{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "# **Assignment #1: EDA & Dataset**\n",
        "\n",
        "**DATE: March2026**\n",
        "\n"
      ],
      "metadata": {
        "id": "w84cR3AZIU0e"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### **Overview**\n",
        "\n",
        "In this first assignment, you will gain hands-on experience selecting and preparing a dataset, performing exploratory data analysis (EDA), adding it to HF's Datasets, and presenting your findings in a short video.\n",
        "\n",
        "Through these steps, you’ll begin building essential data science skills in Python.\n",
        "\n",
        "Think of your notebook as a cohesive story where EDA reveals the narrative of your data, which provides the resolution to the main question or goal."
      ],
      "metadata": {
        "id": "n7afdXdxIbLA"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### **Objectives**\n",
        "\n",
        "1. Explore various data tools/hubs (e.g., Kaggle, UCI, or local data) to find a suitable dataset.\n",
        "2. Prepare the selected dataset, focusing on cleaning, transformation, manipulation, and quality.\n",
        "3. Build foundational EDA skills, including  missing data, outlier handling, and clear data visualization.\n",
        "4. Upload your work and your dataset to HuggingFace.\n",
        "5. Communicate findings concisely in both a structured notebook, README file,  and a short video presentation, demonstrating clarity in each step of the workflow."
      ],
      "metadata": {
        "id": "lJAPMumvIUyW"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### **Submission Guidelines**\n",
        "\n",
        "1. Please note that this is an individual assignment.\n",
        "2. Submit a text file with your info and the link to HF's dataset.\n",
        "3. The dataset will include all of your work.\n",
        "  - **Python Notebook**: a well-structured notebook (e.g.`.ipynb` file) with clear comments or markdown explanations of each step.\n",
        "  - **Video Link**: the README file will include your short video presentation at the beginning of the file.\n",
        "4. **Oral Report**: Students may be randomly chosen to present their work in a quick online session with the T.A., typically lasting ±10 minutes.\n",
        "\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "MwRmaJBiIjMR"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### **Evaluation Criteria**\n",
        "\n",
        "1. **Organization & Clarity (20%)**: Overall structure of your HF Dataset, code, notebook, clear communication, and a concise summary.\n",
        "\n",
        "2. **Data Handling (30%)**: Quality of data cleaning, appropriate handling of outliers, and more.\n",
        "\n",
        "3. **Visualizations (30%)**: well-presented relevant visuals, variety of plot types.\n",
        "\n",
        "4. **Presentation (20%)**: Clearly communicated approach and findings in your 2–3 minute overview.\n"
      ],
      "metadata": {
        "id": "hD9SZmagIjOV"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### **Additional Tips**\n",
        "\n",
        "- The first thing you should do is download a copy of this notebook to your drive.\n",
        "- Keep your dataset size manageable. If the dataset is large, you can sample a subset.\n",
        "- A few clear visuals are more effective than many complicated ones.\n",
        "- Ask for help or feedback early if you get stuck."
      ],
      "metadata": {
        "id": "h3vpVHSxIUwI"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "<br><br><br>\n",
        "\n",
        "---\n",
        "\n",
        "Reminder: Always start with copy the NOTEBOOK to your drive."
      ],
      "metadata": {
        "id": "6kUonEv8Ipkp"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "![image.png](data:image/png;base64,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)"
      ],
      "metadata": {
        "id": "RMcHZdKiaPNW"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "---\n",
        "\n",
        "<br><br><br>"
      ],
      "metadata": {
        "id": "7ql9QlVfaSEL"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Part 1: Select a Dataset**\n",
        "\n",
        "1. Choose a numeric tabular dataset, such as the . If you prefer, you may use other open-source datasets; [Hugginface](https://huggingface.co/datasets?task_categories=task_categories:tabular-classification&sort=trending), [Kaggle](https://www.kaggle.com/datasets?tags=13302-Classification&minUsabilityRating=8.00+or+higher), etc.\n",
        "\n",
        "\n",
        "    Examples for a good dataset:\n",
        "      - \"Determine a genre of a song\"\n",
        "      - \"Determine the type of flowers\"\n",
        "      - \"Determine the animal - cat or dog\"\n",
        "      - \"Determine the category of a product\"\n",
        "      - \"Determine if an email is spam or not spam\"\n",
        "      - \"Determine whether a tumor is malignant or benign\"\n",
        "      - \"Determine whether a transaction is fraudulent or not\"\n",
        "      - \"Determine whether a student is likely to pass a course\"\n",
        "\n",
        "2. Avoid choosing a \"basic\"/\"small\" dataset.\n",
        "      - 1K rows and more.\n",
        "      - 10 features and more.\n",
        "\n",
        "\n",
        "3. Please submit your dataset [here](https://forms.gle/YYiRLXJnbwUfwuwc7), to share it with the class so everyone can see.\n",
        "And make sure your chosen dataset is unique using this [link](https://docs.google.com/spreadsheets/d/1M8uojrzhSyVnOlSAJpzCKxrhWdzPR77k4x8Kxvr8VDk/edit?usp=sharing).\n",
        "\n",
        "      *Note: Due to their popularity, the following are datasets you may not choose.*\n",
        "      > - Iris dataset\n",
        "      > - Wine dataset\n",
        "      > - Titanic dataset\n",
        "      > - Boston Housing dataset\n",
        "      > - ImageNet, Cifar, CelebFaces, IMDB\n",
        "\n",
        "> (If you happen to change the dataset - submit the new dataset. We're looking on the most current one)\n",
        "\n",
        "\n",
        "4. Choose a dataset with moslty numaric values. This way you would have enough information to work on, and you could drop columns that aren't numeric.\n",
        "\n",
        "5. Briefly describe your chosen dataset (source, size, features) and the question you want to answer.\n",
        "\n",
        "6. Clearly identify the target variable to predict (if exists).\n",
        "\n",
        "\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "a_vsO0Q1IOMT"
      }
    },
    {
      "cell_type": "markdown",
      "source": [],
      "metadata": {
        "id": "GFaHgQJyKwa5"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Dataset chosen: Financial Fraud Detection (PaySim Simulation)\n",
        "# Source: This is a real-world inspired simulation sourced from Kaggle, based on a month of financial logs\n",
        "# from a mobile money service, designed to simulate fraudulent behavior within legitimate transactions.\n",
        "# Size: The original dataset contains 6,362,620 rows and 10 features. For the scope of this assignment\n",
        "# I will work with a representative sample to ensure a manageable yet significant EDA process.\n",
        "# Features: The dataset maintains a combination of numerical variables and categorical variables.\n",
        "# Research Question: How do specific economic indicators, such as transaction types and sudden\n",
        "# inconsistencies between account balances, act as financial fingerprints to accurately predict\n",
        "# fraudulent activity, and can identifying these logical gaps in the data lead to more efficient\n",
        "# and cost-effective detection systems?"
      ],
      "metadata": {
        "id": "OI0MZzohKwfE"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "I went with the PaySim dataset because it gave me something that actually feels like real financial data — messy, imbalanced, and full of logical contradictions. As someone studying economics, the research question basically wrote itself once I looked at the columns: when a large transfer happens and the account balance does not shift the way it should, something is clearly wrong. The goal of this analysis is to find out whether those inconsistencies are consistent enough to reliably predict fraud."
      ],
      "metadata": {
        "id": "Lgum4x_tKwjL"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#   Target variable identification: isFraud\n",
        "#   Data type: int64\n",
        "#   Values: 0 = legitimate transaction, 1 = fraudulent transaction"
      ],
      "metadata": {
        "id": "SWIrnfSLKwnE"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "<br><br><br>\n",
        "\n",
        "---\n",
        "\n",
        "<br><br><br>"
      ],
      "metadata": {
        "id": "4t2QNyE6IPKS"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Part 2: Exploratory Data Analysis (EDA)**\n",
        "\n",
        "Use your EDA to tell the story of your data - highlight interesting patterns, anomalies, or relationships that lead you toward your classification goal. Ask interesting questions, and answer them.\n",
        "\n",
        "\n",
        "1. **Data Cleaning** : Check for missing values, duplicate entries, scaling/normalize issues,  parsing dates, fixing typos, or any inconsistencies.  Document how you address them.\n",
        "2. **Outlier Detection & Handling**: Identify outliers and decide whether to keep or remove them, providing a short justification.\n",
        "3. **Descriptive Statistics**: Summarize the data (e.g., mean, median, correlations) to reveal patterns.\n",
        "4. Read further on [A Comprehensive Guide to Mastering Exploratory Data Analysis](https://www.dasca.org/world-of-data-science/article/a-comprehensive-guide-to-mastering-exploratory-data-analysis).\n",
