open_dlis_file.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "open_dlis_file.ipynb",
      "provenance": [],
      "collapsed_sections": [
        "JYKx5q_D5hFO"
      ],
      "authorship_tag": "ABX9TyO+fDqPB5nlIYIN54I4mmnX",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/yohanesnuwara/open-geoscience-repository/blob/master/open_dlis_file.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "x0Iy5YE43sxr",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "56a129e0-f658-486e-d88d-705c6c17c248"
      },
      "source": [
        "!pip install -q dlisio"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\u001b[?25l\r\u001b[K     |▊                               | 10kB 18.6MB/s eta 0:00:01\r\u001b[K     |█▌                              | 20kB 22.2MB/s eta 0:00:01\r\u001b[K     |██▎                             | 30kB 17.1MB/s eta 0:00:01\r\u001b[K     |███                             | 40kB 13.3MB/s eta 0:00:01\r\u001b[K     |███▉                            | 51kB 9.9MB/s eta 0:00:01\r\u001b[K     |████▋                           | 61kB 8.9MB/s eta 0:00:01\r\u001b[K     |█████▎                          | 71kB 10.0MB/s eta 0:00:01\r\u001b[K     |██████                          | 81kB 11.0MB/s eta 0:00:01\r\u001b[K     |██████▉                         | 92kB 10.1MB/s eta 0:00:01\r\u001b[K     |███████▋                        | 102kB 9.1MB/s eta 0:00:01\r\u001b[K     |████████▍                       | 112kB 9.1MB/s eta 0:00:01\r\u001b[K     |█████████▏                      | 122kB 9.1MB/s eta 0:00:01\r\u001b[K     |█████████▉                      | 133kB 9.1MB/s eta 0:00:01\r\u001b[K     |██████████▋                     | 143kB 9.1MB/s eta 0:00:01\r\u001b[K     |███████████▍                    | 153kB 9.1MB/s eta 0:00:01\r\u001b[K     |████████████▏                   | 163kB 9.1MB/s eta 0:00:01\r\u001b[K     |█████████████                   | 174kB 9.1MB/s eta 0:00:01\r\u001b[K     |█████████████▊                  | 184kB 9.1MB/s eta 0:00:01\r\u001b[K     |██████████████▍                 | 194kB 9.1MB/s eta 0:00:01\r\u001b[K     |███████████████▏                | 204kB 9.1MB/s eta 0:00:01\r\u001b[K     |████████████████                | 215kB 9.1MB/s eta 0:00:01\r\u001b[K     |████████████████▊               | 225kB 9.1MB/s eta 0:00:01\r\u001b[K     |█████████████████▌              | 235kB 9.1MB/s eta 0:00:01\r\u001b[K     |██████████████████▎             | 245kB 9.1MB/s eta 0:00:01\r\u001b[K     |███████████████████             | 256kB 9.1MB/s eta 0:00:01\r\u001b[K     |███████████████████▊            | 266kB 9.1MB/s eta 0:00:01\r\u001b[K     |████████████████████▌           | 276kB 9.1MB/s eta 0:00:01\r\u001b[K     |█████████████████████▎          | 286kB 9.1MB/s eta 0:00:01\r\u001b[K     |██████████████████████          | 296kB 9.1MB/s eta 0:00:01\r\u001b[K     |██████████████████████▉         | 307kB 9.1MB/s eta 0:00:01\r\u001b[K     |███████████████████████▋        | 317kB 9.1MB/s eta 0:00:01\r\u001b[K     |████████████████████████▎       | 327kB 9.1MB/s eta 0:00:01\r\u001b[K     |█████████████████████████       | 337kB 9.1MB/s eta 0:00:01\r\u001b[K     |█████████████████████████▉      | 348kB 9.1MB/s eta 0:00:01\r\u001b[K     |██████████████████████████▋     | 358kB 9.1MB/s eta 0:00:01\r\u001b[K     |███████████████████████████▍    | 368kB 9.1MB/s eta 0:00:01\r\u001b[K     |████████████████████████████▏   | 378kB 9.1MB/s eta 0:00:01\r\u001b[K     |████████████████████████████▉   | 389kB 9.1MB/s eta 0:00:01\r\u001b[K     |█████████████████████████████▋  | 399kB 9.1MB/s eta 0:00:01\r\u001b[K     |██████████████████████████████▍ | 409kB 9.1MB/s eta 0:00:01\r\u001b[K     |███████████████████████████████▏| 419kB 9.1MB/s eta 0:00:01\r\u001b[K     |████████████████████████████████| 430kB 9.1MB/s eta 0:00:01\r\u001b[K     |████████████████████████████████| 440kB 9.1MB/s \n",
            "\u001b[?25h"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "riJFMDPN1uXn"
      },
      "source": [
        "import numpy as np\r\n",
        "import matplotlib.pyplot as plt\r\n",
        "import pandas as pd\r\n",
        "import dlisio\r\n",
        "\r\n",
        "pd.set_option(\"display.max_rows\", None, \"display.max_columns\", None)"
      ],
      "execution_count": 89,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "b3uTy4XG_r0S",
        "outputId": "4cb00bca-9bfb-4d8d-fa96-f64054c6ba2a"
      },
      "source": [
        "!git clone https://github.com/yohanesnuwara/geostatistics"
      ],
      "execution_count": 58,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Cloning into 'geostatistics'...\n",
            "remote: Enumerating objects: 86, done.\u001b[K\n",
            "remote: Counting objects: 100% (86/86), done.\u001b[K\n",
            "remote: Compressing objects: 100% (79/79), done.\u001b[K\n",
            "remote: Total 230 (delta 35), reused 0 (delta 0), pack-reused 144\u001b[K\n",
            "Receiving objects: 100% (230/230), 58.89 MiB | 12.66 MiB/s, done.\n",
            "Resolving deltas: 100% (94/94), done.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "WuCj6XNM_2Nk",
        "outputId": "a48f34e2-e94a-4d44-8f5f-8debe8d9bb9b"
      },
      "source": [
        "# Unzip file\r\n",
        "!pip install unrar\r\n",
        "!unrar x \"/content/geostatistics/data/volve-realtime/well_15_9_F-14/WL_RAW_CAL-DEN-ELEM-GR-NEU-REMP_MWD_1.rar\""
      ],
      "execution_count": 59,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Collecting unrar\n",
            "  Downloading https://files.pythonhosted.org/packages/bb/0b/53130ccd483e3db8c8a460cb579bdb21b458d5494d67a261e1a5b273fbb9/unrar-0.4-py3-none-any.whl\n",
            "Installing collected packages: unrar\n",
            "Successfully installed unrar-0.4\n",
            "\n",
            "UNRAR 5.50 freeware      Copyright (c) 1993-2017 Alexander Roshal\n",
            "\n",
            "\n",
            "Extracting from /content/geostatistics/data/volve-realtime/well_15_9_F-14/WL_RAW_CAL-DEN-ELEM-GR-NEU-REMP_MWD_1.rar\n",
            "\n",
            "\n",
            "Would you like to replace the existing file WL_RAW_CAL-DEN-ELEM-GR-NEU-REMP_MWD_1.DLIS\n",
            "36247348 bytes, modified on 2021-02-08 04:10\n",
            "with a new one\n",
            "36247348 bytes, modified on 2021-02-07 06:35\n",
            "\n",
            "[Y]es, [N]o, [A]ll, n[E]ver, [R]ename, [Q]uit y\n",
            "\n",
            "Extracting  WL_RAW_CAL-DEN-ELEM-GR-NEU-REMP_MWD_1.DLIS                   \b\b\b\b 16%\b\b\b\b 32%\b\b\b\b 49%\b\b\b\b 65%\b\b\b\b 81%\b\b\b\b 98%\b\b\b\b 99%\b\b\b\b\b  OK \n",
            "All OK\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "cpbRJoWW_kB_"
      },
      "source": [
        "## My tutorial (DLISIO doc + Erlend Viggen's notebook)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "dxUvFngzDX2V"
      },
      "source": [
        "### Open file"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "x51m1FGJAZWn"
      },
      "source": [
        "Open and display the Physical File"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "CoAsOzct_ojy",
        "outputId": "ead99c57-709e-4148-fcd9-bd139ba1cb00"
      },
      "source": [
        "filename = \"/content/WL_RAW_CAL-DEN-ELEM-GR-NEU-REMP_MWD_1.DLIS\"\r\n",
        "\r\n",
        "f = dlisio.load(filename)\r\n",
        "\r\n",
        "f.describe()"
      ],
      "execution_count": 61,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "-------------\n",
              "Physical File\n",
              "-------------\n",
              "Number of Logical Files : 1\n",
              "\n",
              "Description : logicalfile(Run_5)\n",
              "Frames      : 2\n",
              "Channels    : 300\n"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 61
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "TCYRsx2SAdY2"
      },
      "source": [
        "Open and display the Logical Files"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "0oSrUZH_AgET",
        "outputId": "938fd0c7-86a9-4394-9088-91e61674dba6"
      },
      "source": [
        "filename = \"/content/WL_RAW_CAL-DEN-ELEM-GR-NEU-REMP_MWD_1.DLIS\"\r\n",
        "\r\n",
        "f, *f_tail = dlisio.load(filename)\r\n",
        "\r\n",
        "f.describe()"
      ],
      "execution_count": 106,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "------------\n",
              "Logical File\n",
              "------------\n",
              "Description : logicalfile(Run_5)\n",
              "Frames      : 2\n",
              "Channels    : 300\n",
              "\n",
              "Known objects\n",
              "--\n",
              "FILE-HEADER             : 1\n",
              "ORIGIN                  : 1\n",
              "EQUIPMENT               : 8\n",
              "TOOL                    : 1\n",
              "PARAMETER               : 352\n",
              "CALIBRATION-MEASUREMENT : 44\n",
              "CALIBRATION-COEFFICIENT : 170\n",
              "CALIBRATION             : 344\n",
              "CHANNEL                 : 300\n",
              "FRAME                   : 2\n"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 106
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "RTEXfGxBDfrG"
      },
      "source": [
        "### Print header information"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ZgWRSVxlAji-"
      },
      "source": [
        "Print header (usually this contains info of field name, well name, operator, tool name, and date created)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "gKbNjEvFAi_D",
        "outputId": "18cb040a-912d-4fdd-d289-608eab750a0c"
      },
      "source": [
        "origin, *origin_tail = f.origins\r\n",
        "\r\n",
        "if len(origin_tail): logging.warning('f contains multiple origins')\r\n",
        "\r\n",
        "origin.describe()"
      ],
      "execution_count": 107,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "------\n",
              "Origin\n",
              "------\n",
              "name   : DLIS_DEFINING_ORIGIN\n",
              "origin : 41\n",
              "copy   : 0\n",
              "\n",
              "Logical file ID          : Run_5\n",
              "File set name and number : STATOILHYDRO/15_9_F_14 / 41\n",
              "File number and type     : 17 / LWD\n",
              "\n",
              "Field                   : Volve\n",
              "Well (id/name)          :  / 15/9-F-14\n",
              "Produced by (code/name) : 440 / Schlumberger\n",
              "Produced for            : StatoilHydro\n",
              "Order number            : 07SCA0093\n",
              "Run number              : 5\n",
              "Descent number          : -1\n",
              "Created                 : 2008-06-24 10:20:00\n",
              "\n",
              "Created by              : DlisBrowser, (version: ID13_0C_03)\n",
              "Other programs/services : ECO6: EcoScope Integrated Logging-While-Drilling Tool\n",
              "                          - 6.75 inch\n"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 107
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "AmUxLi7cA5Pc"
      },
      "source": [
        "More details on well coordinate, bit size, casing size, and start log datetime can be extracted. "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9xG1w2RTBIP4"
      },
      "source": [
        "def summarize(objs, **kwargs):\r\n",
        "    \"\"\"Create a pd.DataFrame that summarize the content of 'objs', One \r\n",
        "    object pr. row\r\n",
        "    \r\n",
        "    Parameters\r\n",
        "    ----------\r\n",
        "    \r\n",
        "    objs : list()\r\n",
        "        list of metadata objects\r\n",
        "        \r\n",
        "    **kwargs\r\n",
        "        Keyword arguments \r\n",
        "        Use kwargs to tell summarize() which fields (attributes) of the \r\n",
        "        objects you want to include in the DataFrame. The parameter name \r\n",
        "        must match an attribute on the object in 'objs', while the value \r\n",
        "        of the parameters is used as a column name. Any kwargs are excepted, \r\n",
        "        but if the object does not have the requested attribute, 'KeyError' \r\n",
        "        is used as the value.\r\n",
        "        \r\n",
        "    Returns\r\n",
        "    -------\r\n",
        "    \r\n",
        "    summary : pd.DataFrame\r\n",
        "    \"\"\"\r\n",
        "    summary = []\r\n",
        "    for attr, label in kwargs.items():\r\n",
        "        column = []\r\n",
        "        for obj in objs:\r\n",
        "            try:\r\n",
        "                value = getattr(obj, attr)\r\n",
        "            except AttributeError:\r\n",
        "                value = 'KeyError'\r\n",
        "    \r\n",
        "            column.append(value)\r\n",
        "        summary.append(column)\r\n",
        "\r\n",
        "    summary = pd.DataFrame(summary).T\r\n",
        "    summary.columns = kwargs.values()\r\n",
        "    return summary"
      ],
      "execution_count": 65,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 528
        },
        "id": "QMIeIOvbA-SJ",
        "outputId": "fa9a68c2-1b92-47dd-9d9c-ebd24f912106"
      },
      "source": [
        "parameter_table = summarize(f.parameters, name='Name', long_name='Long name', values='Value(s)')\r\n",
        "\r\n",
        "# Hide parameters containing names; see the privacy note in the Introduction. Comment out these lines to show them.\r\n",
        "mask = ~parameter_table['Name'].isin(['R8', 'RR1', 'WITN', 'ENGI'])\r\n",
        "parameter_table = parameter_table[mask]\r\n",
        "\r\n",
        "desc_parameters = ['CN', 'WN', 'FN',                                     # Well ID\r\n",
