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  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "# Fraud Detection\n",
        "In this tutorial, we demonstrate how to use the classification capablity of EvaDB to detect fraud.\n",
        "<table align=\"left\">\n",
        "  <td>\n",
        "    <a target=\"_blank\" href=\"https://colab.research.google.com/github/georgia-tech-db/eva/blob/master/tutorials/16-homesale-forecasting.ipynb\"><img src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /> Run on Google Colab</a>\n",
        "  </td>\n",
        "  <td>\n",
        "    <a target=\"_blank\" href=\"https://github.com/cs1234500000/evadb/blob/staging/tutorials/16-homesale-forecasting.ipynb\"><img src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /> View source on GitHub</a>\n",
        "  </td>\n",
        "  <td>\n",
        "    <a target=\"_blank\" href=\"https://github.com/georgia-tech-db/eva/raw/master/tutorials/16-homesale-forecasting.ipynb\"><img src=\"https://www.tensorflow.org/images/download_logo_32px.png\" /> Download notebook</a>\n",
        "  </td>\n",
        "</table><br><br>"
      ],
      "metadata": {
        "id": "QjHMHmrUW0Vg"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Setup\n",
        "We first setup the backend postgres database and EvaDB to bring AI inside database systems."
      ],
      "metadata": {
        "id": "GHToaA_NKiHY"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Install and Launch the PostgreSQL Server"
      ],
      "metadata": {
        "id": "f1GutjuqECBh"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!apt -qq install postgresql\n",
        "!service postgresql start"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Z7PodOEEEDsQ",
        "outputId": "6313feb1-281e-493c-ad37-2337c9d2f1fe"
      },
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "The following additional packages will be installed:\n",
            "  libcommon-sense-perl libjson-perl libjson-xs-perl libtypes-serialiser-perl logrotate netbase\n",
            "  postgresql-14 postgresql-client-14 postgresql-client-common postgresql-common ssl-cert sysstat\n",
            "Suggested packages:\n",
            "  bsd-mailx | mailx postgresql-doc postgresql-doc-14 isag\n",
            "The following NEW packages will be installed:\n",
            "  libcommon-sense-perl libjson-perl libjson-xs-perl libtypes-serialiser-perl logrotate netbase\n",
            "  postgresql postgresql-14 postgresql-client-14 postgresql-client-common postgresql-common ssl-cert\n",
            "  sysstat\n",
            "0 upgraded, 13 newly installed, 0 to remove and 18 not upgraded.\n",
            "Need to get 18.3 MB of archives.\n",
            "After this operation, 51.5 MB of additional disk space will be used.\n",
            "Preconfiguring packages ...\n",
            "Selecting previously unselected package logrotate.\n",
            "(Reading database ... 120875 files and directories currently installed.)\n",
            "Preparing to unpack .../00-logrotate_3.19.0-1ubuntu1.1_amd64.deb ...\n",
            "Unpacking logrotate (3.19.0-1ubuntu1.1) ...\n",
            "Selecting previously unselected package netbase.\n",
            "Preparing to unpack .../01-netbase_6.3_all.deb ...\n",
            "Unpacking netbase (6.3) ...\n",
            "Selecting previously unselected package libcommon-sense-perl:amd64.\n",
            "Preparing to unpack .../02-libcommon-sense-perl_3.75-2build1_amd64.deb ...\n",
            "Unpacking libcommon-sense-perl:amd64 (3.75-2build1) ...\n",
            "Selecting previously unselected package libjson-perl.\n",
            "Preparing to unpack .../03-libjson-perl_4.04000-1_all.deb ...\n",
            "Unpacking libjson-perl (4.04000-1) ...\n",
            "Selecting previously unselected package libtypes-serialiser-perl.\n",
            "Preparing to unpack .../04-libtypes-serialiser-perl_1.01-1_all.deb ...\n",
            "Unpacking libtypes-serialiser-perl (1.01-1) ...\n",
            "Selecting previously unselected package libjson-xs-perl.\n",
            "Preparing to unpack .../05-libjson-xs-perl_4.030-1build3_amd64.deb ...\n",
            "Unpacking libjson-xs-perl (4.030-1build3) ...\n",
            "Selecting previously unselected package postgresql-client-common.\n",
            "Preparing to unpack .../06-postgresql-client-common_238_all.deb ...\n",
            "Unpacking postgresql-client-common (238) ...\n",
            "Selecting previously unselected package postgresql-client-14.\n",
            "Preparing to unpack .../07-postgresql-client-14_14.9-0ubuntu0.22.04.1_amd64.deb ...\n",
            "Unpacking postgresql-client-14 (14.9-0ubuntu0.22.04.1) ...\n",
            "Selecting previously unselected package ssl-cert.\n",
            "Preparing to unpack .../08-ssl-cert_1.1.2_all.deb ...\n",
            "Unpacking ssl-cert (1.1.2) ...\n",
            "Selecting previously unselected package postgresql-common.\n",
            "Preparing to unpack .../09-postgresql-common_238_all.deb ...\n",
            "Adding 'diversion of /usr/bin/pg_config to /usr/bin/pg_config.libpq-dev by postgresql-common'\n",
            "Unpacking postgresql-common (238) ...\n",
            "Selecting previously unselected package postgresql-14.\n",
            "Preparing to unpack .../10-postgresql-14_14.9-0ubuntu0.22.04.1_amd64.deb ...\n",
            "Unpacking postgresql-14 (14.9-0ubuntu0.22.04.1) ...\n",
            "Selecting previously unselected package postgresql.\n",
            "Preparing to unpack .../11-postgresql_14+238_all.deb ...\n",
            "Unpacking postgresql (14+238) ...\n",
            "Selecting previously unselected package sysstat.\n",
            "Preparing to unpack .../12-sysstat_12.5.2-2ubuntu0.2_amd64.deb ...\n",
            "Unpacking sysstat (12.5.2-2ubuntu0.2) ...\n",
            "Setting up logrotate (3.19.0-1ubuntu1.1) ...\n",
            "Created symlink /etc/systemd/system/timers.target.wants/logrotate.timer → /lib/systemd/system/logrotate.timer.\n",
            "Setting up libcommon-sense-perl:amd64 (3.75-2build1) ...\n",
            "Setting up ssl-cert (1.1.2) ...\n",
            "Setting up libtypes-serialiser-perl (1.01-1) ...\n",
            "Setting up libjson-perl (4.04000-1) ...\n",
            "Setting up netbase (6.3) ...\n",
            "Setting up sysstat (12.5.2-2ubuntu0.2) ...\n",
            "\n",
            "Creating config file /etc/default/sysstat with new version\n",
            "update-alternatives: using /usr/bin/sar.sysstat to provide /usr/bin/sar (sar) in auto mode\n",
            "Created symlink /etc/systemd/system/sysstat.service.wants/sysstat-collect.timer → /lib/systemd/system/sysstat-collect.timer.\n",
            "Created symlink /etc/systemd/system/sysstat.service.wants/sysstat-summary.timer → /lib/systemd/system/sysstat-summary.timer.\n",
            "Created symlink /etc/systemd/system/multi-user.target.wants/sysstat.service → /lib/systemd/system/sysstat.service.\n",
            "Setting up postgresql-client-common (238) ...\n",
            "Setting up libjson-xs-perl (4.030-1build3) ...\n",
            "Setting up postgresql-client-14 (14.9-0ubuntu0.22.04.1) ...\n",
            "update-alternatives: using /usr/share/postgresql/14/man/man1/psql.1.gz to provide /usr/share/man/man1/psql.1.gz (psql.1.gz) in auto mode\n",
            "Setting up postgresql-common (238) ...\n",
            "Adding user postgres to group ssl-cert\n",
            "\n",
            "Creating config file /etc/postgresql-common/createcluster.conf with new version\n",
            "Building PostgreSQL dictionaries from installed myspell/hunspell packages...\n",
            "Removing obsolete dictionary files:\n",
            "Created symlink /etc/systemd/system/multi-user.target.wants/postgresql.service → /lib/systemd/system/postgresql.service.\n",
            "Setting up postgresql-14 (14.9-0ubuntu0.22.04.1) ...\n",
            "Creating new PostgreSQL cluster 14/main ...\n",
            "/usr/lib/postgresql/14/bin/initdb -D /var/lib/postgresql/14/main --auth-local peer --auth-host scram-sha-256 --no-instructions\n",
            "The files belonging to this database system will be owned by user \"postgres\".\n",
            "This user must also own the server process.\n",
            "\n",
            "The database cluster will be initialized with locale \"en_US.UTF-8\".\n",
            "The default database encoding has accordingly been set to \"UTF8\".\n",
            "The default text search configuration will be set to \"english\".\n",
            "\n",
            "Data page checksums are disabled.\n",
            "\n",
            "fixing permissions on existing directory /var/lib/postgresql/14/main ... ok\n",
            "creating subdirectories ... ok\n",
            "selecting dynamic shared memory implementation ... posix\n",
            "selecting default max_connections ... 100\n",
            "selecting default shared_buffers ... 128MB\n",
            "selecting default time zone ... Etc/UTC\n",
            "creating configuration files ... ok\n",
            "running bootstrap script ... ok\n",
            "performing post-bootstrap initialization ... ok\n",
            "syncing data to disk ... ok\n",
            "update-alternatives: using /usr/share/postgresql/14/man/man1/postmaster.1.gz to provide /usr/share/man/man1/postmaster.1.gz (postmaster.1.gz) in auto mode\n",
            "invoke-rc.d: could not determine current runlevel\n",
            "invoke-rc.d: policy-rc.d denied execution of start.\n",
            "Setting up postgresql (14+238) ...\n",
            "Processing triggers for man-db (2.10.2-1) ...\n",
            " * Starting PostgreSQL 14 database server\n",
            "   ...done.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Create User and Database"
      ],
      "metadata": {
        "id": "hfBwvBTfEWIR"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!sudo -u postgres psql -c \"CREATE USER eva WITH SUPERUSER PASSWORD 'password'\"\n",
        "!sudo -u postgres psql -c \"CREATE DATABASE evadb\""
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "UrlfWZOkEa4V",
        "outputId": "5260e0f4-9623-4630-d22b-624ebd940db5"
      },
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "CREATE ROLE\n",
            "CREATE DATABASE\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "###Prettify  Output"
      ],
      "metadata": {
        "id": "H2m43vfZE8x6"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import warnings\n",
        "warnings.filterwarnings(\"ignore\")\n",
        "\n",
        "from IPython.core.display import display, HTML\n",
        "def pretty_print(df):\n",
        "    return display(HTML( df.to_html().replace(\"\\\\n\",\"<br>\")))"
      ],
      "metadata": {
        "id": "EZf65ZkcFIX7"
      },
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Install EvaDB\n",
        "\n",
        "We install EvaDB with extra postgres and forecasting dependency."
