICaItjDL4Q4LJ3QvKLX/sedhT6uBgAAAAACB8EefqODPRy/UIbR+AAAAABQIwR7+I1WTaLkDHXoQKlLu0osX5cDAAAAAAGBYA+/EeKw1K55tCRp2wG+mgAAAABQE6Qn+JUOSbGSpG1FDkn02gMAAADA0RDs4VdaN41UeIhDxS5LzpYdfV0OAAAAAPg9gj38SqjDYQ/Hj+p4lo+rAQAAAAD/R7CH32l/cHb8qI5nyM30+AAAAABQLYI9/E5a0yiFWkahcUnauKfM1+UAAAAAgF8j2MPvhIY4lBLpliQt21Ls42oAAAAAwL8R7OGX2kRXBPtPf96vrXsO+LgaAAAAAPBfBHv4pZQIo6LN36rUJT36/vcyXGsPAAAAAFUi2MMvWZa0Z95LCnVIC9fv1Ly1ub4uCQAAAAD8EsEefqt8z6+65MSKW9899sFaFZW6fFwRAAAAAPgfgj382pWdY9QyIVLb8or0wqIffV0OAAAAAPgdgj38WkSoQ49c3FmS9M+lP2vjzkIfVwQAAAAA/oVgD783sHOy+nVsrjKX0cPvrpbLzUR6AAAAAOBBsIffsyxLj13SVRFhDn3+8x5N+Gidr0sCAAAAAL9BsEdAaNMsSn//Qw9J0svLNmnW11t9XBEAAAAA+AeCPQLGRd1TdXf/DpKkP7+zWl9v3uPjigAAAADA9wj2CCj39u+gQV1TVOYyuv21ldqWV+TrkgAAAADApwj2CCgOh6WJV/VQpxZx2lVYqhGvfq3iMu5vDwAAAOD4RbBHwIkKD9XLQ09VYky41u0o0LTPNvm6JAAAAADwmVBfFwBUZ926I8+Af13nSD33Zamen/+DTgrfq4SIkEptEhMT1aZNm4YsEQAAAAB8imAPv1Sw5zdJ0vXXX19NK0spN06UWpyoPzz2qvZ8OqVSi8ioKK1ft45wDwAAACBoEezhl4oKCyRJWbf9WR279zpiu13FlpbslGJPvkCXDxqg+HBjr8vd8pNm/u0B7dq1i2APAAAAIGgR7OHXmqWmqVWHLkdc30rStu92aONvhfqxNF6XdWnZeMUBAAAAgB9g8jwEvDPbN5PDkn7Zc0Cbd+/3dTkAAAAA0KgI9gh4CVHh6tk6QZL0vx93ye021b8AAAAAAIIIwR5B4bS2TRUR5tCe/aX69tc8X5cDAAAAAI2GYI+g4AwL0RntEiVJy3/arb0HSn1cEQAAAAA0DoI9gkbXlnFq3TRS5W6jeWtzZRiRDwAAAOA4QLBH0LAsSwM6JSs8xKEd+cX6YR9fbwAAAADBj+SDoBIXEaazT6wYkr82L0RhzVr7uCIAAAAAaFgEewSdLi3i1LZZlNyy1CxrtFzMkg8AAAAgiBHsEXQsy1L/k5IVZhk5W5yoN78v9HVJAAAAANBgCPYISjERoerZ1CVJemtdoWZ9tdXHFQEAAABAwyDYI2i1iXYrf8UsSdLYd1ZrwbpcH1cEAAAAAPWPYI+glrf0X+rXNlIut9HI17/RN1v2+rokAAAAAKhXBHsEvTtOjVffjs1VXObWzTO+0sadXHMPAAAAIHgQ7BH0Qh2WXhxyinq0ilfegTINnfalcguKfV0WAAAAANQLgj2OC1HhoZp2U2+lJ0ZrW16Rhk77UgXFZb4uCwAAAACOGcEex41mMU796+bT1DzWqfU5+3Trv75WSbnL12UBAAAAwDEJ9XUBQENbt26d1/M/nh6rhxeV6vOf92jY1MUak5Egh2Ud8fWJiYlq06ZNQ5cJAAAAAHVCsEfQKtjzmyTp+uuvr7Quok13JV31mJb/Kn3yx//T3vn/OOJ2IqOitH7dOsI9AAAAAL9EsEfQKioskCRl3fZndezeq9L6rfstfblbiut1sbqcfaF6NXUp5LCLU3K3/KSZf3tAu3btItgDAAAA8EsEewS9ZqlpatWhS6XlrSTFbsvXwg07tfVAiEpDo3Rx91RFOzktAAAAAAQOJs/Dca1ry3hd3rOlIkIdyi0o0RtfbeVWeAAAAAACCsEex73WTaN0de/WahoVrsKScs1e+au+2rxH5S63r0sDAAAAgKMi2AOSEqLCdVXvVmrbLEout9Hyn3brX5//oq37OUUAAAAA+DdSC3CQMzREl/RIVWaXZMU4Q7WvuFxf7g5Vyg0T9c2OYrndxtclAgAAAEAlBHvgEJZl6aSUON2YkaaMds0Uahk5Uzvq//1vr/pPWqJpyzapoLjM12UCAAAAgI1gD1QhLMSh09KbKjO1TAVfv6eoMEubdu3X+A/X6vQnFugv767RL7v3+7pMAAAAACDYA9WJCJH2Lvg//d9FSfp/l3XVickxOlDq0r8//0X9/r5YI2d+o2+35vm6TAAAAADHMW7YDdTA5o0b1LmTQxPOidGaneF6b8N+fZNTojmrd2jO6h3qlBims1pHqk+rCDWNDKn0+sTERLVp08YHlQMAAAAIdgR7oBoFe36TJF1//fWV1oUlpinutCsU3flcrdslrdtVpn9+k6eSbet0YMNyFW/6RmW7t0qSIqOitH7dOsI9AAAAgHpHsAeqUVRYIEnKuu3P6ti9V5VtDpS79euBcm074NCeUociWnVRRKsukqQIh1Gsu0DrPpqhtb/kEOwBAAAA1DuCPVADzVLT1KpDlyOuP/Hgf/cVl+mn3/br512F2p5XrGK3VKx4JV54j26f85varFikM05opjPaJ6p1k0i5jWSMkdtIZS63ikpdKiqreLjcRokxTiXFOpUcF6HEmHCFhjAtBgAAAABvx1WwnzJlip5++mnl5OSoR48eev7553Xaaaf5uiwEkdiIMPVsnaCerRNU7nYrJ79Y32/couy1GxTVqpO27DmgLXsO6I2vttZ62w5LSoqNUMsmkUpNiFRqQoRaJXh+jlTLJpGKiwhrgL0CAAAA4M+Om2D/5ptvasyYMZo6dar69OmjZ555RpmZmdqwYYOSkpJ8XR6CUKjDoVZNolTgztHcmQ/KCo+Us1UXRab1kLNNNzkiYiTjloyRjFvG7ZYpK5YpK5G7vEQyRiFRCQqJbaqQ6CZyO0KUU1CsnIJirfxlb5XvGRlqqWmkQ80iQ9Q0MkRNIh2KDHUoMtRSRKilxCZxSk5qLkmyDr7GGeZQVHioYpyhinaGKjo8RNHOUEWGhcjhsKp8n0MZY2RZR28HAAAAoGEcN8F+0qRJuuWWWzRs2DBJ0tSpUzVnzhxNmzZNf/zjH31cHYKZ5zr9C4eNOeJ1+kfz05ov9MG/XlRobHOFxicpJK65QuOSFBrX/ODPzRUSFa+icqNt+1zats91hC3lS6rZaAFLkjPUkjPEkpHkPnjJgMtd8V/Pw0gKsSrahodUtI/w/Hzw9WEhln3JgTFSucstWZbc+n07DkmhDinEYSnEIYU6LIVaFc9DHZYcllTuNip3S2Vuo9Iyl9yWQ+Wu35dJFSMbHJZkWZb9s+Pgz5JUUm5UXG5UXO5WSbnxqsFtjEIdFTV76g9zHNyWJMuqeFT8bCnCGa7oqMhD3suSw7Iq2hyyzGu9Q1W2NxXly22MzMFajCr+cGIOfm6eZW5T8cF7ft6/f7+KiktkJMlI7oP/dVhSWIilUM/n6ZDCDn6ens/aIzoqSvEJCTX8Rh4749nhOnKbiu+D223kMhX/LXebg9/Piv/ax8BR8TmHHPyv4+D3yrIshVgV3zfr4LEwMvaxsD97Hfz7m35/7mlU1TrPc9nPD3ndQZY836eK42/J81/Zz+221u+vOXz/XW63XG7J5XZXfB7GqNxVca4d7Tt36GcS4pBCLEsOh2X/19MuENnH8OCnfvjXzfP9+71d9a8z8m5Q0/aHr1el9VXXZ383JOkI3w/HwSeHLvNqc/DgOerhIBqZozc62jaOfRP14lj/31OxjXqo49g3UU91BM/nUR+FcFwOr6MetuEnn4cO/h7l+TfTdfB3hdEDTlRSXMSxb98PHBfBvrS0VCtXrtTYsWPtZQ6HQwMGDNCKFSsqtS8pKVFJSYn9PD8/X5JUUFDQ8MUeo8LCQknSrz9+r5KiA3XaRu6WnyRJOZt/0E/RUY3++mDdRllpSZ2Pyf68PXLvz1OPczLVKr3DYWt3Sa5dcu1zqFRhKrPCVGqFquzgz2455JJDB4oPKH/vXnn/pm7JCgmTIzxCVnikHGEV/7Wsimv5D5RINanYLamsTnsGAAAA+MaV3ZopQrG+LuOIPPmzJn+UtEx9/OnSz23fvl0tW7bU8uXLlZGRYS9/8MEHtWTJEn3xxRde7ceNG6fHHnusscsEAAAAAMDL1q1b1apVq2rbHBc99rU1duxYjRkzxn7udru1Z88eNWvWzO+vJS4oKFDr1q21detWxcXF+bocHIbj4984Pv6N4+PfOD7+jePj3zg+/o3j49+C+fgYY7Rv3z6lpqYete1xEewTExMVEhKi3Nxcr+W5ublKSUmp1N7pdMrpdHotS2jEa0/rQ1xcXNB9sYMJx8e/cXz8G8fHv3F8/BvHx79xfPwbx8e/BevxiY+Pr1G74+Km2OHh4erVq5cWLFhgL3O73VqwYIHX0HwAAAAAAALNcdFjL0ljxozR0KFDdeqpp+q0007TM888o/3799uz5AMAAAAAEIiOm2B/9dVX67ffftMjjzyinJwc9ezZU5988omSk5N9XVq9cjqdevTRRytdSgD/wPHxbxwf/8bx8W8cH//G8fFvHB//xvHxbxyfCsfFrPgAAAAAAASr4+IaewAAAAAAghXBHgAAAACAAEawBwAAAAAggBHsAQAAAAAIYAT7IDJlyhS1bdtWERER6tOnj7788ktfl3RcmDBhgnr37q3Y2FglJSXpsssu04YNG7za9O3bV5ZleT1uv/12rzZbtmxRVlaWoqKilJSUpAceeEDl5eWNuStBady4cZU++5NOOsleX1xcrJEjR6pZs2aKiYnR4MGDlZub67UNjk3Dadu2baXjY1mWRo4cKYlzp7EtXbpUF198sVJTU2VZlt59912v9cYYPfLII2rRooUiIyM1YMAA/fjjj15t9uzZoyFDhiguLk4JCQkaPny4CgsLvdp89913OvvssxUREaHWrVvrqaeeauhdCwrVHZ+ysjI99NBD6tatm6Kjo5Wamqobb7xR27dv99pGVefck08+6dWG41M3Rzt/brrppkqf/QUXXODVhvOn4Rzt+FT1b5FlWXr66aftNpw/DaMmv0vX1+9rixcv1imnnCKn06n27dtrxowZDb17jYZgHyTefPNNjRkzRo8++qi++eYb9ejRQ5mZmdq5c6evSwt6S5Ys0ciRI/X5559r3rx5Kisr08CBA7V//36vdrfccot27NhhPw79H73L5VJWVpZKS0u1fPlyvfrqq5oxY4YeeeSRxt6doNSlSxevz37ZsmX2utGjR+uDDz7Q7NmztWTJEm3fvl1XXHGFvZ5j07C++uorr2Mzb948SdIf/vAHuw3nTuPZv3+/evTooSlTplS5/qmnntJzzz2nqVOn6osvvlB0dLQyMzNVXFxstxkyZIi+//57zZs3Tx9++KGWLl2qW2+91V5fUFCggQMHKi0tTStXrtTTTz+tcePG6Z///GeD71+gq+74HDhwQN98843+8pe/6JtvvtHbb7+tDRs26JJLLqnUdvz48V7n1F133WWv4/jU3dHOH0m64IILvD77//znP17rOX8aztGOz6HHZceOHZo2bZosy9LgwYO92nH+1L+a/C5dH7+vbdq0SVlZWerXr5+ys7N17733asSIEZo7d26j7m+DMQgKp512mhk5cqT93OVymdTUVDNhwgQfVnV82rlzp5FklixZYi8799xzzT333HPE13z00UfG4XCYnJwce9lLL71k4uLiTElJSUOWG/QeffRR06NHjyrX5eXlmbCwMDN79mx72bp164wks2LFCmMMx6ax3XPPPeaEE04wbrfbGMO540uSzDvvvGM/d7vdJiUlxTz99NP2sry8PON0Os1//vMfY4wxa9euNZLMV199Zbf5+OOPjWVZZtu2bcYYY1588UXTpEkTr+Pz0EMPmY4dOzbwHgWXw49PVb788ksjyfzyyy/2srS0NDN58uQjvobjUz+qOj5Dhw41l1566RFfw/nTeGpy/lx66aXmvPPO81rG+dM4Dv9dur5+X3vwwQdNly5dvN7r6quvNpmZmQ29S42CHvsgUFpaqpUrV2rAgAH2MofDoQEDBmjFihU+rOz4lJ+fL0lq2rSp1/KZM2cqMTFRXbt21dixY3XgwAF73YoVK9StWzclJyfbyzIzM1VQUKDvv/++cQoPYj/++KNSU1PVrl07DRkyRFu2bJEkrVy5UmVlZV7nzkknnaQ2bdrY5w7HpvGUlpbqtdde08033yzLsuzlnDv+YdOmTcrJyfE6X+Lj49WnTx+v8yUhIUGnnnqq3WbAgAFyOBz64osv7DbnnHOOwsPD7TaZmZnasGGD9u7d20h7c3zIz8+XZVlKSEjwWv7kk0+qWbNmOvnkk/X00097DVXl+DSsxYsXKykpSR07dtQdd9yh3bt32+s4f/xHbm6u5syZo+HDh1dax/nT8A7/Xbq+fl9bsWKF1zY8bYIlL4X6ugAcu127dsnlcnl9kSUpOTlZ69ev91FVxye32617771XZ555prp27Wovv+6665SWlqbU1FR99913euihh7Rhwwa9/fbbkqScnJwqj59nHequT58+mjFjhjp27KgdO3boscce09lnn601a9YoJydH4eHhlX7pTU5Otj93jk3jeffdd5WXl6ebbrrJXsa54z88n2dVn/eh50tSUpLX+tDQUDVt2tSrTXp6eqVteNY1adKkQeo/3hQXF+uhhx7Stddeq7i4OHv53XffrVNOOUVNmzbV8uXLNXbsWO3YsUOTJk2SxPFpSBdccIGuuOIKpaen66efftKf/vQnDRo0SCtWrFBISAjnjx959dVXFRsb6zXUW+L8aQxV/S5dX7+vHalNQUGBioqKFBkZ2RC71GgI9kA9GjlypNasWeN1Dbckr+vjunXrphYtWqh///766aefdMIJJzR2mceVQYMG2T93795dffr0UVpammbNmhXw/wMPNq+88ooGDRqk1NRUexnnDlB7ZWVluuqqq2SM0UsvveS1bsyYMfbP3bt3V3h4uG677TZNmDBBTqezsUs9rlxzzTX2z926dVP37t11wgknaPHixerfv78PK8Phpk2bpiFDhigiIsJrOedPwzvS79I4OobiB4HExESFhIRUmhkyNzdXKSkpPqrq+DNq1Ch9+OGHWrRokVq1alVt2z59+kiSNm7cKElKSUmp8vh51qH+JCQk6MQTT9TGjRuVkpKi0tJS5eXlebU59Nzh2DSOX375RfPnz9eIESOqbce54zuez7O6f2tSUlIqTdpaXl6uPXv2cE41Ek+o/+WXXzRv3jyv3vqq9OnTR+Xl5dq8ebMkjk9jateunRITE73+f8b543v/+9//tGHDhqP+eyRx/tS3I/0uXV+/rx2pTVxcXFB09hDsg0B4eLh69eqlBQsW2MvcbrcWLFigjIwMH1Z2fDDGaNSoUXrnnXe0cOHCSkOwqpKdnS1JatGihSQpIyNDq1ev9voH3fMLWefOnRuk7uNVYWGhfvrpJ7Vo0UK9evVSWFiY17mzYcMGbdmyxT53ODaNY/r06UpKSlJWVla17Th3fCc9PV0pKSle50tBQYG++OILr/MlLy9PK1eutNssXLhQbrfb/qNMRkaGli5dqrKyMrvNvHnz1LFjR4apHiNPqP/xxx81f/58NWvW7Kivyc7OlsPhsIeAc3waz6+//qrdu3d7/f+M88f3XnnlFfXq1Us9evQ4alvOn/pxtN+l6+v3tYyMDK9teNoETV7y8eR9qCdvvPGGcTqdZsaMGWbt2rXm1ltvNQkJCV4zQ6Jh3HHHHSY+Pt4sXrzY7Nixw34cOHDAGGPMxo0bzfjx483XX39tNm3aZN577z3Trl07c84559jbKC8vN127djUDBw402dnZ5pNPPjHNmzc3Y8eO9dVuBY377rvPLF682GzatMl89tlnZsCAASYxMdHs3LnTGGPM7bffbtq0aWMWLlxovv76a5ORkWEyMjLs13NsGp7L5TJt2rQxDz30kNdyzp3Gt2/fPrNq1SqzatUqI8lMmjTJrFq1yp5V/cknnzQJCQnmvffeM99995259NJLTXp6uikqKrK3ccEFF5iTTz7ZfPHFF2bZsmWmQ4cO5tprr7XX5+XlmeTkZHPDDTeYNWvWmDfeeMNERUWZf/zjH42+v4GmuuNTWlpqLrnkEtOqVSuTnZ3t9e+RZ0bo5cuXm8mTJ5vs7Gzz008/mddee800b97c3HjjjfZ7cHzqrrrjs2/fPnP//febFStWmE2bNpn58+ebU045xXTo0MEUFxfb2+D8aThH+/+bMcbk5+ebqKgo89JLL1V6PedPwzna79LG1M/vaz///LOJiooyDzzwgFm3bp2ZMmWKCQkJMZ988kmj7m9DIdgHkeeff960adPGhIeHm9NOO818/vnnvi7puCCpysf06dONMcZs2bLFnHPOOaZp06bG6XSa9u3bmwceeMDk5+d7bWfz5s1m0KBBJjIy0iQmJpr77rvPlJWV+WCPgsvVV19tWrRoYcLDw03Lli3N1VdfbTZu3GivLyoqMnfeeadp0qSJiYqKMpdffrnZsWOH1zY4Ng1r7ty5RpLZsGGD13LOnca3aNGiKv9/NnToUGNMxS3v/vKXv5jk5GTjdDpN//79Kx233bt3m2uvvdbExMSYuLg4M2zYMLNv3z6vNt9++60566yzjNPpNC1btjRPPvlkY+1iQKvu+GzatOmI/x4tWrTIGGPMypUrTZ8+fUx8fLyJiIgwnTp1Mk888YRXsDSG41NX1R2fAwcOmIEDB5rmzZubsLAwk5aWZm655ZZKHTCcPw3naP9/M8aYf/zjHyYyMtLk5eVVej3nT8M52u/SxtTf72uLFi0yPXv2NOHh4aZdu3Ze7xHoLGOMaaDBAAAAAAAAoIFxjT0AAAAAAAGMYA8AAAAAQAAj2AMAAAAAEMAI9gAAAAAABDCCPQAAAAAAAYxgDwAAAABAACPYAwAAAAAQwAj2AAAAAAAEMII9AACotcWLF8uyLOXl5fm6FAAAjnsEewAA6ollWdU+xo0b5+sS66Rv37669957vZadccYZ2rFjh+Lj4xu9nttuu00hISGaPXt2o7/3sdi8ebMsy1J2dravSwEABJlQXxcAAECw2LFjh/3zm2++qUceeUQbNmywl8XExNg/G2PkcrkUGhqY/xSHh4crJSWl0d/3wIEDeuONN/Tggw9q2rRp+sMf/tDoNQAA4G/osQcAoJ6kpKTYj/j4eFmWZT9fv369YmNj9fHHH6tXr15yOp1atmyZfvrpJ1166aVKTk5WTEyMevfurfnz53ttt23btnriiSd08803KzY2Vm3atNE///lPe31paalGjRqlFi1aKCIiQmlpaZowYYK9ftKkSerWrZuio6PVunVr3XnnnSosLPR6j88++0x9+/ZVVFSUmjRposzMTO3du1c33XSTlixZomeffdYeebB58+Yqh+L/97//VZcuXeR0OtW2bVtNnDixVvtRE7Nnz1bnzp31xz/+UUuXLtXWrVu91t9000267LLL9MQTTyg5OVkJCQkaP368ysvL9cADD6hp06Zq1aqVpk+f7vW61atX67zzzlNkZKSaNWumW2+91eszqmrUwmWXXaabbrqpxvuXnp4uSTr55JNlWZb69u1bq30HAOBICPYAADSiP/7xj3ryySe1bt06de/eXYWFhbrwwgu1YMECrVq1ShdccIEuvvhibdmyxet1EydO1KmnnqpVq1bpzjvv1B133GGPBnjuuef0/vvva9asWdqwYYNmzpyptm3b2q91OBx67rnn9P333+vVV1/VwoUL9eCDD9rrs7Oz1b9/f3Xu3FkrVqzQsmXLdPHFF8vlcunZZ59VRkaGbrnlFu3YsUM7duxQ69atK+3XypUrddVVV+maa67R6tWrNW7cOP3lL3/RjBkzarwfNfHKK6/o+uuvV3x8vAYNGlRp+5K0cOFCbd++XUuXLtWkSZP06KOP6qKLLlKTJk30xRdf6Pbbb9dtt92mX3/9VZK0f/9+ZWZmqkmTJvrqq680e/ZszZ8/X6NGjapxXTXZvy+//FKSNH/+fO3YsUNvv/12rbcPAECVDAAAqHfTp0838fHx9vNFixYZSebdd9896mu7dOlinn/+eft5Wlqauf766+3nbrfbJCUlmZdeeskYY8xdd91lzjvvPON2u2tU2+zZs02zZs3s59dee60588wzj9j+3HPPNffcc4/XMs/+7N271xhjzHXXXWfOP/98rzYPPPCA6dy5c43342h++OEHExYWZn777TdjjDHvvPOOSU9P99rvoUOHmrS0NONyuexlHTt2NGeffbb9vLy83ERHR5v//Oc/xhhj/vnPf5omTZqYwsJCu82cOXOMw+EwOTk5R/wMLr30UjN06NAa79+mTZuMJLNq1aoa7S8AADVFjz0AAI3o1FNP9XpeWFio+++/X506dVJCQoJiYmK0bt26Sj323bt3t3/2DPHfuXOnpIrh59nZ2erYsaPuvvtuffrpp16vnT9/vvr376+WLVsqNjZWN9xwg3bv3q0DBw5I+r3H/lisW7dOZ555pteyM888Uz/++KNcLleN9uNopk2bpszMTCUmJkqSLrzwQuXn52vhwoVe7bp06SKH4/dfcZKTk9WtWzf7eUhIiJo1a2a/77p169SjRw9FR0d71e52u2s1muBY9w8AgLoi2AMA0IgODY+SdP/99+udd97RE088of/973/Kzs5Wt27dVFpa6tUuLCzM67llWXK73ZKkU045RZs2bdLjjz+uoqIiXXXVVbryyislVczEftFFF6l79+7673//q5UrV2rKlCmSZL9HZGRkg+xrVarbj+q4XC69+uqrmjNnjkJDQxUaGqqoqCjt2bNH06ZNO+p71PV9PRwOh4wxXsvKysoqtTvW9wEAoC4CcypeAACCxGeffaabbrpJl19+uaSKHvzNmzfXejtxcXG6+uqrdfXVV+vKK6/UBRdcoD179mjlypVyu92aOHGi3Ys9a9Ysr9d2795dCxYs0GOPPVbltsPDw7163avSqVMnffbZZ5X27cQTT1RISEit9+dwH330kfbt26dVq1Z5bW/NmjUaNmyY8vLylJCQUKdtd+rUSTNmzND+/fvtP7x89tlncjgc6tixoySpefPmXnc9cLlcWrNmjfr161fj9wkPD7dfCwBAfaLHHgAAH+rQoYPefvttZWdn69tvv9V1111X6x7eSZMm6T//+Y/Wr1+vH374QbNnz1ZKSooSEhLUvn17lZWV6fnnn9fPP/+sf//735o6darX68eOHauvvvpKd955p7777jutX79eL730knbt2iWpYrb3L774Qps3b9auXbuqrO++++7TggUL9Pjjj+uHH37Qq6++qhdeeEH3339/3T+cQ7zyyivKyspSjx491LVrV/tx1VVXKSEhQTNnzqzztocMGaKIiAgNHTpUa9as0aJFi3TXXXfphhtuUHJysiTpvPPO05w5czRnzhytX79ed9xxh9cdAWoiKSlJkZGR+uSTT5Sbm6v8/Pw61wwAwKEI9gAA+NCkSZPUpEkTnXHGGbr44ouVmZmpU045pVbbiI2N1VNPPaVTTz1VvXv31ubNm/XRRx/J4XCoR48emjRpkv72t7+pa9eumjlzptet8CTpxBNP1Keffqpvv/1Wp512mjIyMvTee+8pNLRiYN/999+vkJAQde7cWc2bN690/b9UcTnArFmz9MYbb6hr16565JFHNH78eK/bwdVVbm6u5syZo8GDB1da53A4dPnll+uVV16p8/ajoqI0d+5c7dmzR71799aVV16p/v3764UXXrDb3HzzzRo6dKhuvPFGnXvuuWrXrl2teuslKTQ0VM8995z+8Y9/KDU1VZdeemmdawYA4FCWOfyCMQAAAAAAEDDosQcAAAAAIIAR7AEAgM898cQTiomJqfIxaNAgX5cHAIBfYyg+AADwuT179mjPnj1VrouMjFTLli0buSIAAAIHwR4AAAAAgADGUHwAAAAAAAIYwR4AAAAAgABGsAcAAAAAIIAR7AEAAAAACGAEewAAAAAAAhjBHgAAAACAAEawBwAAAAAggP1/kuft8YwyTa4AAAAASUVORK5CYII=\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Distribution of transaction types\n", + "plt.figure(figsize=(6, 6))\n", + "sns.countplot(x='Transaction_Type', data=data)\n", + "plt.title('Distribution of Transaction Types')\n", + "plt.show()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 564 + }, + "id": "NQJEKiRyJYX-", + "outputId": "21464388-0c3f-4a51-cd15-f55d7f6c1662" + }, + "execution_count": 5, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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+atWqVbEc50p5e3sX+F///Pnz9fvvvxdpPpfLpXPnzrm11a9fX15eXubfmfyzD+cfNysrS7NmzXJ7XIcOHVS+fHmNHTtWZ86cces7/7F+fn6FvtV0oapVq6pRo0b66KOP3P5ObN26VcuXL9e99957ZYssJj179tT27ds1YsQIeXt7q1u3boWOu9xrokmTJrrlllv05ptv6sSJEwUef/jwYUl/nkm88HkKCgpSaGio+bPB9YEzJbhuLVmyRDt37tS5c+eUnp6uVatWKSkpSTVq1NDXX399yQ+XGjNmjNatW6fY2FjVqFFDGRkZmjZtmqpVq6a77rpL0p8BITAwUDNmzFD58uXl5+en5s2bF3r9wpWoWLGi7rrrLvXt21fp6emaNGmSatWq5Xbb8oABA/TZZ5+pY8eOevTRR/XLL79o9uzZbheeXm1t9913n9q0aaMXXnhB+/btU8OGDbV8+XJ99dVXGjp0aIG5i+rJJ5/Uu+++qz59+iglJUU1a9bUZ599Zv5P+VLX+JSEzp07a8yYMerbt6/uvPNObdmyRXPmzHE743Q1Vq1apSFDhuiRRx7RrbfeqnPnzulf//qXvL291aVLF0l/hg273a777rtP//M//6MTJ07o/fffV1BQkA4dOmTOFRAQoIkTJ2rAgAFq1qyZunfvrgoVKuinn37SqVOnzM92adKkiT799FPFx8erWbNm8vf313333VdofePHj1enTp0UFRWl/v37m7cEO51OjR49ukhrLqrY2FhVqlRJ8+fPV6dOnRQUFFTouMu9Jry8vDRz5kx16tRJ9erVU9++fXXTTTfp999/1+rVqxUQEKCFCxfq+PHjqlatmrp27aqGDRvK399fK1as0Pfff68JEyZcy6Xjr/LYfT9AEeXfEpy/2e12IyQkxGjfvr0xefJkt1sM8114S/DKlSuNBx54wAgNDTXsdrsRGhpqPP7448Z///tft8d99dVXRmRkpFGmTBm3WzBbtWpl1KtXr9D6LnZL8P/+7/8aCQkJRlBQkOHr62vExsYav/76a4HHT5gwwbjpppsMh8NhtGzZ0vjhhx8KzHmp2i68JdgwDOP48ePGsGHDjNDQUKNs2bJG7dq1jfHjx7vdZmkYf94SXNhtlRe7VflC6enpRt++fY3KlSsbdrvdqF+/fqG3LRf3LcGF3aZ75swZ47nnnjOqVq1q+Pr6Gi1btjSSk5Mv+vO5cI4Lb7vds2eP0a9fP+OWW24xfHx8jIoVKxpt2rQxVqxY4fa4r7/+2mjQoIHh4+Nj1KxZ03jjjTeMDz/80JBk7N27t8DYO++80/D19TUCAgKMO+64w/jf//1fs//EiRNG9+7djcDAQEOS+XMt7JZgwzCMFStWGC1btjTnu++++4zt27e7jcl/LVx4O3z+6+rCGi/lwluCz/fUU08Zkoy5c+cW6Lva18SmTZuMhx9+2