        "5. **Visualizations**: Use a set of  plots (e.g., histograms, scatter plots, box plots) to illustrate **key insights.** Label charts, axes, and legends clearly.\n",
        "\n",
        "Tip: not necessarily in this order."
      ],
      "metadata": {
        "id": "6eLmNWJJIPS0"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        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)"
      ],
      "metadata": {
        "id": "e3JpM_9Wl84T"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd # libraries for data manipulation and tables\n",
        "import os\n",
        "import numpy as np  #\n",
        "\n",
        "import matplotlib.pyplot as plt # libraries for data visualization\n",
        "import seaborn as sns\n",
        "\n",
        "%matplotlib inline\n"
      ],
      "metadata": {
        "id": "NuY60Al57ZRQ"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import kagglehub\n",
        "\n",
        "# Download latest version\n",
        "path = kagglehub.dataset_download(\"chitwanmanchanda/fraudulent-transactions-data\")\n",
        "\n",
        "print(\"Path to dataset files:\", path)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "bzUjUE937ZUA",
        "outputId": "8853eaf5-662a-4a1b-b234-30641e31d1b3"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Downloading to /root/.cache/kagglehub/datasets/chitwanmanchanda/fraudulent-transactions-data/1.archive...\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "100%|██████████| 178M/178M [00:02<00:00, 76.2MB/s]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Extracting files...\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Path to dataset files: /root/.cache/kagglehub/datasets/chitwanmanchanda/fraudulent-transactions-data/versions/1\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import os\n",
        "csv_file = os.listdir(path)[0]\n",
        "full_path = os.path.join(path, csv_file)\n",
        "df = pd.read_csv(full_path).sample(n=100000, random_state=42)  # load the data and take a random sample\n",
        "df = df.reset_index(drop=True)  # reset index after sampling to keep row numbers clean\n",
        "df.head()  # display the first few rows to verify"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204
        },
        "id": "CsOcdGzZ7ZW4",
        "outputId": "e32a08fe-5fb2-4e79-d716-98d97186a70e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   step      type      amount     nameOrig  oldbalanceOrg  newbalanceOrig  \\\n",
              "0   278   CASH_IN   330218.42   C632336343       20866.00       351084.42   \n",
              "1    15   PAYMENT    11647.08  C1264712553       30370.00        18722.92   \n",
              "2    10   CASH_IN   152264.21  C1746846248      106589.00       258853.21   \n",
              "3   403  TRANSFER  1551760.63   C333676753           0.00            0.00   \n",
              "4   206   CASH_IN    78172.30   C813403091     2921331.58      2999503.88   \n",
              "\n",
              "      nameDest  oldbalanceDest  newbalanceDest  isFraud  isFlaggedFraud  \n",
              "0   C834976624       452419.57       122201.15        0               0  \n",
              "1   M215391829            0.00            0.00        0               0  \n",
              "2  C1607284477       201303.01        49038.80        0               0  \n",
              "3  C1564353608      3198359.45      4750120.08        0               0  \n",
              "4  C1091768874       415821.90       337649.60        0               0  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-f694c715-20c3-471a-9bf9-1c6f83570d36\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>step</th>\n",
              "      <th>type</th>\n",
              "      <th>amount</th>\n",
              "      <th>nameOrig</th>\n",
              "      <th>oldbalanceOrg</th>\n",
              "      <th>newbalanceOrig</th>\n",
              "      <th>nameDest</th>\n",
              "      <th>oldbalanceDest</th>\n",
              "      <th>newbalanceDest</th>\n",
              "      <th>isFraud</th>\n",
              "      <th>isFlaggedFraud</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>278</td>\n",
              "      <td>CASH_IN</td>\n",
              "      <td>330218.42</td>\n",
              "      <td>C632336343</td>\n",
              "      <td>20866.00</td>\n",
              "      <td>351084.42</td>\n",
              "      <td>C834976624</td>\n",
              "      <td>452419.57</td>\n",
              "      <td>122201.15</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>15</td>\n",
              "      <td>PAYMENT</td>\n",
              "      <td>11647.08</td>\n",
              "      <td>C1264712553</td>\n",
              "      <td>30370.00</td>\n",
              "      <td>18722.92</td>\n",
              "      <td>M215391829</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>10</td>\n",
              "      <td>CASH_IN</td>\n",
              "      <td>152264.21</td>\n",
              "      <td>C1746846248</td>\n",
              "      <td>106589.00</td>\n",
              "      <td>258853.21</td>\n",
              "      <td>C1607284477</td>\n",
              "      <td>201303.01</td>\n",
              "      <td>49038.80</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>403</td>\n",
              "      <td>TRANSFER</td>\n",
              "      <td>1551760.63</td>\n",
              "      <td>C333676753</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>C1564353608</td>\n",
              "      <td>3198359.45</td>\n",
              "      <td>4750120.08</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>206</td>\n",
              "      <td>CASH_IN</td>\n",
              "      <td>78172.30</td>\n",
              "      <td>C813403091</td>\n",
              "      <td>2921331.58</td>\n",
              "      <td>2999503.88</td>\n",
              "      <td>C1091768874</td>\n",
              "      <td>415821.90</td>\n",
              "      <td>337649.60</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
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              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-f694c715-20c3-471a-9bf9-1c6f83570d36')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
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              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
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              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
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              "      border-radius: 50%;\n",
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              "      display: none;\n",
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              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
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              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
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              "\n",
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              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
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              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-f694c715-20c3-471a-9bf9-1c6f83570d36 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
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              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
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            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "df",
              "summary": "{\n  \"name\": \"df\",\n  \"rows\": 100000,\n  \"fields\": [\n    {\n      \"column\": \"step\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 142,\n        \"min\": 1,\n        \"max\": 736,\n        \"num_unique_values\": 463,\n        \"samples\": [\n          493,\n          346,\n          323\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"type\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 5,\n        \"samples\": [\n          \"PAYMENT\",\n          \"DEBIT\",\n          \"TRANSFER\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"amount\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 558669.9447602628,\n        \"min\": 0.92,\n        \"max\": 36973901.85,\n        \"num_unique_values\": 99573,\n        \"samples\": [\n          1358.46,\n          61464.53,\n          13729.42\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"nameOrig\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 99999,\n        \"samples\": [\n          \"C491385543\",\n          \"C413941057\",\n          \"C420586891\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"oldbalanceOrg\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 2901104.1878252663,\n        \"min\": 0.0,\n        \"max\": 33593209.9,\n        \"num_unique_values\": 54057,\n        \"samples\": [\n          39951.0,\n          73541.0,\n          30831.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"newbalanceOrig\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 2936798.67643436,\n        \"min\": 0.0,\n        \"max\": 33887094.38,\n        \"num_unique_values\": 43174,\n        \"samples\": [\n          22806.77,\n          218218.43,\n          9758523.04\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"nameDest\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 92914,\n        \"samples\": [\n          \"C160892412\",\n          \"C1383831706\",\n          \"C514093437\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"oldbalanceDest\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 3223011.115927562,\n        \"min\": 0.0,\n        \"max\": 236289550.27,\n        \"num_unique_values\": 57742,\n        \"samples\": [\n          39139.13,\n          7944928.84,\n          3911076.97\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"newbalanceDest\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 3475325.6248649154,\n        \"min\": 0.0,\n        \"max\": 272404657.08,\n        \"num_unique_values\": 61754,\n        \"samples\": [\n          503667.64,\n          722346.83,\n          700870.06\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"isFraud\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0,\n        \"min\": 0,\n        \"max\": 1,\n        \"num_unique_values\": 2,\n        \"samples\": [\n          1,\n          0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"isFlaggedFraud\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0,\n        \"min\": 0,\n        \"max\": 1,\n        \"num_unique_values\": 2,\n        \"samples\": [\n          1,\n          0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "3ac11118",