      ],
      "metadata": {
        "id": "CpYS09iMEhaT"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "%pip install --quiet \"evadb[postgres,ludwig]\"\n",
        "\n",
        "import evadb\n",
        "cursor = evadb.connect().cursor()"
      ],
      "metadata": {
        "id": "NoAykveeElqm",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "0a891a24-2b58-464d-dd49-3cd62fc6f8dd"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
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            "\u001b[?25h  Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n",
            "  Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n",
            "  Preparing metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
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            "\u001b[?25h  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.3/1.3 MB\u001b[0m \u001b[31m81.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
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            "\u001b[?25h  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m4.3/4.3 MB\u001b[0m \u001b[31m76.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
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            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m295.0/295.0 kB\u001b[0m \u001b[31m25.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.3/1.3 MB\u001b[0m \u001b[31m79.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m11.3/11.3 MB\u001b[0m \u001b[31m94.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m548.2/548.2 kB\u001b[0m \u001b[31m47.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m79.8/79.8 kB\u001b[0m \u001b[31m10.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m62.5/62.5 kB\u001b[0m \u001b[31m5.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m468.9/468.9 kB\u001b[0m \u001b[31m43.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m67.0/67.0 kB\u001b[0m \u001b[31m6.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m58.3/58.3 kB\u001b[0m \u001b[31m7.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25h  Building wheel for deepspeed (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Building wheel for gpustat (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
            "  Building wheel for GPUtil (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Building wheel for ludwig (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
            "  Building wheel for sacremoses (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
            "distributed 2023.8.1 requires dask==2023.8.1, but you have dask 2023.3.2 which is incompatible.\u001b[0m\u001b[31m\n",
            "\u001b[0m"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Downloading: \"http://ml.cs.tsinghua.edu.cn/~chenxi/pytorch-models/mnist-b07bb66b.pth\" to /root/.cache/torch/hub/checkpoints/mnist-b07bb66b.pth\n",
            "100%|██████████| 1.03M/1.03M [00:01<00:00, 871kB/s]\n",
            "Downloading: \"https://download.pytorch.org/models/fasterrcnn_resnet50_fpn_coco-258fb6c6.pth\" to /root/.cache/torch/hub/checkpoints/fasterrcnn_resnet50_fpn_coco-258fb6c6.pth\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Prepare Data\n",
        "We then prepara the dataset used in this fraud detection use case."
      ],
      "metadata": {
        "id": "mUN-rlV8LHxN"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Create Data Source in EvaDB\n",
        "We use data source to connect EvaDB directly to underlying database systems like Postgres."
      ],
      "metadata": {
        "id": "nKwAY9eMFoc8"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "params = {\n",
        "    \"user\": \"eva\",\n",
        "    \"password\": \"password\",\n",
        "    \"host\": \"localhost\",\n",
        "    \"port\": \"5432\",\n",
        "    \"database\": \"evadb\",\n",
        "}\n",
        "query = f\"CREATE DATABASE postgres_data WITH ENGINE = 'postgres', PARAMETERS = {params};\"\n",
        "cursor.query(query).df()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
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              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
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              "          + ' to learn more about interactive tables.';\n",
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            ]
          },
          "metadata": {},
          "execution_count": 5
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      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Load the Datasets\n",
        "We load the [Credit Card Fraud Detection](https://www.kaggle.com/datasets/shubhamjoshi2130of/abstract-data-set-for-credit-card-fraud-detection?resource=download) into our PostgreSQL database.\n",
        "\n",
        "This command will download the credit card fraud dataset from Kaggle after data cleaning.\n",
        "The creditcard_fraud dataset contains over 3K records with 11 features and a binary label indicating whether a transaction was fraudulent or not."
      ],
      "metadata": {
        "id": "Lwls48NQJb6G"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!mkdir -p content\n",
        "!wget -qnc -O /content/creditcard_fraud.csv https://www.dropbox.com/scl/fi/fhaqbg3la10g7wkr38wtx/creditcard.csv?rlkey=vwc69xhn8845cqhykuplbrdok&dl=0"
      ],
      "metadata": {
        "id": "msbHcP_xJpFV"
      },
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
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        "cursor.query(\"\"\"\n",
        "  USE postgres_data {\n",
        "    CREATE TABLE IF NOT EXISTS creditcard_fraud (\n",
        "      merchant_id VARCHAR(64),\n",
        "      avg_amount FLOAT,\n",
        "      transaction_amount FLOAT,\n",
        "      is_declined INTEGER,\n",
        "      total_declines INTEGER,\n",
        "      is_foreign INTEGER,\n",
        "      is_high_risk_country INTEGER,\n",
        "      daily_chargeback_avg_amt FLOAT,\n",
        "      six_month_avg_chbk_amt FLOAT,\n",
        "      six_month_chbk_freq INTEGER,\n",
        "      is_fraudulent INTEGER\n",
        "    )\n",
        "  }\n",
        "\"\"\").df()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 80
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        "id": "3AVMwk0V1iuo",
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    {
      "cell_type": "code",
      "source": [
        "cursor.query(\"\"\"\n",
        "  USE postgres_data {\n",
        "    COPY creditcard_fraud\n",
        "    FROM '/content/creditcard_fraud.csv'\n",
        "    DELIMITER ',' CSV HEADER\n",
        "  }\n",
        "\"\"\").df()"
      ],
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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",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
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            ]
          },
          "metadata": {},
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Preview the Data\n",
        "The `creditcard_fraud` table contains 11 columns.\n",
        "- merchant_id: merchant ID\n",
        "- avg_amount: average amount/transaction/day\n",
        "- transaction_amount: transaction amount\n",
        "- is_declined: is declined(1) or not(0)\n",
        "- total_declines: total number of declines/day\n",
        "- is_foreign: is foreign(1) or not(0)\n",
        "- is_high_risk_country: is high risk country(1) or not(0)\n",
        "- daily_chargeback_avg_amt: daily chargeback average amount\n",
        "- six_month_avg_chbk_amt: six month average chargeback average amount\n",
        "- six_month_chbk_freq: six month chargeback frequency\n",
        "- is_fraudulent: is fraudulent(1) or not(0)"
      ],
      "metadata": {
        "id": "vKXHBLtxNsbg"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "cursor.query(\"SELECT * FROM postgres_data.creditcard_fraud LIMIT 5\").df()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 224
        },
        "id": "20_IEby7N1Pe",
        "outputId": "890a59de-b8a2-4c3e-a617-ce3cde74ad72"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   creditcard_fraud.is_fraudulent  creditcard_fraud.avg_amount  \\\n",
              "0                               1                        100.0   \n",
              "1                               1                        100.0   \n",
              "2                               1                        185.5   \n",
              "3                               1                        185.5   \n",
              "4                               1                        500.0   \n",
              "\n",
              "   creditcard_fraud.transaction_amount  creditcard_fraud.is_declined  \\\n",
              "0                               3000.0                             0   \n",
              "1                               4300.0                             0   \n",
              "2                               4823.0                             1   \n",
              "3                               5008.5                             1   \n",
              "4                              26000.0                             0   \n",
              "\n",
              "   creditcard_fraud.total_declines  creditcard_fraud.is_foreign  \\\n",
              "0                                5                            1   \n",
              "1                                5                            1   \n",
              "2                                5                            0   \n",
              "3                                8                            0   \n",
              "4                                0                            1   \n",
              "\n",
              "   creditcard_fraud.is_high_risk_country  \\\n",
              "0                                      1   \n",
              "1                                      1   \n",
              "2                                      0   \n",
              "3                                      0   \n",
              "4                                      1   \n",
              "\n",
              "   creditcard_fraud.daily_chargeback_avg_amt  \\\n",
              "0                                        0.0   \n",
              "1                                        0.0   \n",
              "2                                        0.0   \n",
              "3                                        0.0   \n",