        "                   'NATI', 'CONT', 'FL', 'FL1', 'FL2', 'LONG', 'LATI',   # Well location\r\n",
        "                   'DLAB', 'TLAB',                                       # Time and date of well logging\r\n",
        "                   'CSIZ', 'THNO', 'BS']                                 # Casing and well parameters\r\n",
        "\r\n",
        "# Create a table out of the parameters in desc_parameters\r\n",
        "desc_table = parameter_table.loc[parameter_table['Name'].isin(desc_parameters)].copy()\r\n",
        "\r\n",
        "# Sort the table in the same order as desc_parameters\r\n",
        "categorical_sorter = pd.Categorical(desc_parameters, desc_parameters, ordered=True)\r\n",
        "desc_table['Name'] = desc_table['Name'].astype(categorical_sorter.dtype)\r\n",
        "desc_table.sort_values(by='Name', inplace=True)\r\n",
        "\r\n",
        "display(desc_table)"
      ],
      "execution_count": 108,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/dlisio/plumbing/parameter.py:130: UnicodeWarning: unable to decode string b\"01\\xb0 53' 15.079'' E                                                                                                             \"\n",
            "  values = self.attic['VALUES'].value\n",
            "/usr/local/lib/python3.6/dist-packages/dlisio/plumbing/parameter.py:130: UnicodeWarning: unable to decode string b\"58\\xb0 26' 29.769'' N                                                                                                             \"\n",
            "  values = self.attic['VALUES'].value\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<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>Name</th>\n",
              "      <th>Long name</th>\n",
              "      <th>Value(s)</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>348</th>\n",
              "      <td>CN</td>\n",
              "      <td>Company Name</td>\n",
              "      <td>[StatoilHydro                                 ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>346</th>\n",
              "      <td>WN</td>\n",
              "      <td>Well Name</td>\n",
              "      <td>[15/9-F-14                                    ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>345</th>\n",
              "      <td>FN</td>\n",
              "      <td>Field Name</td>\n",
              "      <td>[Volve                                        ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>330</th>\n",
              "      <td>CONT</td>\n",
              "      <td>Continent</td>\n",
              "      <td>[                                             ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>342</th>\n",
              "      <td>FL</td>\n",
              "      <td>Field Location</td>\n",
              "      <td>[North Sea                                    ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>341</th>\n",
              "      <td>FL1</td>\n",
              "      <td>Field Location Line 1</td>\n",
              "      <td>[                                             ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>340</th>\n",
              "      <td>FL2</td>\n",
              "      <td>Field Location Line 2</td>\n",
              "      <td>[                                             ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>334</th>\n",
              "      <td>LONG</td>\n",
              "      <td>Longitude</td>\n",
              "      <td>[b\"01\\xb0 53' 15.079'' E                      ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>335</th>\n",
              "      <td>LATI</td>\n",
              "      <td>Latitude</td>\n",
              "      <td>[b\"58\\xb0 26' 29.769'' N                      ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>327</th>\n",
              "      <td>DLAB</td>\n",
              "      <td>Begin Log Date</td>\n",
              "      <td>[10-Jun-08                                    ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>326</th>\n",
              "      <td>TLAB</td>\n",
              "      <td>Begin Log Time</td>\n",
              "      <td>[19:13                                        ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>291</th>\n",
              "      <td>CSIZ</td>\n",
              "      <td>Current Casing Size</td>\n",
              "      <td>[9.625]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>292</th>\n",
              "      <td>BS</td>\n",
              "      <td>Bit Size</td>\n",
              "      <td>[8.5]</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "     Name              Long name  \\\n",
              "348    CN           Company Name   \n",
              "346    WN              Well Name   \n",
              "345    FN             Field Name   \n",
              "330  CONT              Continent   \n",
              "342    FL         Field Location   \n",
              "341   FL1  Field Location Line 1   \n",
              "340   FL2  Field Location Line 2   \n",
              "334  LONG              Longitude   \n",
              "335  LATI               Latitude   \n",
              "327  DLAB         Begin Log Date   \n",
              "326  TLAB         Begin Log Time   \n",
              "291  CSIZ    Current Casing Size   \n",
              "292    BS               Bit Size   \n",
              "\n",
              "                                              Value(s)  \n",
              "348  [StatoilHydro                                 ...  \n",
              "346  [15/9-F-14                                    ...  \n",
              "345  [Volve                                        ...  \n",
              "330  [                                             ...  \n",
              "342  [North Sea                                    ...  \n",
              "341  [                                             ...  \n",
              "340  [                                             ...  \n",
              "334  [b\"01\\xb0 53' 15.079'' E                      ...  \n",
              "335  [b\"58\\xb0 26' 29.769'' N                      ...  \n",
              "327  [10-Jun-08                                    ...  \n",
              "326  [19:13                                        ...  \n",
              "291                                            [9.625]  \n",
              "292                                              [8.5]  "
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "1mx5C5JnDkyt"
      },
      "source": [
        "### Print all log data (mnemonics)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "8MY9YVVfBxbX"
      },
      "source": [
        "Print all log data, its description, and units."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "9-KAjMM7BpE_",
        "outputId": "979865de-0c20-49a8-ec60-d4ba291e2a43"
      },
      "source": [
        "channel_table = summarize(f.channels, name='Name', long_name='Long name', units='Units',\r\n",
        "                                      dimension='Dimension', frame='Frame')\r\n",
        "channel_table.sort_values('Name')"
      ],
      "execution_count": 109,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<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>Name</th>\n",
              "      <th>Long name</th>\n",
              "      <th>Units</th>\n",
              "      <th>Dimension</th>\n",
              "      <th>Frame</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>289</th>\n",
              "      <td>1TIM</td>\n",
              "      <td>0.1-ft Frame Time</td>\n",
              "      <td>ms</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(12B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>262</th>\n",
              "      <td>6TIM</td>\n",
              "      <td>6-in. Frame Time</td>\n",
              "      <td>ms</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>219</th>\n",
              "      <td>A112</td>\n",
              "      <td>ARC Amplitude R1 from T1 at 2 MHz</td>\n",
              "      <td>mV</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>239</th>\n",
              "      <td>A114</td>\n",
              "      <td>ARC Amplitude R1 from T1 at 400 KHz</td>\n",
              "      <td>mV</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>221</th>\n",
              "      <td>A122</td>\n",
              "      <td>ARC Amplitude R1 from T2 at 2 MHz</td>\n",
              "      <td>mV</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>241</th>\n",
              "      <td>A124</td>\n",
              "      <td>ARC Amplitude R1 from T2 at 400 KHz</td>\n",
              "      <td>mV</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>223</th>\n",
              "      <td>A132</td>\n",
              "      <td>ARC Amplitude R1 from T3 at 2 MHz</td>\n",
              "      <td>mV</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>243</th>\n",
              "      <td>A134</td>\n",
              "      <td>ARC Amplitude R1 from T3 at 400 KHz</td>\n",
              "      <td>mV</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>225</th>\n",
              "      <td>A142</td>\n",
              "      <td>ARC Amplitude R1 from T4 at 2 MHz</td>\n",
              "      <td>mV</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>245</th>\n",
              "      <td>A144</td>\n",
              "      <td>ARC Amplitude R1 from T4 at 400 KHz</td>\n",
              "      <td>mV</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>227</th>\n",
              "      <td>A152</td>\n",
              "      <td>ARC Amplitude R1 from T5 at 2 MHz</td>\n",
              "      <td>mV</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>247</th>\n",
              "      <td>A154</td>\n",
              "      <td>ARC Amplitude R1 from T5 at 400 KHz</td>\n",
              "      <td>mV</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>A16H</td>\n",
              "      <td>ARC Attenuation Resistivity 16-in. at 2 MHz</td>\n",
              "      <td>ohm.m</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>41</th>\n",
              "      <td>A16H_COND</td>\n",
              "      <td>ARC Attenuation Conductivity 16-in. at 2 MHz</td>\n",
              "      <td>mS/m</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>A16L</td>\n",
              "      <td>ARC Attenuation Resistivity 16-in. at 400 KHz</td>\n",
              "      <td>ohm.m</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>46</th>\n",
              "      <td>A16L_COND</td>\n",
              "      <td>ARC Attenuation Conductivity 16-in. at 400 KHz</td>\n",
              "      <td>mS/m</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>220</th>\n",
              "      <td>A212</td>\n",
              "      <td>ARC Amplitude R2 from T1 at 2 MHz</td>\n",
              "      <td>mV</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>240</th>\n",
              "      <td>A214</td>\n",
              "      <td>ARC Amplitude R2 from T1 at 400 KHz</td>\n",
              "      <td>mV</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>222</th>\n",
              "      <td>A222</td>\n",
              "      <td>ARC Amplitude R2 from T2 at 2 MHz</td>\n",
              "      <td>mV</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>242</th>\n",
              "      <td>A224</td>\n",
              "      <td>ARC Amplitude R2 from T2 at 400 KHz</td>\n",
              "      <td>mV</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>A22H</td>\n",
              "      <td>ARC Attenuation Resistivity 22-in. at 2 MHz</td>\n",
              "      <td>ohm.m</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>42</th>\n",
              "      <td>A22H_COND</td>\n",
              "      <td>ARC Attenuation Conductivity 22-in. at 2 MHz</td>\n",
              "      <td>mS/m</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>A22L</td>\n",
              "      <td>ARC Attenuation Resistivity 22-in. at 400 KHz</td>\n",
              "      <td>ohm.m</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>47</th>\n",
              "      <td>A22L_COND</td>\n",
              "      <td>ARC Attenuation Conductivity 22-in. at 400 KHz</td>\n",
              "      <td>mS/m</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>224</th>\n",
              "      <td>A232</td>\n",
              "      <td>ARC Amplitude R2 from T3 at 2 MHz</td>\n",
              "      <td>mV</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>244</th>\n",
              "      <td>A234</td>\n",
              "      <td>ARC Amplitude R2 from T3 at 400 KHz</td>\n",
              "      <td>mV</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>226</th>\n",
              "      <td>A242</td>\n",
              "      <td>ARC Amplitude R2 from T4 at 2 MHz</td>\n",
              "      <td>mV</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>246</th>\n",
              "      <td>A244</td>\n",
              "      <td>ARC Amplitude R2 from T4 at 400 KHz</td>\n",
              "      <td>mV</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>228</th>\n",
              "      <td>A252</td>\n",
              "      <td>ARC Amplitude R2 from T5 at 2 MHz</td>\n",
              "      <td>mV</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>248</th>\n",
              "      <td>A254</td>\n",
              "      <td>ARC Amplitude R2 from T5 at 400 KHz</td>\n",
              "      <td>mV</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>A28H</td>\n",
              "      <td>ARC Attenuation Resistivity 28-in. at 2 MHz</td>\n",
              "      <td>ohm.m</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>43</th>\n",