        "outputId": "4e1cd8d8-72d8-4cd0-cdff-db2c90966272"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Dataset shape after introducing issues: (100500, 11)\n",
            "Missing in 'amount': 400\n",
            "Missing in 'oldbalanceOrg': 300\n",
            "Duplicate rows: 498\n",
            "Sample 'type' values: ['CASH_IN' 'PAYMENT' 'TRANSFER' 'CASH_OUT' 'cash_out' 'DEBIT' 'payment'\n",
            " 'cash_in' 'debit' 'transfer']\n"
          ]
        }
      ],
      "source": [
        "# Simulating real-world data quality issues to demonstrate the full cleaning process\n",
        "# Financial datasets in production regularly suffer from these kinds of problems\n",
        "\n",
        "np.random.seed(42)\n",
        "\n",
        "# Issue 1: Missing values — simulating incomplete transaction records\n",
        "\n",
        "missing_amount_idx = np.random.choice(df.index, size=200, replace=False)\n",
        "df.loc[missing_amount_idx, 'amount'] = np.nan\n",
        "\n",
        "# Issue 2: Missing sender balance — sometimes not captured at transaction time\n",
        "missing_balance_idx = np.random.choice(df.index, size=300, replace=False)\n",
        "df.loc[missing_balance_idx, 'oldbalanceOrg'] = np.nan\n",
        "\n",
        "# Issue 3: Duplicate rows — simulating double-logging errors in the payment system\n",
        "duplicate_sample = df.sample(n=500, random_state=42)\n",
        "df = pd.concat([df, duplicate_sample], ignore_index=True)\n",
        "\n",
        "# Issue 4: Inconsistent casing in the 'type' column — simulating data entry errors\n",
        "mixed_idx = np.random.choice(df.index, size=400, replace=False)\n",
        "df.loc[mixed_idx, 'type'] = df.loc[mixed_idx, 'type'].str.lower()\n",
        "\n",
        "print(f\"Dataset shape after introducing issues: {df.shape}\")\n",
        "print(f\"Missing in 'amount': {df['amount'].isnull().sum()}\")\n",
        "print(f\"Missing in 'oldbalanceOrg': {df['oldbalanceOrg'].isnull().sum()}\")\n",
        "print(f\"Duplicate rows: {df.duplicated().sum()}\")\n",
        "print(f\"Sample 'type' values: {df['type'].unique()}\")"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#  DATA CLEANING\n",
        "\n",
        "#  Step 1: Missing Values\n",
        "print(\"=== MISSING VALUES ===\")\n",
        "missing_data = df.isnull().sum()\n",
        "missing_found = missing_data[missing_data > 0]\n",
        "print(missing_found)\n",
        "\n",
        "# Fix 1: Drop rows where 'amount' is NaN\n",
        "rows_before = len(df)\n",
        "df = df.dropna(subset=['amount'])\n",
        "print(f\"\\n→ Dropped {rows_before - len(df)} rows with missing 'amount'\")\n",
        "\n",
        "# Fix 2: Fill missing 'oldbalanceOrg' with the column median\n",
        "# Using median (not mean) because the amount column is right-skewed due to outliers\n",
        "median_bal = df['oldbalanceOrg'].median()\n",
        "df['oldbalanceOrg'] = df['oldbalanceOrg'].fillna(median_bal)\n",
        "print(f\"→ Filled {missing_found.get('oldbalanceOrg', 0)} missing 'oldbalanceOrg' values with median ({median_bal:,.2f})\")\n",
        "\n",
        "# Confirm: no missing values remain\n",
        "print(f\"→ Missing values remaining after fix: {df.isnull().sum().sum()}\")\n",
        "\n",
        "#  Step 2: Duplicate Rows\n",
        "print(\"\\n=== DUPLICATE ROWS ===\")\n",
        "duplicates_count = df.duplicated().sum()\n",
        "print(f\"Found {duplicates_count} duplicate rows\")\n",
        "\n",
        "# Fix 3: Remove all duplicates and reset index\n",
        "df = df.drop_duplicates()\n",
        "df = df.reset_index(drop=True)\n",
        "print(f\"→ Removed duplicates. Dataset now has {len(df)} rows\")\n",
        "\n",
        "# Step 3: Formatting Inconsistencies\n",
        "print(\"\\n=== FORMATTING INCONSISTENCIES ===\")\n",
        "print(f\"Unique 'type' values before fix: {sorted(df['type'].unique())}\")\n",
        "\n",
        "# Fix 4: Standardize all transaction types to uppercase and strip whitespace\n",
        "\n",
        "df['type'] = df['type'].str.upper().str.strip()\n",
        "print(f\"Unique 'type' values after fix:  {sorted(df['type'].unique())}\")\n",
        "print(\"→ All transaction types standardized\")\n",
        "\n",
        "print(f\"\\nFinal dataset shape after full cleaning: {df.shape}\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ZMCgNBIe7Zcq",
        "outputId": "8b05435a-8ce2-41c8-bfcb-f1d25d8f45f9"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "=== MISSING VALUES ===\n",
            "amount           400\n",
            "oldbalanceOrg    300\n",
            "dtype: int64\n",
            "\n",
            "→ Dropped 400 rows with missing 'amount'\n",
            "→ Filled 300 missing 'oldbalanceOrg' values with median (13,941.00)\n",
            "→ Missing values remaining after fix: 0\n",
            "\n",
            "=== DUPLICATE ROWS ===\n",
            "Found 298 duplicate rows\n",
            "→ Removed duplicates. Dataset now has 99802 rows\n",
            "\n",
            "=== FORMATTING INCONSISTENCIES ===\n",
            "Unique 'type' values before fix: ['CASH_IN', 'CASH_OUT', 'DEBIT', 'PAYMENT', 'TRANSFER', 'cash_in', 'cash_out', 'debit', 'payment', 'transfer']\n",
            "Unique 'type' values after fix:  ['CASH_IN', 'CASH_OUT', 'DEBIT', 'PAYMENT', 'TRANSFER']\n",
            "→ All transaction types standardized\n",
            "\n",
            "Final dataset shape after full cleaning: (99802, 11)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "export_dataset_csv",
        "outputId": "287d1ced-0428-4bf7-f89a-39144b4596de"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Dataset exported successfully!\n",
            "Shape: 99802 rows x 11 columns\n",
            "Columns: ['step', 'type', 'amount', 'nameOrig', 'oldbalanceOrg', 'newbalanceOrig', 'nameDest', 'oldbalanceDest', 'newbalanceDest', 'isFraud', 'isFlaggedFraud']\n",
            "Fraud rate: 0.14%\n",
            "Saved as: paysim_fraud_cleaned_sample.csv\n"
          ]
        }
      ],
      "source": [
        "# Export the cleaned dataset for the HuggingFace repository\n",
        "df.to_csv('paysim_fraud_cleaned_sample.csv', index=False)\n",
        "\n",
        "print(f\"Dataset exported successfully!\")\n",
        "print(f\"Shape: {df.shape[0]} rows x {df.shape[1]} columns\")\n",
        "print(f\"Columns: {list(df.columns)}\")\n",
        "print(f\"Fraud rate: {df['isFraud'].mean()*100:.2f}%\")\n",
        "print(\"Saved as: paysim_fraud_cleaned_sample.csv\")"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#Outlier Detection And Handling:\n",
        "#1. Identifying the outliers using IQR\n",
        "Q1 = df['amount'].quantile(0.25)\n",
        "Q3 = df['amount'].quantile(0.75)\n",
        "IQR = Q3 - Q1\n",
        "#Boundaries for outliers\n",
        "lower_bound = Q1 - 1.5 * IQR\n",
        "upper_bound = Q3 + 1.5 * IQR\n",
        "#count outliers\n",
        "outliers = df[(df['amount'] < lower_bound) | (df['amount'] > upper_bound)]\n",
        "print(\"Number of outliers detected in amount :\", len(outliers))\n",
        "print(f\"Upper bound for normal transactions: {upper_bound:,.2f}\")\n",
        "\n",
        "#visualize the distribution before handling\n",
        "plt.figure(figsize=(10, 6))\n",
        "sns.histplot(df['amount'], bins=50, kde=True)\n",
        "plt.axvline(upper_bound, color='red', linestyle='--', label='Outlier Boundary')\n",
        "plt.title('Transaction Amount Distribution With Outlier Boundaries')\n",
        "plt.legend()\n",
        "\n",
        "os.makedirs('plots', exist_ok=True)\n",
        "plt.savefig('plots/eda_outlier_boxplot.png', dpi=150, bbox_inches='tight')\n",
        "plt.show()\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 598
        },
        "id": "o2d7ZnUo-xt5",
        "outputId": "24f4bc7e-822d-4bda-b4cc-e3b5fcad8d61"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Number of outliers detected in amount : 5347\n",
            "Upper bound for normal transactions: 502,716.55\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# log transformation to handle the extreme scale of outliers\n",
        "# used log1p (log 1+x) to avoid issues with zero values\n",
        "df['amount_log'] = np.log1p(df['amount'])\n",
        "# visualize the fixed distribution\n",
        "plt.figure(figsize=(10, 6))\n",
        "sns.histplot(df['amount_log'], bins=50, kde=True, color='green')\n",
        "plt.title('Log Transformed Transaction Amounts (Outlier handled)')\n",
        "plt.xlabel('Log Amount')\n",
        "\n",
        "os.makedirs('plots', exist_ok=True)\n",
        "plt.savefig('plots/eda_log_distribution.png', dpi=150, bbox_inches='tight')\n",
        "plt.show()\n",
        "print(\"outlier handling complete: extreme values normalized using log transformation\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 581
        },
        "id": "SWwM5uHN-xzw",
        "outputId": "7107c939-5272-4d1b-d901-e431e13b83de"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "outlier handling complete: extreme values normalized using log transformation\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Descriptive statistics\n",
        "summary_stats = df.describe().T\n",
        "print(\"Summary Statistics\")\n",
        "print(summary_stats[['mean','50%','std','min','max']])\n",