              "4                                      800.0   \n",
              "\n",
              "   creditcard_fraud.six_month_avg_chbk_amt  \\\n",
              "0                                      0.0   \n",
              "1                                      0.0   \n",
              "2                                      0.0   \n",
              "3                                      0.0   \n",
              "4                                    677.2   \n",
              "\n",
              "   creditcard_fraud.six_month_chbk_freq creditcard_fraud.merchant_id  \n",
              "0                                     0                   3160040998  \n",
              "1                                     0                   3160040998  \n",
              "2                                     0                   3160041896  \n",
              "3                                     0                   3160141996  \n",
              "4                                     6                   3160241992  "
            ],
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              "        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>creditcard_fraud.is_fraudulent</th>\n",
              "      <th>creditcard_fraud.avg_amount</th>\n",
              "      <th>creditcard_fraud.transaction_amount</th>\n",
              "      <th>creditcard_fraud.is_declined</th>\n",
              "      <th>creditcard_fraud.total_declines</th>\n",
              "      <th>creditcard_fraud.is_foreign</th>\n",
              "      <th>creditcard_fraud.is_high_risk_country</th>\n",
              "      <th>creditcard_fraud.daily_chargeback_avg_amt</th>\n",
              "      <th>creditcard_fraud.six_month_avg_chbk_amt</th>\n",
              "      <th>creditcard_fraud.six_month_chbk_freq</th>\n",
              "      <th>creditcard_fraud.merchant_id</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1</td>\n",
              "      <td>100.0</td>\n",
              "      <td>3000.0</td>\n",
              "      <td>0</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>3160040998</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1</td>\n",
              "      <td>100.0</td>\n",
              "      <td>4300.0</td>\n",
              "      <td>0</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>3160040998</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>1</td>\n",
              "      <td>185.5</td>\n",
              "      <td>4823.0</td>\n",
              "      <td>1</td>\n",
              "      <td>5</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>3160041896</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>1</td>\n",
              "      <td>185.5</td>\n",
              "      <td>5008.5</td>\n",
              "      <td>1</td>\n",
              "      <td>8</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>3160141996</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>1</td>\n",
              "      <td>500.0</td>\n",
              "      <td>26000.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>800.0</td>\n",
              "      <td>677.2</td>\n",
              "      <td>6</td>\n",
              "      <td>3160241992</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-e6c82a52-7607-464a-81e5-1c11837a2ecc')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      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",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-e6c82a52-7607-464a-81e5-1c11837a2ecc button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-e6c82a52-7607-464a-81e5-1c11837a2ecc');\n",
              "        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",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-6511154a-df72-4ae4-848e-dfa22e1fcebf\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-6511154a-df72-4ae4-848e-dfa22e1fcebf')\"\n",
              "            title=\"Suggest charts.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-6511154a-df72-4ae4-848e-dfa22e1fcebf button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Data Analysis with EvaDB"
      ],
      "metadata": {
        "id": "7DX411TFO-Lp"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "cursor.query(\"\"\"\n",
        "  SELECT AVG(avg_amount), AVG(six_month_avg_chbk_amt)\n",
        "  FROM postgres_data.creditcard_fraud\n",
        "  WHERE is_fraudulent = 0;\n",
        "\"\"\"\n",
        ").df()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 80
        },
        "id": "9akI0oAIh3qK",
        "outputId": "e9925643-dfc9-46b5-c461-b6d1543c9473"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   AVG.avg_amount  AVG.six_month_avg_chbk_amt\n",
              "0       512.19369                   15.824134"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-854fad92-5a6a-447a-a1ba-b9fef2f3144f\" 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>AVG.avg_amount</th>\n",
              "      <th>AVG.six_month_avg_chbk_amt</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>512.19369</td>\n",
              "      <td>15.824134</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-854fad92-5a6a-447a-a1ba-b9fef2f3144f')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      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",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-854fad92-5a6a-447a-a1ba-b9fef2f3144f button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-854fad92-5a6a-447a-a1ba-b9fef2f3144f');\n",
              "        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",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "cursor.query(\"\"\"\n",
        "  SELECT AVG(avg_amount), AVG(six_month_avg_chbk_amt)\n",
        "  FROM postgres_data.creditcard_fraud\n",
        "  WHERE is_fraudulent = 1;\n",
        "\"\"\"\n",
        ").df()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 80
        },
        "id": "bEgIx38ciXXJ",
        "outputId": "c4e74828-19e6-40cd-ed30-75c5cefc3776"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   AVG.avg_amount  AVG.six_month_avg_chbk_amt\n",
              "0      531.638032                  181.917187"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-952d2729-6ccc-4ee7-9965-dc08c5801c63\" 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>AVG.avg_amount</th>\n",
              "      <th>AVG.six_month_avg_chbk_amt</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>531.638032</td>\n",
              "      <td>181.917187</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-952d2729-6ccc-4ee7-9965-dc08c5801c63')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      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",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-952d2729-6ccc-4ee7-9965-dc08c5801c63 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-952d2729-6ccc-4ee7-9965-dc08c5801c63');\n",
              "        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",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Model Training with EvaDB\n",
        "\n",
        "We then use EvaDB to train a model to detect credit card frauds."
      ],
      "metadata": {
        "id": "xjlEsJHfilOS"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Train the Classification Model\n",
        "For this purpose, we harness the capabilities of the **ludwig** engine to train our classificationon model. We employ the automl feature to automatically determine the optimal hyperparameters. Keep in mind that TIME_LIMIT specifies the time budget allocated for the training process."
      ],
      "metadata": {
        "id": "hoLzadFlPOvh"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "cursor.query(\"\"\"\n",
        "  CREATE OR REPLACE FUNCTION CreditCardFraudDetection FROM\n",
        "  (SELECT * FROM postgres_data.creditcard_fraud)\n",
        "  TYPE Ludwig\n",
        "  Predict 'is_fraudulent'\n",
        "  TIME_LIMIT 3600;\n",
        "\"\"\").df()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "IFstPBI8UINv",
        "outputId": "d14918ef-6a77-46af-ef2d-e9eaf579bb0a"
      },
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/bitsandbytes/libbitsandbytes_cpu.so: undefined symbol: cadam32bit_grad_fp32\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Analyzing fields: 100%|██████████| 11/11 [00:00<00:00, 370.79it/s]\n",
            "2023-10-17 12:32:59,958\tINFO worker.py:1616 -- Started a local Ray instance. View the dashboard at \u001b[1m\u001b[32m127.0.0.1:8265 \u001b[39m\u001b[22m\n",
            "\u001b[2m\u001b[36m(_register pid=7216)\u001b[0m /usr/local/lib/python3.10/dist-packages/bitsandbytes/cextension.py:34: UserWarning: The installed version of bitsandbytes was compiled without GPU support. 8-bit optimizers, 8-bit multiplication, and GPU quantization are unavailable.\n",
            "\u001b[2m\u001b[36m(_register pid=7216)\u001b[0m   warn(\"The installed version of bitsandbytes was compiled without GPU support. \"\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[2m\u001b[36m(_register pid=7216)\u001b[0m /usr/local/lib/python3.10/dist-packages/bitsandbytes/libbitsandbytes_cpu.so: undefined symbol: cadam32bit_grad_fp32\n",
            "\u001b[2m\u001b[36m(_register pid=7216)\u001b[0m Created a temporary directory at /tmp/tmpl4k0zjlb\n",
            "\u001b[2m\u001b[36m(_register pid=7216)\u001b[0m Writing /tmp/tmpl4k0zjlb/_remote_module_non_scriptable.py\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\u001b[2m\u001b[36m(_register pid=7216)\u001b[0m 2023-10-17 12:33:23.304009: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n",
            "\u001b[2m\u001b[36m(_register pid=7216)\u001b[0m /usr/local/lib/python3.10/dist-packages/ray/tune/trainable/function_trainable.py:611: DeprecationWarning: `checkpoint_dir` in `func(config, checkpoint_dir)` is being deprecated. To save and load checkpoint in trainable functions, please use the `ray.air.session` API:\n",
            "\u001b[2m\u001b[36m(_register pid=7216)\u001b[0m \n",
            "\u001b[2m\u001b[36m(_register pid=7216)\u001b[0m from ray.air import session\n",
            "\u001b[2m\u001b[36m(_register pid=7216)\u001b[0m \n",
            "\u001b[2m\u001b[36m(_register pid=7216)\u001b[0m def train(config):\n",
            "\u001b[2m\u001b[36m(_register pid=7216)\u001b[0m     # ...\n",
            "\u001b[2m\u001b[36m(_register pid=7216)\u001b[0m     session.report({\"metric\": metric}, checkpoint=checkpoint)\n",