              "      <td>A28H_COND</td>\n",
              "      <td>ARC Attenuation Conductivity 28-in. at 2 MHz</td>\n",
              "      <td>mS/m</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>A28L</td>\n",
              "      <td>ARC Attenuation Resistivity 28-in. at 400 KHz</td>\n",
              "      <td>ohm.m</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>48</th>\n",
              "      <td>A28L_COND</td>\n",
              "      <td>ARC Attenuation Conductivity 28-in. at 400 KHz</td>\n",
              "      <td>mS/m</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>A34H</td>\n",
              "      <td>ARC Attenuation Resistivity 34-in. at 2 MHz</td>\n",
              "      <td>ohm.m</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>44</th>\n",
              "      <td>A34H_COND</td>\n",
              "      <td>ARC Attenuation Conductivity 34-in. at 2 MHz</td>\n",
              "      <td>mS/m</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>A34L</td>\n",
              "      <td>ARC Attenuation Resistivity 34-in. at 400 KHz</td>\n",
              "      <td>ohm.m</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>49</th>\n",
              "      <td>A34L_COND</td>\n",
              "      <td>ARC Attenuation Conductivity 34-in. at 400 KHz</td>\n",
              "      <td>mS/m</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>A40H</td>\n",
              "      <td>ARC Attenuation Resistivity 40-in. at 2 MHz</td>\n",
              "      <td>ohm.m</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>45</th>\n",
              "      <td>A40H_COND</td>\n",
              "      <td>ARC Attenuation Conductivity 40-in. at 2 MHz</td>\n",
              "      <td>mS/m</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>30</th>\n",
              "      <td>A40L</td>\n",
              "      <td>ARC Attenuation Resistivity 40-in. at 400 KHz</td>\n",
              "      <td>ohm.m</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50</th>\n",
              "      <td>A40L_COND</td>\n",
              "      <td>ARC Attenuation Conductivity 40-in. at 400 KHz</td>\n",
              "      <td>mS/m</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>139</th>\n",
              "      <td>ASAL_WALK2</td>\n",
              "      <td>Apparent Salinity (SpectroLith WALK2 Model)</td>\n",
              "      <td>ppk</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>135</th>\n",
              "      <td>BCAV</td>\n",
              "      <td>Best Caliper, Average Diameter</td>\n",
              "      <td>in</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>136</th>\n",
              "      <td>BCHO</td>\n",
              "      <td>Best Caliper, Horizontal Diameter</td>\n",
              "      <td>in</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>137</th>\n",
              "      <td>BCVE</td>\n",
              "      <td>Best Caliper, Vertical Diameter</td>\n",
              "      <td>in</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>105</th>\n",
              "      <td>BPHB</td>\n",
              "      <td>Best Thermal Neutron Porosity, Bottom</td>\n",
              "      <td>pu</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>106</th>\n",
              "      <td>BPHB_UNC</td>\n",
              "      <td>Uncorrected Best Thermal Neutron Porosity, Bottom</td>\n",
              "      <td>pu</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>100</th>\n",
              "      <td>BPHI</td>\n",
              "      <td>Best Thermal Neutron Porosity, Average</td>\n",
              "      <td>pu</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>101</th>\n",
              "      <td>BPHI_UNC</td>\n",
              "      <td>Uncorrected Best Thermal Neutron Porosity, Ave...</td>\n",
              "      <td>pu</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>110</th>\n",
              "      <td>BPHL</td>\n",
              "      <td>Best Thermal Neutron Porosity, Left</td>\n",
              "      <td>pu</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>111</th>\n",
              "      <td>BPHL_UNC</td>\n",
              "      <td>Uncorrected Best Thermal Neutron Porosity, Left</td>\n",
              "      <td>pu</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>120</th>\n",
              "      <td>BPHR</td>\n",
              "      <td>Best Thermal Neutron Porosity, Right</td>\n",
              "      <td>pu</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>121</th>\n",
              "      <td>BPHR_UNC</td>\n",
              "      <td>Uncorrected Best Thermal Neutron Porosity, Right</td>\n",
              "      <td>pu</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>115</th>\n",
              "      <td>BPHU</td>\n",
              "      <td>Best Thermal Neutron Porosity, Up</td>\n",
              "      <td>pu</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>116</th>\n",
              "      <td>BPHU_UNC</td>\n",
              "      <td>Uncorrected Best Thermal Neutron Porosity, Up</td>\n",
              "      <td>pu</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>BS_ARC</td>\n",
              "      <td>Bit Size</td>\n",
              "      <td>in</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>200</th>\n",
              "      <td>CCA_WALK2</td>\n",
              "      <td>Capture Calcium Relative Yield (SpectroLith WA...</td>\n",
              "      <td>%</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>201</th>\n",
              "      <td>CCHL_WALK2</td>\n",
              "      <td>Capture Chlorine Relative Yield (SpectroLith W...</td>\n",
              "      <td>%</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>202</th>\n",
              "      <td>CFEU_WALK2</td>\n",
              "      <td>Capture Iron Relative Yield (Uncorrected, Spec...</td>\n",
              "      <td>%</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>204</th>\n",
              "      <td>CGD_WALK2</td>\n",
              "      <td>Capture Gadolinium Relative Yield (SpectroLith...</td>\n",
              "      <td>%</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>198</th>\n",
              "      <td>CHY_WALK2</td>\n",
              "      <td>Capture Hydrogen Relative Yield (SpectroLith W...</td>\n",
              "      <td>%</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>207</th>\n",
              "      <td>CK_WALK2</td>\n",
              "      <td>Capture Potassium Relative Yield (SpectroLith ...</td>\n",
              "      <td>%</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>206</th>\n",
              "      <td>CNC_WALK2</td>\n",
              "      <td>Capture Nickel-Chromium Relative Yield (Spectr...</td>\n",
              "      <td>%</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>172</th>\n",
              "      <td>CRPM</td>\n",
              "      <td>Collar Rotational Speed</td>\n",
              "      <td>c/min</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>199</th>\n",
              "      <td>CSI_WALK2</td>\n",
              "      <td>Capture Silicon Relative Yield (SpectroLith WA...</td>\n",
              "      <td>%</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>203</th>\n",
              "      <td>CSUU_WALK2</td>\n",
              "      <td>Capture Sulfur Relative Yield (Uncorrected, Sp...</td>\n",
              "      <td>%</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>205</th>\n",
              "      <td>CTI_WALK2</td>\n",
              "      <td>Capture Titanium Relative Yield (SpectroLith W...</td>\n",
              "      <td>%</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>107</th>\n",
              "      <td>DBPHB</td>\n",
              "      <td>Best Thermal Neutron Porosity Correction, Bottom</td>\n",
              "      <td>pu</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>102</th>\n",
              "      <td>DBPHI</td>\n",
              "      <td>Best Thermal Neutron Porosity Correction, Average</td>\n",
              "      <td>pu</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>112</th>\n",
              "      <td>DBPHL</td>\n",
              "      <td>Best Thermal Neutron Porosity Correction, Left</td>\n",
              "      <td>pu</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>122</th>\n",
              "      <td>DBPHR</td>\n",
              "      <td>Best Thermal Neutron Porosity Correction, Right</td>\n",
              "      <td>pu</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>117</th>\n",
              "      <td>DBPHU</td>\n",
              "      <td>Best Thermal Neutron Porosity Correction, Up</td>\n",
              "      <td>pu</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>97</th>\n",
              "      <td>DCAV</td>\n",
              "      <td>Density Caliper, Average</td>\n",
              "      <td>in</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>95</th>\n",
              "      <td>DCHO</td>\n",
              "      <td>Density Caliper, Horizontal</td>\n",
              "      <td>in</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>90</th>\n",
              "      <td>DCRA</td>\n",
              "      <td>Radii Image from Density Caliper, 16-Sector</td>\n",
              "      <td>in</td>\n",
              "      <td>[16]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>96</th>\n",
              "      <td>DCVE</td>\n",
              "      <td>Density Caliper, Vertical</td>\n",
              "      <td>in</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>DEVI</td>\n",
              "      <td>Hole Deviation</td>\n",
              "      <td>deg</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>259</th>\n",
              "      <td>DHAP</td>\n",
              "      <td>Downhole Annulus Pressure</td>\n",
              "      <td>kPa</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>260</th>\n",
              "      <td>DHAT</td>\n",
              "      <td>Downhole Annulus Temperature</td>\n",
              "      <td>degC</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>86</th>\n",
              "      <td>DRHB</td>\n",
              "      <td>Bulk Density Correction, Bottom</td>\n",
              "      <td>g/cm3</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>87</th>\n",
              "      <td>DRHL</td>\n",
              "      <td>Bulk Density Correction, Left</td>\n",
              "      <td>g/cm3</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>85</th>\n",
              "      <td>DRHO</td>\n",
              "      <td>Bulk Density Correction</td>\n",
              "      <td>g/cm3</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>88</th>\n",
              "      <td>DRHR</td>\n",
              "      <td>Bulk Density Correction, Right</td>\n",
              "      <td>g/cm3</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>89</th>\n",
              "      <td>DRHU</td>\n",
              "      <td>Bulk Density Correction, Up</td>\n",
              "      <td>g/cm3</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>66</th>\n",
              "      <td>DRSC</td>\n",
              "      <td>Bulk Density Correction, 16-Sector</td>\n",
              "      <td>g/cm3</td>\n",
              "      <td>[16]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>DRSI</td>\n",
              "      <td>Bulk Density Correction Image, 0.1 ft, 16-Sector</td>\n",
              "      <td>g/cm3</td>\n",
              "      <td>[16]</td>\n",
              "      <td>Frame(12B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>94</th>\n",
              "      <td>DSOB</td>\n",
              "      <td>Density Standoff, Bottom Quadrant</td>\n",
              "      <td>in</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>92</th>\n",
              "      <td>DSOL</td>\n",
              "      <td>Density Standoff, Left Quadrant</td>\n",
              "      <td>in</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>93</th>\n",
              "      <td>DSOR</td>\n",
              "      <td>Density Standoff, Right Quadrant</td>\n",
              "      <td>in</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>91</th>\n",
              "      <td>DSOU</td>\n",
              "      <td>Density Standoff, Upper Quadrant</td>\n",
              "      <td>in</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>147</th>\n",
              "      <td>DWAL_WALK2</td>\n",
              "      <td>Dry Weight Fraction Pseudo Aluminum (SpectroLi...</td>\n",
              "      <td>%</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>142</th>\n",
              "      <td>DWCA_WALK2</td>\n",
              "      <td>Dry Weight Fraction Calcium (SpectroLith WALK2...</td>\n",
              "      <td>%</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>144</th>\n",
              "      <td>DWFE_WALK2</td>\n",
              "      <td>Dry Weight Fraction Iron + 0.14 Aluminum (Spec...</td>\n",
              "      <td>%</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>143</th>\n",
              "      <td>DWGD_WALK2</td>\n",
              "      <td>Dry Weight Fraction Gadolinium (SpectroLith WA...</td>\n",
              "      <td>ppm</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>146</th>\n",
              "      <td>DWK_WALK2</td>\n",
              "      <td>Dry Weight Fraction Potassium (SpectroLith WAL...</td>\n",
              "      <td>%</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>141</th>\n",
              "      <td>DWSI_WALK2</td>\n",
              "      <td>Dry Weight Fraction Silicon (SpectroLith WALK2...</td>\n",