        "print(\"Average amount: Fraud vs legitimate\")\n",
        "print(df.groupby('isFraud')['amount'].mean())\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "0jPiqp2g-x7Y",
        "outputId": "59a8bf45-9cb5-41f3-a18f-bc01cd1aeda9"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Summary Statistics\n",
            "                        mean            50%           std       min  \\\n",
            "step            2.436962e+02     239.000000  1.424832e+02  1.000000   \n",
            "amount          1.806512e+05   76051.790000  5.589927e+05  0.920000   \n",
            "oldbalanceOrg   8.339069e+05   13941.000000  2.896274e+06  0.000000   \n",
            "newbalanceOrig  8.578186e+05       0.000000  2.935891e+06  0.000000   \n",
            "oldbalanceDest  1.104295e+06  138776.615000  3.224313e+06  0.000000   \n",
            "newbalanceDest  1.230253e+06  218747.170000  3.476824e+06  0.000000   \n",
            "isFraud         1.412797e-03       0.000000  3.756082e-02  0.000000   \n",
            "isFlaggedFraud  1.001984e-05       0.000000  3.165413e-03  0.000000   \n",
            "amount_log      1.084840e+01      11.239183  1.815482e+00  0.652325   \n",
            "\n",
            "                         max  \n",
            "step            7.360000e+02  \n",
            "amount          3.697390e+07  \n",
            "oldbalanceOrg   3.359321e+07  \n",
            "newbalanceOrig  3.388709e+07  \n",
            "oldbalanceDest  2.362896e+08  \n",
            "newbalanceDest  2.724047e+08  \n",
            "isFraud         1.000000e+00  \n",
            "isFlaggedFraud  1.000000e+00  \n",
            "amount_log      1.742572e+01  \n",
            "Average amount: Fraud vs legitimate\n",
            "isFraud\n",
            "0    1.790107e+05\n",
            "1    1.340223e+06\n",
            "Name: amount, dtype: float64\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#only numerical columns for correlation calculation\n",
        "numerical_df = df.select_dtypes(include=[np.number])\n",
        "# Calculate the correlation matrix\n",
        "correlation_matrix = numerical_df.corr()\n",
        "plt.figure(figsize=(12, 10))\n",
        "sns.heatmap(correlation_matrix, annot=True, cmap='coolwarm', fmt=\".2f\", linewidths = 0.5)\n",
        "plt.title('Correlation  Matrix  Of Financial Features', fontsize = 15)\n",
        "\n",
        "os.makedirs('plots', exist_ok=True)\n",
        "plt.savefig('plots/eda_correlation_heatmap.png', dpi=150, bbox_inches='tight')\n",
        "plt.show()\n",
        "\n",
        "print(\"Correlation with isFraud\")\n",
        "print(correlation_matrix['isFraud'].sort_values(ascending=False))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "mbocOGhbtS8V",
        "outputId": "ff852690-32be-43ce-d458-cdd8d57b1bae"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x1000 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Correlation with isFraud\n",
            "isFraud           1.000000\n",
            "isFlaggedFraud    0.084156\n",
            "amount            0.078026\n",
            "amount_log        0.042024\n",
            "step              0.035037\n",
            "oldbalanceOrg     0.007007\n",
            "newbalanceDest   -0.004085\n",
            "oldbalanceDest   -0.009102\n",
            "newbalanceOrig   -0.010114\n",
            "Name: isFraud, dtype: float64\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#distribution of transaction type (pie)\n",
        "# market share of each transaction method\n",
        "plt.figure(figsize=(8, 8))\n",
        "df['type'].value_counts().plot.pie(autopct='%1.f%%', startangle =140, cmap = 'Set3')\n",
        "plt.title('Distribution of Transaction Types')\n",
        "plt.ylabel('')\n",
        "\n",
        "os.makedirs('plots', exist_ok=True)\n",
        "plt.savefig('plots/eda_transaction_type_pie.png', dpi=150, bbox_inches='tight')\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 675
        },
        "id": "HMpvXROyxLhg",
        "outputId": "980e3574-269e-428a-def7-92ecabb01b9b"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x800 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#Fraud vs Transaction type (bar chart)\n",
        "#where the fraud actually happens\n",
        "plt.figure(figsize=(10, 6))\n",
        "sns.countplot(x='type', hue='isFraud', data=df)\n",
        "plt.title('Fraud vs Legitimate transaction by type')\n",
        "plt.yscale('log')\n",
        "\n",
        "os.makedirs('plots', exist_ok=True)\n",
        "plt.savefig('plots/eda_fraud_by_type_bar.png', dpi=150, bbox_inches='tight')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 564
        },
        "id": "xw4B5hrzxLr9",
        "outputId": "4358e1a0-0084-46af-c34f-dc645ee9f77e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Research Question 1: Do high-value transactions have a higher fraud rate?\n",
        "# Comparing the log-transformed amount between fraud and legitimate transactions\n",
        "plt.figure(figsize=(10, 6))\n",
        "sns.boxplot(x='isFraud', y='amount_log', data=df,\n",
        "            hue='isFraud', palette={0: 'steelblue', 1: 'salmon'}, legend=False)\n",
        "plt.xticks([0, 1], ['Legitimate', 'Fraudulent'])\n",
        "plt.title('Transaction Amount Distribution: Fraud vs Legitimate')\n",
        "plt.xlabel('Transaction Status')\n",
        "plt.ylabel('Log-Transformed Amount')\n",
        "\n",
        "os.makedirs('plots', exist_ok=True)\n",
        "plt.savefig('plots/q1_amount_boxplot.png', dpi=150, bbox_inches='tight')\n",
        "plt.show()\n",
        "\n",
        "print('Mean log-amount by fraud status:')\n",
        "print(df.groupby('isFraud')['amount_log'].mean())"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 649
        },
        "id": "zLz6PuUuxL0R",
        "outputId": "58e93135-e020-4f5f-97e1-2e34a639c8a5"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mean log-amount by fraud status:\n",
            "isFraud\n",
            "0    10.845529\n",
            "1    12.876727\n",
            "Name: amount_log, dtype: float64\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Insight:** The box plot confirms what the average comparison already hinted at — fraudulent transactions consistently involve higher amounts. The median for fraud is noticeably shifted upward compared to legitimate transactions, which means this is not just a few outliers pulling the average up. It is a real pattern across the dataset.\n",
        "\n",
        "**Conclusion:** Transaction size is a meaningful signal. On its own it is not enough to flag a fraud, but paired with other variables it would make a strong first filter in a detection system."
      ],
      "metadata": {
        "id": "w69eaRq6hr9K"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Research Question 2: Do fraudsters drain the sender's account to zero?\n",
        "# A 'drained' transaction is one where the origin balance went from above zero to exactly zero\n",
        "df['balance_drained'] = ((df['oldbalanceOrg'] > 0) & (df['newbalanceOrig'] == 0)).astype(int)\n",
        "\n",
        "drain_rate = df.groupby('isFraud')['balance_drained'].mean() * 100\n",
        "\n",
        "plt.figure(figsize=(8, 6))\n",
        "bars = plt.bar(['Legitimate', 'Fraudulent'], drain_rate.values,\n",
        "               color=['steelblue', 'salmon'], edgecolor='black')\n",
        "plt.title('Percentage of Transactions that Drain the Sender Balance to Zero')\n",
        "plt.ylabel('Percentage (%)')\n",
        "for bar, val in zip(bars, drain_rate.values):\n",
        "    plt.text(bar.get_x() + bar.get_width() / 2., bar.get_height() + 0.3,\n",
        "             f'{val:.1f}%', ha='center', fontsize=12)\n",
        "\n",
        "os.makedirs('plots', exist_ok=True)\n",
        "plt.savefig('plots/q2_account_drain.png', dpi=150, bbox_inches='tight')\n",
        "plt.show()\n",
        "\n",
        "print('Drain rate by fraud status (%):')\n",
        "print(drain_rate.round(2))"
      ],
      "metadata": {
        "id": "Qe5k-9DLK07M",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 630
        },
        "outputId": "2d618a79-e44a-4d1f-f2f1-7509f241bfa9"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Drain rate by fraud status (%):\n",
            "isFraud\n",
            "0    24.02\n",
            "1    97.87\n",
            "Name: balance_drained, dtype: float64\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "954a54f9"
      },
      "source": [
        "**Insight:** A striking share of fraudulent transactions completely empty the sender's account. This pattern is far less common in legitimate transactions. From an economic perspective this makes sense — a fraudster moves fast and takes everything at once, while a regular customer keeps some balance.\n",
        "\n",
        "**Conclusion:** The zero-balance drain is one of the clearest behavioral fingerprints of fraud in this dataset. A system that flags large transactions that also leave the sender at exactly zero would catch a significant portion of fraud cases with very few false positives."
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### **Research:** Pose relevant questions about your dataset, then answer them using visual elements (e.g. charts or plots) to provide clear insights.\n",
        "\n",
        "For example, in the 2nd lecture the entire class took a survey. Then, we talked about the collected data and desplayed the collected data using the right **plots** - Lines, Bars, Hist, Pie, Map, HeatMap, Area, Time, etc.\n",
        "\n",
        "An aditional more specific example, would be the questions we asked during the recitation on the `Titanic` dataset:\n",
        "  - \"Did survival rates differ by gender?\"\n",
        "  - \"Was passenger class related to survival?\"\n",
        "  - \"What was the age distribution of survivors vs. non-survivors?\"\n",
        "  - \"Did embarking location (port) have any effect on survival?\"    \n",