            "\u001b[2m\u001b[36m(_register pid=7216)\u001b[0m \n",
            "\u001b[2m\u001b[36m(_register pid=7216)\u001b[0m For more information please see https://docs.ray.io/en/latest/tune/api/trainable.html\n",
            "\u001b[2m\u001b[36m(_register pid=7216)\u001b[0m \n",
            "\u001b[2m\u001b[36m(_register pid=7216)\u001b[0m   warnings.warn(\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "<div class=\"tuneStatus\">\n",
              "  <div style=\"display: flex;flex-direction: row\">\n",
              "    <div style=\"display: flex;flex-direction: column;\">\n",
              "      <h3>Tune Status</h3>\n",
              "      <table>\n",
              "<tbody>\n",
              "<tr><td>Current time:</td><td>2023-10-17 12:44:29</td></tr>\n",
              "<tr><td>Running for: </td><td>00:11:04.41        </td></tr>\n",
              "<tr><td>Memory:      </td><td>3.1/12.7 GiB       </td></tr>\n",
              "</tbody>\n",
              "</table>\n",
              "    </div>\n",
              "    <div class=\"vDivider\"></div>\n",
              "    <div class=\"systemInfo\">\n",
              "      <h3>System Info</h3>\n",
              "      Using AsyncHyperBand: num_stopped=8<br>Bracket: Iter 1800.000: None | Iter 360.000: None | Iter 72.000: 0.9551569700241089<br>Logical resource usage: 0/2 CPUs, 0/0 GPUs\n",
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              "    \n",
              "  </div>\n",
              "  <div class=\"hDivider\"></div>\n",
              "  <div class=\"trialStatus\">\n",
              "    <h3>Trial Status</h3>\n",
              "    <table>\n",
              "<thead>\n",
              "<tr><th>Trial name    </th><th>status    </th><th>loc              </th><th style=\"text-align: right;\">  combiner.bn_momentum</th><th style=\"text-align: right;\">     combiner.bn_virtual_\n",
              "bs</th><th style=\"text-align: right;\">  combiner.num_steps</th><th style=\"text-align: right;\">  combiner.output_size</th><th style=\"text-align: right;\">    combiner.relaxation_\n",
              "factor</th><th style=\"text-align: right;\">  combiner.size</th><th style=\"text-align: right;\">  combiner.sparsity</th><th style=\"text-align: right;\">            trainer.learning_rat\n",
              "e</th><th style=\"text-align: right;\">     ...er.learning_rate_\n",
              "scheduler.decay_rate</th><th style=\"text-align: right;\">      ...r.learning_rate_s\n",
              "cheduler.decay_steps</th><th style=\"text-align: right;\">  iter</th><th style=\"text-align: right;\">  total time (s)</th><th style=\"text-align: right;\">  metric_score</th></tr>\n",
              "</thead>\n",
              "<tbody>\n",
              "<tr><td>trial_3be7f072</td><td>TERMINATED</td><td>172.28.0.12:7422 </td><td style=\"text-align: right;\">                  0.3 </td><td style=\"text-align: right;\">2048</td><td style=\"text-align: right;\">                   4</td><td style=\"text-align: right;\">                     8</td><td style=\"text-align: right;\">1  </td><td style=\"text-align: right;\">             32</td><td style=\"text-align: right;\">             0.0001</td><td style=\"text-align: right;\">0.000799724</td><td style=\"text-align: right;\">0.8 </td><td style=\"text-align: right;\">20000</td><td style=\"text-align: right;\">   101</td><td style=\"text-align: right;\">        243.351 </td><td style=\"text-align: right;\">      0.997456</td></tr>\n",
              "<tr><td>trial_a07d0ac1</td><td>TERMINATED</td><td>172.28.0.12:7548 </td><td style=\"text-align: right;\">                  0.2 </td><td style=\"text-align: right;\"> 256</td><td style=\"text-align: right;\">                   9</td><td style=\"text-align: right;\">                   128</td><td style=\"text-align: right;\">1  </td><td style=\"text-align: right;\">             32</td><td style=\"text-align: right;\">             0     </td><td style=\"text-align: right;\">0.000174588</td><td style=\"text-align: right;\">0.95</td><td style=\"text-align: right;\">  500</td><td style=\"text-align: right;\">    10</td><td style=\"text-align: right;\">         74.3622</td><td style=\"text-align: right;\">      0.95352 </td></tr>\n",
              "<tr><td>trial_824aa1a4</td><td>TERMINATED</td><td>172.28.0.12:8113 </td><td style=\"text-align: right;\">                  0.02</td><td style=\"text-align: right;\">1024</td><td style=\"text-align: right;\">                   3</td><td style=\"text-align: right;\">                     8</td><td style=\"text-align: right;\">1  </td><td style=\"text-align: right;\">              8</td><td style=\"text-align: right;\">             1e-06 </td><td style=\"text-align: right;\">0.000140605</td><td style=\"text-align: right;\">0.8 </td><td style=\"text-align: right;\">  500</td><td style=\"text-align: right;\">    32</td><td style=\"text-align: right;\">         72.8005</td><td style=\"text-align: right;\">      0.86989 </td></tr>\n",
              "<tr><td>trial_ed55a6db</td><td>TERMINATED</td><td>172.28.0.12:8638 </td><td style=\"text-align: right;\">                  0.2 </td><td style=\"text-align: right;\">1024</td><td style=\"text-align: right;\">                   7</td><td style=\"text-align: right;\">                    24</td><td style=\"text-align: right;\">2  </td><td style=\"text-align: right;\">              8</td><td style=\"text-align: right;\">             0.001 </td><td style=\"text-align: right;\">3.67484e-05</td><td style=\"text-align: right;\">0.95</td><td style=\"text-align: right;\"> 2000</td><td style=\"text-align: right;\">    15</td><td style=\"text-align: right;\">         72.4552</td><td style=\"text-align: right;\">      0.427311</td></tr>\n",
              "<tr><td>trial_4516b993</td><td>TERMINATED</td><td>172.28.0.12:8869 </td><td style=\"text-align: right;\">                  0.1 </td><td style=\"text-align: right;\"> 256</td><td style=\"text-align: right;\">                   5</td><td style=\"text-align: right;\">                    64</td><td style=\"text-align: right;\">1.5</td><td style=\"text-align: right;\">             64</td><td style=\"text-align: right;\">             0.0001</td><td style=\"text-align: right;\">6.27954e-05</td><td style=\"text-align: right;\">0.95</td><td style=\"text-align: right;\">  500</td><td style=\"text-align: right;\">    11</td><td style=\"text-align: right;\">         73.6509</td><td style=\"text-align: right;\">      0.86268 </td></tr>\n",
              "<tr><td>trial_bc07833a</td><td>TERMINATED</td><td>172.28.0.12:9161 </td><td style=\"text-align: right;\">                  0.4 </td><td style=\"text-align: right;\"> 256</td><td style=\"text-align: right;\">                   3</td><td style=\"text-align: right;\">                    16</td><td style=\"text-align: right;\">1.2</td><td style=\"text-align: right;\">             16</td><td style=\"text-align: right;\">             0.01  </td><td style=\"text-align: right;\">0.000120926</td><td style=\"text-align: right;\">0.9 </td><td style=\"text-align: right;\">  500</td><td style=\"text-align: right;\">    21</td><td style=\"text-align: right;\">         73.6034</td><td style=\"text-align: right;\">      0.743936</td></tr>\n",
              "<tr><td>trial_4d5cfd98</td><td>TERMINATED</td><td>172.28.0.12:9398 </td><td style=\"text-align: right;\">                  0.4 </td><td style=\"text-align: right;\"> 512</td><td style=\"text-align: right;\">                   5</td><td style=\"text-align: right;\">                    32</td><td style=\"text-align: right;\">2  </td><td style=\"text-align: right;\">              8</td><td style=\"text-align: right;\">             0     </td><td style=\"text-align: right;\">0.00014451 </td><td style=\"text-align: right;\">0.9 </td><td style=\"text-align: right;\">10000</td><td style=\"text-align: right;\">    15</td><td style=\"text-align: right;\">         73.3306</td><td style=\"text-align: right;\">      0.783885</td></tr>\n",
              "<tr><td>trial_48649400</td><td>TERMINATED</td><td>172.28.0.12:9686 </td><td style=\"text-align: right;\">                  0.1 </td><td style=\"text-align: right;\">4096</td><td style=\"text-align: right;\">                   7</td><td style=\"text-align: right;\">                    24</td><td style=\"text-align: right;\">1.5</td><td style=\"text-align: right;\">             64</td><td style=\"text-align: right;\">             0     </td><td style=\"text-align: right;\">3.27468e-05</td><td style=\"text-align: right;\">0.95</td><td style=\"text-align: right;\"> 8000</td><td style=\"text-align: right;\">    10</td><td style=\"text-align: right;\">         74.1629</td><td style=\"text-align: right;\">      0.751908</td></tr>\n",
              "<tr><td>trial_4b5f8d3c</td><td>TERMINATED</td><td>172.28.0.12:9934 </td><td style=\"text-align: right;\">                  0.2 </td><td style=\"text-align: right;\"> 256</td><td style=\"text-align: right;\">                   3</td><td style=\"text-align: right;\">                    16</td><td style=\"text-align: right;\">1.2</td><td style=\"text-align: right;\">             64</td><td style=\"text-align: right;\">             0.001 </td><td style=\"text-align: right;\">0.0003595  </td><td style=\"text-align: right;\">0.8 </td><td style=\"text-align: right;\">  500</td><td style=\"text-align: right;\">   101</td><td style=\"text-align: right;\">        183.528 </td><td style=\"text-align: right;\">      0.998134</td></tr>\n",
              "<tr><td>trial_c6b697f5</td><td>TERMINATED</td><td>172.28.0.12:10205</td><td style=\"text-align: right;\">                  0.2 </td><td style=\"text-align: right;\"> 512</td><td style=\"text-align: right;\">                   9</td><td style=\"text-align: right;\">                    16</td><td style=\"text-align: right;\">1  </td><td style=\"text-align: right;\">             24</td><td style=\"text-align: right;\">             0.001 </td><td style=\"text-align: right;\">2.19031e-05</td><td style=\"text-align: right;\">0.9 </td><td style=\"text-align: right;\">10000</td><td style=\"text-align: right;\">    11</td><td style=\"text-align: right;\">         75.4329</td><td style=\"text-align: right;\">      0.231383</td></tr>\n",
              "</tbody>\n",
              "</table>\n",
              "  </div>\n",
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              "<style>\n",
              ".tuneStatus {\n",
              "  color: var(--jp-ui-font-color1);\n",