              "      <td>%</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>140</th>\n",
              "      <td>DWSU_WALK2</td>\n",
              "      <td>Dry Weight Fraction Sulfur (SpectroLith WALK2 ...</td>\n",
              "      <td>%</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>145</th>\n",
              "      <td>DWTI_WALK2</td>\n",
              "      <td>Dry Weight Fraction Titanium (SpectroLith WALK...</td>\n",
              "      <td>%</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>128</th>\n",
              "      <td>ECD</td>\n",
              "      <td>Equivalent Circulating Density</td>\n",
              "      <td>g/cm3</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>181</th>\n",
              "      <td>EFR1</td>\n",
              "      <td>Ultrasonic Echo Firing Ratio, Sensor1</td>\n",
              "      <td>%</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>182</th>\n",
              "      <td>EFR2</td>\n",
              "      <td>Ultrasonic Echo Firing Ratio, Sensor2</td>\n",
              "      <td>%</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>148</th>\n",
              "      <td>ENGE_WALK2</td>\n",
              "      <td>Matrix Epithermal Neutron Porosity from Elemen...</td>\n",
              "      <td>pu</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>183</th>\n",
              "      <td>FAR1</td>\n",
              "      <td>Neutron Far Tube 1 Average Count Rate</td>\n",
              "      <td>1/s</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>185</th>\n",
              "      <td>FAR1B</td>\n",
              "      <td>Neutron Far Tube 1 Bottom Count Rate</td>\n",
              "      <td>1/s</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>186</th>\n",
              "      <td>FAR1L</td>\n",
              "      <td>Neutron Far Tube 1 Left Count Rate</td>\n",
              "      <td>1/s</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>188</th>\n",
              "      <td>FAR1R</td>\n",
              "      <td>Neutron Far Tube 1 Right Count Rate</td>\n",
              "      <td>1/s</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>187</th>\n",
              "      <td>FAR1U</td>\n",
              "      <td>Neutron Far Tube 1 Up Count Rate</td>\n",
              "      <td>1/s</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>184</th>\n",
              "      <td>FAR2</td>\n",
              "      <td>Neutron Far Tube 2 Average Count Rate</td>\n",
              "      <td>1/s</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>189</th>\n",
              "      <td>FAR2B</td>\n",
              "      <td>Neutron Far Tube 2 Bottom Count Rate</td>\n",
              "      <td>1/s</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>190</th>\n",
              "      <td>FAR2L</td>\n",
              "      <td>Neutron Far Tube 2 Left Count Rate</td>\n",
              "      <td>1/s</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>192</th>\n",
              "      <td>FAR2R</td>\n",
              "      <td>Neutron Far Tube 2 Right Count Rate</td>\n",
              "      <td>1/s</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>191</th>\n",
              "      <td>FAR2U</td>\n",
              "      <td>Neutron Far Tube 2 Up Count Rate</td>\n",
              "      <td>1/s</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>267</th>\n",
              "      <td>FY2W_WALK2</td>\n",
              "      <td>Factor From Yield to Weight (SpectroLith WALK2...</td>\n",
              "      <td></td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>GRIQ_FILT</td>\n",
              "      <td>GR Image from Quadrants, filtered</td>\n",
              "      <td>gAPI</td>\n",
              "      <td>[16]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>GRMA</td>\n",
              "      <td>Gamma Ray, Average</td>\n",
              "      <td>gAPI</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>GRMA_FILT</td>\n",
              "      <td>Gamma Ray, Average, Calibrated and Filtered</td>\n",
              "      <td>gAPI</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>GRMB_FILT</td>\n",
              "      <td>Gamma Ray, Bottom, Calibrated and Filtered</td>\n",
              "      <td>gAPI</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>GRML_FILT</td>\n",
              "      <td>Gamma Ray, Left, Calibrated and Filtered</td>\n",
              "      <td>gAPI</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>GRMR_FILT</td>\n",
              "      <td>Gamma Ray, Right, Calibrated and Filtered</td>\n",
              "      <td>gAPI</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>GRMU_FILT</td>\n",
              "      <td>Gamma Ray, Up, Calibrated and Filtered</td>\n",
              "      <td>gAPI</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>261</th>\n",
              "      <td>GR_IMG16_FILT</td>\n",
              "      <td>GR Image from sectors, filtered</td>\n",
              "      <td>gAPI</td>\n",
              "      <td>[16]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>163</th>\n",
              "      <td>GX_CAL</td>\n",
              "      <td>X-Axis Accelerometer Calibrated</td>\n",
              "      <td>g</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>164</th>\n",
              "      <td>GX_TEMP</td>\n",
              "      <td>X-Axis Accelerometer Temperature</td>\n",
              "      <td>degC</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>160</th>\n",
              "      <td>HAZI</td>\n",
              "      <td>Hole Azimuth Relative to True North</td>\n",
              "      <td>deg</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>130</th>\n",
              "      <td>INCL_CONT</td>\n",
              "      <td>Continuous inclination</td>\n",
              "      <td>deg</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>61</th>\n",
              "      <td>LSAZ</td>\n",
              "      <td>Raw Long Spacing Window 3 Count Rate, 16-Secto...</td>\n",
              "      <td>1/s</td>\n",
              "      <td>[16]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>LSAZ_P1F</td>\n",
              "      <td>Raw Long Spacing Window 3 Count Rate, 0.1 ft, ...</td>\n",
              "      <td>1/s</td>\n",
              "      <td>[16]</td>\n",
              "      <td>Frame(12B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>218</th>\n",
              "      <td>MONT</td>\n",
              "      <td>Neutron Monitor Total Count Rate</td>\n",
              "      <td>1/s</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>213</th>\n",
              "      <td>NER1</td>\n",
              "      <td>Neutron Near Tube 1 Average Count Rate</td>\n",
              "      <td>1/s</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>214</th>\n",
              "      <td>NER1B</td>\n",
              "      <td>Neutron Near Tube 1 Count Rate, Bottom</td>\n",
              "      <td>1/s</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>215</th>\n",
              "      <td>NER1L</td>\n",
              "      <td>Neutron Near Tube 1 Count Rate, Left</td>\n",
              "      <td>1/s</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>217</th>\n",
              "      <td>NER1R</td>\n",
              "      <td>Neutron Near Tube 1 Count Rate, Right</td>\n",
              "      <td>1/s</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>216</th>\n",
              "      <td>NER1U</td>\n",
              "      <td>Neutron Near Tube 1 Count Rate, Up</td>\n",
              "      <td>1/s</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>208</th>\n",
              "      <td>NER2</td>\n",
              "      <td>Neutron Near Tube 2 Average Count Rate</td>\n",
              "      <td>1/s</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>209</th>\n",
              "      <td>NER2B</td>\n",
              "      <td>Neutron Near Tube 2 Count Rate, Bottom</td>\n",
              "      <td>1/s</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>210</th>\n",
              "      <td>NER2L</td>\n",
              "      <td>Neutron Near Tube 2 Count Rate, Left</td>\n",
              "      <td>1/s</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>212</th>\n",
              "      <td>NER2R</td>\n",
              "      <td>Neutron Near Tube 2 Count Rate, Right</td>\n",
              "      <td>1/s</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>211</th>\n",
              "      <td>NER2U</td>\n",
              "      <td>Neutron Near Tube 2 Count Rate, Up</td>\n",
              "      <td>1/s</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>229</th>\n",
              "      <td>P112</td>\n",
              "      <td>ARC Phase R1 from T1 at 2 MHz</td>\n",
              "      <td>deg</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>249</th>\n",
              "      <td>P114</td>\n",
              "      <td>ARC Phase R1 from T1 at 400 KHz</td>\n",
              "      <td>deg</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>231</th>\n",
              "      <td>P122</td>\n",
              "      <td>ARC Phase R1 from T2 at 2 MHz</td>\n",
              "      <td>deg</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>251</th>\n",
              "      <td>P124</td>\n",
              "      <td>ARC Phase R1 from T2 at 400 KHz</td>\n",
              "      <td>deg</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>233</th>\n",
              "      <td>P132</td>\n",
              "      <td>ARC Phase R1 from T3 at 2 MHz</td>\n",
              "      <td>deg</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>253</th>\n",
              "      <td>P134</td>\n",
              "      <td>ARC Phase R1 from T3 at 400 KHz</td>\n",
              "      <td>deg</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>235</th>\n",
              "      <td>P142</td>\n",
              "      <td>ARC Phase R1 from T4 at 2 MHz</td>\n",
              "      <td>deg</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>255</th>\n",
              "      <td>P144</td>\n",
              "      <td>ARC Phase R1 from T4 at 400 KHz</td>\n",
              "      <td>deg</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>237</th>\n",
              "      <td>P152</td>\n",
              "      <td>ARC Phase R1 from T5 at 2 MHz</td>\n",
              "      <td>deg</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>257</th>\n",
              "      <td>P154</td>\n",
              "      <td>ARC Phase R1 from T5 at 400 KHz</td>\n",
              "      <td>deg</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>31</th>\n",
              "      <td>P16H</td>\n",
              "      <td>ARC Phase-Shift Resistivity 16-in. at 2 MHz</td>\n",
              "      <td>ohm.m</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>51</th>\n",
              "      <td>P16H_COND</td>\n",
              "      <td>ARC Phase-Shift Conductivity 16-in. at 2 MHz</td>\n",
              "      <td>mS/m</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>36</th>\n",
              "      <td>P16L</td>\n",
              "      <td>ARC Phase-Shift Resistivity 16-in. at 400 KHz</td>\n",
              "      <td>ohm.m</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>56</th>\n",
              "      <td>P16L_COND</td>\n",
              "      <td>ARC Phase-Shift Conductivity 16-in. at 400 KHz</td>\n",
              "      <td>mS/m</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>161</th>\n",
              "      <td>P1AZ</td>\n",
              "      <td>Pad 1 Azimuth in Horizontal Plane (0 = True No...</td>\n",
              "      <td>deg</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>162</th>\n",
              "      <td>P1NO</td>\n",
              "      <td>Pad 1 Azimuth in Plane Orthogonal to Tool Axis...</td>\n",
              "      <td>deg</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>230</th>\n",
              "      <td>P212</td>\n",
              "      <td>ARC Phase R2 from T1 at 2 MHz</td>\n",
              "      <td>deg</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>250</th>\n",
              "      <td>P214</td>\n",
              "      <td>ARC Phase R2 from T1 at 400 KHz</td>\n",
              "      <td>deg</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>232</th>\n",
              "      <td>P222</td>\n",
              "      <td>ARC Phase R2 from T2 at 2 MHz</td>\n",
              "      <td>deg</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>252</th>\n",
              "      <td>P224</td>\n",
              "      <td>ARC Phase R2 from T2 at 400 KHz</td>\n",
              "      <td>deg</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>32</th>\n",
              "      <td>P22H</td>\n",
              "      <td>ARC Phase-Shift Resistivity 22-in. at 2 MHz</td>\n",
              "      <td>ohm.m</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>52</th>\n",
              "      <td>P22H_COND</td>\n",
              "      <td>ARC Phase-Shift Conductivity 22-in. at 2 MHz</td>\n",
              "      <td>mS/m</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>37</th>\n",
              "      <td>P22L</td>\n",
              "      <td>ARC Phase-Shift Resistivity 22-in. at 400 KHz</td>\n",
              "      <td>ohm.m</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>57</th>\n",
              "      <td>P22L_COND</td>\n",
              "      <td>ARC Phase-Shift Conductivity 22-in. at 400 KHz</td>\n",
              "      <td>mS/m</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>234</th>\n",
              "      <td>P232</td>\n",