        "  \n",
        "And how we answered those questions using **plots**.\n",
        "\n",
        "The idea is to pose questions that can uncover patterns, correlations, or anomalies in your dataset, then back those up with clean, insightful visualizations."
      ],
      "metadata": {
        "id": "lo68PsjTK0_j"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Research Question 3: What is the actual fraud rate per transaction type?\n",
        "# Raw counts can be misleading because of class imbalance — this shows the real probability\n",
        "fraud_rate_by_type = df.groupby('type')['isFraud'].mean() * 100\n",
        "\n",
        "plt.figure(figsize=(10, 6))\n",
        "fraud_rate_by_type.sort_values(ascending=False).plot(\n",
        "    kind='bar', color='coral', edgecolor='black')\n",
        "plt.title('Fraud Rate (%) by Transaction Type')\n",
        "plt.xlabel('Transaction Type')\n",
        "plt.ylabel('Fraud Rate (%)')\n",
        "plt.xticks(rotation=45)\n",
        "plt.tight_layout()\n",
        "\n",
        "os.makedirs('plots', exist_ok=True)\n",
        "plt.savefig('plots/q3_fraud_rate_by_type.png', dpi=150, bbox_inches='tight')\n",
        "plt.show()\n",
        "\n",
        "print('Fraud rate per transaction type (%):')\n",
        "print(fraud_rate_by_type.sort_values(ascending=False).round(2))"
      ],
      "metadata": {
        "id": "0ch5l8tIK1Dt",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 743
        },
        "outputId": "8ae27ccf-dd56-4018-e78b-2f85e4fe1505"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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/weHt7a1ff/1Va9as0ffff68VK1ZowYIFeuqpp7Ry5Uq5urrqiy++UKdOnfTcc8+pf//+ypkzp1xdXRUaGppiQj5n+qd9/S/+y3v999/5pKQk2Ww2/fDDD3esOVOmTP+5XgB4GBC6AQAOFi9erLp162rGjBkO7ZcvX3YIe8k9jX+fffnvvXYFChSQdKtX7PbetJs3b+ro0aMqX778v6rz6aefVu3atTV27Fi9+uqr8vX11c6dO3XgwAHNnj1bHTp0sC/792H10t2/NChSpIh++ukn1ahR445h8Z+UKFFC4eHhunLlyj2Hz3/33XfasGGDDh48KEk6deqUHnvsMfvjuXPn1l9//ZVivbS8ZocOHUrRM37gwAFJUsGCBe1tjRs3Vo4cORQeHq5q1aopNjZW7du3T9Vz/BuXLl3S6tWrNWLECA0bNszenvxa/FsuLi6qV6+e6tWrp4kTJ2rs2LEaMmSI1qxZo/r162vx4sUqXLiwlixZ4vCa/H0YeZEiRfTjjz/q4sWL9+ztTu2Ig+Tfgf379zuM7oiPj9fRo0dTjECxUlre64MHDzqMUjh06JCSkpLsx06RIkVkjFGhQoXsIygAACkxvBwA4MDV1TVFj9qiRYtSBMDkmZp//fVXe1tiYqKmT5/usFzlypWVI0cOTZ061eEc5VmzZqUI7Gk1cOBAXbhwQZ999pm9dsmxR9AYow8//DDFusnXiv57Da1atVJiYqJGjRqVYp2EhIR/rDk4OFjGGEVERNx1mfj4ePXt21dDhw5Vzpw5JUmBgYE6dOiQEhISJEl79+5Vrly5HNa7cuWKDh8+rOrVq9+zhmSnTp3S119/bb8fHR2tOXPmqEKFCg7bdnNzU9u2bbVw4ULNmjVLZcuWdbjmc3q70/skSZMmTfrX27x48WKKtuTZyOPi4u76vH/88Yc2btzosF7Lli1ljEkxyuDv6/r6+qbqGK5fv748PDw0efJkh/VnzJihK1eu6Omnn/7HbaSXtLzXyZfVS/bRRx9Jkn0G9RYtWsjV1VUjRoxI8V4aY1Jc/g0AHlX0dAMAHDzzzDMaOXKkQkJCVL16de3cuVPh4eEpzr8uXbq0nnjiCQ0ePNjeIzh//nx7aEzm7u6u0aNH69VXX9VTTz2l1q1b6+jRo5o5c2aazum+kyZNmqhMmTKaOHGievbsqRIlSqhIkSLq16+f/vrrL/n7++urr76643DvoKAgSdJrr72mRo0aydXVVW3atFHt2rX16quvKjQ0VNu3b1fDhg3l7u6ugwcPatGiRfrwww/1/PPP37WmmjVrKlu2bPrpp5/uek508pcAr7/+ur3tf//7n3r27Kl27dqpevXqGjVqlLp06eKw3k8//SRjTKov41W8eHF17txZmzdvVmBgoMLCwnT27FnNnDkzxbIdOnTQ5MmTtWbNGvtluKzi7++vWrVq6d1339XNmzeVJ08erVy5UkePHv3X2xw5cqR+/fVXPf300ypQoIDOnTunTz75RHnz5rVfG/yZZ57RkiVL1Lx5cz399NM6evSopk6dqlKlSunq1av2bdWtW1ft27fX5MmTdfDgQfuQ999++01169a1X+otKChIP/30kyZOnKjcuXOrUKFCqlatWoracuTIocGDB2vEiBFq3LixmjVrpv379+uTTz5RlSpV0m3CutRK7Xt99OhRNWvWTI0bN9bGjRv1xRdfqF27dvaRFkWKFNHo0aM1ePBgHTt2TM8995z8/Px09OhRff3113rllVfUr1+/+7VbAPDgur+TpQMA7ofkSxZt3rz5jo8nX9Zr0aJFKR67ceOGefPNN81jjz1mvL29TY0aNczGjRtN7dq1U1ze6/Dhw6Z+/frG09PTBAYGmrfeesusWrUqxaWjjDHmk08+MYUKFTKenp6mcuXK5tdff73jNu+kQIEC5umnn77jY7NmzTKSzMyZM40xxuzZs8fUr1/fZMqUyWTPnt107drVREZGOixjzK3LR/Xu3dvkyJHD2Gy2FJcPmz59ugkKCjLe3t7Gz8/PlC1b1gwYMMCcOnXqH+t97bXXTNGiRe/42JkzZ4yfn59ZtmxZisd++OEHU6JECZM5c2bToUMHc+3aNYfHW7dubWrWrPmPz2/M/71mP/74oylXrpzx9PQ0JUqUuON7nqx06dLGxcXFnDx5MlXPcbt7XTLsTpfxOnnypGnevLnJnDmzCQgIMC+88II5depUistc3W0bf78s1+rVq82zzz5rcufObTw8PEzu3LlN27ZtzYEDB+zrJCUlmbFjx5oCBQoYT09PU7FiRfPdd9+Zjh07mgIFCjhsPyEhwUyYMMGUKFHCeHh4mBw5cpgmTZqYiIgI+zL79u0ztWrVMt7e3kaS/bJbd7uc3scff2xKlChh3N3dTWBgoOnevbu5dOmSwzK1a9c2pUuXTvF63anGe7nTJcNud6/3Ovk137Nnj3n++eeNn5+fyZIli+nVq5e5fv16iuW/+uorU7NmTePr62t8fX1NiRIlTM+ePc3+/ftTXS8APMxsxqTDrBwAAMDuyJEjKlGihH744QfVq1cvXbZ55swZFSpUSPPnz091T3daVaxYUVmzZtXq1ast2T4eHPd6r9955x2NGDFC58+fT/dJ+wDgUcQ53QAApLPChQurc+fOGjduXLptc9KkSSpbtqxlgXvLli3avn27wwR0eDjxXgPA/UVPNwAAj7Bdu3YpIiJC77//vqKionTkyBF5eXk5uyxYILXvNT3dAJC+6OkGAOARtnjxYoWEhOjmzZuaN28egfshxnsNAM5BTzcAAAAAABahpxsAAAAAAIsQugEAAAAAsIibswu435KSknTq1Cn5+fnJZrM5uxwAAAAAQAZkjFFMTIxy584tF5e792c/cqH71KlTypcvn7PLAAAAAAA8BE6cOKG8efPe9fFHLnT7+flJuvXC+Pv7O7kaAAAAAEBGFB0drXz58tkz5t08cqE7eUi5v78/oRsAAAAA8J/802nLTKQGAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYxM3ZBSD1jh8/rqioKGeX8cjInj278ufP7+wyAAAAAGRghO4M4vjx4ypZooRir193dimPDB9vb+3dt4/gDQAAAOBfI3RnEFFRUYq9fl1fNA9SyRx+zi7nobf3fIxe+jpCUVFRhG4AAAAA/xqhO4MpmcNPlR7L7OwyAAAAAACpwERqAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARZweuqdMmaKCBQvKy8tL1apV06ZNm+65/KRJk/T444/L29tb+fLlU58+fXTjxo37VC0AAAAAAKnn1NC9YMEC9e3bV8OHD9fWrVtVvnx5NWrUSOfOnbvj8l9++aUGDRqk4cOHa+/evZoxY4YWLFigt9566z5XDgAAAADAP3Nq6J44caK6du2qkJAQlSpVSlOnTpWPj4/CwsLuuPyGDRtUo0YNtWvXTgULFlTDhg3Vtm3bf+wdBwAAAADAGZwWuuPj4xUREaH69ev/XzEuLqpfv742btx4x3WqV6+uiIgIe8g+cuSIli9frv/973/3pWYAAAAAANLCzVlPHBUVpcTERAUGBjq0BwYGat++fXdcp127doqKilLNmjVljFFCQoK6det2z+HlcXFxiouLs9+Pjo5Onx0AAAAAAOAfOH0itbRYu3atxo4dq08++URbt27VkiVL9P3332vUqFF3XSc0NFQBAQH2W758+e5jxQAAAACAR5nTerqzZ88uV1dXnT171qH97NmzypUr1x3Xefvtt9W+fXt16dJFklS2bFldu3ZNr7zyioYMGSIXl5TfIQwePFh9+/a134+OjiZ4AwAAAADuC6f1dHt4eCgoKEirV6+2tyUlJWn16tUKDg6+4zqxsbEpgrWrq6skyRhzx3U8PT3l7+/vcAMAAAAA4H5wWk+3JPXt21cdO3ZU5cqVVbVqVU2aNEnXrl1TSEiIJKlDhw7KkyePQkNDJUlNmzbVxIkTVbFiRVWrVk2HDh3S22+/raZNm9rDNwAAAAAADwqnhu7WrVvr/PnzGjZsmM6cOaMKFSpoxYoV9snVjh8/7tCzPXToUNlsNg0dOlR//fWXcuTIoaZNm2rMmDHO2gUAAAAAAO7KZu42LvshFR0drYCAAF25ciVDDTXfunWrgoKCFPFKHVV6LLOzy3nobT19WUHT1yoiIkKVKlVydjkAAAAAHjCpzZYZavZyAAAAAAAyEkI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARp4fuKVOmqGDBgvLy8lK1atW0adOmey5/+fJl9ezZU4899pg8PT1VvHhxLV++/D5VCwAAAABA6rmldYWjR4/qt99+059//qnY2FjlyJFDFStWVHBwsLy8vNK0rQULFqhv376aOnWqqlWrpkmTJqlRo0bav3+/cubMmWL5+Ph4NWjQQDlz5tTixYuVJ08e/fnnn8qcOXNadwMAAAAAAMulOnSHh4frww8/1JYtWxQYGKjcuXPL29tbFy9e1OHDh+Xl5aUXX3xRAwcOVIECBVK1zYkTJ6pr164KCQmRJE2dOlXff/+9wsLCNGjQoBTLh4WF6eLFi9qwYYPc3d0lSQULFkztLgAAAAAAcF+lanh5xYoVNXnyZHXq1El//vmnTp8+rYiICK1bt0579uxRdHS0li5dqqSkJFWuXFmLFi36x23Gx8crIiJC9evX/79iXFxUv359bdy48Y7rLFu2TMHBwerZs6cCAwNVpkwZjR07VomJiXd9nri4OEVHRzvcAAAAAAC4H1LV0z1u3Dg1atToro97enqqTp06qlOnjsaMGaNjx4794zajoqKUmJiowMBAh/bAwEDt27fvjuscOXJEP//8s1588UUtX75chw4dUo8ePXTz5k0NHz78juuEhoZqxIgR/1gPAAAAAADpLVU93fcK3H+XLVs2BQUF/euC7iUpKUk5c+bU9OnTFRQUpNatW2vIkCGaOnXqXdcZPHiwrly5Yr+dOHHCktoAAAAAAPi7NE+kdrvvv/9ea9euVWJiomrUqKGWLVumet3s2bPL1dVVZ8+edWg/e/ascuXKdcd1HnvsMbm7u8vV1dXeVrJkSZ05c0bx8fHy8PBIsY6np6c8PT1TXRcAAAAAAOnlX18y7O2339aAAQNks9lkjFGfPn3Uu3fvVK/v4eGhoKAgrV692t6WlJSk1atXKzg4+I7r1KhRQ4cOHVJSUpK97cCBA3rsscfuGLgBAAAAAHCmVIfuLVu2ONxfsGCBtmzZonfffVcffPCBvv32W33xxRdpevK+ffvqs88+0+zZs7V37151795d165ds89m3qFDBw0ePNi+fPfu3XXx4kW9/vrrOnDggL7//nuNHTtWPXv2TNPzAgAAAABwP6R6eHm3bt1Us2ZNjR07Vj4+PipcuLDef/99vfDCC4qPj9enn36q4sWLp+nJW7durfPnz2vYsGE6c+aMKlSooBUrVtgnVzt+/LhcXP7ve4F8+fLpxx9/VJ8+fVSuXDnlyZNHr7/+ugYOHJim5wUAAAAA4H5Idej+448/9N5776lSpUqaMGGCwsLC1Lt3b33wwQdKTExUzZo19eWXX6a5gF69eqlXr153fGzt2rUp2oKDg/X777+n+XkAAAAAALjfUh26XV1dNXDgQL3wwgvq3r27fH199fHHHyt37txW1gcAAAAAQIaV5onUChcurB9//FHNmzdXrVq1NGXKFCvqAgAAAAAgw0t16L58+bIGDBigpk2baujQoWrevLn++OMPbd68WU888YR27txpZZ0AAAAAAGQ4qQ7dHTt21B9//KGnn35a+/fvV/fu3ZUtWzbNmjVLY8aMUevWrZnQDAAAAACA26T6nO6ff/5Z27ZtU9GiRdW1a1cVLVrU/li9evW0detWjRw50pIiAQAAAADIiFLd012sWDFNnz5dBw4c0NSpU1WgQAGHx728vDR27Nh0LxAAAAAAgIwq1aE7LCxMP//8sypWrKgvv/xSn376qZV1AQAAAACQ4aV6eHmFChW0ZcsWK2sBAAAAAOChkqqebmOM1XUAAAAAAPDQSVXoLl26tObPn6/4+Ph7Lnfw4EF1795d48aNS5fiAAAAAADIyFI1vPyjjz7SwIED1aNHDzVo0ECVK1dW7ty55eXlpUuXLmnPnj1at26ddu/erV69eql79+5W1w0AAAAAwAMvVaG7Xr162rJli9atW6cFCxYoPDxcf/75p65fv67s2bOrYsWK6tChg1588UVlyZLF6poBAAAAAMgQUj2RmiTVrFlTNWvWtKoWAAAAAAAeKqm+ZBgAAAAAAEgbQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgkX8Vug8fPqyhQ4eqbdu2OnfunCTphx9+0O7du9O1OAAAAAAAMrI0h+5ffvlFZcuW1R9//KElS5bo6tWrkqTIyEgNHz483QsEAAAAACCjSnPoHjRokEaPHq1Vq1bJw8PD3v7UU0/p999/T9fiAAAAAADIyNIcunfu3KnmzZunaM+ZM6eioqLSpSgAAAAAAB4GaQ7dmTNn1unTp1O0b9u2TXny5EmXogAAAAAAeBikOXS3adNGAwcO1JkzZ2Sz2ZSUlKT169erX79+6tChgxU1AgAAAACQIaU5dI8dO1YlSpRQvnz5dPXqVZUqVUq1atVS9erVNXToUCtqBAAAAAAgQ3JL6woeHh767LPPNGzYMO3cuVNXr15VxYoVVaxYMSvqAwAAAAAgw0pzT/fIkSMVGxurfPny6X//+59atWqlYsWK6fr16xo5cqQVNQIAAAAAkCGlOXSPGDHCfm3u28XGxmrEiBHpUhQAAAAAAA+DNIduY4xsNluK9sjISGXNmjVdigIAAAAA4GGQ6nO6s2TJIpvNJpvNpuLFizsE78TERF29elXdunWzpEgAAAAAADKiVIfuSZMmyRijl19+WSNGjFBAQID9MQ8PDxUsWFDBwcGWFAkAAAAAQEaU6tDdsWNHSVKhQoVUvXp1ubu7W1YUAAAAAAAPgzRfMqx27dr2n2/cuKH4+HiHx/39/f97VQAAAAAAPATSPJFabGysevXqpZw5c8rX11dZsmRxuAEAAAAAgFvSHLr79++vn3/+WZ9++qk8PT31+eefa8SIEcqdO7fmzJljRY0AAAAAAGRIaR5e/u2332rOnDmqU6eOQkJC9OSTT6po0aIqUKCAwsPD9eKLL1pRJwAAAAAAGU6ae7ovXryowoULS7p1/vbFixclSTVr1tSvv/6avtUBAAAAAJCBpTl0Fy5cWEePHpUklShRQgsXLpR0qwc8c+bM6VocAAAAAAAZWZpDd0hIiCIjIyVJgwYN0pQpU+Tl5aU+ffqof//+6V4gAAAAAAAZVZrP6e7Tp4/95/r162vfvn2KiIhQ0aJFVa5cuXQtDgAAAACAjCzNofvvChQooAIFCkiSFi9erOeff/4/FwUAAAAAwMMgTcPLExIStGvXLh04cMChfenSpSpfvjwzlwMAAAAAcJtUh+5du3apaNGiKl++vEqWLKkWLVro7Nmzql27tl5++WU1adJEhw8ftrJWAAAAAAAylFQPLx84cKCKFi2qjz/+WPPmzdO8efO0d+9ede7cWStWrJC3t7eVdQIAAAAAkOGkOnRv3rxZK1euVIUKFfTkk09q3rx5euutt9S+fXsr6wMAAAAAIMNK9fDyqKgo5c6dW5IUEBAgX19fPfHEE5YVBgAAAABARpfqnm6bzaaYmBh5eXnJGCObzabr168rOjraYTl/f/90LxIAAAAAgIwo1aHbGKPixYs73K9YsaLDfZvNpsTExPStEAAAAACADCrVoXvNmjVW1gEAAAAAwEMn1aG7du3aVtYBAAAAAMBDJ9UTqQEAAAAAgLQhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWSdXs5S1atEj1BpcsWfKviwEAAAAA4GGSqp7ugIAA+83f31+rV6/Wli1b7I9HRERo9erVCggIsKxQAAAAAAAymlT1dM+cOdP+88CBA9WqVStNnTpVrq6ukqTExET16NFD/v7+1lQJAAAAAEAGlOZzusPCwtSvXz974JYkV1dX9e3bV2FhYelaHAAAAAAAGVmaQ3dCQoL27duXon3fvn1KSkpKl6IAAAAAAHgYpGp4+e1CQkLUuXNnHT58WFWrVpUk/fHHHxo3bpxCQkLSvUAAAAAAADKqNIfu9957T7ly5dL777+v06dPS5Iee+wx9e/fX2+++Wa6FwgAAAAAQEaV5tDt4uKiAQMGaMCAAYqOjpYkJlADAAAAAOAO0hy6b0fYBgAAAADg7tIcugsVKiSbzXbXx48cOfKfCgIAAAAA4GGR5tD9xhtvONy/efOmtm3bphUrVqh///7pVRcAAAAAABlemkP366+/fsf2KVOmaMuWLf+5IAAAAAAAHhZpvk733TRp0kRfffVVem0OAAAAAIAML91C9+LFi5U1a9b02hwAAAAAABlemoeXV6xY0WEiNWOMzpw5o/Pnz+uTTz5J1+IAAAAAAMjI0hy6n3vuOYf7Li4uypEjh+rUqaMSJUqkV10AAAAAAGR4aQ7dw4cPt6IOAAAAAAAeOmkO3be7ceOG4uPjHdr8/f3/U0EAAAAAADws0jyR2rVr19SrVy/lzJlTvr6+ypIli8MNAAAAAADckubQPWDAAP3888/69NNP5enpqc8//1wjRoxQ7ty5NWfOHCtqBAAAAAAgQ0rz8PJvv/1Wc+bMUZ06dRQSEqInn3xSRYsWVYECBRQeHq4XX3zRijoBAAAAAMhw0tzTffHiRRUuXFjSrfO3L168KEmqWbOmfv311/StDgAAAACADCzNobtw4cI6evSoJKlEiRJauHChpFs94JkzZ07X4gAAAAAAyMjSHLpDQkIUGRkpSRo0aJCmTJkiLy8v9enTR/3790/3AgEAAAAAyKjSfE53nz597D/Xr19f+/btU0REhIoWLapy5cqla3EAAAAAAGRkaerpvnnzpurVq6eDBw/a2woUKKAWLVr8p8A9ZcoUFSxYUF5eXqpWrZo2bdqUqvXmz58vm82m55577l8/NwAAAAAAVklT6HZ3d9eOHTvStYAFCxaob9++Gj58uLZu3ary5curUaNGOnfu3D3XO3bsmPr166cnn3wyXesBAAAAACC9pPmc7pdeekkzZsxItwImTpyorl27KiQkRKVKldLUqVPl4+OjsLCwu66TmJioF198USNGjLDPpA4AAAAAwIMmzed0JyQkKCwsTD/99JOCgoLk6+vr8PjEiRNTva34+HhFRERo8ODB9jYXFxfVr19fGzduvOt6I0eOVM6cOdW5c2f99ttvad0FAAAAAADuizSH7l27dqlSpUqSpAMHDjg8ZrPZ0rStqKgoJSYmKjAw0KE9MDBQ+/btu+M669at04wZM7R9+/ZUPUdcXJzi4uLs96Ojo9NUIwAAAAAA/1aqQ/eRI0dUqFAhrVmzxsp67ikmJkbt27fXZ599puzZs6dqndDQUI0YMcLiygAAAAAASCnV53QXK1ZM58+ft99v3bq1zp49+5+ePHv27HJ1dU2xnbNnzypXrlwplj98+LCOHTumpk2bys3NTW5ubpozZ46WLVsmNzc3HT58OMU6gwcP1pUrV+y3EydO/KeaAQAAAABIrVSHbmOMw/3ly5fr2rVr/+nJPTw8FBQUpNWrV9vbkpKStHr1agUHB6dYvkSJEtq5c6e2b99uvzVr1kx169bV9u3blS9fvhTreHp6yt/f3+EGAAAAAMD9kOZzutNb37591bFjR1WuXFlVq1bVpEmTdO3aNYWEhEiSOnTooDx58ig0NFReXl4qU6aMw/qZM2eWpBTtAAAAAAA4W6pDt81mSzFRWlonTruT1q1b6/z58xo2bJjOnDmjChUqaMWKFfbJ1Y4fPy4XlzRf2QwAAAAAAKdLdeg2xqhTp07y9PSUJN24cUPdunVLccmwJUuWpLmIXr16qVevXnd8bO3atfdcd9asWWl+PgAAAAAA7odUh+6OHTs63H/ppZfSvRgAAAAAAB4mqQ7dM2fOtLIOAAAAAAAeOpwsDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARR6I0D1lyhQVLFhQXl5eqlatmjZt2nTXZT/77DM9+eSTypIli7JkyaL69evfc3kAAAAAAJzF6aF7wYIF6tu3r4YPH66tW7eqfPnyatSokc6dO3fH5deuXau2bdtqzZo12rhxo/Lly6eGDRvqr7/+us+VAwAAAABwb04P3RMnTlTXrl0VEhKiUqVKaerUqfLx8VFYWNgdlw8PD1ePHj1UoUIFlShRQp9//rmSkpK0evXq+1w5AAAAAAD35tTQHR8fr4iICNWvX9/e5uLiovr162vjxo2p2kZsbKxu3ryprFmz3vHxuLg4RUdHO9wAAAAAALgfnBq6o6KilJiYqMDAQIf2wMBAnTlzJlXbGDhwoHLnzu0Q3G8XGhqqgIAA+y1fvnz/uW4AAAAAAFLD6cPL/4tx48Zp/vz5+vrrr+Xl5XXHZQYPHqwrV67YbydOnLjPVQIAAAAAHlVuznzy7Nmzy9XVVWfPnnVoP3v2rHLlynXPdd977z2NGzdOP/30k8qVK3fX5Tw9PeXp6Zku9QIAAAAAkBZO7en28PBQUFCQwyRoyZOiBQcH33W9d999V6NGjdKKFStUuXLl+1EqAAAAAABp5tSebknq27evOnbsqMqVK6tq1aqaNGmSrl27ppCQEElShw4dlCdPHoWGhkqSxo8fr2HDhunLL79UwYIF7ed+Z8qUSZkyZXLafgAAAAAA8HdOD92tW7fW+fPnNWzYMJ05c0YVKlTQihUr7JOrHT9+XC4u/9ch/+mnnyo+Pl7PP/+8w3aGDx+ud955536WDgAAAADAPTk9dEtSr1691KtXrzs+tnbtWof7x44ds74gAAAAAADSQYaevRwAAAAAgAcZoRsAAAAAAIsQugEAAAAAsMgDcU43ABw/flxRUVHOLuORkT17duXPn9/ZZQAAADz0CN0AnO748eMqWaKEYq9fd3Ypjwwfb2/t3beP4A0AAGAxQjcAp4uKilLs9ev6onmQSubwc3Y5D72952P00tcRioqKInQDAABYjNAN4IFRMoefKj2W2dllAAAAAOmGidQAAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALDIAxG6p0yZooIFC8rLy0vVqlXTpk2b7rn8okWLVKJECXl5eals2bJavnz5faoUAAAAAIDUc3roXrBggfr27avhw4dr69atKl++vBo1aqRz587dcfkNGzaobdu26ty5s7Zt26bnnntOzz33nHbt2nWfKwcAAAAA4N6cHronTpyorl27KiQkRKVKldLUqVPl4+OjsLCwOy7/4YcfqnHjxurfv79KliypUaNGqVKlSvr444/vc+UAAAAAANybU0N3fHy8IiIiVL9+fXubi4uL6tevr40bN95xnY0bNzosL0mNGjW66/IAAAAAADiLmzOfPCoqSomJiQoMDHRoDwwM1L59++64zpkzZ+64/JkzZ+64fFxcnOLi4uz3r1y5IkmKjo7+L6Xfd1evXpUkRZy6rKvxCU6u5uG3P+rW63316tUMd6xkRBzf9xfH9/135syZu/4/hfSXK1cu5cqVy9llPBI4tu8vju37i+P7/sqIx3fy5yhjzD2Xc2rovh9CQ0M1YsSIFO358uVzQjX/3SvfbXd2CY+U2rVrO7uERwrH9/3F8Q0AAPDfxcTEKCAg4K6POzV0Z8+eXa6urjp79qxD+9mzZ+/6LUeuXLnStPzgwYPVt29f+/2kpCRdvHhR2bJlk81m+497gH8SHR2tfPny6cSJE/L393d2OUC64vjGw4zjGw8rjm08zDi+7y9jjGJiYpQ7d+57LufU0O3h4aGgoCCtXr1azz33nKRboXj16tXq1avXHdcJDg7W6tWr9cYbb9jbVq1apeDg4Dsu7+npKU9PT4e2zJkzp0f5SAN/f39+8fHQ4vjGw4zjGw8rjm08zDi+75979XAnc/rw8r59+6pjx46qXLmyqlatqkmTJunatWsKCQmRJHXo0EF58uRRaGioJOn1119X7dq19f777+vpp5/W/PnztWXLFk2fPt2ZuwEAAAAAQApOD92tW7fW+fPnNWzYMJ05c0YVKlTQihUr7JOlHT9+XC4u/zfJevXq1fXll19q6NCheuutt1SsWDF98803KlOmjLN2AQAAAACAO3J66JakXr163XU4+dq1a1O0vfDCC3rhhRcsrgrpwdPTU8OHD08xxB94GHB842HG8Y2HFcc2HmYc3w8mm/mn+c0BAAAAAMC/4vLPiwAAAAAAgH+D0A0AAAAAgEUI3QDwgOGsHwAAgIcHoRsAHjCXLl1ydgkAAABIJ4RuAHiAfPrpp6pZs6ZiYmKcXQoAPPISExOdXQLgVIy+Sx+EbmQYyf/xJf/y8x8hHjbTpk3Ta6+9plGjRsnPz8/Z5QD/WmRkpI4fP+7sMoD/ZPfu3XrrrbcUGxvr7FKA+27v3r3avn27bDabs0t5KBC6kSEcPHhQb775ptq3b68RI0YoNjZWrq6uSkpKcnZpQLqYN2+eunfvroULF6ply5Yc28iQjDE6fvy4KleurAkTJujkyZPOLgn4VyIjI1W+fHllzpxZPj4+zi4HuK8iIyNVtmxZrV692tmlPDQI3XjgRUZGKjg4WGfOnNGRI0cUFhamjh07Kj4+Xi4uHMLI+D777DO9+OKLyp8/v4KCgpSUlCQXFxeGdCHDsdlsyp8/v2bMmKEvv/xSH3zwgU6cOOHssoA02b17t4KDgzVw4EANHjzY2eUA99WOHTsUHByst956S2+++aazy3lokFjwQNu1a5eCg4P12muvaf78+Vq9erWqVaumdevWOQxdpFcQGdXUqVPVq1cvzZw5U+7u7mrTpo327NkjSQzpQoZz8+ZNSVKHDh300Ucf6bPPPtOkSZMI3sgwdu3apbp16+rxxx/XmDFjJPEZA4+Offv2qW7dumrdurVGjhwpiXO60wuhGw+sqKgotW3bVkWLFtWwYcMkSV5eXsqaNavOnj2rAwcOKCYmxt4rCGQ0S5cuVe/evTV37lx17NhRGzZs0F9//aVXX31Vu3btcnZ5QKpt2LBBx44d040bN+xt7dq1swfviRMnErzxwIuMjFS1atVUrlw5HThwQEOGDJEkRh7hkbB9+3YFBQXp0qVLOnTokCIjI2WMoQMgnZBU8MByc3NTnTp1FBAQoKFDh0qSJk6cqFmzZqlmzZqaMmWKGjRooJo1a2rJkiVau3atcwsG0uDcuXNycXHRzz//rFatWik+Pl45cuTQ1q1bdfLkSYI3MoyVK1eqZs2aqlSpktq2batBgwZpzZo1io+PV8eOHRUeHq7PP/9ckydP1rFjx5xdLnBH27dvV3BwsPr27auffvpJH3/8sSZMmGAP3jabjeCNh1ZkZKSqVq2qYcOG6ebNmzp16pS6du2qHTt2OLu0h4bN8BcED5idO3cqJiZG1atX15UrVxQaGqpff/1V7u7u2rlzp5YvX65y5crJ29tb69atU3h4uFavXq24uDhFRkYqS5Yszt4F4J62bt2qqlWratGiRWrevLm9/ebNm3J3d9eFCxdUqVIl5c2bV9OmTVOZMmWcWC1wZ8kfH9auXauePXvq8OHDGjNmjL744gtdu3ZNcXFxat68udq1a6f169crNDRUPXr0UIcOHVSkSBEnVw84mjBhgs6dO6cJEyZIkuLj4xUeHq5XX31V/fv3tw81p+cPD5vr16+rSZMmqlGjhv04j46OVqVKlZQlSxZ9/vnnKl++vJOrfAgY4AESGRlpbDabeeedd+xtly9fNoMGDTL58uUzrVu3vuN6+/fvN2fPnr1fZQL/WZcuXYyfn5/5+uuvHdpv3rxpjDEmKirKFChQwDz55JNm69atTqgQuLfo6GhjjDE3btwwv/76q8mfP7958cUXTXx8vDl58qQZOXKkadWqlfH19TXPPPOMsdlsxmazmU8//dTJlQP/59ixY6Zr164mNjbWGPN/f4ONMSY+Pt6EhYUZd3d389Zbb9nbk5KS7nudgBUOHjxo/vrrL3Pt2jV7W3x8vDHm1t/4IkWKmMqVK5vt27c7q8SHBqEbD4zt27cbb29vM3To0BSPXbp0yQwcONBUq1bNDBkyxCQmJhpjjImLi7vfZQLpplevXsbb2/uewdvDw8O8+uqrTqgOuLvffvvN+Pr6mp07dxpjbn1IW7t2rcmePbtp1qyZw7KHDh0y3377renYsaNp1qyZQ6gBnG3BggWmWLFipkWLFvYvku4WvN9++21nlQmku5s3b5rWrVsbm81m9u3bZ2+7/d/bg3dkZKTTan0YMLwcD4TIyEjVqFFDvXv3VmhoqL19/vz5Kl++vEqWLGkfar527Vo1bNhQ77zzDhOoIcNJTEyUq6ur/X7v3r3tl1d67rnn7EMXExIS5ObmpujoaPn6+jqsAzjbyZMnFRISol27dmn16tUqVaqUEhIStH79erVu3VpBQUH6/vvv77p+8vENONvNmze1YMECTZkyRYGBgZo7d678/PwcjtGbN2/qyy+/VEhIiEaOHGmfZwbI6A4cOKCBAwdqzZo1+uOPP/T444/bP6ck/w7ExMSoatWqSkhI0Ndff80pb/8SiQVOd+bMGdWqVUvPPfecQkND7ZfmCA0N1RtvvKHY2FgZYxQQEKDBgwerXr16WrBggUM4Bx5kP/zwg95//31JkqurqxITE+2PffTRR+rcubPat2+vLVu2yGazKSkpSW5ubkpMTJS/v3+KdQBny5s3r2bPnq3KlSurdu3a2rNnj9zc3FSjRg0tWLBAERERevbZZ+3LJyQk2H82xhC44VTx8fH2f93d3dWqVSt1795dZ8+eVfv27RUTEyM3Nzf7cevu7q527dpp7ty5atmypTNLB9JV8eLFNWHCBD355JOqVq2a9u/fb//Mkfw74Ofnpz/++EP+/v7y9fV1dskZFj3dcLr9+/erb9++2rVrl5YuXaoKFSpo7Nixev/99zVv3jw1bNhQkuyXBrt06ZI+/PBDdezYUYUKFXJy9cC9xcbG6q233tKSJUvUv39/9e7dW5Jjj3d8fLxeeuklRUZGavPmzfL393dmyUCq/fXXX+rWrZt+//13/fLLL/Ye7w0bNqhdu3YqUKCA1q9f7+wyAbt9+/Zp3LhxOnnypIKDg9WuXTuVLFlSN2/e1Pz58/XJJ5/ctccbyOhOnDih7du3q1atWgoICLC3Hzt2TN27d9fGjRv1+++/q0SJEil6vA2TCP4n9HTDaY4cOaINGzbo8ccf17vvvqsqVaromWeeUY8ePTR58mSFh4fbA7d06zqZu3btUpYsWTR8+HACNzIEHx8f9e7dWy+++KKmTJmiSZMmSXLs8fbw8FBISIji4+N17tw5J1YLpE2ePHk0depUPfHEEw493tWrV9fMmTOVLVs2++glwNkiIyMVHBwsV1dXPfbYY/rhhx+0cOFCGWPk7u6uNm3aqFu3bil6vBlphIfB6dOnFRQUpGeffVYVKlRQ165dNXnyZJ04cUIFCxbU559/riZNmqhq1ar2Hm++dEo/hG44xfbt21W0aFEdOHBAklS6dGmNGDFCtWrV0tSpUzV06FA1btzYYUjiwIEDVa1aNV2+fNlJVQP/TpEiRdSlSxc1bdpUn376qUPwTj7GfXx8lDNnTrm7uzuxUiDtbg/ederUsQfvevXqadmyZXJxcSF4w+l27NihGjVqqGfPnpoxY4bmzp2rGjVqaO/evYqLi9OZM2fk7u6utm3bqlu3brpw4YKaNWumq1evMqcGHgqXLl1SlSpVVK5cOeXNm1fZs2fX2LFj1aBBA1WpUkVfffWVGjRooCeeeEL169fX4cOHHQI3vdz/DaEb99327dv15JNPauDAgerUqZO9vXTp0urXr59atWqlsWPHKiIiwv7LPmzYMH3yySdas2aNMmfOzC8+HmibNm3Sl19+qUGDBmnChAk6fvy4ihQpojfffFPNmjXTp59+qnfffVeS5Obmpri4OE2YMEH58uVT/vz5nVw94Cg1Z6ElB+/q1aurTJkyOnbsmMNEl0x6CWc6ffq0KlSooFatWmn06NH29sTERO3YsUMVKlRQ7dq19fnnn8vDw0Nt27ZV+/bt5e7uzhf9yPAOHjyoq1evqlSpUho/frzKli0rX19fVapUSSdOnNDs2bNVunRpLV++XK+88or++usv/fXXX2rWrJkSEhJS9X8AUsFJs6bjEbVr1y7j7e1tRo8e7dC+adMm+887d+40LVu2NLly5TL79+83H3zwgfHy8jJbtmy53+UCaTZjxgyTL18+U6tWLVOwYEETEBBgsmTJYsaPH29iYmLMmTNnzNChQ03WrFlNy5YtTd++fU3jxo1NxYoV7dfGTL4kHuBMyZcDMyb11yX+888/Tf/+/U1CQoJVZQFpFhMTY6pXr25KlChhP67Hjx9vvL29zfTp0820adNMSEiIsdlsZvny5caYW5dMunLlijPLBv6z7du3G5vNZqZMmeLQ1q5dO1OtWjUzf/58e3tcXJzZuHGj+eSTT0zLli3Ntm3bnFDxw4vQjfvm6tWrpnHjxsbb29uhfcyYMcbHx8ccO3bM3rZz507TqlUrY7PZjKurK4EbGcL8+fONt7e3WbRokf3D2v79+0379u2NzWYz77zzjrl586aJiooyS5cuNXXq1DHt2rUzgwYNSnFtTMCZjh49amw2m+nXr5+9LbXBOxnHMpzt+PHj9uAQExNj6tata4oXL25ef/11kyNHDvPjjz/al92zZ48JDAw0w4YNc1K1QPravn278fHxMUOHDk3x2NatW027du1MjRo1zKxZs5xQ3aOH0I375vr16+arr74yZcuWNfXq1TPGGPPhhx+a7NmzmxUrVhhjHD/Ubd261fTs2dPs2rXLKfUCqZWUlGQuXLhgGjVqZCZOnGiMSRk4QkJCjI+Pj9mwYcNdt0PvIB4U8fHxZtq0acbb29sMHjzY3n6v4H37CI0bN25YWh/wT7Zu3Wr8/PzMV199ZW+LiYkx//vf/4zNZjNTp041xvzfcRsdHW2qVKliPv30U6fUC6Sn5MA9cOBAh/YVK1aY69evG2OMiYyMtAfv8PBwZ5T5SCF0w3JRUVHm9OnTxphbH8S+//578/jjj5t8+fKZrFmzpgght3+o44MbMoozZ86YXLlymS+//NKhPfl4jo6ONsWLFzfNmzc3xjCEHA++2NhYEx4ebjw8PMyYMWPs7XcK3re3hYeHmw8++MB+ugRwv23fvt1kypTJDBgwIMVjV65cMQ0bNjSFCxc227dvt7cPHTrU5M+f3xw9evQ+Vgqkv+PHjxs3NzczaNAgY8z/faE/duxYU6BAAbN79277spGRkaZ9+/amdOnSZsGCBU6p91HBzCaw1L59+9SuXTu98cYbOn36tDw9PdWgQQO9//77yp07t/LkyaPg4GBJss/ifPskaZ6enk6pG0ir8+fP69q1a8qcObMkx+PZGCM/Pz9VrVpVUVFRSkhIYGIpPHCSZxhPTExUYmKivL291a5dO5UoUUJDhw7V22+/Len/julk5rZrt06bNk0dO3bU448/zkz8cIodO3YoODhYr7/+usaPH29vj4iIUExMjPz9/bV48WIVKFBAzz33nI4cOaKRI0fqvffe09dff62CBQs6r3ggHezbt08FChRQRESEjDFydXXV2LFjNWHCBE2fPl2lSpWy/w0vV66cXn/9dQUHB6tq1apOrvzhxqc+WGbnzp2qVauWSpYsqZCQED322GOSJHd3d9WvX19vv/224uPjVa9ePUm3ZnG+/RJhQEZSvHhxlShRQuPGjdO1a9fk5uZmDzHJ//r5+SlXrlxc8xIPnNWrV6t3796KjY2Vq6ur/RJJL7zwgiRp3LhxGj9+vIYMGSLp/4L33wP3wIEDNX/+fDVp0sQ5O4JH2qFDh1SjRg21b9/eYZbykSNH6plnnrHPRO7n56elS5eqaNGiKlq0qMaPH6/169erUqVKTqoc+O/i4+MlSTVr1tSUKVN0+vRpNW7cWGPHjtWkSZMUHh6uhg0bSvq/Dq6LFy8qKChIH3/8MV84WYzQDUv89ddfat68ubp06aIPPvhAjRo1sj9mjJGnp6caNWqkSZMm6a+//rI/ThhBRuXu7q5mzZppz549eueddxQTE2PvzXZ1dVVcXJx27dql0qVLO7lS4P8YY5SUlKQ1a9Zo3bp19lAtSS1bttS+ffv03XffacCAAZo6daree+89hx7v2wP3gAEDNGPGDLVs2dIp+wLs379f169fV0BAgA4dOiRJGj9+vD7++GOFhYUpX7589mX9/Py0ZMkSdejQQRs2bCBwI0PbvXu3atWqpc2bN8vb21