              "}\n",
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              ".tuneStatus td {\n",
              "  white-space: nowrap;\n",
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          "text": [
            "\u001b[2m\u001b[36m(pid=7422)\u001b[0m /usr/local/lib/python3.10/dist-packages/bitsandbytes/libbitsandbytes_cpu.so: undefined symbol: cadam32bit_grad_fp32\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\u001b[2m\u001b[36m(pid=7422)\u001b[0m /usr/local/lib/python3.10/dist-packages/bitsandbytes/cextension.py:34: UserWarning: The installed version of bitsandbytes was compiled without GPU support. 8-bit optimizers, 8-bit multiplication, and GPU quantization are unavailable.\n",
            "\u001b[2m\u001b[36m(pid=7422)\u001b[0m   warn(\"The installed version of bitsandbytes was compiled without GPU support. \"\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[2m\u001b[36m(pid=7422)\u001b[0m Created a temporary directory at /tmp/tmpm2_qk_j3\n",
            "\u001b[2m\u001b[36m(pid=7422)\u001b[0m Writing /tmp/tmpm2_qk_j3/_remote_module_non_scriptable.py\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\u001b[2m\u001b[36m(pid=7422)\u001b[0m 2023-10-17 12:33:43.709122: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n",
            "\u001b[2m\u001b[36m(run_experiment_trial pid=7422)\u001b[0m /usr/local/lib/python3.10/dist-packages/ludwig/schema/model_types/utils.py:242: UserWarning: Can't utilize `early_stop` while using a hyperopt scheduler. Setting early stop to -1.\n",
            "\u001b[2m\u001b[36m(run_experiment_trial pid=7422)\u001b[0m   warnings.warn(\"Can't utilize `early_stop` while using a hyperopt scheduler. Setting early stop to -1.\")\n",
            "\u001b[2m\u001b[36m(pid=7548)\u001b[0m /usr/local/lib/python3.10/dist-packages/bitsandbytes/cextension.py:34: UserWarning: The installed version of bitsandbytes was compiled without GPU support. 8-bit optimizers, 8-bit multiplication, and GPU quantization are unavailable.\n",
            "\u001b[2m\u001b[36m(pid=7548)\u001b[0m   warn(\"The installed version of bitsandbytes was compiled without GPU support. \"\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[2m\u001b[36m(pid=7548)\u001b[0m /usr/local/lib/python3.10/dist-packages/bitsandbytes/libbitsandbytes_cpu.so: undefined symbol: cadam32bit_grad_fp32\n",
            "\u001b[2m\u001b[36m(pid=7548)\u001b[0m Created a temporary directory at /tmp/tmp0l9rx458\n",
            "\u001b[2m\u001b[36m(pid=7548)\u001b[0m Writing /tmp/tmp0l9rx458/_remote_module_non_scriptable.py\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\u001b[2m\u001b[36m(pid=7548)\u001b[0m 2023-10-17 12:34:16.000164: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n"
          ]
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        {
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          "data": {
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              "<IPython.core.display.HTML object>"
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            "text/html": [
              "<div class=\"trialProgress\">\n",
              "  <h3>Trial Progress</h3>\n",
              "  <table>\n",
              "<thead>\n",
              "<tr><th>Trial name    </th><th>date               </th><th>done  </th><th>eval_stats                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            </th><th>experiment_tag                                                                                                                                                                                                                                                                                                    </th><th>hostname    </th><th style=\"text-align: right;\">  iterations_since_restore</th><th style=\"text-align: right;\">  metric_score</th><th>node_ip    </th><th>parameters                                                                                                                                                                                                                                                                                                                                                     </th><th style=\"text-align: right;\">  pid</th><th style=\"text-align: right;\">  time_since_restore</th><th style=\"text-align: right;\">  time_this_iter_s</th><th style=\"text-align: right;\">  time_total_s</th><th style=\"text-align: right;\">  timestamp</th><th style=\"text-align: right;\">  training_iteration</th><th>training_stats                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              </th><th>trial_dir                                       </th><th>trial_id  </th></tr>\n",
              "</thead>\n",
              "<tbody>\n",
              "<tr><td>trial_3be7f072</td><td>2023-10-17_12-37-48</td><td>True  </td><td>{&quot;is_fraudulent&quot;: {&quot;loss&quot;: 0.04976571723818779, &quot;precision&quot;: 0.9333333373069763, &quot;recall&quot;: 0.9333333373069763, &quot;roc_auc&quot;: 0.9974554777145386, &quot;specificity&quot;: 0.9885495901107788, &quot;accuracy&quot;: 0.9804560542106628, &quot;confusion_matrix&quot;: [[259, 3], [3, 42]], &quot;overall_stats&quot;: {&quot;token_accuracy&quot;: 0.9804560260586319, &quot;avg_precision_macro&quot;: 0.9609414758269721, &quot;avg_recall_macro&quot;: 0.9609414758269721, &quot;avg_f1_score_macro&quot;: 0.9609414758269721, &quot;avg_precision_micro&quot;: 0.9804560260586319, &quot;avg_recall_micro&quot;: 0.9804560260586319, &quot;avg_f1_score_micro&quot;: 0.9804560260586319, &quot;avg_precision_weighted&quot;: 0.9804560260586319, &quot;avg_recall_weighted&quot;: 0.9804560260586319, &quot;avg_f1_score_weighted&quot;: 0.9804560260586319, &quot;kappa_score&quot;: 0.921882951653944}, &quot;per_class_stats&quot;: {&quot;False&quot;: {&quot;true_positives&quot;: 259, &quot;true_negatives&quot;: 42, &quot;false_positives&quot;: 3, &quot;false_negatives&quot;: 3, &quot;true_positive_rate&quot;: 0.9885496183206107, &quot;true_negative_rate&quot;: 0.9333333333333333, &quot;positive_predictive_value&quot;: 0.9885496183206107, &quot;negative_predictive_value&quot;: 0.9333333333333333, &quot;false_negative_rate&quot;: 0.011450381679389277, &quot;false_positive_rate&quot;: 0.06666666666666665, &quot;false_discovery_rate&quot;: 0.011450381679389277, &quot;false_omission_rate&quot;: 0.06666666666666665, &quot;accuracy&quot;: 0.9804560260586319, &quot;precision&quot;: 0.9885496183206107, &quot;recall&quot;: 0.9885496183206107, &quot;f1_score&quot;: 0.9885496183206107, &quot;sensitivity&quot;: 0.9885496183206107, &quot;specificity&quot;: 0.9333333333333333, &quot;hit_rate&quot;: 0.9885496183206107, &quot;miss_rate&quot;: 0.011450381679389277, &quot;fall_out&quot;: 0.06666666666666665, &quot;matthews_correlation_coefficient&quot;: 0.9218829516539441, &quot;informedness&quot;: 0.9218829516539442, &quot;markedness&quot;: 0.9218829516539442}, &quot;True&quot;: {&quot;true_positives&quot;: 42, &quot;true_negatives&quot;: 259, &quot;false_positives&quot;: 3, &quot;false_negatives&quot;: 3, &quot;true_positive_rate&quot;: 0.9333333333333333, &quot;true_negative_rate&quot;: 0.9885496183206107, &quot;positive_predictive_value&quot;: 0.9333333333333333, &quot;negative_predictive_value&quot;: 0.9885496183206107, &quot;false_negative_rate&quot;: 0.06666666666666665, &quot;false_positive_rate&quot;: 0.011450381679389277, &quot;false_discovery_rate&quot;: 0.06666666666666665, &quot;false_omission_rate&quot;: 0.011450381679389277, &quot;accuracy&quot;: 0.9804560260586319, &quot;precision&quot;: 0.9333333333333333, &quot;recall&quot;: 0.9333333333333333, &quot;f1_score&quot;: 0.9333333333333333, &quot;sensitivity&quot;: 0.9333333333333333, &quot;specificity&quot;: 0.9885496183206107, &quot;hit_rate&quot;: 0.9333333333333333, &quot;miss_rate&quot;: 0.06666666666666665, &quot;fall_out&quot;: 0.011450381679389277, &quot;matthews_correlation_coefficient&quot;: 0.9218829516539441, &quot;informedness&quot;: 0.9218829516539442, &quot;markedness&quot;: 0.9218829516539442}}, &quot;roc_curve&quot;: {&quot;false_positive_rate&quot;: [0.0, 0.0, 0.0, 0.0, 0.007633587786259542, 0.007633587786259542, 0.011450381679389313, 0.011450381679389313, 0.015267175572519083, 0.015267175572519083, 0.030534351145038167, 0.030534351145038167, 1.0], &quot;true_positive_rate&quot;: [0.0, 0.022222222222222223, 0.7333333333333333, 0.8, 0.8, 0.8666666666666667, 0.8666666666666667, 0.9555555555555556, 0.9555555555555556, 0.9777777777777777, 0.9777777777777777, 1.0, 1.0]}, &quot;roc_auc_macro&quot;: 0.9974554707379134, &quot;roc_auc_micro&quot;: 0.9974554707379134, &quot;precision_recall_curve&quot;: {&quot;precisions&quot;: [0.1465798045602606, 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                                                                                                                       </td><td>1_combiner_bn_momentum=0.3000,combiner_bn_virtual_bs=2048,combiner_num_steps=4,combiner_output_size=8,combiner_relaxation_factor=1.0000,combiner_size=32,combiner_sparsity=0.0001,trainer_learning_rate=0.0008,trainer_learning_rate_scheduler_decay_rate=0.8000,trainer_learning_rate_scheduler_decay_steps=20000</td><td>a3c5a0cf0e98</td><td style=\"text-align: right;\">                       101</td><td style=\"text-align: right;\">      0.997456</td><td>172.28.0.12</td><td>{&quot;trainer.learning_rate&quot;: 0.0007997244558867997, &quot;trainer.learning_rate_scheduler.decay_rate&quot;: 0.8, &quot;trainer.learning_rate_scheduler.decay_steps&quot;: 20000, &quot;combiner.size&quot;: 32, &quot;combiner.output_size&quot;: 8, &quot;combiner.num_steps&quot;: 4, &quot;combiner.relaxation_factor&quot;: 1.0, &quot;combiner.sparsity&quot;: 0.0001, 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                                                                                                                                                                            </td><td>                                                                                                                                                                                                                                                                                                                  </td><td>a3c5a0cf0e98</td><td style=\"text-align: right;\">                        11</td><td style=\"text-align: right;\">      0.86268 </td><td>172.28.0.12</td><td>{&quot;trainer.learning_rate&quot;: 6.279541845784063e-05, &quot;trainer.learning_rate_scheduler.decay_rate&quot;: 0.95, &quot;trainer.learning_rate_scheduler.decay_steps&quot;: 500, &quot;combiner.size&quot;: 64, &quot;combiner.output_size&quot;: 64, &quot;combiner.num_steps&quot;: 5, &quot;combiner.relaxation_factor&quot;: 1.5, 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              "<tr><td>trial_48649400</td><td>2023-10-17_12-41-53</td><td>True  </td><td>{}                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              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              "<tr><td>trial_4d5cfd98</td><td>2023-10-17_12-41-03</td><td>True  </td><td>{}                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    </td><td>                                                                                                                                                                                                                                                                                                                  </td><td>a3c5a0cf0e98</td><td style=\"text-align: right;\">                        15</td><td style=\"text-align: right;\">      0.783885</td><td>172.28.0.12</td><td>{&quot;trainer.learning_rate&quot;: 0.0001445097683570471, &quot;trainer.learning_rate_scheduler.decay_rate&quot;: 0.9, &quot;trainer.learning_rate_scheduler.decay_steps&quot;: 10000, &quot;combiner.size&quot;: 8, &quot;combiner.output_size&quot;: 32, &quot;combiner.num_steps&quot;: 5, &quot;combiner.relaxation_factor&quot;: 2.0, 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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           </td><td>/content/evadb_data/tmp/hyperopt/trial_4d5cfd98/</td><td>4d5cfd98  </td></tr>\n",
              "<tr><td>trial_824aa1a4</td><td>2023-10-17_12-37-07</td><td>True  </td><td>{}                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    </td><td>                                                                                                                                                                                                                                                                                                                  </td><td>a3c5a0cf0e98</td><td style=\"text-align: right;\">                        32</td><td style=\"text-align: right;\">      0.86989 </td><td>172.28.0.12</td><td>{&quot;trainer.learning_rate&quot;: 0.0001406053116661985, &quot;trainer.learning_rate_scheduler.decay_rate&quot;: 0.8, &quot;trainer.learning_rate_scheduler.decay_steps&quot;: 500, &quot;combiner.size&quot;: 8, &quot;combiner.output_size&quot;: 8, &quot;combiner.num_steps&quot;: 3, &quot;combiner.relaxation_factor&quot;: 1.0, 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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        </td><td>/content/evadb_data/tmp/hyperopt/trial_824aa1a4/</td><td>824aa1a4  </td></tr>\n",
              "<tr><td>trial_a07d0ac1</td><td>2023-10-17_12-35-32</td><td>True  </td><td>{}                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    </td><td>                                                                                                                                                                                                                                                                                                                  </td><td>a3c5a0cf0e98</td><td style=\"text-align: right;\">                        10</td><td style=\"text-align: right;\">      0.95352 </td><td>172.28.0.12</td><td>{&quot;trainer.learning_rate&quot;: 0.00017458803924011814, &quot;trainer.learning_rate_scheduler.decay_rate&quot;: 0.95, &quot;trainer.learning_rate_scheduler.decay_steps&quot;: 500, &quot;combiner.size&quot;: 32, &quot;combiner.output_size&quot;: 128, &quot;combiner.num_steps&quot;: 9, &quot;combiner.relaxation_factor&quot;: 1.0, 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              "<tr><td>trial_bc07833a</td><td>2023-10-17_12-40-18</td><td>True  </td><td>{}                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    </td><td>                                                                                                                                                                                                                                                                                                                  </td><td>a3c5a0cf0e98</td><td style=\"text-align: right;\">                        21</td><td style=\"text-align: right;\">      0.743936</td><td>172.28.0.12</td><td>{&quot;trainer.learning_rate&quot;: 0.0001209261498387506, &quot;trainer.learning_rate_scheduler.decay_rate&quot;: 0.9, &quot;trainer.learning_rate_scheduler.decay_steps&quot;: 500, &quot;combiner.size&quot;: 16, &quot;combiner.output_size&quot;: 16, &quot;combiner.num_steps&quot;: 3, &quot;combiner.relaxation_factor&quot;: 1.2, 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              "<tr><td>trial_c6b697f5</td><td>2023-10-17_12-43-32</td><td>True  </td><td>{}                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    </td><td>                                                                                                                                                                                                                                                                                                                  </td><td>a3c5a0cf0e98</td><td style=\"text-align: right;\">                        11</td><td style=\"text-align: right;\">      0.231383</td><td>172.28.0.12</td><td>{&quot;trainer.learning_rate&quot;: 2.1903123801684172e-05, &quot;trainer.learning_rate_scheduler.decay_rate&quot;: 0.9, &quot;trainer.learning_rate_scheduler.decay_steps&quot;: 10000, &quot;combiner.size&quot;: 24, &quot;combiner.output_size&quot;: 16, &quot;combiner.num_steps&quot;: 9, &quot;combiner.relaxation_factor&quot;: 1.0, 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            "\u001b[2m\u001b[36m(run_experiment_trial pid=7548)\u001b[0m /usr/local/lib/python3.10/dist-packages/ludwig/schema/model_types/utils.py:242: UserWarning: Can't utilize `early_stop` while using a hyperopt scheduler. Setting early stop to -1.\n",
            "\u001b[2m\u001b[36m(run_experiment_trial pid=7548)\u001b[0m   warnings.warn(\"Can't utilize `early_stop` while using a hyperopt scheduler. Setting early stop to -1.\")\n",
            "\u001b[2m\u001b[36m(pid=8113)\u001b[0m /usr/local/lib/python3.10/dist-packages/bitsandbytes/cextension.py:34: UserWarning: The installed version of bitsandbytes was compiled without GPU support. 8-bit optimizers, 8-bit multiplication, and GPU quantization are unavailable.\n",
            "\u001b[2m\u001b[36m(pid=8113)\u001b[0m   warn(\"The installed version of bitsandbytes was compiled without GPU support. \"\n"
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            "\u001b[2m\u001b[36m(pid=8113)\u001b[0m /usr/local/lib/python3.10/dist-packages/bitsandbytes/libbitsandbytes_cpu.so: undefined symbol: cadam32bit_grad_fp32\n",
            "\u001b[2m\u001b[36m(pid=8113)\u001b[0m Created a temporary directory at /tmp/tmpz3bbdhci\n",
            "\u001b[2m\u001b[36m(pid=8113)\u001b[0m Writing /tmp/tmpz3bbdhci/_remote_module_non_scriptable.py\n"
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          "name": "stderr",
          "text": [
            "\u001b[2m\u001b[36m(pid=8113)\u001b[0m 2023-10-17 12:35:53.257572: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n",
            "\u001b[2m\u001b[36m(run_experiment_trial pid=8113)\u001b[0m /usr/local/lib/python3.10/dist-packages/ludwig/schema/model_types/utils.py:242: UserWarning: Can't utilize `early_stop` while using a hyperopt scheduler. Setting early stop to -1.\n",
            "\u001b[2m\u001b[36m(run_experiment_trial pid=8113)\u001b[0m   warnings.warn(\"Can't utilize `early_stop` while using a hyperopt scheduler. Setting early stop to -1.\")\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[2m\u001b[36m(pid=8638)\u001b[0m /usr/local/lib/python3.10/dist-packages/bitsandbytes/libbitsandbytes_cpu.so: undefined symbol: cadam32bit_grad_fp32\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\u001b[2m\u001b[36m(pid=8638)\u001b[0m /usr/local/lib/python3.10/dist-packages/bitsandbytes/cextension.py:34: UserWarning: The installed version of bitsandbytes was compiled without GPU support. 8-bit optimizers, 8-bit multiplication, and GPU quantization are unavailable.\n",
            "\u001b[2m\u001b[36m(pid=8638)\u001b[0m   warn(\"The installed version of bitsandbytes was compiled without GPU support. \"\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[2m\u001b[36m(pid=8638)\u001b[0m Created a temporary directory at /tmp/tmpd7uikene\n",
            "\u001b[2m\u001b[36m(pid=8638)\u001b[0m Writing /tmp/tmpd7uikene/_remote_module_non_scriptable.py\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\u001b[2m\u001b[36m(pid=8638)\u001b[0m 2023-10-17 12:37:28.724260: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n",
            "\u001b[2m\u001b[36m(run_experiment_trial pid=8638)\u001b[0m /usr/local/lib/python3.10/dist-packages/ludwig/schema/model_types/utils.py:242: UserWarning: Can't utilize `early_stop` while using a hyperopt scheduler. Setting early stop to -1.\n",
            "\u001b[2m\u001b[36m(run_experiment_trial pid=8638)\u001b[0m   warnings.warn(\"Can't utilize `early_stop` while using a hyperopt scheduler. Setting early stop to -1.\")\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[2m\u001b[36m(pid=8869)\u001b[0m /usr/local/lib/python3.10/dist-packages/bitsandbytes/libbitsandbytes_cpu.so: undefined symbol: cadam32bit_grad_fp32\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\u001b[2m\u001b[36m(pid=8869)\u001b[0m /usr/local/lib/python3.10/dist-packages/bitsandbytes/cextension.py:34: UserWarning: The installed version of bitsandbytes was compiled without GPU support. 8-bit optimizers, 8-bit multiplication, and GPU quantization are unavailable.\n",
            "\u001b[2m\u001b[36m(pid=8869)\u001b[0m   warn(\"The installed version of bitsandbytes was compiled without GPU support. \"\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[2m\u001b[36m(pid=8869)\u001b[0m Created a temporary directory at /tmp/tmpwc1y3k62\n",