              "      <td>ARC Phase R2 from T3 at 2 MHz</td>\n",
              "      <td>deg</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>254</th>\n",
              "      <td>P234</td>\n",
              "      <td>ARC Phase R2 from T3 at 400 KHz</td>\n",
              "      <td>deg</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>236</th>\n",
              "      <td>P242</td>\n",
              "      <td>ARC Phase R2 from T4 at 2 MHz</td>\n",
              "      <td>deg</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>256</th>\n",
              "      <td>P244</td>\n",
              "      <td>ARC Phase R2 from T4 at 400 KHz</td>\n",
              "      <td>deg</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>238</th>\n",
              "      <td>P252</td>\n",
              "      <td>ARC Phase R2 from T5 at 2 MHz</td>\n",
              "      <td>deg</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>258</th>\n",
              "      <td>P254</td>\n",
              "      <td>ARC Phase R2 from T5 at 400 KHz</td>\n",
              "      <td>deg</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>33</th>\n",
              "      <td>P28H</td>\n",
              "      <td>ARC Phase-Shift Resistivity 28-in. at 2 MHz</td>\n",
              "      <td>ohm.m</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>53</th>\n",
              "      <td>P28H_COND</td>\n",
              "      <td>ARC Phase-Shift Conductivity 28-in. at 2 MHz</td>\n",
              "      <td>mS/m</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>38</th>\n",
              "      <td>P28L</td>\n",
              "      <td>ARC Phase-Shift Resistivity 28-in. at 400 KHz</td>\n",
              "      <td>ohm.m</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>58</th>\n",
              "      <td>P28L_COND</td>\n",
              "      <td>ARC Phase-Shift Conductivity 28-in. at 400 KHz</td>\n",
              "      <td>mS/m</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>34</th>\n",
              "      <td>P34H</td>\n",
              "      <td>ARC Phase-Shift Resistivity 34-in. at 2 MHz</td>\n",
              "      <td>ohm.m</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>54</th>\n",
              "      <td>P34H_COND</td>\n",
              "      <td>ARC Phase-Shift Conductivity 34-in. at 2 MHz</td>\n",
              "      <td>mS/m</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39</th>\n",
              "      <td>P34L</td>\n",
              "      <td>ARC Phase-Shift Resistivity 34-in. at 400 KHz</td>\n",
              "      <td>ohm.m</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>59</th>\n",
              "      <td>P34L_COND</td>\n",
              "      <td>ARC Phase-Shift Conductivity 34-in. at 400 KHz</td>\n",
              "      <td>mS/m</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>35</th>\n",
              "      <td>P40H</td>\n",
              "      <td>ARC Phase-Shift Resistivity 40-in. at 2 MHz</td>\n",
              "      <td>ohm.m</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>55</th>\n",
              "      <td>P40H_COND</td>\n",
              "      <td>ARC Phase-Shift Conductivity 40-in. at 2 MHz</td>\n",
              "      <td>mS/m</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>40</th>\n",
              "      <td>P40L</td>\n",
              "      <td>ARC Phase-Shift Resistivity 40-in. at 400 KHz</td>\n",
              "      <td>ohm.m</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>60</th>\n",
              "      <td>P40L_COND</td>\n",
              "      <td>ARC Phase-Shift Conductivity 40-in. at 400 KHz</td>\n",
              "      <td>mS/m</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>273</th>\n",
              "      <td>PEB</td>\n",
              "      <td>Photoelectric Factor, Bottom</td>\n",
              "      <td></td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>275</th>\n",
              "      <td>PEF</td>\n",
              "      <td>Photoelectric Factor</td>\n",
              "      <td></td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>265</th>\n",
              "      <td>PEGE_WALK2</td>\n",
              "      <td>Matrix Photoelectric Factor from Elemental Con...</td>\n",
              "      <td></td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>274</th>\n",
              "      <td>PEL</td>\n",
              "      <td>Photoelectric Factor, Left</td>\n",
              "      <td></td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>272</th>\n",
              "      <td>PER</td>\n",
              "      <td>Photoelectric Factor, Right</td>\n",
              "      <td></td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>269</th>\n",
              "      <td>PESC</td>\n",
              "      <td>Photoelectric Factor, 16-Sector</td>\n",
              "      <td></td>\n",
              "      <td>[16]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>290</th>\n",
              "      <td>PESI</td>\n",
              "      <td>Photoelectric Factor Image, 0.1 ft, 16-Sector</td>\n",
              "      <td></td>\n",
              "      <td>[16]</td>\n",
              "      <td>Frame(12B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>293</th>\n",
              "      <td>PESI_DYN</td>\n",
              "      <td>Dynamically Normalized Photoelectric Factor Im...</td>\n",
              "      <td></td>\n",
              "      <td>[16]</td>\n",
              "      <td>Frame(12B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>271</th>\n",
              "      <td>PEU</td>\n",
              "      <td>Photoelectric Factor, Up</td>\n",
              "      <td></td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>287</th>\n",
              "      <td>QC_BPHI</td>\n",
              "      <td>Best Neutron Porosity Quality Indicator</td>\n",
              "      <td></td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>285</th>\n",
              "      <td>QC_FRT</td>\n",
              "      <td>Uninvaded Zone Resistivity Quality Indicator</td>\n",
              "      <td></td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>283</th>\n",
              "      <td>QC_GR</td>\n",
              "      <td>Gamma Ray Quality Indicator</td>\n",
              "      <td></td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>282</th>\n",
              "      <td>QC_PEF</td>\n",
              "      <td>Photoelectric Effect Quality Indicator</td>\n",
              "      <td></td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>286</th>\n",
              "      <td>QC_RES</td>\n",
              "      <td>Resistivity Quality Indicator</td>\n",
              "      <td></td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>281</th>\n",
              "      <td>QC_RHOB</td>\n",
              "      <td>Density Quality Indicator</td>\n",
              "      <td></td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>284</th>\n",
              "      <td>QC_RXO</td>\n",
              "      <td>Invaded Zone Resistivity Quality Indicator</td>\n",
              "      <td></td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>263</th>\n",
              "      <td>QC_SIGM</td>\n",
              "      <td>Formation Sigma Quality Indicator</td>\n",
              "      <td></td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>264</th>\n",
              "      <td>QC_SPEC</td>\n",
              "      <td>Spectroscopy Quality Indicator</td>\n",
              "      <td></td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>288</th>\n",
              "      <td>QC_TNPH</td>\n",
              "      <td>Thermal Neutron Porosity Quality Indicator</td>\n",
              "      <td></td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>268</th>\n",
              "      <td>QC_UCAL</td>\n",
              "      <td>Ultrasonic Caliper Quality Indicator</td>\n",
              "      <td></td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>193</th>\n",
              "      <td>RFSA</td>\n",
              "      <td>Raw Formation Sigma, Average</td>\n",
              "      <td>cu</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>194</th>\n",
              "      <td>RFSB</td>\n",
              "      <td>Raw Formation Sigma, Bottom</td>\n",
              "      <td>cu</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>195</th>\n",
              "      <td>RFSL</td>\n",
              "      <td>Raw Formation Sigma, Left</td>\n",
              "      <td>cu</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>197</th>\n",
              "      <td>RFSR</td>\n",
              "      <td>Raw Formation Sigma, Right</td>\n",
              "      <td>cu</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>196</th>\n",
              "      <td>RFSU</td>\n",
              "      <td>Raw Formation Sigma, Up</td>\n",
              "      <td>cu</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>169</th>\n",
              "      <td>RGRA</td>\n",
              "      <td>Raw Gamma Ray, Average</td>\n",
              "      <td>1/s</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>165</th>\n",
              "      <td>RGRB</td>\n",
              "      <td>Raw Gamma Ray, Bottom</td>\n",
              "      <td>1/s</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>167</th>\n",
              "      <td>RGRL</td>\n",
              "      <td>Raw Gamma Ray, Left</td>\n",
              "      <td>1/s</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>168</th>\n",
              "      <td>RGRR</td>\n",
              "      <td>Raw Gamma Ray, Right</td>\n",
              "      <td>1/s</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>166</th>\n",
              "      <td>RGRU</td>\n",
              "      <td>Raw Gamma Ray, Up</td>\n",
              "      <td>1/s</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>149</th>\n",
              "      <td>RHGE_WALK2</td>\n",
              "      <td>Matrix Density from Elemental Concentrations (...</td>\n",
              "      <td>g/cm3</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>80</th>\n",
              "      <td>RHOB</td>\n",
              "      <td>Bulk Density</td>\n",
              "      <td>g/cm3</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>70</th>\n",
              "      <td>RHOL</td>\n",
              "      <td>Long Spacing Bulk Density</td>\n",
              "      <td>g/cm3</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75</th>\n",
              "      <td>RHOS</td>\n",
              "      <td>Short Spacing Bulk Density</td>\n",
              "      <td>g/cm3</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>67</th>\n",
              "      <td>RLSC</td>\n",
              "      <td>Long Spacing Bulk Density, 16-Sector</td>\n",
              "      <td>g/cm3</td>\n",
              "      <td>[16]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>RLSI</td>\n",
              "      <td>Long Spacing Bulk Density Image, 0.1 ft, 16-Se...</td>\n",
              "      <td>g/cm3</td>\n",
              "      <td>[16]</td>\n",
              "      <td>Frame(12B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>81</th>\n",
              "      <td>ROBB</td>\n",
              "      <td>Bulk Density, Bottom</td>\n",
              "      <td>g/cm3</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>82</th>\n",
              "      <td>ROBL</td>\n",
              "      <td>Bulk Density, Left</td>\n",
              "      <td>g/cm3</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>83</th>\n",
              "      <td>ROBR</td>\n",
              "      <td>Bulk Density, Right</td>\n",
              "      <td>g/cm3</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>84</th>\n",
              "      <td>ROBU</td>\n",
              "      <td>Bulk Density, Up</td>\n",
              "      <td>g/cm3</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>71</th>\n",
              "      <td>ROLB</td>\n",
              "      <td>Long Spacing Bulk Density, Bottom</td>\n",
              "      <td>g/cm3</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>72</th>\n",
              "      <td>ROLL</td>\n",
              "      <td>Long Spacing Bulk Density, Left</td>\n",
              "      <td>g/cm3</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>73</th>\n",
              "      <td>ROLR</td>\n",
              "      <td>Long Spacing Bulk Density, Right</td>\n",
              "      <td>g/cm3</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>74</th>\n",
              "      <td>ROLU</td>\n",
              "      <td>Long Spacing Bulk Density, Up</td>\n",
              "      <td>g/cm3</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>ROP5_RM</td>\n",
              "      <td>Rate of Penetration, Averaged over Last 5ft</td>\n",
              "      <td>m/h</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>76</th>\n",
              "      <td>ROSB</td>\n",
              "      <td>Short Spacing Bulk Density, Bottom</td>\n",
              "      <td>g/cm3</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>69</th>\n",
              "      <td>ROSC</td>\n",
              "      <td>Bulk Density, 16-Sector</td>\n",
              "      <td>g/cm3</td>\n",
              "      <td>[16]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>ROSI</td>\n",
              "      <td>Bulk Density Image, 0.1 ft, 16-Sector</td>\n",
              "      <td>g/cm3</td>\n",
              "      <td>[16]</td>\n",
              "      <td>Frame(12B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>292</th>\n",
              "      <td>ROSI_DYN</td>\n",
              "      <td>Dynamically Normalized Bulk Density Image, 0.1...</td>\n",