t16tTRhAkTdOHCBQ0dOlRz5sxRkyZNdPPmTfs6b775pp566inFx8fLw8PDidU/Ipw2sB0PtW+//dbUrVvXXLx40X6u3+7du014eLhp2bKlmTx5sjly5IgxxpgffvjBBAYGmmeffdaJFQP/XvIxHhcXZ1q0aGGyZ89unn/+ebN//35z4sQJs2fPHtOkSRNTtmxZZnTGAyUuLs4Yc+v87VGjRpknnnjCDBgwwDz77LOmQoUK5tChQ/Zl4+PjzcyZM43NZjPTpk2zt0+fPt34+vqaxYsX3/f6gb+bO3euyZ07txk8eLDp16+fyZYtm1m5cmWK5Q4ePGiMSfus/MCDJi4uzj5BYMmSJc369euNMbcmMP7+++9NhQoVTJ06dRw+fwwbNsz4+vqajRs3OqvsRw6hG5b47LPPTObMmc2JEyeMMcbMmjXLNGrUyBQpUsTUrFnTeHh4mI4dO5qEhARz48YNs3LlSocPd0BGkzxRSVxcnOndu7cpWLCg8fLyMlmzZjWVK1c2devWtU8sxSzleBCsXbvWTJ482ezdu9cYc2viyhEjRpgSJUqYgIAAs2fPHmOM40z88fHx5rvvvrO3Xbp0yTRr1swsWbLk/u8AYIy5du2aOX/+vPnpp5/MyZMnjTHGLFu2zGTPnt24urqamTNn2pdNDtjDhw83//vf/0x0dLQzSgbS1c2bN83w4cNN+fLlTUhIiClSpIhD8P7hhx9MmTJlTK1atYwxt65R7+XlxeV47zObMbfNhgL8B+fPn1eOHDkkSdu2bVOfPn0UExOj3Llza82aNerZs6eaNm2qmjVr6uuvv1bLli31xx9/qEqVKk6uHEg9c9s5rH+XmJgoV1dXJSUl6dChQ4qIiFBiYqIKFSqk4OBgubi4KCEhgdMo4HSzZ8/WsGHD1KJFCz3//POqUaOGJCkuLk7vvfeeli5dqieffFKjRo2Sj4+P/di+3c2bN+Xu7q6rV68qU6ZMztgNPOIOHDigMWPGaNOmTTp27Jjc3d3VtGlTjRs3TsePH1eLFi3Url07de/eXcWLF5ckDR8+XKNHj9bmzZsZUo4MLykpSS4uLjpw4ICqVaumbt266dy5c/rll180d+5cBQcHKy4uTmvWrNHgwYO1b98+GWO0fv16BQUFObv8RwqhG+ni2rVrevzxx9WwYUOFhYVJkhYsWKCNGzfq1KlT6tOnjypUqCBvb29J0qZNm/Tyyy9r0aJFKlmypDNLB1Jl165dKlOmjKR7B+/k/wDT+hhwv8ydO1fdunXTtGnT1KRJE2XLls3h8Rs3bmj8+PH64YcfFBwcrDFjxsjHx4fjFw+UHTt2qHHjxnr22Wf1xBNPqFq1apo1a5YWLlwoDw8PLV++XAcPHlRISIief/55DR48WDNmzNDo0aM5hxsZ3p3Owx4zZowuX76sZ599Vu+//7527typL774Qk888YTi4uK0YsUKTZ8+XaGhoSpXrpyTKn+EObGXHQ+ZefPmGT8/P9OjRw+H9jtdj3jQoEEmODjYREVF3a/ygH/t6NGjxmazmX79+tnb0nIeIOcM4kHx559/mmrVqjkMuTXm1jnd+/btM7t27TLG3BpqPnLkSFO9enXTqVMnc+PGDSdUC9xZZGSk8fHxMYMHD04xT8aCBQtM+fLlTdWqVc3Vq1fNwoULTcGCBU3JkiWNj48PQ2qR4e3Zs8dUqVLFzJ492356kDHGLFy40BQtWtScPn3aHDx40LRo0cIUKVLE/P7778aYW0PNr1696qyyH3mEbqSrJUuWGC8vL9OrVy972+3/IR4+fNgMHDjQBAQEmB07djijRCDN4uPjzbRp04y3t7cZPHiwvf1eYfr2xwgseFAcPHjQ5M2b16xatcreFhYWZtq0aWN8fHyMv7+/GTJkiDHmVhB/8803TdeuXe/45SngDMePHzfZs2c3L7zwgr0tKSnJ4bNG8uR+06dPN8YYM2PGDFOoUCETGRl53+sF0lNsbKx5+umnjc1mM8WKFTMdO3Y0bdq0MefOnTPGGNOtWzfTuXNnY4wxmzZtMm3atDFZs2Y1mzZtcmbZMMZwYiH+taioKF26dEnFihWztzVv3lxffPGFXnzxRdlsNk2ePNl+/urHH3+sVatW6dixY/rll19UtmxZZ5UOpIm7u7vat2+vTJkyKSQkRJkyZdJbb71lv1bx34ea39725Zdf6ty5c+rZs6fc3d2dUT5gFxcXp2zZsmnz5s3KmTOnJkyYoN27d6tSpUoKCwvT5cuX1aNHD1WsWFEtW7ZUaGio3NzcZLPZGF6OB0LyPBlxcXFat26datasKZvNJjc3N/vf3q5du+qLL77Q8uXL1bVrV7388stq1aoVcw8gQzt9+rRy5cqlnj17SpIiIyPVtm1bTZ06Vc8884yKFi2qrFmz6vTp04qNjVWVKlXUu3dveXp6KkuWLE6uHpzTjX/l2LFjCg4OVkxMjF555RXlzJlTXbp0kY+Pj3x8fLRkyRJ16tRJHTp00McffyxJWrJkia5cuaJ69eopf/78Tt4D4N6SA0ZiYqIk2SeRKl++vHbu3KkhQ4Zo1KhRkhxD9u0/T5s2Tb169dKyZcvUpEkTJ+wFcMvtx+WgQYO0ePFiXblyRTlz5tR7772nqlWrKlu2bIqJiVGVKlXUpUsX9evX747rA8528OBBvfbaazLGaOjQoapZs6Ykx+O0bt26yp07t8LDw51ZKpAurly5oipVqujjjz/WU089pdWrV2vIkCHKnDmzfvrpJ23YsEHfffedJkyYoMTERG3cuFHVqlWTdGueDi8vLyfvAfjKGv/Kli1blClTJhljtHfvXn377bcqV66c6tatqw8//FBZsmRReHi4pk+fruHDh0uSWrRooY4dOxK48cBbvXq1evfurdjYWLm6utoD9wsvvCBJGjdunMaPH68hQ4ZIkr3H+++Be+DAgZo/fz6BG04TExMj6dYxmpCQIOnW8bts2TKtXLlSu3fvdphMLTo6Wn5+fipQoIDDdgjceJAUK1ZMkydPls1m0+jRo7V+/XpJso/IOHnypLy9vdWwYUNJt8I4kJHFxcUpNjZWly5dkpubm+rVq6dx48bpzJkzqlu3ripXrqyxY8dq3bp12rBhg6pVq2Y/7gncDwZ6uvGvJCQkaN68eZo/f75cXFw0Z84c7dixQ6tWrdKyZct04cIF5cmTR2fOnNHJkycVGhqqgQMHOrts4J6Sg/OwYcP07bff6qmnntIHH3wgSWrZsqUOHDig5cuXK1++fAoLC1P37t01YMAAe493smnTpmnAgAEKCwtTy5YtnbErgMLDwxUWFqZq1arp7bfflru7u8Pl6v4+QuPKlSt66aWXFB0drTVr1qS4RBjwoLlbj/egQYO0YsUKfffdd8qbN6+TqwT+m+S/1S+++KLy58+v0NBQSbdOtVizZo3efPNNeXt765dffpGnpycjkx5QhG6kWfJ1hm/evKkvv/xSU6ZMUcGCBRUWFqZMmTLpzJkzio+P12effaZjx47p22+/1bp16+yXWwIeVMmX4Lh+/bref/99ff/996pVq5b279+vP//8U4sXL1aRIkUk3bpGcXh4uF5++WVNnTpVr7zyiiTps88+U58+fTR79mwCN5wmNjZWHTt21PXr1yVJZ8+e1VNPPaU2bdqoYsWKDsteuHBBK1eu1OzZs3Xu3Dn98ccfcnd3v+O1uYEHze3BOzQ0VKtWrdKoUaO0bt06lS9f3tnlAf9Z8uluffr00R9//KENGzbYg3Vy8O7fv78yZcqkn376SZ6ens4uGXdA6EaqREdHS5L8/f0l/d8fgOQe7ylTpihnzpz64osv7Mski4mJkZ+f332vGUiLX375RTt27FCDBg1UokQJxcXFafz48Zo3b55Onz6tjRs3qmTJkvYvnaRbwXvlypVq1KiR3NzcdPnyZXXs2FGdOnVS8+bNnbxHeNRNmTJF06dPV2RkpBYtWqSVK1dq6dKlat++vWrVqqVnn31W0q3J/mbPnq3ChQvro48+kpubm8NxDjzoDh48qL59+2rTpk26dOmSNm7cqKCgIGeXBfxrBw8e1Pz58xUUFKTHHntMFStW1FdffaUZM2bo22+/laurq/2L0cTERP3yyy96+eWX9fjjj+vHH390dvm4A0I3/tHRo0dVq1YtPfXUUwoKCrJ/o5w8dOXmzZuaN2+ePv30UwUGBmru3Lny8/PTzZs35e7uzjAXPPBmz56tYcOGqUWLFnr++edVo0YNSbfOoXrvvfe0dOlSPfnkkxo1apR8fHzu2AOYfLxfvXqVGXLxwGjUqJGaNm2qV199Ve7u7vr222/17LPPys/PTzVq1FDnzp3VsGFDJSYmKiAgwN5zQg83Mpr9+/drwIABGjt2rEqXLu3scoD/pE+fPtq8ebMOHTokY4zy58+vCxcu6NixY1q+fLkaN24sSQ7Be926dcqXL58KFy7s5OpxJ4Ru/KP58+erS5cu+uyzz/TWW2+pSpUqKlKkiIYMGSJfX1/ZbDbFx8dr3rx5+uyzz+wf7AgeyAjmzp2rbt26adq0aQ4TSiW7ceOGxo8frx9++EHBwcEaM2aMfHx8uHwSHjiRkZE6duyYsmfPrho1asgYo9GjR+v333/X999/L2OMqlWrpmzZsmnUqFEaPXq0Nm/erLp16+qLL76QxCzlyNiSv/wEHhYnT560Xx7vxIkTWr58ubJmzao+ffqoXr16ksQXpRkEoRupUqlSJb3yyitq3769Pv/8c61atUr79+9Xhw4dVL9+fQUHBysxMVHh4eGaNWuW5syZw+QleOAdP35crVq1Urdu3dSpUyd7+/Xr13X8+HElJCSodOnSiouL07vvvqsVK1aoePHimjp1KudM4YESHh6u9957T/nz51fp0qU1duxYSdL58+dVuXJl9e/fX7Nnz5aPj48WLlyowMBAJSUlKSIiQpUqVeIDGwA42f79+3XgwAEVLlz4rqM11q5dqwkTJig+Pl5DhgxRnTp17m+R+NcI3bin5G/PZs6cqRUrVmj27Nn2Sw/kzZtXbm5uOnfunLp27aonnnhCbdu25RxuZBiHDh1S3bp1NXPmTNWvX1+SNHPmTK1cuVLLli2Tm5ubevfurdGjR+v69et6++23FR0dralTp9LLjQfGnDlz1K1bN4WFhalx48bKnDmzpP/7+z1mzBi9/fbbevrpp/X555/bA/ftxzA9JQDgPFeuXFGZMmWUM2dO5cqVSyVLllSvXr2UP39+ubi4OPyNXrVqlaZMmaJTp07p/fff15NPPunk6pEafGrEXRlj7L/gVatW1dq1a7Vq1SpJUkhIiBITE7V48WItWrRIGzZs0Lhx43T27FkCNzKMuLg4ZcuWTZs3b9aOHTvUvn17ffTRR/L19VVYWJjeffddhYaG6quvvpK3t7dCQ0M1bdo0ubi4KCkpydnlA9q9e7feffddTZ48WW3atLEH7tv/fj/11FPKlCmTOnfurMDAQBljUnxpROAGAOcJCAhQhQoVlD17do0cOVLr169Xt27d1Lp1ax08eNB+JQpJatCggTp37qzChQurQIECTqwaaUFPNxxcuHBB58+fl81m0+OPP+7w2Lvvvqt169bJGKPNmzfrhx9+sF965uzZs3Jzc0txPizwILr9vNVBgwZp8eLFunLlinLmzKn33ntPVatWVbZs2RQTE6MqVaqoS5cu6tev3x3XB5xp5cqV6tatm1asWKFixYqlOC6Tj9XevXtry5YtWr58ubJkyeKkagEAdxMREaG3335bM2bMkI+PjyIjIzVr1iwtWLBAzzzzjFq3bq3mzZvb/85fu3ZNvr6+Tq4aqUVPN+x27dqlBg0aqHnz5ipZsqSGDRumc+fO2R+vXr26tm7dqoMHD2rdunX2wG2MUWBgIIEbD7yYmBhJks1mU0JCgiRp3LhxWrZsmVauXKndu3c7TKYWHR0tPz+/FN8kE7jxoIiIiFBMTIyKFy8um82mv3+PbrPZtHfvXvn6+urs2bOKiIhwUqUAgNv99ddfWrBggebNm6dt27apTJkyunjxombNmqWAgADVqlVLbm5u8vf3l7+/v9q1a6caNWroo48+kiT5+Pg4eQ+QFoRuSLo16+0TTzyhBg0a6JNPPtGwYcM0duxY/fzzz/ZlatasqYYNG8rb21tFixaVRI8fMo7w8HA999xzeuuttxyGaUlSqVKlVKFCBft9Y4wuX76sV199Vd7e3mrRosV9rhZInaJFi+ratWtauXKlpDt/IbRgwQJFRUWpSZMmqlu37v0uEQDwNzt27FCtWrU0cuRItW/fXm3bttXmzZv1zjvvKCwsTOfPn9fLL7+s7777TitXrtRnn32m9evXq2TJkvrf//4niQ6AjIbQDe3du1eVK1dW3759NX78eNWtW1ft2rWTv7+/li5d6rBsjx49lJSUpEWLFkniFx4ZQ2xsrL755ht5e3vb/6MbMmSItm3bZl8m+Vi+cOGC5s+frzZt2ujUqVNavXq1/RqYwIMmKChIHh4emj59uo4fP25vT+7xjo6O1vbt21W9enVNmTKFYxkAnGzHjh0KDg7W888/r1WrVmnp0qV67LHH1Lt3b3l7e6ts2bKqXr261q5dq2+++UZly5ZVUlKSgoKCNH36dBUpUsTZu4B/gdD9iEtISNCGDRuUmJjo0NO3cOFCXb58WefPn9f48eO1dOlSHTx4UJUrV1Z8fLx++OEHPrghw/Dx8VGdOnV04sQJfffddxowYIAuXryoRo0a6c0333T4cunHH3/UrFmzVKhQIW3atEnu7u5KSEhgoik8kAoXLqypU6fqu+++0+DBg+1fJNlsNp06dUpt2rRRVFSUOnToYF+HYxkAnOPEiROqV6+enn76aY0fP165c+fW008/rXbt2unw4cMqVKiQKleurMOHD2vx4sWqWrWqJNknv+Tvd8bFRGqPsN27d2vJkiXq27evRo8erffff1/ffvutIiMjFRoaqjFjxsjV1VVHjx7V4sWL5ebmpvLly6t06dJq2bLlXa8hCDyoGjVqpKZNm+rVV1+Vu7u7vv32Wz377LPy8/NTjRo11LlzZzVs2FCJiYkKCAiQzWbjUkp44CUmJmrmzJnq0aOHAgMDVaZMGSUlJenKlStKSkrS+vXr5e7uzrEMAE527NgxtWrVSo899pj69++vmjVrSrp1GbA2bdpow4YNCgwMVOPGjdWiRQsNGDDAyRUjvRC6H1GRkZGqWLGixowZo8GDB0uSBgwYoPfee0+urq768ccf9dRTT9mXP3TokA4fPqx3331XM2bMUMGCBZ1UOZA6kZGROnbsmLJnz64aNWrIGKPRo0fr999/1/fffy9jjKpVq6Zs2bJp1KhRGj16tDZv3qy6devqiy++kMScBchYtm/frrCwMO3fv1/58uVTxYoV1a1bN7m6uiohIUFubm7OLhEAHnkHDx7Ua6+9pqSkJE2aNEn58uVT4cKFFRISovHjxysuLk6vvfaa9u7dqxUrVjBh2kOC0P0I2rNnjypXrqwBAwbonXfecXgsNDRUQ4YM0cKFC/X8889LIngg4wkPD9d7772n/Pnzq3Tp0ho7dqwk6fz586pcubL69++v2bNny8fHRwsXLlRgYKCSkpIUERGhSpUq0RuIhwo93ADwYDl48KBef/11xcbGaseOHerYsaM++OAD+2fu33//Xc8995y2b9+uXLlyObtcpANC9yNm165dqlu3rnLkyKE9e/ZIkm7evCl3d3f7MgMHDtQHH3yg2bNnq23btg7rE8DxoJszZ466deumsLAwNW7cWJkzZ5b0f8FjzJgxevvtt/X000/r888/twfu5POlbl8WyGj4Gw0AGcPBgwfVrVs3HT58WHPmzFGtWrVkjFFSUpJcXV115coVBQQEOLtMpBMmUnuEREZGqlq1aipTpoyuXLmi119/XZLs5/olGz9+vPr27auuXbtq5syZDtvgwxweZLt379a7776ryZMnq02bNvbAbYyxh+innnpKmTJlUufOnRUYGChjjEPglpioBBkXf6MBIGMoVqyYpk2bppIlS2rs2LFav369bDab/TMIgfvhQuh+RGzZskVVqlTRgAED9NNPP2n48OH68ssv7cH775eRGTdunDp16qRBgwYpOjraWWUDafLXX38pNjbW/m1xsuQgYoxRcHCwOnbsqPHjx+vSpUuEFAAA4BRFixbV5MmT5e7urn79+un33393dkmwCKH7EREbG6vu3btr+PDhcnV1VevWrTVmzJh7Bu+PP/5YO3fulL+/v7PKBtIkIiJCMTExKl68uGw2m/5+9ozNZtPevXvl6+urs2fPKiIiwkmVAgAA3OrxnjBhgvLmzavcuXM7uxxYhHO6H0HJ5/xFR0dr/vz5GjJkiNq1a6cPP/xQkpjlFhnWokWL1LFjR33zzTdq2LDhHZd55513dPLkSXl6emry5MkMJQcAAE4XHx8vDw8PZ5cBi5CsHkHJw2n9/f3Vpk0bSdKQIUPk6uqqiRMnEriRYQUFBcnDw0PTp09XiRIllD9/fkmOXzRt375dzZo108svvyyJSdMAAIDzEbgfbqSrR1xy8HZxcdErr7wiT09PhYaGOrss4F8pXLiwpk6dqk6dOsnT01P9+vVTxYoVZbPZdOrUKXXp0kXR0dHq0KGDfR0CNwAAAKzE8HJIkq5cuaJvvvlGwcHBKl68uLPLAf61xMREzZw5Uz169FBgYKDKlCmjpKQkXblyRUlJSVq/fr19xn4CNwAAAKxG6IYd13fFw2T79u0KCwvT/v37lS9fPlWsWFHdunWTq6sr8xYAAADgviF0A3ik0MMNAACA+4nQDeChxegNAAAAOBvX6Qbw0CJwAwAAwNkI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAA7mrt2rWy2Wy6fPmys0sBACBDInQDAJBGNpvtnrd33nnH2SX+K3Xq1NEbb7zh0Fa9enWdPn1aAQEBlj3vw/p6AgAgSW7OLgAAgIzm9OnT9p8XLFigYcOGaf/+/fa2TJky2X82xigxMVFubhnzv1wPDw/lypXL0udIy+sJAEBGQ083AABplCtXLvstICBANpvNfn/fvn3y8/PTDz/8oKCgIHl6emrdunU6fPiwnn32WQUGBipTpkyqUqWKfvrpJ4ftFixYUGPHjtXLL78sPz8/5c+fX9OnT7c/Hh8fr169eumxxx6Tl5eXChQooNDQUPvjEydOVNmyZeXr66t8+fKpR48eunr1qsNzrF+/XnXq1JGPj4+yZMmiRo0a6dKlS+rUqZN++eUXffjhh/Ye5mPHjt1xePlXX32l0qVLy9PTUwULFtT777+fpv1I7evp5+en4sWLa8WKFQ7Lf/PNN/L19VVMTIyOHTsmm82m+fPnq3r16vLy8lKZMmX0yy+/OKyza9cuNWnSRJkyZVJgYKDat2+vqKioe7/RAACkA0I3AAAWGDRokMaNG6e9e/eqXLlyunr1qv73v/9p9erV2rZtmxo3bqymTZvq+PHjDuu9//77qly5srZt26YePXqoe/fu9l7fyZMna9myZVq4cKH279+v8PBwFSxY0L6ui4uLJk+erN27d2v27Nn6+eefNWDAAPvj27dvV7169VSqVClt3LhR69atU9OmTZWYmKgPP/xQwcHB6tq1q06fPq3Tp08rX758KfYrIiJCrVq1Ups2bbRz50698847evvttzVr1qxU70dq+fr6qk2bNpo5c6ZD+8yZM/X888/Lz8/P3ta/f3+9+eab2rZtm4KDg9W0aVNduHBBknT58mU99dRTqlixorZs2aIVK1bo7NmzatWqVZrqAQDgXzEAAOBfmzlzpgkICLDfX7NmjZFkvvnmm39ct3Tp0uajjz6y3y9QoIB56aWX7PeTkpJMzpw5zaeffmqMMaZ3797mqaeeMklJSamqbdGiRSZbtmz2+23btjU1atS46/K1a9c2r7/+ukNb8v5cunTJGGNMu3btTIMGDRyW6d+/vylVqlSq9+Ne/v56/vHHH8bV1dWcOnXKGGPM2bNnjZubm1m7dq0xxpijR48aSWbcuHH2dW7evGny5s1rxo8fb4wxZtSoUaZhw4YOz3PixAkjyezfv/8fawIA4L+gpxsAAAtUrlzZ4f7Vq1fVr18/lSxZUpkzZ1amTJm0d+/eFD3d5cqVs/+cPMz63LlzkqROnTpp+/btevzxx/Xaa69p5cqVDuv+9NNPqlevnvLkySM/Pz+1b99eFy5cUGxsrKT/6+n+L/bu3asaNWo4tNWoUUMHDx5UYmJiqvYjLapWrarSpUtr9uzZkqQvvvhCBQoUUK1atRyWCw4Otv/s5uamypUra+/evZKkyMhIrVmzRpkyZbLfSpQoIUk6fPhwmmsCACAtCN0AAFjA19fX4X6/fv309ddfa+zYsfrtt9+0fft2lS1bVvHx8Q7Lubu7O9y32WxKSkqSJFWqVElHjx7VqFGjdP36dbVq1UrPP/+8JOnYsWN65plnVK5cOX311VeKiIjQlClTJMn+HN7e3pbs653caz/SqkuXLvbh6zNnzlRISIhsNluq17969aqaNm2q7du3O9wOHjyYIrwDAJDeCN0AANwH69evV6dOndS8eXOVLVtWuXLl0rFjx9K8HX9/f7Vu3VqfffaZFixYoK+++koXL15URESEkpKS9P777+uJJ55Q8eLFderUKYd1y5Urp9WrV9912x4eHg691XdSsmRJrV+/PsW+FS9eXK6urmnen9R46aWX9Oeff2ry5Mnas2ePOnbsmGKZ33//3f5zQkKCIiIiVLJkSUm3vqzYvXu3ChYsqKJFizrc/v7lCAAA6Y3QDQDAfVCsWDEtWbJE27dvV2RkpNq1a5fmnt+JEydq3rx52rdvnw4cOKBFixYpV65cypw5s4oWLaqbN2/qo48+0pEjRzR37lxNnTrVYf3Bgwdr8+bN6tGjh3bs2KF9+/bp008/tc/iXbBgQf3xxx86duyYoqKi7ljfm2++qdWrV2vUqFE6cOCAZs+erY8//lj9+vX79y/OP8iSJYtatGih/v37q2HDhsqbN2+KZaZMmaKvv/5a+/btU8+ePXXp0iW9/PLLkqSePXvq4sWLatu2rTZv3qzDhw/rxx9/VEhIyD9+yQAAwH9F6AYA4D6YOHGismTJourVq6tp06Zq1KiRKlWqlKZt+Pn56d1331XlypVVpUoVHTt2TMuXL5eLi4vKly+viRMnavz48SpTpozCw8MdLicmScWLF9fKlSsVGRmpqlWrKjg4WEuXLrVfQ7xfv35ydXVVqVKllCNHjhTnm0u3eo0XLlyo+fPnq0yZMho2bJhGjhypTp06/evXJjU6d+6s+Ph4e5D+u3HjxmncuHEqX7681q1bp2XLlil79uySpNy5c2v9+vVKTExUw4YNVbZsWb3xxhvKnDmzXFz4KAQAsJbNGGOcXQQAAMC9zJ07V3369NGpU6fk4eFhbz927JgKFSqkbdu2qUKFCs4rEACAu3BzdgEAAAB3Exsbq9OnT2vcuHF69dVXHQI3AAAZAWOqAADAA+vdd99ViRIllCtXLg0ePNjZ5QAAkGYMLwcAAAAAwCL0dAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgkf8HwkjzFhEJeOwAAAAASUVORK5CYII=\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Fraud rate per transaction type (%):\n",
            "type\n",
            "TRANSFER    0.95\n",
            "CASH_OUT    0.18\n",
            "CASH_IN     0.00\n",
            "DEBIT       0.00\n",
            "PAYMENT     0.00\n",
            "Name: isFraud, dtype: float64\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Insight:** The fraud rate by transaction type tells a much cleaner story than the raw count chart. TRANSFER and CASH_OUT are the only types where fraud actually occurs. PAYMENT, CASH_IN, and DEBIT show a fraud rate of exactly zero. This confirms what the bar chart showed earlier, but now with the actual probability rather than raw numbers.\n",
        "\n",
        "**Conclusion:** Fraud in this dataset is entirely channel-specific. A detection system that focuses exclusively on TRANSFER and CASH_OUT transactions will not miss a single fraud case — at least based on what this data shows."
      ],
      "metadata": {
        "id": "_M62cZH7mc12"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Research Question 4: How is fraud distributed across different transaction size ranges?\n",
        "# Binning transactions into size categories to see where fraud concentrates\n",
        "df['amount_bin'] = pd.cut(\n",
        "    df['amount'],\n",
        "    bins=[0, 1000, 10000, 100000, df['amount'].max()],\n",
        "    labels=['Small\\n(<1K)', 'Medium\\n(1K-10K)', 'Large\\n(10K-100K)', 'Very Large\\n(>100K)']\n",
        ")\n",
        "\n",
        "fraud_by_bin = df.groupby('amount_bin', observed=True)['isFraud'].agg(['sum', 'count'])\n",
        "fraud_by_bin['fraud_rate'] = (fraud_by_bin['sum'] / fraud_by_bin['count']) * 100\n",
        "\n",
        "plt.figure(figsize=(10, 6))\n",
        "fraud_by_bin['fraud_rate'].plot(\n",
        "    kind='bar',\n",
        "    color=['#2196F3', '#FF9800', '#F44336', '#9C27B0'],\n",
        "    edgecolor='black'\n",
        ")\n",
        "plt.title('Fraud Rate (%) by Transaction Amount Range')\n",
        "plt.xlabel('Amount Category')\n",
        "plt.ylabel('Fraud Rate (%)')\n",
        "plt.xticks(rotation=20)\n",
        "plt.tight_layout()\n",
        "\n",
        "os.makedirs('plots', exist_ok=True)\n",
        "plt.savefig('plots/q4_fraud_by_amount_range.png', dpi=150, bbox_inches='tight')\n",
        "plt.show()\n",
        "\n",
        "print('Fraud distribution by amount range:')\n",
        "print(fraud_by_bin[['sum', 'count', 'fraud_rate']].round(2))"
      ],
      "metadata": {
        "id": "5diQ4kRlmc6z",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 726
        },
        "outputId": "192c36c3-4b7b-4a12-aa4c-3d268b17a147"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Fraud distribution by amount range:\n",
            "                     sum  count  fraud_rate\n",
            "amount_bin                                 \n",
            "Small\\n(<1K)           1   2239        0.04\n",
            "Medium\\n(1K-10K)       4  17842        0.02\n",
            "Large\\n(10K-100K)     29  35028        0.08\n",
            "Very Large\\n(>100K)  107  44693        0.24\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "a0e1136b"
      },
      "source": [
        "**Insight:** Fraud does not spread evenly across transaction sizes. The highest fraud rates appear in the large and very large buckets — transactions above 10,000. Small transactions are almost never fraudulent, which makes practical sense: the risk of detection is not worth taking for a small reward.\n",
        "\n",
        "**Conclusion:** Transaction size works as a natural risk stratifier. Very large transactions deserve automatic extra scrutiny, while small ones can be fast-tracked with lighter checks. This has real practical implications for any FinTech fraud prevention system trying to balance security with user experience."
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "<br><br><br>\n",
        "\n",
        "---\n",
        "\n",
        "<br><br><br>"
      ],
      "metadata": {
        "id": "zrIvgbNoIPU6"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Part 3: README file**\n",
        "\n",
        "1. Upload the dataset to HuggingFace.\n",
        "\n",
        "2. Upload your work (this notebook) as a `.ipynb` file your HF's Dataset.\n",
        "\n",
        "3. Create a `README` file in a Markdown format. This page should include the end result of your work. Meaning include the visualizations, Questions, Answers, insights, Decisions, and more.\n"
      ],
      "metadata": {
        "id": "TxKHPqppIPZT"
      }
    },
    {
      "cell_type": "markdown",
      "source": [],
      "metadata": {
        "id": "EfniaMYBK6sK"
      }
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "uLxQ5tJQK6xG"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [],
      "metadata": {
        "id": "0GnQN63RK61Q"
      }
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "euWXtGKHK65d"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "<br><br><br>\n",
        "\n",
        "---\n",
        "\n",
        "<br><br><br>"
      ],
      "metadata": {
        "id": "hkerNEsMIPbK"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Part 4: Presentation Video**\n",
        "\n",
        "- Record a brief video (2–3 minutes) with screen sharing of you walk through the HF's Dataset, README, notebook and sharing your process & results. Make sure to include a screen share while also recording yourself talking during the walk through.\n",
        "\n",
        "- Videos without your face talking while going ower your work wont be acceptable.\n",
        "\n",
        "- You should include:\n",
        "  - A quick dataset overview and your main goal.\n",
        "  - Key EDA steps and highlights of visual insights. (!)\n",
        "  - Reflections on any challenges and lessons learned.\n"
      ],
      "metadata": {
        "id": "mzYCO54GIPdP"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "> For help:\n",
        "> - Youtube [Watch this video](https://www.youtube.com/watch?v=DK7Z_nYhjjg)\n",
        "> - Loom [Watch this video](https://www.youtube.com/watch?v=eSCHNXTsJK8)\n",
        "> - Zoom [Watch this video](https://www.youtube.com/watch?v=njwbjFYCbGU)\n"
      ],
      "metadata": {
        "id": "si7mk6JgJurV"
      }
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "asKyjjGDK-GJ"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "Upload the video to the Dataset Repo, as a `MP4` file.\n",
        "\n",
        "Then include the video on the dataset README file, as follows:\n",
        "\n",
        "`<video src=\"...\" controls=\"controls\" style=\"max-width: 720px;\"></video>`\n",
        "\n"
      ],
      "metadata": {
        "id": "ksLgaMfri4gO"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Finally, attach the video to the begining of the `README` file, and make sure everything works."
      ],
      "metadata": {
        "id": "QJ8Rux_SY1JH"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# here is a simple example on including the video in the README: https://huggingface.co/miqudev/miqu-1-70b"
      ],
      "metadata": {
        "id": "5MBAwudTi366"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "<br><br><br>"
      ],
      "metadata": {
        "id": "hoLjb_ZrY2Nm"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Part 5: Moodle**"
      ],
      "metadata": {
        "id": "km5C5-WyjO3R"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Submit to Moodle the link to your HF's Dataset.**  \n",
        "\n",
        "> As the dataset already includes the video presentation, and the code notebook - we should haver everything there to examine.\n"
      ],
      "metadata": {
        "id": "Bx7dlp5xjT4r"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Link example: https://huggingface.co/datasets/ido_something/name_of_ds"
      ],
      "metadata": {
        "id": "WZcWV_6KbE9s"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "<iframe src=\"https://www.youtube.com/watch?v=eSCHNXTsJK8&list=PLi-p30WVfEiDw5I6xBGLPbowJJtjyu_b2&index=4&ab_channel=Loom\" frameborder=\"0\" allowfullscreen></iframe>\n"
      ],
      "metadata": {
        "id": "ZXm5K6q-KM0S"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "\n",
        "---\n",
        "\n",
        "Good luck and have fun exploring your first DS project!"
      ],
      "metadata": {
        "id": "rN8TJ_5oIPfm"
      }
    }
  ]
}