KhUqZLhcDiMGjVqGI8++qixcuVKwzAMIzs72xgxYoTRsGFDo3z58oafn5/RsGFDY9q0aVe8FlgD330DACh2w4YN0wcffKC0tDSVK1fOra8kvg8KNwauKQEAFKszZ85o9uzZ6tKlS4FAAlwK15QAAIpFRkaGVqxYoc8++0xHjhzRs88+6+mScJ0hlAAAisX27dvVo0cPBQUFacqUKeYdbcCV4poSAABgCVxTAgAALIFQAgAALIFrSq5AXl6eDh48qPLlyxf7R48DAHAjMwxDx48fV2hoaIEv7LwQoeQKHDx4UGFhYZ4uAwCA69aBAwdUrVq1S44hlFyB/I/HPnDggAICAjxcDQAA1w+Xy6WwsLAr+qoJQskVyH/LJiAggFACAEARXMnlD1zoCgAALIFQAgAALIFQAgAALIFQAgAALIFQAgAALIFQAgAALIFQAgAALIFQAgAALIFQAgAALIFQAgAALMGjoaRmzZqy2WwFtri4OEnSmTNnFBcXp0qVKsnf319dunRRenq62xz79+9XbGysypUrp6CgII0YMULnzp1zG7NmzRo1btxYDodDtWrVUmJi4rVaIgAAuEIeDSXff/+9Dh06ZG5JSUmSpEceeUSSNGzYMC1cuFDz58/X2rVrdfDgQT388MPm43NzcxUbG6ucnBx9++23+uijj5SYmKhRo0aZY/bu3avY2Fi1adNGqampGjp0qAYMGKBly5Zd28UCAIBLshmGYXi6iHxDhw7VokWLtHv3brlcLlWpUkVz585V165dJUk7d+5URESEkpOT1aJFCy1ZskSdO3fWwYMHFRwcLEmaMWOGRo4cqcOHD8tut2vkyJFavHixtm7dah6nW7duyszM1NKlS6+oLpfLJafTqaysLL6QDwCAq3A1v0Mtc01JTk6OZs+erX79+slmsyklJUVnz55VdHS0OaZu3bqqXr26kpOTJUnJycmqX7++GUgkKSYmRi6XS9u2bTPHnD9H/pj8OQqTnZ0tl8vltgEAgJJlmVCyYMECZWZmqk+fPpKktLQ02e12BQYGuo0LDg5WWlqaOeb8QJLfn993qTEul0unT58utJaxY8fK6XSaW1hY2F9dHgAAuAzLhJIPPvhAnTp1UmhoqKdLUUJCgrKyssztwIEDni4JAIAbXhlPFyBJv/76q1asWKEvvvjCbAsJCVFOTo4yMzPdzpakp6crJCTEHPPdd9+5zZV/d875Yy68Yyc9PV0BAQHy9fUttB6HwyGHw/GX1wUAAK6cJc6UzJo1S0FBQYqNjTXbmjRporJly2rlypVm265du7R//35FRUVJkqKiorRlyxZlZGSYY5KSkhQQEKDIyEhzzPlz5I/JnwMAAFiDx0NJXl6eZs2apd69e6tMmf87ceN0OtW/f3/Fx8dr9erVSklJUd++fRUVFaUWLVpIkjp06KDIyEj17NlTP/30k5YtW6YXX3xRcXFx5pmOQYMGac+ePXr++ee1c+dOTZs2TfPmzdOwYcM8sl4AAFA4j799s2LFCu3fv1/9+vUr0Ddx4kR5eXmpS5cuys7OVkxMjKZNm2b2e3t7a9GiRRo8eLCioqLk5+en3r17a8yYMeaY8PBwLV68WMOGDdPkyZNVrVo1zZw5UzExMddkfVeqyYiPPV0CUOJSxvfydAkALMxSn1NiVdfic0oIJSgNCCVA6XNdfk4JAAAo3QglAADAEgglAADAEgglAADAEgglAADAEgglAADAEgglAADAEgglAADAEgglAADAEgglAADAEgglAADAEgglAADAEgglAADAEgglAADAEgglAADAEgglAADAEgglAADAEgglAADAEgglAADAEgglAADAEgglAADAEgglAADAEgglAADAEgglAADAEgglAADAEgglAADAEgglAADAEgglAADAEgglAADAEgglAADAEgglAADAEgglAADAEgglAADAEgglAADAEgglAADAEgglAADAEgglAADAEgglAADAEgglAADAEgglAADAEgglAADAEgglAADAEgglAADAEgglAADAEgglAADAEgglAADAEgglAADAEgglAADAEgglAADAEgglAADAEgglAADAEgglAADAEgglAADAEjweSn7//Xc98cQTqlSpknx9fVW/fn398MMPZr9hGBo1apSqVq0qX19fRUdHa/fu3W5zHD16VD169FBAQIACAwPVv39/nThxwm3M5s2bdffdd8vHx0dhYWEaN27cNVkfAAC4Mh4NJceOHVPLli1VtmxZLVmyRNu3b9eECRNUoUIFc8y4ceM0ZcoUzZgxQxs3bpSfn59iYmJ05swZc0yPHj20bds2JSUladGiRVq3bp2efPJJs9/lcqlDhw6qUaOGUlJSNH78eI0ePVrvvffeNV0vAAC4OJthGIanDv63v/1N69ev13/+859C+w3DUGhoqJ577jkNHz5ckpSVlaXg4GAlJiaqW7du2rFjhyIjI/X999+radOmkqSlS5fq3nvv1W+//abQ0FBNnz5dL7zwgtLS0mS3281jL1iwQDt37rxsnS6XS06nU1lZWQoICCim1btrMuLjEpkXsJKU8b08XQKAa+xqfod69EzJ119/raZNm+qRRx5RUFCQbr/9dr3//vtm/969e5WWlqbo6Gizzel0qnnz5kpOTpYkJScnKzAw0AwkkhQdHS0vLy9t3LjRHHPPPfeYgUSSYmJitGvXLh07dqxAXdnZ2XK5XG4bAAAoWR4NJXv27NH06dNVu3ZtLVu2TIMHD9Yzzzyjjz76SJKUlpYmSQoODnZ7XHBwsNmXlpamoKAgt/4yZcqoYsWKbmMKm+P8Y5xv7Nixcjqd5hYWFlYMqwUAAJfi0VCSl5enxo0b6/XXX9ftt9+uJ598UgMHDtSMGTM8WZYSEhKUlZVlbgcOHPBoPQAAlAYeDSVVq1ZVZGSkW1tERIT2798vSQoJCZEkpaenu41JT083+0JCQpSRkeHWf+7cOR09etRtTGFznH+M8zkcDgUEBLhtAACgZHk0lLRs2VK7du1ya/vvf/+rGjVqSJLCw8MVEhKilStXmv0ul0sbN25UVFSUJCkqKkqZmZlKSUkxx6xatUp5eXlq3ry5OWbdunU6e/asOSYpKUl16tRxu9MHAAB4jkdDybBhw7Rhwwa9/vrr+vnnnzV37ly99957iouLkyTZbDYNHTpUr776qr7++mtt2bJFvXr1UmhoqB588EFJf55Z6dixowYOHKjvvvtO69ev15AhQ9StWzeFhoZKkrp37y673a7+/ftr27Zt+vTTTzV58mTFx8d7aukAAOACZTx58GbNmunLL79UQkKCxowZo/DwcE2aNEk9evQwxzz//PM6efKknnzySWVmZuquu+7S0qVL5ePjY46ZM2eOhgwZonbt2snLy0tdunTRlClTzH6n06nly5crLi5OTZo0UeXKlTVq1Ci3zzIBAACe5dHPKble8DklQPHgc0qA0ue6+ZwSAACAfIQSAABgCYQSAABgCYQSAABgCYQSAABgCYQSAABgCYQSAABgCYQSAABgCYQSAABgCYQSAABgCYQSAABgCYQSAABgCYQSAABgCYQSAABgCYQSAABgCYQSAABgCYQSAABgCYQSAABgCYQSAABgCYQSAABgCYQSAABgCYQSAABgCYQSAABgCYQSAABgCYQSAABgCYQSAABgCYQSAABgCYQSAABgCYQSAABgCYQSAABgCYQSAABgCYQSAABgCYQSAABgCYQSAABgCYQSAABgCYQSAABgCYQSAABgCYQSAABgCYQSAABgCYQSAABgCYQSAABgCYQSAABgCYQSAABgCYQSAABgCYQSAABgCYQSAABgCYQSAABgCYQSAABgCYQSAABgCYQSAABgCYQSAABgCYQSAABgCR4NJaNHj5bNZnPb6tata/afOXNGcXFxqlSpkvz9/dWlSxelp6e7zbF//37FxsaqXLlyCgoK0ogRI3Tu3Dm3MWvWrFHjxo3lcDhUq1YtJSYmXovlAQCAq+DxMyX16tXToUOHzO2bb74x+4YNG6aFCxdq/vz5Wrt2rQ4ePKiHH37Y7M/NzVVsbKxycnL07bff6qOPPlJiYqJGjRpljtm7d69iY2PVpk0bpaamaujQoRowYICWLVt2TdcJAAAurYzHCyhTRiEhIQXas7Ky9MEHH2ju3Llq27atJGnWrFmKiIjQhg0b1KJFCy1fvlzbt2/XihUrFBwcrEaNGumVV17RyJEjNXr0aNntds2YMUPh4eGaMGGCJCkiIkLffPONJk6cqJiYmGu6VgAAcHEeP1Oye/duhYaG6uabb1aPHj20f/9+SVJKSorOnj2r6Ohoc2zdunVVvXp1JScnS5KSk5NVv359BQcHm2NiYmLkcrm0bds2c8z5c+SPyZ+jMNnZ2XK5XG4bAAAoWR4NJc2bN1diYqKWLl2q6dOna+/evbr77rt1/PhxpaWlyW63KzAw0O0xwcHBSktLkySlpaW5BZL8/vy+S41xuVw6ffp0oXWNHTtWTqfT3MLCwopjuQAA4BI8+vZNp06dzD83aNBAzZs3V40aNTRv3jz5+vp6rK6EhATFx8eb+y6Xi2ACAEAJ8/jbN+cLDAzUrbfeqp9//lkhISHKyclRZmam25j09HTzGpSQkJACd+Pk719uTEBAwEWDj8PhUEBAgNsGAABKlqVCyYkTJ/TLL7+oatWqatKkicqWLauVK1ea/bt27dL+/fsVFRUlSYqKitKWLVuUkZFhjklKSlJAQIAiIyPNMefPkT8mfw4AAGANHg0lw4cP19q1a7Vv3z59++23euihh+Tt7a3HH39cTqdT/fv3V3x8vFavXq2UlBT17dtXUVFRatGihSSpQ4cOioyMVM+ePfXTTz9p2bJlevHFFxUXFyeHwyFJGjRokPbs2aPnn39eO3fu1LRp0zRv3jwNGzbMk0sHAAAX8Og1Jb/99psef/xxHTlyRFWqVNFdd92lDRs2qEqVKpKkiRMnysvLS126dFF2drZiYmI0bdo08/He3t5atGiRBg8erKioKPn5+al3794aM2aMOSY8PFyLFy/WsGHDNHnyZFWrVk0zZ87kdmAAACzGZhiG4ekirM7lcsnpdCorK6vEri9pMuLjEpkXsJKU8b08XQKAa+xqfoda6poSAABQehFKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJVgmlPzzn/+UzWbT0KFDzbYzZ84oLi5OlSpVkr+/v7p06aL09HS3x+3fv1+xsbEqV66cgoKCNGLECJ07d85tzJo1a9S4cWM5HA7VqlVLiYmJ12BFAADgalgilHz//fd699131aBBA7f2YcOGaeHChZo/f77Wrl2rgwcP6uGHHzb7c3NzFRsbq5ycHH377bf66KOPlJiYqFGjRplj9u7dq9jYWLVp00apqakaOnSoBgwYoGXLll2z9QEAgMvzeCg5ceKEevTooffff18VKlQw27OysvTBBx/orbfeUtu2bdWkSRPNmjVL3377rTZs2CBJWr58ubZv367Zs2erUaNG6tSpk1555RW98847ysnJkSTNmDFD4eHhmjBhgiIiIjRkyBB17dpVEydO9Mh6AQBA4TweSuLi4hQbG6vo6Gi39pSUFJ09e9atvW7duqpevbqSk5MlScnJyapfv76Cg4PNMTExMXK5XNq2bZs55sK5Y2JizDkKk52dLZfL5bYBAICSVcaTB//kk0/0448/6vvvvy/Ql5aWJrvdrsDAQLf24OBgpaWlmWPODyT5/fl9lxrjcrl0+vRp+fr6Fjj22LFj9fLLLxd5XQAA4Op57EzJgQMH9Oyzz2rOnDny8fHxVBmFSkhIUFZWlrkdOHDA0yUBAHDD81goSUlJUUZGhho3bqwyZcqoTJkyWrt2raZMmaIyZcooODhYOTk5yszMdHtcenq6QkJCJEkhISEF7sbJ37/cmICAgELPkkiSw+FQQECA2wYAAEqWx0JJu3bttGXLFqWmpppb06ZN1aNHD/PPZcuW1cqVK83H7Nq1S/v371dUVJQkKSoqSlu2bFFGRoY5JikpSQEBAYqMjDTHnD9H/pj8OQAAgDV47JqS8uXL67bbbnNr8/PzU6VKlcz2/v37Kz4+XhUrVlRAQICefvppRUVFqUWLFpKkDh06KDIyUj179tS4ceOUlpamF198UXFxcXI4HJKkQYMG6e2339bzzz+vfv36adWqVZo3b54WL158bRcMAAAuyaMXul7OxIkT5eXlpS5duig7O1sxMTGaNm2a2e/t7a1FixZp8ODBioqKkp+fn3r37q0xY8aYY8LDw7V48WINGzZMkydPVrVq1TRz5kzFxMR4YkkAAOAibIZhGFf7oLZt2+qLL74ocGeMy+XSgw8+qFWrVhVXfZbgcrnkdDqVlZVVYteXNBnxcYnMC1hJyvheni4BwDV2Nb9Di3RNyZo1a8wPJzvfmTNn9J///KcoUwIAgFLuqt6+2bx5s/nn7du3m58FIv35ke9Lly7VTTfdVHzVAQCAUuOqQkmjRo1ks9lks9nUtm3bAv2+vr6aOnVqsRUHAABKj6sKJXv37pVhGLr55pv13XffqUqVKmaf3W5XUFCQvL29i71IAABw47uqUFKjRg1JUl5eXokUAwAASq8i3xK8e/durV69WhkZGQVCyqhRo/5yYQAAoHQpUih5//33NXjwYFWuXFkhISGy2Wxmn81mI5QAAICrVqRQ8uqrr+q1117TyJEji7seAABQShXpc0qOHTumRx55pLhrAQAApViRQskjjzyi5cuXF3ctAACgFCvS2ze1atXSP/7xD23YsEH169dX2bJl3fqfeeaZYikOAACUHkUKJe+99578/f21du1arV271q3PZrMRSgAAwFUrUijZu3dvcdcBAABKuSJdUwIAAFDcinSmpF+/fpfs//DDD4tUDAAAKL2KFEqOHTvmtn/27Flt3bpVmZmZhX5RHwAAwOUUKZR8+eWXBdry8vI0ePBg3XLLLX+5KAAAUPoU2zUlXl5eio+P18SJE4trSgAAUIoU64Wuv/zyi86dO1ecUwIAgFKiSG/fxMfHu+0bhqFDhw5p8eLF6t27d7EUBgAASpcihZJNmza57Xt5ealKlSqaMGHCZe/MAQAAKEyRQsnq1auLuw4AAFDKFSmU5Dt8+LB27dolSapTp46qVKlSLEUBAIDSp0gXup48eVL9+vVT1apVdc899+iee+5RaGio+vfvr1OnThV3jQAAoBQoUiiJj4/X2rVrtXDhQmVmZiozM1NfffWV1q5dq+eee664awQAAKVAkd6++fzzz/XZZ5+pdevWZtu9994rX19fPfroo5o+fXpx1QcAAEqJIp0pOXXqlIKDgwu0BwUF8fYNAAAokiKFkqioKL300ks6c+aM2Xb69Gm9/PLLioqKKrbiAABA6VGkt28mTZqkjh07qlq1amrYsKEk6aeffpLD4dDy5cuLtUAAAFA6FCmU1K9fX7t379acOXO0c+dOSdLjjz+uHj16yNfXt1gLBAAApUORQsnYsWMVHBysgQMHurV/+OGHOnz4sEaOHFksxQEAgNKjSNeUvPvuu6pbt26B9nr16mnGjBl/uSgAAFD6FCmUpKWlqWrVqgXaq1SpokOHDv3logAAQOlTpFASFham9evXF2hfv369QkND/3JRAACg9CnSNSUDBw7U0KFDdfbsWbVt21aStHLlSj3//PN8oisAACiSIoWSESNG6MiRI3rqqaeUk5MjSfLx8dHIkSOVkJBQrAUCAIDSoUihxGaz6Y033tA//vEP7dixQ76+vqpdu7YcDkdx1wcAAEqJIoWSfP7+/mrWrFlx1QIAAEqxIl3oCgAAUNwIJQAAwBIIJQAAwBIIJQAAwBIIJQAAwBIIJQAAwBIIJQAAwBIIJQAAwBIIJQAAwBIIJQAAwBIIJQAAwBIIJQAAwBIIJQAAwBL+0rcEA0Bp0GTEx54uAShxKeN7eboEz54pmT59uho0aKCAgAAFBAQoKipKS5YsMfvPnDmjuLg4VapUSf7+/urSpYvS09Pd5ti/f79iY2NVrlw5BQUFacSIETp37pzbmDVr1qhx48ZyOByqVauWEhMTr8XyAADAVfBoKKlWrZr++c9/KiUlRT/88IPatm2rBx54QNu2bZMkDRs2TAsXLtT8+fO1du1aHTx4UA8//LD5+NzcXMXGxionJ0fffvutPvroIyUmJmrUqFHmmL179yo2NlZt2rRRamqqhg4dqgEDBmjZsmXXfL0AAODibIZhGJ4u4nwVK1bU+PHj1bVrV1WpUkVz585V165dJUk7d+5URESEkpOT1aJFCy1ZskSdO3fWwYMHFRwcLEmaMWOGRo4cqcOHD8tut2vkyJFavHixtm7dah6jW7duyszM1NKlS6+oJpfLJafTqaysLAUEBBT/osXpYZQOVjg9XBS8PlEalNTr82p+h1rmQtfc3Fx98sknOnnypKKiopSSkqKzZ88qOjraHFO3bl1Vr15dycnJkqTk5GTVr1/fDCSSFBMTI5fLZZ5tSU5Odpsjf0z+HIXJzs6Wy+Vy2wAAQMnyeCjZsmWL/P395XA4NGjQIH355ZeKjIxUWlqa7Ha7AgMD3cYHBwcrLS1NkpSWluYWSPL78/suNcblcun06dOF1jR27Fg5nU5zCwsLK46lAgCAS/B4KKlTp45SU1O1ceNGDR48WL1799b27ds9WlNCQoKysrLM7cCBAx6tBwCA0sDjtwTb7XbVqlVLktSkSRN9//33mjx5sh577DHl5OQoMzPT7WxJenq6QkJCJEkhISH67rvv3ObLvzvn/DEX3rGTnp6ugIAA+fr6FlqTw+GQw+EolvUBAIAr4/EzJRfKy8tTdna2mjRporJly2rlypVm365du7R//35FRUVJkqKiorRlyxZlZGSYY5KSkhQQEKDIyEhzzPlz5I/JnwMAAFiDR8+UJCQkqFOnTqpevbqOHz+uuXPnas2aNVq2bJmcTqf69++v+Ph4VaxYUQEBAXr66acVFRWlFi1aSJI6dOigyMhI9ezZU+PGjVNaWppefPFFxcXFmWc6Bg0apLffflvPP/+8+vXrp1WrVmnevHlavHixJ5cOAAAu4NFQkpGRoV69eunQoUNyOp1q0KCBli1bpvbt20uSJk6cKC8vL3Xp0kXZ2dmKiYnRtGnTzMd7e3tr0aJFGjx4sKKiouTn56fevXtrzJgx5pjw8HAtXrxYw4YN0+TJk1WtWjXNnDlTMTEx13y9AADg4iz3OSVWxOeUAMWDzykBrIvPKQEAAPj/CCUAAMASCCUAAMASCCUAAMASCCUAAMASCCUAAMASCCUAAMASCCUAAMASCCUAAMASCCUAAMASCCUAAMASCCUAAMASCCUAAMASCCUAAMASCCUAAMASCCUAAMASCCUAAMASCCUAAMASCCUAAMASCCUAAMASCCUAAMASCCUAAMASCCUAAMASCCUAAMASCCUAAMASCCUAAMASCCUAAMASCCUAAMASCCUAAMASCCUAAMASCCUAAMASCCUAAMASCCUAAMASCCUAAMASCCUAAMASCCUAAMASCCUAAMASCCUAAMASCCUAAMASCCUAAMASCCUAAMASCCUAAMASCCUAAMASCCUAAMASCCUAAMASCCUAAMASCCUAAMASCCUAAMASCCUAAMASCCUAAMASCCUAAMASCCUAAMASCCUAAMASPBpKxo4dq2bNmql8+fIKCgrSgw8+qF27drmNOXPmjOLi4lSpUiX5+/urS5cuSk9Pdxuzf/9+xcbGqly5cgoKCtKIESN07tw5tzFr1qxR48aN5XA4VKtWLSUmJpb08gAAwFXwaChZu3at4uLitGHDBiUlJens2bPq0KGDTp48aY4ZNmyYFi5cqPnz52vt2rU6ePCgHn74YbM/NzdXsbGxysnJ0bfffquPPvpIiYmJGjVqlDlm7969io2NVZs2bZSamqqhQ4dqwIABWrZs2TVdLwAAuDibYRiGp4vId/jwYQUFBWnt2rW65557lJWVpSpVqmju3Lnq2rWrJGnnzp2KiIhQcnKyWrRooSVLlqhz5846ePCggoODJUkzZszQyJEjdfjwYdntdo0cOVKLFy/W1q1bzWN169ZNmZmZWrp06WXrcrlccjqdysrKUkBAQImsvcmIj0tkXsBKUsb38nQJRcLrE6VBSb0+r+Z3qKWuKcnKypIkVaxYUZKUkpKis2fPKjo62hxTt25dVa9eXcnJyZKk5ORk1a9f3wwkkhQTEyOXy6Vt27aZY86fI39M/hwXys7OlsvlctsAAEDJskwoycvL09ChQ9WyZUvddtttkqS0tDTZ7XYFBga6jQ0ODlZaWpo55vxAkt+f33epMS6XS6dPny5Qy9ixY+V0Os0tLCysWNYIAAAuzjKhJC4uTlu3btUnn3zi6VKUkJCgrKwscztw4ICnSwIA4IZXxtMFSNKQIUO0aNEirVu3TtWqVTPbQ0JClJOTo8zMTLezJenp6QoJCTHHfPfdd27z5d+dc/6YC+/YSU9PV0BAgHx9fQvU43A45HA4imVtAADgynj0TIlhGBoyZIi+/PJLrVq1SuHh4W79TZo0UdmyZbVy5UqzbdeuXdq/f7+ioqIkSVFRUdqyZYsyMjLMMUlJSQoICFBkZKQ55vw58sfkzwEAADzPo2dK4uLiNHfuXH311VcqX768eQ2I0+mUr6+vnE6n+vfvr/j4eFWsWFEBAQF6+umnFRUVpRYtWkiSOnTooMjISPXs2VPjxo1TWlqaXnzxRcXFxZlnOwYNGqS3335bzz//vPr166dVq1Zp3rx5Wrx4scfWDgAA3Hn0TMn06dOVlZWl1q1bq2rVqub26aefmmMmTpyozp07q0uXLrrnnnsUEhKiL774wuz39vbWokWL5O3traioKD3xxBPq1auXxowZY44JDw/X4sWLlZSUpIYNG2rChAmaOXOmYmJirul6AQDAxXn0TMmVfESKj4+P3nnnHb3zzjsXHVOjRg39+9//vuQ8rVu31qZNm666RgAAcG1Y5u4bAABQuhFKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJRBKAACAJXg0lKxbt0733XefQkNDZbPZtGDBArd+wzA0atQoVa1aVb6+voqOjtbu3bvdxhw9elQ9evRQQECAAgMD1b9/f504ccJtzObNm3X33XfLx8dHYWFhGjduXEkvDQAAXCWPhpKTJ0+qYcOGeueddwrtHzdunKZMmaIZM2Zo48aN8vPzU0xMjM6cOWOO6dGjh7Zt26akpCQtWrRI69at05NPPmn2u1wudejQQTVq1FBKSorGjx+v0aNH67333ivx9QEAgCtXxpMH79Spkzp16lRon2EYmjRpkl588UU98MADkqSPP/5YwcHBWrBggbp166YdO3Zo6dKl+v7779W0aVNJ0tSpU3XvvffqzTffVGhoqObMmaOcnBx9+OGHstvtqlevnlJTU/XWW2+5hRcAAOBZlr2mZO/evUpLS1N0dLTZ5nQ61bx5cyUnJ0uSkpOTFRgYaAYSSYqOjpaXl5c2btxojrnnnntkt9vNMTExMdq1a5eOHTtW6LGzs7PlcrncNgAAULIsG0rS0tIkScHBwW7twcHBZl9aWpqCgoLc+suUKaOKFSu6jSlsjvOPcaGxY8fK6XSaW1hY2F9fEAAAuCTLhhJPSkhIUFZWlrkdOHDA0yUBAHDDs2woCQkJkSSlp6e7taenp5t9ISEhysjIcOs/d+6cjh496jamsDnOP8aFHA6HAgIC3DYAAFCyLBtKwsPDFRISopUrV5ptLpdLGzduVFRUlCQpKipKmZmZSklJMcesWrVKeXl5at68uTlm3bp1Onv2rDkmKSlJderUUYUKFa7RagAAwOV4NJScOHFCqampSk1NlfTnxa2pqanav3+/bDabhg4dqldffVVff/21tmzZol69eik0NFQPPvigJCkiIkIdO3bUwIED9d1332n9+vUaMmSIunXrptDQUElS9+7dZbfb1b9/f23btk2ffvqpJk+erPj4eA+tGgAAFMajtwT/8MMPatOmjbmfHxR69+6txMREPf/88zp58qSefPJJZWZm6q677tLSpUvl4+NjPmbOnDkaMmSI2rVrJy8vL3Xp0kVTpkwx+51Op5YvX664uDg1adJElStX1qhRo7gdGAAAi7EZhmF4ugirc7lccjqdysrKKrHrS5qM+LhE5gWsJGV8L0+XUCS8PlEalNTr82p+h1r2mhIAAFC6EEoAAIAlEEoAAIAlEEoAAIAlEEoAAIAlEEoAAIAlEEoAAIAlEEoAAIAlEEoAAIAlEEoAAIAlEEoAAIAlEEoAAIAlEEoAAIAlEEoAAIAlEEoAAIAlEEoAAIAlEEoAAIAlEEoAAIAlEEoAAIAlEEoAAIAlEEoAAIAlEEoAAIAlEEoAAIAlEEoAAIAlEEoAAIAlEEoAAIAlEEoAAIAlEEoAAIAlEEoAAIAlEEoAAIAlEEoAAIAlEEoAAIAlEEoAAIAlEEoAAIAlEEoAAIAlEEoAAIAlEEoAAIAlEEoAAIAlEEoAAIAlEEoAAIAlEEoAAIAlEEoAAIAlEEoAAIAlEEoAAIAlEEoAAIAlEEoAAIAlEEoAAIAlEEoAAIAlEEoAAIAlEEoAAIAlEEoAAIAlEEoAAIAlEEoAAIAllKpQ8s4776hmzZry8fFR8+bN9d1333m6JAAA8P+VmlDy6aefKj4+Xi+99JJ+/PFHNWzYUDExMcrIyPB0aQAAQKUolLz11lsaOHCg+vbtq8jISM2YMUPlypXThx9+6OnSAACApDKeLuBayMnJUUpKihISEsw2Ly8vRUdHKzk5ucD47OxsZWdnm/tZWVmSJJfLVWI15mafLrG5AasoyddQSeL1idKgpF6f+fMahnHZsaUilPzxxx/Kzc1VcHCwW3twcLB27txZYPzYsWP18ssvF2gPCwsrsRqB0sA5dZCnSwBwESX9+jx+/LicTuclx5SKUHK1EhISFB8fb+7n5eXp6NGjqlSpkmw2mwcrQ3FxuVwKCwvTgQMHFBAQ4OlyAJyH1+eNxTAMHT9+XKGhoZcdWypCSeXKleXt7a309HS39vT0dIWEhBQY73A45HA43NoCAwNLskR4SEBAAP/oARbF6/PGcbkzJPlKxYWudrtdTZo00cqVK822vLw8rVy5UlFRUR6sDAAA5CsVZ0okKT4+Xr1791bTpk11xx13aNKkSTp58qT69u3r6dIAAIBKUSh57LHHdPjwYY0aNUppaWlq1KiRli5dWuDiV5QODodDL730UoG36QB4Hq/P0stmXMk9OgAAACWsVFxTAgAArI9QAgAALIFQAgAALIFQghtK69atNXTo0Csam5iYeNnPnxk9erQaNWr0l+sCUHz27dsnm82m1NRUSdKaNWtks9mUmZnp0brw1xFKgEsYPny42+fb9OnTRw8++KDnCgJQwJ133qlDhw6ZH9B1Jf/hgDWVmluCgaLw9/eXv7+/p8sAbkhnz55V2bJl//I8dru90E/nxvWHMyW4bp08eVK9evWSv7+/qlatqgkTJrj1Z2dna/jw4brpppvk5+en5s2ba82aNQXmWbBggWrXri0fHx/FxMTowIEDZt/5b9+MHj1aH330kb766ivZbDbZbLZC5wNKs7y8PI0bN061atWSw+FQ9erV9dprr5lvuXz66adq1aqVfHx8NGfOHEnSzJkzFRERIR8fH9WtW1fTpk1zm/O7777T7bffLh8fHzVt2lSbNm1y6z//7Zs1a9aob9++ysrKMl+no0ePvlbLx1/EmRJct0aMGKG1a9fqq6++UlBQkP7+97/rxx9/NEPEkCFDtH37dn3yyScKDQ3Vl19+qY4dO2rLli2qXbu2JOnUqVN67bXX9PHHH8tut+upp55St27dtH79+gLHGz58uHbs2CGXy6VZs2ZJkipWrHjN1gtcDxISEvT+++9r4sSJuuuuu3To0CG3b2P/29/+pgkTJpghY86cORo1apTefvtt3X777dq0aZMGDhwoPz8/9e7dWydOnFDnzp3Vvn17zZ49W3v37tWzzz570ePfeeedmjRpkkaNGqVdu3ZJEmc7rycGcB06fvy4YbfbjXnz5pltR44cMXx9fY1nn33W+PXXXw1vb2/j999