              "      <td></td>\n",
              "      <td>[16]</td>\n",
              "      <td>Frame(12B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>77</th>\n",
              "      <td>ROSL</td>\n",
              "      <td>Short Spacing Bulk Density, Left</td>\n",
              "      <td>g/cm3</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>78</th>\n",
              "      <td>ROSR</td>\n",
              "      <td>Short Spacing Bulk Density, Right</td>\n",
              "      <td>g/cm3</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>79</th>\n",
              "      <td>ROSU</td>\n",
              "      <td>Short Spacing Bulk Density, Up</td>\n",
              "      <td>g/cm3</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>68</th>\n",
              "      <td>RSSC</td>\n",
              "      <td>Short Spacing Bulk Density, 16-Sector</td>\n",
              "      <td>g/cm3</td>\n",
              "      <td>[16]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>RSSI</td>\n",
              "      <td>Short Spacing Bulk Density Image, 0.1 ft, 16-S...</td>\n",
              "      <td>g/cm3</td>\n",
              "      <td>[16]</td>\n",
              "      <td>Frame(12B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>62</th>\n",
              "      <td>SAZ1</td>\n",
              "      <td>Raw Short Spacing Window 1 Count Rate, 16-Sect...</td>\n",
              "      <td>1/s</td>\n",
              "      <td>[16]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>SAZ1_P1F</td>\n",
              "      <td>Raw Short Spacing Window 1 Count Rate, 0.1 ft,...</td>\n",
              "      <td>1/s</td>\n",
              "      <td>[16]</td>\n",
              "      <td>Frame(12B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>63</th>\n",
              "      <td>SAZ2</td>\n",
              "      <td>Raw Short Spacing Window 3 Count Rate, 16-Sect...</td>\n",
              "      <td>1/s</td>\n",
              "      <td>[16]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>SAZ2_P1F</td>\n",
              "      <td>Raw Short Spacing Window 3 Count Rate, 0.1 ft,...</td>\n",
              "      <td>1/s</td>\n",
              "      <td>[16]</td>\n",
              "      <td>Frame(12B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>123</th>\n",
              "      <td>SIFA</td>\n",
              "      <td>Sigma Formation, Average</td>\n",
              "      <td>cu</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>124</th>\n",
              "      <td>SIFB</td>\n",
              "      <td>Sigma Formation, Bottom</td>\n",
              "      <td>cu</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>125</th>\n",
              "      <td>SIFL</td>\n",
              "      <td>Sigma Formation, Left</td>\n",
              "      <td>cu</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>127</th>\n",
              "      <td>SIFR</td>\n",
              "      <td>Sigma Formation, Right</td>\n",
              "      <td>cu</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>126</th>\n",
              "      <td>SIFU</td>\n",
              "      <td>Sigma Formation, Up</td>\n",
              "      <td>cu</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>150</th>\n",
              "      <td>SIGE_WALK2</td>\n",
              "      <td>Sigma Matrix from Elemental Concentrations, Re...</td>\n",
              "      <td>cu</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>TAB_ARC_RES</td>\n",
              "      <td>ARC Resistivity Time After Bit</td>\n",
              "      <td>s</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>64</th>\n",
              "      <td>TAB_DEN</td>\n",
              "      <td>Density Time After Bit</td>\n",
              "      <td>s</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>129</th>\n",
              "      <td>TAB_DHAP</td>\n",
              "      <td>Annular Pressure Time After Bit</td>\n",
              "      <td>s</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>TAB_GR</td>\n",
              "      <td>Gamma Ray Time After Bit</td>\n",
              "      <td>s</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>65</th>\n",
              "      <td>TAB_NEU</td>\n",
              "      <td>Neutron Time After Bit</td>\n",
              "      <td>s</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>138</th>\n",
              "      <td>TAB_SPC</td>\n",
              "      <td>Spectroscopy Time After Bit</td>\n",
              "      <td>s</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>TDEP</td>\n",
              "      <td>6-Inch Frame Depth</td>\n",
              "      <td>0.1 in</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>TDEP</td>\n",
              "      <td>0.1-ft Frame Depth</td>\n",
              "      <td>0.1 in</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(12B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>297</th>\n",
              "      <td>TICK_ARC_RES</td>\n",
              "      <td>ARC Resistivity Samples</td>\n",
              "      <td></td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(12B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>294</th>\n",
              "      <td>TICK_DEN</td>\n",
              "      <td>Density Samples</td>\n",
              "      <td></td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(12B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>298</th>\n",
              "      <td>TICK_DHAP</td>\n",
              "      <td>Annular Pressure Samples</td>\n",
              "      <td></td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(12B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>295</th>\n",
              "      <td>TICK_GR</td>\n",
              "      <td>Gamma Ray Samples</td>\n",
              "      <td></td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(12B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>299</th>\n",
              "      <td>TICK_NEU</td>\n",
              "      <td>Neutron Samples</td>\n",
              "      <td></td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(12B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>296</th>\n",
              "      <td>TICK_SPC</td>\n",
              "      <td>Spectroscopy Samples</td>\n",
              "      <td></td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(12B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>151</th>\n",
              "      <td>TNGE_WALK2</td>\n",
              "      <td>Matrix Thermal Neutron Porosity from Elemental...</td>\n",
              "      <td>pu</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>103</th>\n",
              "      <td>TNPB</td>\n",
              "      <td>Thermal Neutron Porosity, Bottom</td>\n",
              "      <td>pu</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>104</th>\n",
              "      <td>TNPB_UNC</td>\n",
              "      <td>Uncorrected Thermal Neutron Porosity, Bottom (...</td>\n",
              "      <td>pu</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>98</th>\n",
              "      <td>TNPH</td>\n",
              "      <td>Thermal Neutron Porosity (Ratio Method) in Sel...</td>\n",
              "      <td>pu</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>99</th>\n",
              "      <td>TNPH_UNC</td>\n",
              "      <td>Uncorrected Thermal Neutron Porosity (only hol...</td>\n",
              "      <td>pu</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>108</th>\n",
              "      <td>TNPL</td>\n",
              "      <td>Thermal Neutron Porosity, Left</td>\n",
              "      <td>pu</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>109</th>\n",
              "      <td>TNPL_UNC</td>\n",
              "      <td>Uncorrected Thermal Neutron Porosity, Left (on...</td>\n",
              "      <td>pu</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>118</th>\n",
              "      <td>TNPR</td>\n",
              "      <td>Thermal Neutron Porosity, Right</td>\n",
              "      <td>pu</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>119</th>\n",
              "      <td>TNPR_UNC</td>\n",
              "      <td>Uncorrected Thermal Neutron Porosity, Right (o...</td>\n",
              "      <td>pu</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>113</th>\n",
              "      <td>TNPU</td>\n",
              "      <td>Thermal Neutron Porosity, Up</td>\n",
              "      <td>pu</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>114</th>\n",
              "      <td>TNPU_UNC</td>\n",
              "      <td>Uncorrected Thermal Neutron Porosity, Up (only...</td>\n",
              "      <td>pu</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>170</th>\n",
              "      <td>TTEM</td>\n",
              "      <td>Tool Temperature</td>\n",
              "      <td>degC</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>280</th>\n",
              "      <td>U</td>\n",
              "      <td>Volumetric Photoelectric Factor</td>\n",
              "      <td></td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>278</th>\n",
              "      <td>UB</td>\n",
              "      <td>Volumetric Photoelectric Factor, Bottom</td>\n",
              "      <td></td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>173</th>\n",
              "      <td>UCAL1</td>\n",
              "      <td>Ultrasonic Caliper, Axis 1 Diameter</td>\n",
              "      <td>in</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>174</th>\n",
              "      <td>UCAL2</td>\n",
              "      <td>Ultrasonic Caliper, Axis 2 Diameter</td>\n",
              "      <td>in</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>175</th>\n",
              "      <td>UCAL3</td>\n",
              "      <td>Ultrasonic Caliper, Axis 3 Diameter</td>\n",
              "      <td>in</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>176</th>\n",
              "      <td>UCAL4</td>\n",
              "      <td>Ultrasonic Caliper, Axis 4 Diameter</td>\n",
              "      <td>in</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>177</th>\n",
              "      <td>UCAL5</td>\n",
              "      <td>Ultrasonic Caliper, Axis 5 Diameter</td>\n",
              "      <td>in</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>178</th>\n",
              "      <td>UCAL6</td>\n",
              "      <td>Ultrasonic Caliper, Axis 6 Diameter</td>\n",
              "      <td>in</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>179</th>\n",
              "      <td>UCAL7</td>\n",
              "      <td>Ultrasonic Caliper, Axis 7 Diameter</td>\n",
              "      <td>in</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>180</th>\n",
              "      <td>UCAL8</td>\n",
              "      <td>Ultrasonic Caliper, Axis 8 Diameter</td>\n",
              "      <td>in</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>131</th>\n",
              "      <td>UCAV</td>\n",
              "      <td>Ultrasonic Caliper Average Diameter</td>\n",
              "      <td>in</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>132</th>\n",
              "      <td>UCHO</td>\n",
              "      <td>Ultrasonic Caliper, Horizontal Diameter</td>\n",
              "      <td>in</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>133</th>\n",
              "      <td>UCVE</td>\n",
              "      <td>Ultrasonic Caliper, Vertical Diameter</td>\n",
              "      <td>in</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>266</th>\n",
              "      <td>UGE_WALK2</td>\n",
              "      <td>Matrix Volumetric Photoelectric Factor from El...</td>\n",
              "      <td></td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>279</th>\n",
              "      <td>UL</td>\n",
              "      <td>Volumetric Photoelectric Factor, Left</td>\n",
              "      <td></td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>277</th>\n",
              "      <td>UR</td>\n",
              "      <td>Volumetric Photoelectric Factor, Right</td>\n",
              "      <td></td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>270</th>\n",
              "      <td>USC</td>\n",
              "      <td>Volumetric Photoelectric Factor, 16-Sector</td>\n",
              "      <td></td>\n",
              "      <td>[16]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>291</th>\n",
              "      <td>USI</td>\n",
              "      <td>Volumetric Photoelectric Factor Image, 0.1 ft,...</td>\n",
              "      <td></td>\n",
              "      <td>[16]</td>\n",
              "      <td>Frame(12B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>134</th>\n",
              "      <td>USOI_FILT</td>\n",
              "      <td>Ultrasonic Standoff Image, filtered, 0.1ft, 16...</td>\n",
              "      <td>in</td>\n",
              "      <td>[16]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>276</th>\n",
              "      <td>UU</td>\n",
              "      <td>Volumetric Photoelectric Factor, Up</td>\n",
              "      <td></td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>171</th>\n",
              "      <td>VIB_X</td>\n",
              "      <td>Axial (X-Axis) RMS Vibration</td>\n",
              "      <td>g</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>152</th>\n",
              "      <td>WANH_WALK2</td>\n",
              "      <td>Dry Weight Fraction Anhydrite/Gypsum (SpectroL...</td>\n",
              "      <td>%</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>154</th>\n",
              "      <td>WCAR_WALK2</td>\n",