            "\u001b[2m\u001b[36m(pid=8869)\u001b[0m Writing /tmp/tmpwc1y3k62/_remote_module_non_scriptable.py\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\u001b[2m\u001b[36m(pid=8869)\u001b[0m 2023-10-17 12:38:12.662336: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n",
            "\u001b[2m\u001b[36m(run_experiment_trial pid=8869)\u001b[0m /usr/local/lib/python3.10/dist-packages/ludwig/schema/model_types/utils.py:242: UserWarning: Can't utilize `early_stop` while using a hyperopt scheduler. Setting early stop to -1.\n",
            "\u001b[2m\u001b[36m(run_experiment_trial pid=8869)\u001b[0m   warnings.warn(\"Can't utilize `early_stop` while using a hyperopt scheduler. Setting early stop to -1.\")\n",
            "\u001b[2m\u001b[36m(pid=9161)\u001b[0m /usr/local/lib/python3.10/dist-packages/bitsandbytes/cextension.py:34: UserWarning: The installed version of bitsandbytes was compiled without GPU support. 8-bit optimizers, 8-bit multiplication, and GPU quantization are unavailable.\n",
            "\u001b[2m\u001b[36m(pid=9161)\u001b[0m   warn(\"The installed version of bitsandbytes was compiled without GPU support. \"\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[2m\u001b[36m(pid=9161)\u001b[0m /usr/local/lib/python3.10/dist-packages/bitsandbytes/libbitsandbytes_cpu.so: undefined symbol: cadam32bit_grad_fp32\n",
            "\u001b[2m\u001b[36m(pid=9161)\u001b[0m Created a temporary directory at /tmp/tmpic7oxlhy\n",
            "\u001b[2m\u001b[36m(pid=9161)\u001b[0m Writing /tmp/tmpic7oxlhy/_remote_module_non_scriptable.py\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\u001b[2m\u001b[36m(pid=9161)\u001b[0m 2023-10-17 12:39:03.350205: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n",
            "\u001b[2m\u001b[36m(run_experiment_trial pid=9161)\u001b[0m /usr/local/lib/python3.10/dist-packages/ludwig/schema/model_types/utils.py:242: UserWarning: Can't utilize `early_stop` while using a hyperopt scheduler. Setting early stop to -1.\n",
            "\u001b[2m\u001b[36m(run_experiment_trial pid=9161)\u001b[0m   warnings.warn(\"Can't utilize `early_stop` while using a hyperopt scheduler. Setting early stop to -1.\")\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[2m\u001b[36m(pid=9398)\u001b[0m /usr/local/lib/python3.10/dist-packages/bitsandbytes/libbitsandbytes_cpu.so: undefined symbol: cadam32bit_grad_fp32\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\u001b[2m\u001b[36m(pid=9398)\u001b[0m /usr/local/lib/python3.10/dist-packages/bitsandbytes/cextension.py:34: UserWarning: The installed version of bitsandbytes was compiled without GPU support. 8-bit optimizers, 8-bit multiplication, and GPU quantization are unavailable.\n",
            "\u001b[2m\u001b[36m(pid=9398)\u001b[0m   warn(\"The installed version of bitsandbytes was compiled without GPU support. \"\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[2m\u001b[36m(pid=9398)\u001b[0m Created a temporary directory at /tmp/tmp843rpspq\n",
            "\u001b[2m\u001b[36m(pid=9398)\u001b[0m Writing /tmp/tmp843rpspq/_remote_module_non_scriptable.py\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\u001b[2m\u001b[36m(pid=9398)\u001b[0m 2023-10-17 12:39:48.686975: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n",
            "\u001b[2m\u001b[36m(run_experiment_trial pid=9398)\u001b[0m /usr/local/lib/python3.10/dist-packages/ludwig/schema/model_types/utils.py:242: UserWarning: Can't utilize `early_stop` while using a hyperopt scheduler. Setting early stop to -1.\n",
            "\u001b[2m\u001b[36m(run_experiment_trial pid=9398)\u001b[0m   warnings.warn(\"Can't utilize `early_stop` while using a hyperopt scheduler. Setting early stop to -1.\")\n",
            "\u001b[2m\u001b[36m(pid=9686)\u001b[0m /usr/local/lib/python3.10/dist-packages/bitsandbytes/cextension.py:34: UserWarning: The installed version of bitsandbytes was compiled without GPU support. 8-bit optimizers, 8-bit multiplication, and GPU quantization are unavailable.\n",
            "\u001b[2m\u001b[36m(pid=9686)\u001b[0m   warn(\"The installed version of bitsandbytes was compiled without GPU support. \"\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[2m\u001b[36m(pid=9686)\u001b[0m /usr/local/lib/python3.10/dist-packages/bitsandbytes/libbitsandbytes_cpu.so: undefined symbol: cadam32bit_grad_fp32\n",
            "\u001b[2m\u001b[36m(pid=9686)\u001b[0m Created a temporary directory at /tmp/tmpxprx2jxo\n",
            "\u001b[2m\u001b[36m(pid=9686)\u001b[0m Writing /tmp/tmpxprx2jxo/_remote_module_non_scriptable.py\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\u001b[2m\u001b[36m(pid=9686)\u001b[0m 2023-10-17 12:40:37.719953: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n",
            "\u001b[2m\u001b[36m(run_experiment_trial pid=9686)\u001b[0m /usr/local/lib/python3.10/dist-packages/ludwig/schema/model_types/utils.py:242: UserWarning: Can't utilize `early_stop` while using a hyperopt scheduler. Setting early stop to -1.\n",
            "\u001b[2m\u001b[36m(run_experiment_trial pid=9686)\u001b[0m   warnings.warn(\"Can't utilize `early_stop` while using a hyperopt scheduler. Setting early stop to -1.\")\n",
            "\u001b[2m\u001b[36m(pid=9934)\u001b[0m /usr/local/lib/python3.10/dist-packages/bitsandbytes/cextension.py:34: UserWarning: The installed version of bitsandbytes was compiled without GPU support. 8-bit optimizers, 8-bit multiplication, and GPU quantization are unavailable.\n",
            "\u001b[2m\u001b[36m(pid=9934)\u001b[0m   warn(\"The installed version of bitsandbytes was compiled without GPU support. \"\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[2m\u001b[36m(pid=9934)\u001b[0m /usr/local/lib/python3.10/dist-packages/bitsandbytes/libbitsandbytes_cpu.so: undefined symbol: cadam32bit_grad_fp32\n",
            "\u001b[2m\u001b[36m(pid=9934)\u001b[0m Created a temporary directory at /tmp/tmpk28d1lwe\n",
            "\u001b[2m\u001b[36m(pid=9934)\u001b[0m Writing /tmp/tmpk28d1lwe/_remote_module_non_scriptable.py\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\u001b[2m\u001b[36m(pid=9934)\u001b[0m 2023-10-17 12:41:23.833447: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n",
            "2023-10-17 12:41:36,590\tWARNING util.py:244 -- The `callbacks.on_trial_result` operation took 0.566 s, which may be a performance bottleneck.\n",
            "2023-10-17 12:41:36,602\tWARNING util.py:244 -- The `process_trial_result` operation took 0.580 s, which may be a performance bottleneck.\n",
            "2023-10-17 12:41:36,608\tWARNING util.py:244 -- Processing trial results took 0.585 s, which may be a performance bottleneck. Please consider reporting results less frequently to Ray Tune.\n",
            "2023-10-17 12:41:36,610\tWARNING util.py:244 -- The `process_trial_result` operation took 0.587 s, which may be a performance bottleneck.\n",
            "\u001b[2m\u001b[36m(run_experiment_trial pid=9934)\u001b[0m /usr/local/lib/python3.10/dist-packages/ludwig/schema/model_types/utils.py:242: UserWarning: Can't utilize `early_stop` while using a hyperopt scheduler. Setting early stop to -1.\n",
            "\u001b[2m\u001b[36m(run_experiment_trial pid=9934)\u001b[0m   warnings.warn(\"Can't utilize `early_stop` while using a hyperopt scheduler. Setting early stop to -1.\")\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[2m\u001b[36m(pid=10205)\u001b[0m /usr/local/lib/python3.10/dist-packages/bitsandbytes/libbitsandbytes_cpu.so: undefined symbol: cadam32bit_grad_fp32\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\u001b[2m\u001b[36m(pid=10205)\u001b[0m /usr/local/lib/python3.10/dist-packages/bitsandbytes/cextension.py:34: UserWarning: The installed version of bitsandbytes was compiled without GPU support. 8-bit optimizers, 8-bit multiplication, and GPU quantization are unavailable.\n",
            "\u001b[2m\u001b[36m(pid=10205)\u001b[0m   warn(\"The installed version of bitsandbytes was compiled without GPU support. \"\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[2m\u001b[36m(pid=10205)\u001b[0m Created a temporary directory at /tmp/tmph5opwmsb\n",
            "\u001b[2m\u001b[36m(pid=10205)\u001b[0m Writing /tmp/tmph5opwmsb/_remote_module_non_scriptable.py\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\u001b[2m\u001b[36m(pid=10205)\u001b[0m 2023-10-17 12:42:15.453278: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n",
            "\u001b[2m\u001b[36m(run_experiment_trial pid=10205)\u001b[0m /usr/local/lib/python3.10/dist-packages/ludwig/schema/model_types/utils.py:242: UserWarning: Can't utilize `early_stop` while using a hyperopt scheduler. Setting early stop to -1.\n",
            "\u001b[2m\u001b[36m(run_experiment_trial pid=10205)\u001b[0m   warnings.warn(\"Can't utilize `early_stop` while using a hyperopt scheduler. Setting early stop to -1.\")\n",
            "2023-10-17 12:43:26,865\tWARNING util.py:244 -- The `callbacks.on_trial_result` operation took 0.681 s, which may be a performance bottleneck.\n",
            "2023-10-17 12:43:26,874\tWARNING util.py:244 -- The `process_trial_result` operation took 0.690 s, which may be a performance bottleneck.\n",
            "2023-10-17 12:43:26,883\tWARNING util.py:244 -- Processing trial results took 0.698 s, which may be a performance bottleneck. Please consider reporting results less frequently to Ray Tune.\n",
            "2023-10-17 12:43:26,887\tWARNING util.py:244 -- The `process_trial_result` operation took 0.702 s, which may be a performance bottleneck.\n",
            "2023-10-17 12:43:27,473\tWARNING util.py:244 -- The `callbacks.on_trial_result` operation took 0.503 s, which may be a performance bottleneck.\n",
            "2023-10-17 12:43:27,478\tWARNING util.py:244 -- The `process_trial_result` operation took 0.508 s, which may be a performance bottleneck.\n",
            "2023-10-17 12:43:27,482\tWARNING util.py:244 -- Processing trial results took 0.512 s, which may be a performance bottleneck. Please consider reporting results less frequently to Ray Tune.\n",
            "2023-10-17 12:43:27,484\tWARNING util.py:244 -- The `process_trial_result` operation took 0.514 s, which may be a performance bottleneck.\n",
            "2023-10-17 12:44:29,463\tINFO tune.py:945 -- Total run time: 664.59 seconds (664.39 seconds for the tuning loop).\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
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              "                                                   0\n",
              "0  Function CreditCardFraudDetection added to the..."