/d3tcu3btjISEBMMwDGPWrFmGJGPDhg1m/44dOwxJxsaNGw3DMIyXXnrJaNiwodnfu3dv44EHHii5hQHXMZfLZTgcDuP9998v0Ld3715DkjFp0iS39ltuucWYO3euW9srr7xiREVFGYZhGO+++65RqVIl4/Tp02b/9OnTDUnGpk2bDMMwjNWrVxuSjGPHjhmG8edr2+l0Ft/CcM1wpgTXpV9++UU5OTlq3ry52VaxYkXVqVNHkrRlyxbl5ubq1ltvdXtcdna2KlWqZO6XKVNGzZo1M/fr1q2rwMBA7dixQ3fccUcJrwK4sezYsUPZ2dlq167dRcc0bdrU/PPJkyf1yy+/qH///ho4cKDZfu7cOfOi1R07dqhBgwby8fEx+/ki1RsXoQQ3pBMnTsjb21spKSny9vZ26+NULlAyfH19LzvGz8/P/POJEyckSe+//77bfzAkFXjdonTgQldcl2655RaVLVtWGzduNNuOHTum//73v5Kk22+/Xbm5ucrIyFCtWrXctvOv0j937px++OEHc3/Xrl3KzMxUREREoce12+3Kzc0toVUB17fatWvL19fX7Tb6SwkODlZoaKj27NlT4HUaHh4uSYqIiNDmzZt15swZ83EbNmy45Ly8Tq9fnCnBdcnf31/9+/fXiBEjVKlSJQUFBemFF16Ql9efOfvWW29Vjx491KtXL/OiusOHD2vlypVq0KCBYmNjJUlly5bV008/rSlTpqhMmTIaMmSIWrRocdG3bmrWrKlly5Zp165dqlSpkpxOZ7Hc0gjcCHx8fDRy5Eg9//zzstvtatmypQ4fPqxt27Zd9C2dl19+Wc8884ycTqc6duyo7Oxs/fDDDzp27Jji4+PVvXt3vfDCCxo4cKASEhK0b98+vfnmm5eso2bNmjpx4oRWrlyphg0bqly5cipXrlxJLBnFzdMXtQBFdfz4ceOJJ54wypUrZwQHBxvjxo0zWrVqZTz77LOGYRhGTk6OMWrUKKNmzZpG2bJljapVqxoPPfSQsXnzZsMw/u9iuM8//9y4+eabDYfDYURHRxu//vqreYwLL3TNyMgw2rdvb/j7+xuSjNWrV1/DFQPWl5uba7z66qtGjRo1jLJlyxrVq1c3Xn/9dfNC1/yLU883Z84co1GjRobdbjcqVKhg3HPPPcYXX3xh9icnJxsNGzY07Ha70ahRI+Pzzz+/5IWuhmEYgwYNMipVqmRIMl566aWSXTSKjc0wDMOjqQgAAEBcUwIAACyCUAIAACyBUAIAACyBUAIAACyBUAIAACyBUAIAACyBUAIAACyBUAIAACyBUALghrBmzRrZbDZlZmZ6uhQARUQoAW5gNpvtktvo0aM9XWKRtG7dWkOHDnVru/POO3Xo0CHzK+9LUmJi4mWf23379pV4HcCNhi/kA25ghw4dMv/86aefatSoUdq1a5fZ5u/vb/7ZMAzl5uaqTJnr858Fu93u9g3QJemxxx5Tx44dzf2HH35Yt912m8aMGWO2ValS5ZrUAtxIOFMC3MBCQkLMzel0ymazmfs7d+5U+fLltWTJEjVp0kQOh0PffPONfvnlFz3wwAMKDg6Wv7+/mjVrphUrVrjNW7NmTb3++uvq16+fypcvr+rVq+u9994z+3NycjRkyBBVrVpVPj4+qlGjhsaOHWv2v/XWW6pfv778/PwUFhamp556SidOnHA7xvr169W6dWuVK1dOFSpUUExMjI4dO6Y+ffpo7dq1mjx5sttZicLevvn8889Vr149ORwO1axZUxMmTLiqdVyMr6+v23Nrt9tVrlw5hYSEaPny5apXr57OnTvn9pgHH3xQPXv2lCSNHj1ajRo10rvvvquwsDCVK1dOjz76qLKystweM3PmTEVERMjHx0d169bVtGnTLlsbcF3z8BcCArhG8r8VOV/+N6s2aNDAWL58ufHzzz8bR44cMVJTU40ZM2YYW7ZsMf773/8aL774ouHj4+P27ck1atQwKlasaLzzzjvG7t27jbFjxxpeXl7Gzp07DcMwjPHjxxthYWHGunXrjH379hn/+c9/jLlz55qPnzhxorFq1Spj7969xsqVK406deoYgwcPNvs3bdpkOBwOY/DgwUZqaqqxdetWY+rUqcbhw4eNzMxMIyoqyhg4cKBx6NAh49ChQ8a5c+cKfFPsDz/8YHh5eRljxowxdu3aZcyaNcvw9fU1Zs2adcXruFLnfzv1qVOnDKfTacybN8/sT09PN8qUKWOsWrXKMIw/v33az8/PaNu2rbFp0yZj7dq1Rq1atYzu3bubj5k9e7ZRtWpV4/PPPzf27NljfP7550bFihWNxMTEq6oNuJ4QSoBS4mKhZMGCBZd9bL169YypU6ea+zVq1DCeeOIJcz8vL88ICgoypk+fbhiGYTz99NNG27Ztjby8vCuqbf78+UalSpXM/ccff9xo2bLlRcefHwIuXE9+KOnevbvRvn17tzEjRowwIiMjr3gdV+rCegYPHmx06tTJ3J8wYYJx8803m8/HSy+9ZHh7exu//fabOWbJkiWGl5eXcejQIcMwDOOWW25xC3KGYRivvPKKERUVdVW1AdcT3r4BSrmmTZu67Z84cULDhw9XRESEAgMD5e/vrx07dmj//v1u4xo0aGD+Of9toYyMDElSnz59lJqaqjp16uiZZ57R8uXL3R67YsUKtWvXTjfddJPKly+vnj176siRIzp16pQkKTU1Ve3atftL69qxY4datmzp1tayZUvt3r1bubm5V7SOoho4cKCWL1+u33//XdKfF8b26dNHNpvNHFO9enXddNNN5n5UVJTy8vK0a9cunTx5Ur/88ov69+8vf39/c3v11Vf1yy+//KXaACu7Pq9oA1Bs/Pz83PaHDx+upKQkvfnmm6pVq5Z8fX3VtWtX5eTkuI0rW7as277NZlNeXp4kqXHjxtq7d6+WLFmiFStW6NFHH1V0dLQ+++wz7du3T507d9bgwYP12muvqWLFivrmm2/Uv39/5eTkqFy5cvL19S3ZRV/hOorq9ttvV8OGDfXxxx+rQ4cO2rZtmxYvXnzFj8+/vub9999X8+bN3fq8vb3/Um2AlRFKALhZv369+vTpo4ceekjSn78gi3J7a0BAgB577DE99thj6tq1qzp27KijR48qJSVFeXl5mjBhgry8/jxZO2/ePLfHNmjQQCtXrtTLL79c6Nx2u93tbEdhIiIitH79+gJru/XWW6/JL/YBAwZo0qRJ+v333xUdHa2wsDC3/v379+vgwYMKDQ2VJG3YsEFeXl6qU6eOgoODFRoaqj179qhHjx4lXitgFYQSAG5q166tL774Qvfdd59sNpv+8Y9/XPWZg7feektVq1bV7bffLi8vL82fP18hISEKDAxUrVq1dPbsWU2dOlX33Xef1q9frxkzZrg9PiEhQfXr19dTTz2lQYMGyW63a/Xq1XrkkUdUuXJl1axZUxs3btS+ffvk7++vihUrFqjhueeeU7NmzfTKK6/oscceU3Jyst5+++1rdgdL9+7dNXz4cL3//vv6+OOPC/T7+Piod+/eevPNN+VyufTMM8/o0UcfNW9rfvnll/XMM8/I6XSqY8eOys7O1g8//KBjx44pPj7+mqwBuNa4pgSAm7feeksVKlTQnXfeqfvuu08xMTFq3LjxVc1Rvnx5jRs3Tk2bNlWzZs20b98+/fvf/5aXl5caNmyot956S2+88YZuu+02zZkzx+12YUm69dZbtXz5cv3000+64447FBUVpa+++sr8DJXhw4fL29tbkZGRqlKlSoHrXaQ/30KaN2+ePvnkE912220aNWqUxowZoz59+hT5ubkaTqdTXbp0kb+/vx588MEC/bVq1dLDDz+se++9Vx06dFCDBg3cAtOAAQM0c+ZMzZo1S/Xr11erVq2UmJio8PDwa1I/4Ak2wzAMTxcBADeidu3aqV69epoyZYpb++jRo7VgwQKlpqZ6pjDAonj7BgCK2bFjx7RmzRqtWbOGDzwDrgJv3wBAIV5//XW323HP3zp16nTJx95+++3q06eP3njjDdWpU+caVQxc/3j7BgAKcfToUR09erTQPl9fX7fPGAFQPAglAADAEnj7BgAAWAKhBAAAWAKhBAAAWAKhBAAAWAKhBAAAWAKhBAAAWAKhBAAAWML/Az/jUCFEoH1KAAAAAElFTkSuQmCC\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Distribution of account age\n", + "plt.figure(figsize=(12, 6))\n", + "sns.histplot(data['Account_Age'], bins=9, kde=True)\n", + "plt.title('Distribution of Account Age')\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 365 + }, + "id": "FciHKg5mJaKQ", + "outputId": "21a51bdd-e832-4147-9c86-e1222c7c63f2" + }, + "execution_count": 6, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Distribution of transaction locations\n", + "plt.figure(figsize=(6, 6))\n", + "sns.countplot(x='Transaction_Location', data=data)\n", + "plt.title('Distribution of Transaction Locations')\n", + "plt.show()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 564 + }, + "id": "M6rfHCNiJbze", + "outputId": "71c68d1d-f7c5-4db6-c06f-3759744be943" + }, + "execution_count": 7, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Fraudulent vs non-fraudulent transactions\n", + "plt.figure(figsize=(6, 6))\n", + "sns.countplot(x='Is_Fraud', data=data)\n", + "plt.title('Fraudulent vs Non-Fraudulent Transactions')\n", + "plt.show()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 564 + }, + "id": "4h7JDHL8Jd4m", + "outputId": "d0cc5a82-c99e-4b1f-c3bf-d1399cab1ef2" + }, + "execution_count": 9, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Transaction amount by fraud\n", + "plt.figure(figsize=(12, 6))\n", + "sns.boxplot(x='Is_Fraud', y='Transaction_Amount', data=data)\n", + "plt.title('Transaction Amount by Fraud')\n", + "plt.show()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 365 + }, + "id": "gN2niB1jJhtY", + "outputId": "35a7edf9-7707-47f8-c5ca-a09b855c8dbd" + }, + "execution_count": 10, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Transaction amount by transaction type\n", + "plt.figure(figsize=(12, 6))\n", + "sns.boxplot(x='Transaction_Type', y='Transaction_Amount', data=data)\n", + "plt.title('Transaction Amount by Transaction Type')\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 365 + }, + "id": "xzjcVvg0JjrO", + "outputId": "86afd956-7642-445f-f193-4ca4416cb8f4" + }, + "execution_count": 11, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "from sklearn.preprocessing import StandardScaler, LabelEncoder\n", + "from sklearn.model_selection import train_test_split\n", + "from tensorflow.keras.models import Sequential\n", + "from tensorflow.keras.layers import Dense, LSTM, Conv1D, Flatten, Dropout, GRU\n", + "from tensorflow.keras.utils import to_categorical\n", + "\n", + "# Load dataset\n", + "data = pd.read_csv('transactions.csv')\n", + "\n", + "# Encode categorical features\n", + "le_type = LabelEncoder()\n", + "le_location = LabelEncoder()\n", + "data['Transaction_Type'] = le_type.fit_transform(data['Transaction_Type'])\n", + "data['Transaction_Location'] = le_location.fit_transform(data['Transaction_Location'])\n", + "\n", + "# Scale numerical features\n", + "scaler = StandardScaler()\n", + "data[['Transaction_Amount', 'Account_Age']] = scaler.fit_transform(data[['Transaction_Amount', 'Account_Age']])\n", + "\n", + "# Split data\n", + "X = data.drop('Is_Fraud', axis=1)\n", + "y = data['Is_Fraud']\n", + "\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)" + ], + "metadata": { + "id": "v8rXeokAJnOI" + }, + "execution_count": 12, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Reshape for RNN and CNN\n", + "X_train_rnn = X_train.values.reshape(X_train.shape[0], X_train.shape[1], 1)\n", + "X_test_rnn = X_test.values.reshape(X_test.shape[0], X_test.shape[1], 1)\n", + "X_train_cnn = X_train.values.reshape(X_train.shape[0], X_train.shape[1], 1)\n", + "X_test_cnn = X_test.values.reshape(X_test.shape[0], X_test.shape[1], 1)\n", + "\n", + "# MLP Model\n", + "model_mlp = Sequential([\n", + " Dense(64, input_dim=X_train.shape[1], activation='relu'),\n", + " Dropout(0.5),\n", + " Dense(32, activation='relu'),\n", + " Dropout(0.5),\n", + " Dense(1, activation='sigmoid')\n", + "])\n", + "model_mlp.compile(optimizer='adam', loss='binary_crossentropy', metrics=['accuracy'])\n", + "model_mlp.fit(X_train, y_train, epochs=50, batch_size=32, validation_split=0.2)\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "7EsyPvLOJtYw", + "outputId": "d7b53f01-7811-4ebc-f4a0-50f77eb0de05" + }, + "execution_count": 13, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch 1/50\n", + "200/200 [==============================] - 2s 3ms/step - loss: 0.2349 - accuracy: 0.9536 - val_loss: 0.1449 - val_accuracy: 0.9719\n", + "Epoch 2/50\n", + "200/200 [==============================] - 0s 2ms/step - loss: 0.1475 - accuracy: 0.9767 - val_loss: 0.1357 - val_accuracy: 0.9719\n", + "Epoch 3/50\n", + "200/200 [==============================] - 0s 2ms/step - loss: 0.1328 - accuracy: 0.9767 - val_loss: 0.1299 - val_accuracy: 0.9719\n", + "Epoch 4/50\n", + "200/200 [==============================] - 1s 3ms/step - loss: 0.1316 - accuracy: 0.9769 - val_loss: 0.1222 - val_accuracy: 0.9719\n", + "Epoch 5/50\n", + "200/200 [==============================] - 0s 2ms/step - loss: 0.1304 - accuracy: 0.9761 - val_loss: 0.1215 - val_accuracy: 0.9731\n", + "Epoch 6/50\n", + "200/200 [==============================] - 0s 2ms/step - loss: 0.1287 - accuracy: 0.9770 - val_loss: 0.1203 - val_accuracy: 0.9744\n", + "Epoch 7/50\n", + "200/200 [==============================] - 1s 3ms/step - loss: 0.1185 - accuracy: 0.9772 - val_loss: 0.1207 - val_accuracy: 0.9737\n", + "Epoch 8/50\n", + "200/200 [==============================] - 1s 3ms/step - loss: 0.1229 - accuracy: 0.9773 - val_loss: 0.1198 - val_accuracy: 0.9744\n", + "Epoch 9/50\n", + "200/200 [==============================] - 0s 2ms/step - loss: 0.1197 - accuracy: 0.9770 - val_loss: 0.1213 - val_accuracy: 0.9737\n", + "Epoch 10/50\n", + "200/200 [==============================] - 1s 3ms/step - loss: 0.1206 - accuracy: 0.9777 - val_loss: 0.1209 - val_accuracy: 0.9744\n", + "Epoch 11/50\n", + "200/200 [==============================] - 0s 2ms/step - loss: 0.1203 - accuracy: 0.9767 - val_loss: 0.1206 - val_accuracy: 0.9744\n", + "Epoch 12/50\n", + "200/200 [==============================] - 1s 5ms/step - loss: 0.1176 - accuracy: 0.9772 - val_loss: 0.1210 - val_accuracy: 0.9744\n", + "Epoch 13/50\n", + "200/200 [==============================] - 2s 10ms/step - loss: 0.1189 - accuracy: 0.9777 - val_loss: 0.1200 - val_accuracy: 0.9744\n", + "Epoch 14/50\n", + "200/200 [==============================] - 1s 6ms/step - loss: 0.1172 - accuracy: 0.9773 - val_loss: 0.1207 - val_accuracy: 0.9744\n", + "Epoch 15/50\n", + "200/200 [==============================] - 2s 10ms/step - loss: 0.1149 - accuracy: 0.9770 - val_loss: 0.1207 - val_accuracy: 0.9744\n", + "Epoch 16/50\n", + "200/200 [==============================] - 1s 5ms/step - loss: 0.1141 - accuracy: 0.9775 - val_loss: 0.1211 - val_accuracy: 0.9744\n", + "Epoch 17/50\n", + "200/200 [==============================] - 1s 5ms/step - loss: 0.1151 - accuracy: 0.9773 - val_loss: 0.1202 - val_accuracy: 0.9744\n", + "Epoch 18/50\n", + "200/200 [==============================] - 0s 2ms/step - loss: 0.1158 - accuracy: 0.9775 - val_loss: 0.1202 - val_accuracy: 0.9744\n", + "Epoch 19/50\n", + "200/200 [==============================] - 1s 2ms/step - loss: 0.1163 - accuracy: 0.9775 - val_loss: 0.1218 - val_accuracy: 0.9744\n", + "Epoch 20/50\n", + "200/200 [==============================] - 1s 3ms/step - loss: 0.1098 - accuracy: 0.9773 - val_loss: 0.1234 - val_accuracy: 0.9744\n", + "Epoch 21/50\n", + "200/200 [==============================] - 0s 2ms/step - loss: 0.1121 - accuracy: 0.9783 - val_loss: 0.1207 - val_accuracy: 0.9744\n", + "Epoch 22/50\n", + "200/200 [==============================] - 0s 2ms/step - loss: 0.1123 - accuracy: 0.9778 - val_loss: 0.1222 - val_accuracy: 0.9744\n", + "Epoch 23/50\n", + "200/200 [==============================] - 0s 2ms/step - loss: 0.1125 - accuracy: 0.9772 - val_loss: 0.1233 - val_accuracy: 0.9744\n", + "Epoch 24/50\n", + "200/200 [==============================] - 1s 4ms/step - loss: 0.1117 - accuracy: 0.9775 - val_loss: 0.1212 - val_accuracy: 0.9744\n", + "Epoch 25/50\n", + "200/200 [==============================] - 1s 6ms/step - loss: 0.1113 - accuracy: 0.9778 - val_loss: 0.1223 - val_accuracy: 0.9744\n", + "Epoch 26/50\n", + "200/200 [==============================] - 1s 5ms/step - loss: 0.1111 - accuracy: 0.9772 - val_loss: 0.1220 - val_accuracy: 0.9744\n", + "Epoch 27/50\n", + "200/200 [==============================] - 1s 5ms/step - loss: 0.1089 - accuracy: 0.9778 - val_loss: 0.1222 - val_accuracy: 0.9737\n", + "Epoch 28/50\n", + "200/200 [==============================] - 0s 2ms/step - loss: 0.1116 - accuracy: 0.9772 - val_loss: 0.1215 - val_accuracy: 0.9744\n", + "Epoch 29/50\n", + "200/200 [==============================] - 1s 4ms/step - loss: 0.1101 - accuracy: 0.9775 - val_loss: 0.1220 - val_accuracy: 0.9744\n", + "Epoch 30/50\n", + "200/200 [==============================] - 1s 4ms/step - loss: 0.1104 - accuracy: 0.9773 - val_loss: 0.1234 - val_accuracy: 0.9744\n", + "Epoch 31/50\n", + "200/200 [==============================] - 1s 4ms/step - loss: 0.1097 - accuracy: 0.9772 - val_loss: 0.1226 - val_accuracy: 0.9744\n", + "Epoch 32/50\n", + "200/200 [==============================] - 1s 4ms/step - loss: 0.1103 - accuracy: 0.9775 - val_loss: 0.1229 - val_accuracy: 0.9744\n", + "Epoch 33/50\n", + "200/200 [==============================] - 1s 4ms/step - loss: 0.1063 - accuracy: 0.9777 - val_loss: 0.1232 - val_accuracy: 0.9744\n", + "Epoch 34/50\n", + "200/200 [==============================] - 1s 5ms/step - loss: 0.1085 - accuracy: 0.9777 - val_loss: 0.1221 - val_accuracy: 0.9744\n", + "Epoch 35/50\n", + "200/200 [==============================] - 1s 5ms/step - loss: 0.1081 - accuracy: 0.9778 - val_loss: 0.1229 - val_accuracy: 0.9744\n", + "Epoch 36/50\n", + "200/200 [==============================] - 1s 3ms/step - loss: 0.1080 - accuracy: 0.9773 - val_loss: 0.1232 - val_accuracy: 0.9744\n", + "Epoch 37/50\n", + "200/200 [==============================] - 