              "      <td>Dry Weight Fraction Carbonate (SpectroLith WAL...</td>\n",
              "      <td>%</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>153</th>\n",
              "      <td>WCLA_WALK2</td>\n",
              "      <td>Dry Weight Fraction Clay (SpectroLith WALK2 Mo...</td>\n",
              "      <td>%</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>158</th>\n",
              "      <td>WCOA_WALK2</td>\n",
              "      <td>Dry Weight Fraction Coal (SpectroLith WALK2 Mo...</td>\n",
              "      <td>%</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>159</th>\n",
              "      <td>WEVA_WALK2</td>\n",
              "      <td>Dry Weight Fraction Salt (SpectroLith WALK2 Mo...</td>\n",
              "      <td>%</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>156</th>\n",
              "      <td>WPYR_WALK2</td>\n",
              "      <td>Dry Weight Fraction Pyrite (SpectroLith WALK2 ...</td>\n",
              "      <td>%</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>155</th>\n",
              "      <td>WQFM_WALK2</td>\n",
              "      <td>Dry Weight Fraction Quartz+Feldspar+Mica (QFM)...</td>\n",
              "      <td>%</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>157</th>\n",
              "      <td>WSID_WALK2</td>\n",
              "      <td>Dry Weight Fraction Siderite (SpectroLith WALK...</td>\n",
              "      <td>%</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "              Name                                          Long name   Units  \\\n",
              "289           1TIM                                  0.1-ft Frame Time      ms   \n",
              "262           6TIM                                   6-in. Frame Time      ms   \n",
              "219           A112                  ARC Amplitude R1 from T1 at 2 MHz      mV   \n",
              "239           A114                ARC Amplitude R1 from T1 at 400 KHz      mV   \n",
              "221           A122                  ARC Amplitude R1 from T2 at 2 MHz      mV   \n",
              "241           A124                ARC Amplitude R1 from T2 at 400 KHz      mV   \n",
              "223           A132                  ARC Amplitude R1 from T3 at 2 MHz      mV   \n",
              "243           A134                ARC Amplitude R1 from T3 at 400 KHz      mV   \n",
              "225           A142                  ARC Amplitude R1 from T4 at 2 MHz      mV   \n",
              "245           A144                ARC Amplitude R1 from T4 at 400 KHz      mV   \n",
              "227           A152                  ARC Amplitude R1 from T5 at 2 MHz      mV   \n",
              "247           A154                ARC Amplitude R1 from T5 at 400 KHz      mV   \n",
              "21            A16H        ARC Attenuation Resistivity 16-in. at 2 MHz   ohm.m   \n",
              "41       A16H_COND       ARC Attenuation Conductivity 16-in. at 2 MHz    mS/m   \n",
              "26            A16L      ARC Attenuation Resistivity 16-in. at 400 KHz   ohm.m   \n",
              "46       A16L_COND     ARC Attenuation Conductivity 16-in. at 400 KHz    mS/m   \n",
              "220           A212                  ARC Amplitude R2 from T1 at 2 MHz      mV   \n",
              "240           A214                ARC Amplitude R2 from T1 at 400 KHz      mV   \n",
              "222           A222                  ARC Amplitude R2 from T2 at 2 MHz      mV   \n",
              "242           A224                ARC Amplitude R2 from T2 at 400 KHz      mV   \n",
              "22            A22H        ARC Attenuation Resistivity 22-in. at 2 MHz   ohm.m   \n",
              "42       A22H_COND       ARC Attenuation Conductivity 22-in. at 2 MHz    mS/m   \n",
              "27            A22L      ARC Attenuation Resistivity 22-in. at 400 KHz   ohm.m   \n",
              "47       A22L_COND     ARC Attenuation Conductivity 22-in. at 400 KHz    mS/m   \n",
              "224           A232                  ARC Amplitude R2 from T3 at 2 MHz      mV   \n",
              "244           A234                ARC Amplitude R2 from T3 at 400 KHz      mV   \n",
              "226           A242                  ARC Amplitude R2 from T4 at 2 MHz      mV   \n",
              "246           A244                ARC Amplitude R2 from T4 at 400 KHz      mV   \n",
              "228           A252                  ARC Amplitude R2 from T5 at 2 MHz      mV   \n",
              "248           A254                ARC Amplitude R2 from T5 at 400 KHz      mV   \n",
              "23            A28H        ARC Attenuation Resistivity 28-in. at 2 MHz   ohm.m   \n",
              "43       A28H_COND       ARC Attenuation Conductivity 28-in. at 2 MHz    mS/m   \n",
              "28            A28L      ARC Attenuation Resistivity 28-in. at 400 KHz   ohm.m   \n",
              "48       A28L_COND     ARC Attenuation Conductivity 28-in. at 400 KHz    mS/m   \n",
              "24            A34H        ARC Attenuation Resistivity 34-in. at 2 MHz   ohm.m   \n",
              "44       A34H_COND       ARC Attenuation Conductivity 34-in. at 2 MHz    mS/m   \n",
              "29            A34L      ARC Attenuation Resistivity 34-in. at 400 KHz   ohm.m   \n",
              "49       A34L_COND     ARC Attenuation Conductivity 34-in. at 400 KHz    mS/m   \n",
              "25            A40H        ARC Attenuation Resistivity 40-in. at 2 MHz   ohm.m   \n",
              "45       A40H_COND       ARC Attenuation Conductivity 40-in. at 2 MHz    mS/m   \n",
              "30            A40L      ARC Attenuation Resistivity 40-in. at 400 KHz   ohm.m   \n",
              "50       A40L_COND     ARC Attenuation Conductivity 40-in. at 400 KHz    mS/m   \n",
              "139     ASAL_WALK2        Apparent Salinity (SpectroLith WALK2 Model)     ppk   \n",
              "135           BCAV                     Best Caliper, Average Diameter      in   \n",
              "136           BCHO                  Best Caliper, Horizontal Diameter      in   \n",
              "137           BCVE                    Best Caliper, Vertical Diameter      in   \n",
              "105           BPHB              Best Thermal Neutron Porosity, Bottom      pu   \n",
              "106       BPHB_UNC  Uncorrected Best Thermal Neutron Porosity, Bottom      pu   \n",
              "100           BPHI             Best Thermal Neutron Porosity, Average      pu   \n",
              "101       BPHI_UNC  Uncorrected Best Thermal Neutron Porosity, Ave...      pu   \n",
              "110           BPHL                Best Thermal Neutron Porosity, Left      pu   \n",
              "111       BPHL_UNC    Uncorrected Best Thermal Neutron Porosity, Left      pu   \n",
              "120           BPHR               Best Thermal Neutron Porosity, Right      pu   \n",
              "121       BPHR_UNC   Uncorrected Best Thermal Neutron Porosity, Right      pu   \n",
              "115           BPHU                  Best Thermal Neutron Porosity, Up      pu   \n",
              "116       BPHU_UNC      Uncorrected Best Thermal Neutron Porosity, Up      pu   \n",
              "19          BS_ARC                                           Bit Size      in   \n",
              "200      CCA_WALK2  Capture Calcium Relative Yield (SpectroLith WA...       %   \n",
              "201     CCHL_WALK2  Capture Chlorine Relative Yield (SpectroLith W...       %   \n",
              "202     CFEU_WALK2  Capture Iron Relative Yield (Uncorrected, Spec...       %   \n",
              "204      CGD_WALK2  Capture Gadolinium Relative Yield (SpectroLith...       %   \n",
              "198      CHY_WALK2  Capture Hydrogen Relative Yield (SpectroLith W...       %   \n",
              "207       CK_WALK2  Capture Potassium Relative Yield (SpectroLith ...       %   \n",
              "206      CNC_WALK2  Capture Nickel-Chromium Relative Yield (Spectr...       %   \n",
              "172           CRPM                            Collar Rotational Speed   c/min   \n",
              "199      CSI_WALK2  Capture Silicon Relative Yield (SpectroLith WA...       %   \n",
              "203     CSUU_WALK2  Capture Sulfur Relative Yield (Uncorrected, Sp...       %   \n",
              "205      CTI_WALK2  Capture Titanium Relative Yield (SpectroLith W...       %   \n",
              "107          DBPHB   Best Thermal Neutron Porosity Correction, Bottom      pu   \n",
              "102          DBPHI  Best Thermal Neutron Porosity Correction, Average      pu   \n",
              "112          DBPHL     Best Thermal Neutron Porosity Correction, Left      pu   \n",
              "122          DBPHR    Best Thermal Neutron Porosity Correction, Right      pu   \n",
              "117          DBPHU       Best Thermal Neutron Porosity Correction, Up      pu   \n",
              "97            DCAV                           Density Caliper, Average      in   \n",
              "95            DCHO                        Density Caliper, Horizontal      in   \n",
              "90            DCRA        Radii Image from Density Caliper, 16-Sector      in   \n",
              "96            DCVE                          Density Caliper, Vertical      in   \n",
              "20            DEVI                                     Hole Deviation     deg   \n",
              "259           DHAP                          Downhole Annulus Pressure     kPa   \n",
              "260           DHAT                       Downhole Annulus Temperature    degC   \n",
              "86            DRHB                    Bulk Density Correction, Bottom   g/cm3   \n",
              "87            DRHL                      Bulk Density Correction, Left   g/cm3   \n",
              "85            DRHO                            Bulk Density Correction   g/cm3   \n",
              "88            DRHR                     Bulk Density Correction, Right   g/cm3   \n",
              "89            DRHU                        Bulk Density Correction, Up   g/cm3   \n",
              "66            DRSC                 Bulk Density Correction, 16-Sector   g/cm3   \n",
              "5             DRSI   Bulk Density Correction Image, 0.1 ft, 16-Sector   g/cm3   \n",
              "94            DSOB                  Density Standoff, Bottom Quadrant      in   \n",
              "92            DSOL                    Density Standoff, Left Quadrant      in   \n",
              "93            DSOR                   Density Standoff, Right Quadrant      in   \n",
              "91            DSOU                   Density Standoff, Upper Quadrant      in   \n",
              "147     DWAL_WALK2  Dry Weight Fraction Pseudo Aluminum (SpectroLi...       %   \n",
              "142     DWCA_WALK2  Dry Weight Fraction Calcium (SpectroLith WALK2...       %   \n",
              "144     DWFE_WALK2  Dry Weight Fraction Iron + 0.14 Aluminum (Spec...       %   \n",
              "143     DWGD_WALK2  Dry Weight Fraction Gadolinium (SpectroLith WA...     ppm   \n",
              "146      DWK_WALK2  Dry Weight Fraction Potassium (SpectroLith WAL...       %   \n",
              "141     DWSI_WALK2  Dry Weight Fraction Silicon (SpectroLith WALK2...       %   \n",
              "140     DWSU_WALK2  Dry Weight Fraction Sulfur (SpectroLith WALK2 ...       %   \n",
              "145     DWTI_WALK2  Dry Weight Fraction Titanium (SpectroLith WALK...       %   \n",
              "128            ECD                     Equivalent Circulating Density   g/cm3   \n",
              "181           EFR1              Ultrasonic Echo Firing Ratio, Sensor1       %   \n",
              "182           EFR2              Ultrasonic Echo Firing Ratio, Sensor2       %   \n",
              "148     ENGE_WALK2  Matrix Epithermal Neutron Porosity from Elemen...      pu   \n",
              "183           FAR1              Neutron Far Tube 1 Average Count Rate     1/s   \n",
              "185          FAR1B               Neutron Far Tube 1 Bottom Count Rate     1/s   \n",
              "186          FAR1L                 Neutron Far Tube 1 Left Count Rate     1/s   \n",
              "188          FAR1R                Neutron Far Tube 1 Right Count Rate     1/s   \n",
              "187          FAR1U                   Neutron Far Tube 1 Up Count Rate     1/s   \n",
              "184           FAR2              Neutron Far Tube 2 Average Count Rate     1/s   \n",
              "189          FAR2B               Neutron Far Tube 2 Bottom Count Rate     1/s   \n",
              "190          FAR2L                 Neutron Far Tube 2 Left Count Rate     1/s   \n",
              "192          FAR2R                Neutron Far Tube 2 Right Count Rate     1/s   \n",
              "191          FAR2U                   Neutron Far Tube 2 Up Count Rate     1/s   \n",
              "267     FY2W_WALK2  Factor From Yield to Weight (SpectroLith WALK2...           \n",
              "17       GRIQ_FILT                  GR Image from Quadrants, filtered    gAPI   \n",
              "16            GRMA                                 Gamma Ray, Average    gAPI   \n",
              "11       GRMA_FILT        Gamma Ray, Average, Calibrated and Filtered    gAPI   \n",
              "12       GRMB_FILT         Gamma Ray, Bottom, Calibrated and Filtered    gAPI   \n",
              "13       GRML_FILT           Gamma Ray, Left, Calibrated and Filtered    gAPI   \n",
              "15       GRMR_FILT          Gamma Ray, Right, Calibrated and Filtered    gAPI   \n",
              "14       GRMU_FILT             Gamma Ray, Up, Calibrated and Filtered    gAPI   \n",
              "261  GR_IMG16_FILT                    GR Image from sectors, filtered    gAPI   \n",
              "163         GX_CAL                    X-Axis Accelerometer Calibrated       g   \n",