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          },
          "metadata": {},
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Employ the Classification Model\n",
        "\n",
        "Following the model training, we proceed to employ the `CreditCardFraudDetection` model to make predictions for credit card frauds."
      ],
      "metadata": {
        "id": "AhItlDfBUHOo"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "cursor.query(\"\"\"\n",
        "  SELECT CreditCardFraudDetection(*) FROM postgres_data.creditcard_fraud LIMIT 10;\n",
        "  \"\"\"\n",
        ").df()"
      ],
      "metadata": {
        "colab": {
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          "height": 600,
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        "outputId": "ddfe9529-0031-4a9f-ff39-81bf210167f8"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\u001b[2m\u001b[36m(dask:('normalize-ec8cf085515cddd6ca694dc33d325a6d', 0) pid=11479)\u001b[0m /usr/local/lib/python3.10/dist-packages/bitsandbytes/cextension.py:34: UserWarning: The installed version of bitsandbytes was compiled without GPU support. 8-bit optimizers, 8-bit multiplication, and GPU quantization are unavailable.\n",
            "\u001b[2m\u001b[36m(dask:('normalize-ec8cf085515cddd6ca694dc33d325a6d', 0) pid=11479)\u001b[0m   warn(\"The installed version of bitsandbytes was compiled without GPU support. \"\n"
          ]
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        {
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          "name": "stdout",
          "text": [
            "\u001b[2m\u001b[36m(dask:('normalize-ec8cf085515cddd6ca694dc33d325a6d', 0) pid=11479)\u001b[0m /usr/local/lib/python3.10/dist-packages/bitsandbytes/libbitsandbytes_cpu.so: undefined symbol: cadam32bit_grad_fp32\n"
          ]
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          "text": [
            "2023-10-17 12:46:27,913\tINFO streaming_executor.py:83 -- Executing DAG InputDataBuffer[Input] -> ActorPoolMapOperator[MapBatches(BatchInferModel)]\n",
            "2023-10-17 12:46:27,920\tINFO streaming_executor.py:84 -- Execution config: ExecutionOptions(resource_limits=ExecutionResources(cpu=None, gpu=None, object_store_memory=None), locality_with_output=False, preserve_order=False, actor_locality_enabled=True, verbose_progress=False)\n",
            "2023-10-17 12:46:28,011\tINFO actor_pool_map_operator.py:99 -- MapBatches(BatchInferModel): Waiting for 1 pool actors to start...\n"
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              "Running 0:   0%|          | 0/1 [00:00<?, ?it/s]"
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            "\u001b[2m\u001b[36m(MapWorker(MapBatches(BatchInferModel)) pid=11604)\u001b[0m Created a temporary directory at /tmp/tmpm1yfsz1r\n",
            "\u001b[2m\u001b[36m(MapWorker(MapBatches(BatchInferModel)) pid=11604)\u001b[0m Writing /tmp/tmpm1yfsz1r/_remote_module_non_scriptable.py\n",
            "\u001b[2m\u001b[36m(MapWorker(MapBatches(BatchInferModel)) pid=11604)\u001b[0m /usr/local/lib/python3.10/dist-packages/bitsandbytes/libbitsandbytes_cpu.so: undefined symbol: cadam32bit_grad_fp32\n"
          ]
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        {
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          "name": "stderr",
          "text": [
            "\u001b[2m\u001b[36m(MapWorker(MapBatches(BatchInferModel)) pid=11604)\u001b[0m   warn(\"The installed version of bitsandbytes was compiled without GPU support. \"\n",
            "\u001b[2m\u001b[36m(MapWorker(MapBatches(BatchInferModel)) pid=11604)\u001b[0m   warn(\"The installed version of bitsandbytes was compiled without GPU support. \"\n",
            "2023-10-17 12:46:45,616\tINFO streaming_executor.py:83 -- Executing DAG InputDataBuffer[Input] -> TaskPoolMapOperator[MapBatches(postprocess_batch)]\n",
            "2023-10-17 12:46:45,625\tINFO streaming_executor.py:84 -- Execution config: ExecutionOptions(resource_limits=ExecutionResources(cpu=None, gpu=None, object_store_memory=None), locality_with_output=False, preserve_order=False, actor_locality_enabled=True, verbose_progress=False)\n"
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              "Running 0:   0%|          | 0/1 [00:00<?, ?it/s]"
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          "metadata": {},
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    },
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      "cell_type": "markdown",
      "source": [
        "We have the option to utilize a `LATERAL JOIN` to compare the actual fraud in the creditcard_fraud dataset with the predicted fraud generated by the trained model, CreditCardFraudDetection."
      ],
      "metadata": {
        "id": "FT6lsZOJYF_N"
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        "df = cursor.query(\"\"\"\n",
        "  SELECT is_fraudulent, is_fraudulent_predictions\n",
        "  FROM postgres_data.creditcard_fraud\n",
        "  JOIN LATERAL CreditCardFraudDetection(*) AS Predicted(is_fraudulent_predictions);\n",
        "\"\"\").df()\n",
        "df"
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        {
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          "text": [
            "2023-10-17 12:57:06,840\tINFO streaming_executor.py:83 -- Executing DAG InputDataBuffer[Input] -> ActorPoolMapOperator[MapBatches(BatchInferModel)]\n",
            "2023-10-17 12:57:06,842\tINFO streaming_executor.py:84 -- Execution config: ExecutionOptions(resource_limits=ExecutionResources(cpu=None, gpu=None, object_store_memory=None), locality_with_output=False, preserve_order=False, actor_locality_enabled=True, verbose_progress=False)\n",
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              "Running 0:   0%|          | 0/1 [00:00<?, ?it/s]"
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            "\u001b[2m\u001b[36m(MapWorker(MapBatches(BatchInferModel)) pid=14685)\u001b[0m Created a temporary directory at /tmp/tmpuqhehv45\n",
            "\u001b[2m\u001b[36m(MapWorker(MapBatches(BatchInferModel)) pid=14685)\u001b[0m Writing /tmp/tmpuqhehv45/_remote_module_non_scriptable.py\n",
            "\u001b[2m\u001b[36m(MapWorker(MapBatches(BatchInferModel)) pid=14685)\u001b[0m /usr/local/lib/python3.10/dist-packages/bitsandbytes/libbitsandbytes_cpu.so: undefined symbol: cadam32bit_grad_fp32\n"
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            "\u001b[2m\u001b[36m(MapWorker(MapBatches(BatchInferModel)) pid=14685)\u001b[0m /usr/local/lib/python3.10/dist-packages/bitsandbytes/cextension.py:34: UserWarning: The installed version of bitsandbytes was compiled without GPU support. 8-bit optimizers, 8-bit multiplication, and GPU quantization are unavailable.\n",
            "\u001b[2m\u001b[36m(MapWorker(MapBatches(BatchInferModel)) pid=14685)\u001b[0m   warn(\"The installed version of bitsandbytes was compiled without GPU support. \"\n",
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            "text/plain": [
              "Running 0:   0%|          | 0/1 [00:00<?, ?it/s]"
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              "      creditcard_fraud.is_fraudulent  Predicted.is_fraudulent_predictions\n",
              "0                                  1                                 True\n",
              "1                                  1                                 True\n",
              "2                                  1                                 True\n",
              "3                                  1                                 True\n",
              "4                                  1                                 True\n",
              "...                              ...                                  ...\n",
              "3070                               0                                 True\n",
              "3071                               0                                False\n",
              "3072                               0                                False\n",
              "3073                               0                                False\n",
              "3074                               0                                False\n",
              "\n",
              "[3075 rows x 2 columns]"
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              "<p>3075 rows × 2 columns</p>\n",
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              "      spin 1s steps(1) infinite;\n",
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              "</div>\n",
              "    </div>\n",
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            ]
          },
          "metadata": {},
          "execution_count": 33
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Report"
      ],
      "metadata": {
        "id": "tu-xHO3etl0X"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import sklearn\n",
        "from sklearn.metrics import confusion_matrix, ConfusionMatrixDisplay, accuracy_score,classification_report"
      ],
      "metadata": {
        "id": "_VC_7QKYs3CM"
      },
      "execution_count": 65,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df[\"Predicted.is_fraudulent_predictions\"] = df[\"Predicted.is_fraudulent_predictions\"].astype(int)"
      ],
      "metadata": {
        "id": "is6gdLSOsImM"
      },
      "execution_count": 62,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "y_true = df.iloc[:, 0]\n",
        "y_pred = df.iloc[:, 1]\n",
        "cm = confusion_matrix(y_true, y_pred)\n",
        "cm_display = ConfusionMatrixDisplay(cm).plot()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 449
        },
        "id": "een6gP_lrxfu",
        "outputId": "35198d8e-3569-4a43-e476-deef3353205b"
      },
      "execution_count": 63,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# print the classification report\n",
        "print(classification_report(y_true, y_pred))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Avx7Ex2Iycst",
        "outputId": "1c691a1e-168c-4d01-def5-062aa03b2da8"
      },
      "execution_count": 69,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "              precision    recall  f1-score   support\n",
            "\n",
            "           0       0.99      1.00      0.99      2627\n",
            "           1       0.99      0.94      0.97       448\n",
            "\n",
            "    accuracy                           0.99      3075\n",
            "   macro avg       0.99      0.97      0.98      3075\n",
            "weighted avg       0.99      0.99      0.99      3075\n",
            "\n"
          ]
        }
      ]
    }
  ]
}