0s 2ms/step - loss: 0.1079 - accuracy: 0.9777 - val_loss: 0.1231 - val_accuracy: 0.9737\n", + "Epoch 38/50\n", + "200/200 [==============================] - 0s 2ms/step - loss: 0.1083 - accuracy: 0.9778 - val_loss: 0.1220 - val_accuracy: 0.9744\n", + "Epoch 39/50\n", + "200/200 [==============================] - 0s 2ms/step - loss: 0.1081 - accuracy: 0.9773 - val_loss: 0.1220 - val_accuracy: 0.9744\n", + "Epoch 40/50\n", + "200/200 [==============================] - 0s 2ms/step - loss: 0.1098 - accuracy: 0.9773 - val_loss: 0.1220 - val_accuracy: 0.9744\n", + "Epoch 41/50\n", + "200/200 [==============================] - 0s 2ms/step - loss: 0.1081 - accuracy: 0.9772 - val_loss: 0.1235 - val_accuracy: 0.9737\n", + "Epoch 42/50\n", + "200/200 [==============================] - 1s 3ms/step - loss: 0.1072 - accuracy: 0.9780 - val_loss: 0.1226 - val_accuracy: 0.9744\n", + "Epoch 43/50\n", + "200/200 [==============================] - 1s 3ms/step - loss: 0.1067 - accuracy: 0.9775 - val_loss: 0.1224 - val_accuracy: 0.9744\n", + "Epoch 44/50\n", + "200/200 [==============================] - 1s 3ms/step - loss: 0.1081 - accuracy: 0.9778 - val_loss: 0.1242 - val_accuracy: 0.9737\n", + "Epoch 45/50\n", + "200/200 [==============================] - 1s 3ms/step - loss: 0.1060 - accuracy: 0.9775 - val_loss: 0.1234 - val_accuracy: 0.9744\n", + "Epoch 46/50\n", + "200/200 [==============================] - 1s 3ms/step - loss: 0.1067 - accuracy: 0.9775 - val_loss: 0.1233 - val_accuracy: 0.9744\n", + "Epoch 47/50\n", + "200/200 [==============================] - 1s 3ms/step - loss: 0.1066 - accuracy: 0.9775 - val_loss: 0.1230 - val_accuracy: 0.9744\n", + "Epoch 48/50\n", + "200/200 [==============================] - 1s 3ms/step - loss: 0.1057 - accuracy: 0.9777 - val_loss: 0.1238 - val_accuracy: 0.9744\n", + "Epoch 49/50\n", + "200/200 [==============================] - 1s 3ms/step - loss: 0.1082 - accuracy: 0.9773 - val_loss: 0.1231 - val_accuracy: 0.9744\n", + "Epoch 50/50\n", + "200/200 [==============================] - 1s 4ms/step - loss: 0.1068 - accuracy: 0.9773 - val_loss: 0.1238 - val_accuracy: 0.9737\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 13 + } + ] + }, + { + "cell_type": "code", + "source": [ + "# RNN Model\n", + "model_rnn = Sequential([\n", + " LSTM(50, return_sequences=True, input_shape=(X_train_rnn.shape[1], 1)),\n", + " LSTM(50),\n", + " Dense(1, activation='sigmoid')\n", + "])\n", + "model_rnn.compile(optimizer='adam', loss='binary_crossentropy', metrics=['accuracy'])\n", + "model_rnn.fit(X_train_rnn, y_train, epochs=50, batch_size=32, validation_split=0.2)\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "3RdJyvfbJwhp", + "outputId": "66340e4d-ef65-4c14-d78c-67eb62fb1740" + }, + "execution_count": 14, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch 1/50\n", + "200/200 [==============================] - 6s 12ms/step - loss: 0.1935 - accuracy: 0.9720 - val_loss: 0.1242 - val_accuracy: 0.9719\n", + "Epoch 2/50\n", + "200/200 [==============================] - 2s 11ms/step - loss: 0.1073 - accuracy: 0.9777 - val_loss: 0.1218 - val_accuracy: 0.9744\n", + "Epoch 3/50\n", + "200/200 [==============================] - 2s 11ms/step - loss: 0.1066 - accuracy: 0.9777 - val_loss: 0.1185 - val_accuracy: 0.9737\n", + "Epoch 4/50\n", + "200/200 [==============================] - 1s 7ms/step - loss: 0.1061 - accuracy: 0.9773 - val_loss: 0.1189 - val_accuracy: 0.9744\n", + "Epoch 5/50\n", + "200/200 [==============================] - 1s 7ms/step - loss: 0.1053 - accuracy: 0.9781 - val_loss: 0.1189 - val_accuracy: 0.9744\n", + "Epoch 6/50\n", + "200/200 [==============================] - 1s 7ms/step - loss: 0.1059 - accuracy: 0.9780 - val_loss: 0.1190 - val_accuracy: 0.9744\n", + "Epoch 7/50\n", + "200/200 [==============================] - 1s 7ms/step - loss: 0.1058 - accuracy: 0.9778 - val_loss: 0.1181 - val_accuracy: 0.9744\n", + "Epoch 8/50\n", + "200/200 [==============================] - 1s 7ms/step - loss: 0.1057 - accuracy: 0.9781 - val_loss: 0.1203 - val_accuracy: 0.9744\n", + "Epoch 9/50\n", + "200/200 [==============================] - 1s 7ms/step - loss: 0.1058 - accuracy: 0.9777 - val_loss: 0.1188 - val_accuracy: 0.9744\n", + "Epoch 10/50\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.1058 - accuracy: 0.9780 - val_loss: 0.1190 - val_accuracy: 0.9744\n", + "Epoch 11/50\n", + "200/200 [==============================] - 2s 11ms/step - loss: 0.1052 - accuracy: 0.9775 - val_loss: 0.1186 - val_accuracy: 0.9744\n", + "Epoch 12/50\n", + "200/200 [==============================] - 2s 10ms/step - loss: 0.1048 - accuracy: 0.9780 - val_loss: 0.1189 - val_accuracy: 0.9744\n", + "Epoch 13/50\n", + "200/200 [==============================] - 1s 7ms/step - loss: 0.1048 - accuracy: 0.9780 - val_loss: 0.1200 - val_accuracy: 0.9744\n", + "Epoch 14/50\n", + "200/200 [==============================] - 2s 8ms/step - loss: 0.1054 - accuracy: 0.9777 - val_loss: 0.1188 - val_accuracy: 0.9744\n", + "Epoch 15/50\n", + "200/200 [==============================] - 2s 8ms/step - loss: 0.1058 - accuracy: 0.9778 - val_loss: 0.1186 - val_accuracy: 0.9744\n", + "Epoch 16/50\n", + "200/200 [==============================] - 1s 7ms/step - loss: 0.1056 - accuracy: 0.9780 - val_loss: 0.1192 - val_accuracy: 0.9744\n", + "Epoch 17/50\n", + "200/200 [==============================] - 1s 7ms/step - loss: 0.1056 - accuracy: 0.9778 - val_loss: 0.1193 - val_accuracy: 0.9744\n", + "Epoch 18/50\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.1054 - accuracy: 0.9778 - val_loss: 0.1190 - val_accuracy: 0.9744\n", + "Epoch 19/50\n", + "200/200 [==============================] - 2s 11ms/step - loss: 0.1054 - accuracy: 0.9781 - val_loss: 0.1180 - val_accuracy: 0.9744\n", + "Epoch 20/50\n", + "200/200 [==============================] - 2s 8ms/step - loss: 0.1059 - accuracy: 0.9778 - val_loss: 0.1197 - val_accuracy: 0.9744\n", + "Epoch 21/50\n", + "200/200 [==============================] - 1s 7ms/step - loss: 0.1057 - accuracy: 0.9780 - val_loss: 0.1184 - val_accuracy: 0.9744\n", + "Epoch 22/50\n", + "200/200 [==============================] - 1s 7ms/step - loss: 0.1051 - accuracy: 0.9781 - val_loss: 0.1188 - val_accuracy: 0.9744\n", + "Epoch 23/50\n", + "200/200 [==============================] - 1s 7ms/step - loss: 0.1057 - accuracy: 0.9780 - val_loss: 0.1186 - val_accuracy: 0.9744\n", + "Epoch 24/50\n", + "200/200 [==============================] - 1s 7ms/step - loss: 0.1055 - accuracy: 0.9778 - val_loss: 0.1180 - val_accuracy: 0.9744\n", + "Epoch 25/50\n", + "200/200 [==============================] - 1s 7ms/step - loss: 0.1053 - accuracy: 0.9778 - val_loss: 0.1187 - val_accuracy: 0.9744\n", + "Epoch 26/50\n", + "200/200 [==============================] - 1s 7ms/step - loss: 0.1051 - accuracy: 0.9778 - val_loss: 0.1202 - val_accuracy: 0.9744\n", + "Epoch 27/50\n", + "200/200 [==============================] - 2s 11ms/step - loss: 0.1053 - accuracy: 0.9780 - val_loss: 0.1191 - val_accuracy: 0.9744\n", + "Epoch 28/50\n", + "200/200 [==============================] - 2s 10ms/step - loss: 0.1051 - accuracy: 0.9780 - val_loss: 0.1181 - val_accuracy: 0.9744\n", + "Epoch 29/50\n", + "200/200 [==============================] - 2s 8ms/step - loss: 0.1052 - accuracy: 0.9778 - val_loss: 0.1195 - val_accuracy: 0.9744\n", + "Epoch 30/50\n", + "200/200 [==============================] - 1s 7ms/step - loss: 0.1051 - accuracy: 0.9781 - val_loss: 0.1195 - val_accuracy: 0.9744\n", + "Epoch 31/50\n", + "200/200 [==============================] - 2s 8ms/step - loss: 0.1052 - accuracy: 0.9780 - val_loss: 0.1187 - val_accuracy: 0.9744\n", + "Epoch 32/50\n", + "200/200 [==============================] - 1s 7ms/step - loss: 0.1053 - accuracy: 0.9780 - val_loss: 0.1188 - val_accuracy: 0.9744\n", + "Epoch 33/50\n", + "200/200 [==============================] - 1s 7ms/step - loss: 0.1054 - accuracy: 0.9778 - val_loss: 0.1194 - val_accuracy: 0.9744\n", + "Epoch 34/50\n", + "200/200 [==============================] - 1s 7ms/step - loss: 0.1052 - accuracy: 0.9781 - val_loss: 0.1184 - val_accuracy: 0.9744\n", + "Epoch 35/50\n", + "200/200 [==============================] - 2s 9ms/step - loss: 0.1053 - accuracy: 0.9780 - val_loss: 0.1186 - val_accuracy: 0.9744\n", + "Epoch 36/50\n", + "200/200 [==============================] - 2s 11ms/step - loss: 0.1046 - accuracy: 0.9781 - val_loss: 0.1184 - val_accuracy: 0.9744\n", + "Epoch 37/50\n", + "200/200 [==============================] - 1s 7ms/step - loss: 0.1053 - accuracy: 0.9780 - val_loss: 0.1188 - val_accuracy: 0.9737\n", + "Epoch 38/50\n", + "200/200 [==============================] - 1s 7ms/step - loss: 0.1049 - accuracy: 0.9780 - val_loss: 0.1205 - val_accuracy: 0.9731\n", + "Epoch 39/50\n", + "200/200 [==============================] - 1s 7ms/step - loss: 0.1053 - accuracy: 0.9778 - val_loss: 0.1186 - val_accuracy: 0.9744\n", + "Epoch 40/50\n", + "200/200 [==============================] - 1s 7ms/step - loss: 0.1050 - accuracy: 0.9781 - val_loss: 0.1190 - val_accuracy: 0.9744\n", + "Epoch 41/50\n", + "200/200 [==============================] - 1s 7ms/step - loss: 0.1052 - accuracy: 0.9780 - val_loss: 0.1196 - val_accuracy: 0.9744\n", + "Epoch 42/50\n", + "200/200 [==============================] - 1s 7ms/step - loss: 0.1049 - accuracy: 0.9781 - val_loss: 0.1200 - val_accuracy: 0.9744\n", + "Epoch 43/50\n", + "200/200 [==============================] - 1s 7ms/step - loss: 0.1055 - accuracy: 0.9780 - val_loss: 0.1181 - val_accuracy: 0.9744\n", + "Epoch 44/50\n", + "200/200 [==============================] - 2s 11ms/step - loss: 0.1053 - accuracy: 0.9781 - val_loss: 0.1183 - val_accuracy: 0.9744\n", + "Epoch 45/50\n", + "200/200 [==============================] - 2s 10ms/step - loss: 0.1052 - accuracy: 0.9778 - val_loss: 0.1196 - val_accuracy: 0.9744\n", + "Epoch 46/50\n", + "200/200 [==============================] - 1s 7ms/step - loss: 0.1053 - accuracy: 0.9780 - val_loss: 0.1209 - val_accuracy: 0.9744\n", + "Epoch 47/50\n", + "200/200 [==============================] - 1s 7ms/step - loss: 0.1053 - accuracy: 0.9780 - val_loss: 0.1187 - val_accuracy: 0.9744\n", + "Epoch 48/50\n", + "200/200 [==============================] - 1s 7ms/step - loss: 0.1048 - accuracy: 0.9781 - val_loss: 0.1194 - val_accuracy: 0.9744\n", + "Epoch 49/50\n", + "200/200 [==============================] - 1s 7ms/step - loss: 0.1048 - accuracy: 0.9780 - val_loss: 0.1195 - val_accuracy: 0.9744\n", + "Epoch 50/50\n", + "200/200 [==============================] - 1s 7ms/step - loss: 0.1047 - accuracy: 0.9780 - val_loss: 0.1192 - val_accuracy: 0.9744\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 14 + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Evaluate models\n", + "mlp_loss, mlp_accuracy = model_mlp.evaluate(X_test, y_test)\n", + "rnn_loss, rnn_accuracy = model_rnn.evaluate(X_test_rnn, y_test)\n", + "\n", + "\n", + "print(f'MLP - Loss: {mlp_loss}, Accuracy: {mlp_accuracy}')\n", + "print(f'RNN - Loss: {rnn_loss}, Accuracy: {rnn_accuracy}')\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "nqk9yKswJ0e-", + "outputId": "cf5f5306-b87e-4a2e-93e6-d5fc8bdc907f" + }, + "execution_count": 17, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "63/63 [==============================] - 0s 5ms/step - loss: 0.1174 - accuracy: 0.9725\n", + "63/63 [==============================] - 1s 7ms/step - loss: 0.1152 - accuracy: 0.9745\n", + "MLP - Loss: 0.11742842197418213, Accuracy: 0.9725000262260437\n", + "RNN - Loss: 0.11518736928701401, Accuracy: 0.9745000004768372\n" + ] + } + ] + } + ] +} \ No newline at end of file diff --git a/Anomaly Detection in Transactions using Deep Learning/readme.md b/Anomaly Detection in Transactions using Deep Learning/readme.md new file mode 100644 index 0000000000..76f1e737d8 --- /dev/null +++ b/Anomaly Detection in Transactions using Deep Learning/readme.md @@ -0,0 +1,38 @@ +# Anomaly Detection in Transactions using Deep Learning + +## 🎯 Goal +The main goal of this project is to develop models to detect anomalies in financial transactions using three different deep learning algorithms: Recurrent Neural Networks (RNN), Convolutional Neural Networks (CNN), and Multi-Layer Perceptrons (MLP). The aim is to identify fraudulent transactions effectively. + +## 🧵 Dataset +The dataset used for this project is `transactions.csv`, which contains synthetic transaction data with features like transaction amount, transaction type, account age, transaction location, and a binary label indicating if the transaction is fraudulent. + +## 🧾 Description +This project involves the implementation of three different deep learning algorithms for anomaly detection in transactions: RNN, CNN, and MLP. Each model is trained to identify patterns in the transaction data and detect anomalies. + +## 🧮 What I had done! +1. Generated a synthetic dataset of transactions. +2. Performed Exploratory Data Analysis (EDA) to understand the data distribution and characteristics. +3. Implemented three different models: RNN, CNN, and MLP. +4. Trained and evaluated each model. +5. Compared the models based on their accuracy scores. + +## 🚀 Models Implemented +- **Multi-Layer Perceptron (MLP):** A basic neural network architecture used for classification tasks. +- **Recurrent Neural Network (RNN):** An LSTM-based RNN model used for sequential data analysis. +- **Convolutional Neural Network (CNN):** A 1D CNN model used for pattern recognition in sequential data. + +## 📚 Libraries Needed +- pandas +- numpy +- seaborn +- matplotlib +- scikit-learn +- tensorflow + +## 📊 Exploratory Data Analysis Results +- Basic dataset information and statistics. +- Distribution of transaction amounts, transaction types, account ages, and transaction locations. +- Correlation matrix to identify relationships between features. +- Visualization of fraudulent vs non-fraudulent transactions. + + diff --git a/Anomaly Detection in Transactions using Deep Learning/transactions.csv b/Anomaly Detection in Transactions using Deep Learning/transactions.csv new file mode 100644 index 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