              "164        GX_TEMP                   X-Axis Accelerometer Temperature    degC   \n",
              "160           HAZI                Hole Azimuth Relative to True North     deg   \n",
              "130      INCL_CONT                             Continuous inclination     deg   \n",
              "61            LSAZ  Raw Long Spacing Window 3 Count Rate, 16-Secto...     1/s   \n",
              "2         LSAZ_P1F  Raw Long Spacing Window 3 Count Rate, 0.1 ft, ...     1/s   \n",
              "218           MONT                   Neutron Monitor Total Count Rate     1/s   \n",
              "213           NER1             Neutron Near Tube 1 Average Count Rate     1/s   \n",
              "214          NER1B             Neutron Near Tube 1 Count Rate, Bottom     1/s   \n",
              "215          NER1L               Neutron Near Tube 1 Count Rate, Left     1/s   \n",
              "217          NER1R              Neutron Near Tube 1 Count Rate, Right     1/s   \n",
              "216          NER1U                 Neutron Near Tube 1 Count Rate, Up     1/s   \n",
              "208           NER2             Neutron Near Tube 2 Average Count Rate     1/s   \n",
              "209          NER2B             Neutron Near Tube 2 Count Rate, Bottom     1/s   \n",
              "210          NER2L               Neutron Near Tube 2 Count Rate, Left     1/s   \n",
              "212          NER2R              Neutron Near Tube 2 Count Rate, Right     1/s   \n",
              "211          NER2U                 Neutron Near Tube 2 Count Rate, Up     1/s   \n",
              "229           P112                      ARC Phase R1 from T1 at 2 MHz     deg   \n",
              "249           P114                    ARC Phase R1 from T1 at 400 KHz     deg   \n",
              "231           P122                      ARC Phase R1 from T2 at 2 MHz     deg   \n",
              "251           P124                    ARC Phase R1 from T2 at 400 KHz     deg   \n",
              "233           P132                      ARC Phase R1 from T3 at 2 MHz     deg   \n",
              "253           P134                    ARC Phase R1 from T3 at 400 KHz     deg   \n",
              "235           P142                      ARC Phase R1 from T4 at 2 MHz     deg   \n",
              "255           P144                    ARC Phase R1 from T4 at 400 KHz     deg   \n",
              "237           P152                      ARC Phase R1 from T5 at 2 MHz     deg   \n",
              "257           P154                    ARC Phase R1 from T5 at 400 KHz     deg   \n",
              "31            P16H        ARC Phase-Shift Resistivity 16-in. at 2 MHz   ohm.m   \n",
              "51       P16H_COND       ARC Phase-Shift Conductivity 16-in. at 2 MHz    mS/m   \n",
              "36            P16L      ARC Phase-Shift Resistivity 16-in. at 400 KHz   ohm.m   \n",
              "56       P16L_COND     ARC Phase-Shift Conductivity 16-in. at 400 KHz    mS/m   \n",
              "161           P1AZ  Pad 1 Azimuth in Horizontal Plane (0 = True No...     deg   \n",
              "162           P1NO  Pad 1 Azimuth in Plane Orthogonal to Tool Axis...     deg   \n",
              "230           P212                      ARC Phase R2 from T1 at 2 MHz     deg   \n",
              "250           P214                    ARC Phase R2 from T1 at 400 KHz     deg   \n",
              "232           P222                      ARC Phase R2 from T2 at 2 MHz     deg   \n",
              "252           P224                    ARC Phase R2 from T2 at 400 KHz     deg   \n",
              "32            P22H        ARC Phase-Shift Resistivity 22-in. at 2 MHz   ohm.m   \n",
              "52       P22H_COND       ARC Phase-Shift Conductivity 22-in. at 2 MHz    mS/m   \n",
              "37            P22L      ARC Phase-Shift Resistivity 22-in. at 400 KHz   ohm.m   \n",
              "57       P22L_COND     ARC Phase-Shift Conductivity 22-in. at 400 KHz    mS/m   \n",
              "234           P232                      ARC Phase R2 from T3 at 2 MHz     deg   \n",
              "254           P234                    ARC Phase R2 from T3 at 400 KHz     deg   \n",
              "236           P242                      ARC Phase R2 from T4 at 2 MHz     deg   \n",
              "256           P244                    ARC Phase R2 from T4 at 400 KHz     deg   \n",
              "238           P252                      ARC Phase R2 from T5 at 2 MHz     deg   \n",
              "258           P254                    ARC Phase R2 from T5 at 400 KHz     deg   \n",
              "33            P28H        ARC Phase-Shift Resistivity 28-in. at 2 MHz   ohm.m   \n",
              "53       P28H_COND       ARC Phase-Shift Conductivity 28-in. at 2 MHz    mS/m   \n",
              "38            P28L      ARC Phase-Shift Resistivity 28-in. at 400 KHz   ohm.m   \n",
              "58       P28L_COND     ARC Phase-Shift Conductivity 28-in. at 400 KHz    mS/m   \n",
              "34            P34H        ARC Phase-Shift Resistivity 34-in. at 2 MHz   ohm.m   \n",
              "54       P34H_COND       ARC Phase-Shift Conductivity 34-in. at 2 MHz    mS/m   \n",
              "39            P34L      ARC Phase-Shift Resistivity 34-in. at 400 KHz   ohm.m   \n",
              "59       P34L_COND     ARC Phase-Shift Conductivity 34-in. at 400 KHz    mS/m   \n",
              "35            P40H        ARC Phase-Shift Resistivity 40-in. at 2 MHz   ohm.m   \n",
              "55       P40H_COND       ARC Phase-Shift Conductivity 40-in. at 2 MHz    mS/m   \n",
              "40            P40L      ARC Phase-Shift Resistivity 40-in. at 400 KHz   ohm.m   \n",
              "60       P40L_COND     ARC Phase-Shift Conductivity 40-in. at 400 KHz    mS/m   \n",
              "273            PEB                       Photoelectric Factor, Bottom           \n",
              "275            PEF                               Photoelectric Factor           \n",
              "265     PEGE_WALK2  Matrix Photoelectric Factor from Elemental Con...           \n",
              "274            PEL                         Photoelectric Factor, Left           \n",
              "272            PER                        Photoelectric Factor, Right           \n",
              "269           PESC                    Photoelectric Factor, 16-Sector           \n",
              "290           PESI      Photoelectric Factor Image, 0.1 ft, 16-Sector           \n",
              "293       PESI_DYN  Dynamically Normalized Photoelectric Factor Im...           \n",
              "271            PEU                           Photoelectric Factor, Up           \n",
              "287        QC_BPHI            Best Neutron Porosity Quality Indicator           \n",
              "285         QC_FRT       Uninvaded Zone Resistivity Quality Indicator           \n",
              "283          QC_GR                        Gamma Ray Quality Indicator           \n",
              "282         QC_PEF             Photoelectric Effect Quality Indicator           \n",
              "286         QC_RES                      Resistivity Quality Indicator           \n",
              "281        QC_RHOB                          Density Quality Indicator           \n",
              "284         QC_RXO         Invaded Zone Resistivity Quality Indicator           \n",
              "263        QC_SIGM                  Formation Sigma Quality Indicator           \n",
              "264        QC_SPEC                     Spectroscopy Quality Indicator           \n",
              "288        QC_TNPH         Thermal Neutron Porosity Quality Indicator           \n",
              "268        QC_UCAL               Ultrasonic Caliper Quality Indicator           \n",
              "193           RFSA                       Raw Formation Sigma, Average      cu   \n",
              "194           RFSB                        Raw Formation Sigma, Bottom      cu   \n",
              "195           RFSL                          Raw Formation Sigma, Left      cu   \n",
              "197           RFSR                         Raw Formation Sigma, Right      cu   \n",
              "196           RFSU                            Raw Formation Sigma, Up      cu   \n",
              "169           RGRA                             Raw Gamma Ray, Average     1/s   \n",
              "165           RGRB                              Raw Gamma Ray, Bottom     1/s   \n",
              "167           RGRL                                Raw Gamma Ray, Left     1/s   \n",
              "168           RGRR                               Raw Gamma Ray, Right     1/s   \n",
              "166           RGRU                                  Raw Gamma Ray, Up     1/s   \n",
              "149     RHGE_WALK2  Matrix Density from Elemental Concentrations (...   g/cm3   \n",
              "80            RHOB                                       Bulk Density   g/cm3   \n",
              "70            RHOL                          Long Spacing Bulk Density   g/cm3   \n",
              "75            RHOS                         Short Spacing Bulk Density   g/cm3   \n",
              "67            RLSC               Long Spacing Bulk Density, 16-Sector   g/cm3   \n",
              "6             RLSI  Long Spacing Bulk Density Image, 0.1 ft, 16-Se...   g/cm3   \n",
              "81            ROBB                               Bulk Density, Bottom   g/cm3   \n",
              "82            ROBL                                 Bulk Density, Left   g/cm3   \n",
              "83            ROBR                                Bulk Density, Right   g/cm3   \n",
              "84            ROBU                                   Bulk Density, Up   g/cm3   \n",
              "71            ROLB                  Long Spacing Bulk Density, Bottom   g/cm3   \n",
              "72            ROLL                    Long Spacing Bulk Density, Left   g/cm3   \n",
              "73            ROLR                   Long Spacing Bulk Density, Right   g/cm3   \n",
              "74            ROLU                      Long Spacing Bulk Density, Up   g/cm3   \n",
              "9          ROP5_RM        Rate of Penetration, Averaged over Last 5ft     m/h   \n",
              "76            ROSB                 Short Spacing Bulk Density, Bottom   g/cm3   \n",
              "69            ROSC                            Bulk Density, 16-Sector   g/cm3   \n",
              "8             ROSI              Bulk Density Image, 0.1 ft, 16-Sector   g/cm3   \n",
              "292       ROSI_DYN  Dynamically Normalized Bulk Density Image, 0.1...           \n",
              "77            ROSL                   Short Spacing Bulk Density, Left   g/cm3   \n",
              "78            ROSR                  Short Spacing Bulk Density, Right   g/cm3   \n",
              "79            ROSU                     Short Spacing Bulk Density, Up   g/cm3   \n",
              "68            RSSC              Short Spacing Bulk Density, 16-Sector   g/cm3   \n",
              "7             RSSI  Short Spacing Bulk Density Image, 0.1 ft, 16-S...   g/cm3   \n",
              "62            SAZ1  Raw Short Spacing Window 1 Count Rate, 16-Sect...     1/s   \n",
              "3         SAZ1_P1F  Raw Short Spacing Window 1 Count Rate, 0.1 ft,...     1/s   \n",
              "63            SAZ2  Raw Short Spacing Window 3 Count Rate, 16-Sect...     1/s   \n",
              "4         SAZ2_P1F  Raw Short Spacing Window 3 Count Rate, 0.1 ft,...     1/s   \n",
              "123           SIFA                           Sigma Formation, Average      cu   \n",
              "124           SIFB                            Sigma Formation, Bottom      cu   \n",
              "125           SIFL                              Sigma Formation, Left      cu   \n",
              "127           SIFR                             Sigma Formation, Right      cu   \n",
              "126           SIFU                                Sigma Formation, Up      cu   \n",
              "150     SIGE_WALK2  Sigma Matrix from Elemental Concentrations, Re...      cu   \n",
              "18     TAB_ARC_RES                     ARC Resistivity Time After Bit       s   \n",
              "64         TAB_DEN                             Density Time After Bit       s   \n",
              "129       TAB_DHAP                    Annular Pressure Time After Bit       s   \n",
              "10          TAB_GR                           Gamma Ray Time After Bit       s   \n",
              "65         TAB_NEU                             Neutron Time After Bit       s   \n",
              "138        TAB_SPC                        Spectroscopy Time After Bit       s   \n",
              "0             TDEP                                 6-Inch Frame Depth  0.1 in   \n",
              "1             TDEP                                 0.1-ft Frame Depth  0.1 in   \n",
              "297   TICK_ARC_RES                            ARC Resistivity Samples           \n",
              "294       TICK_DEN                                    Density Samples           \n",
              "298      TICK_DHAP                           Annular Pressure Samples           \n",
              "295        TICK_GR                                  Gamma Ray Samples           \n",
              "299       TICK_NEU                                    Neutron Samples           \n",
              "296       TICK_SPC                               Spectroscopy Samples           \n",
              "151     TNGE_WALK2  Matrix Thermal Neutron Porosity from Elemental...      pu   \n",
              "103           TNPB                   Thermal Neutron Porosity, Bottom      pu   \n",
              "104       TNPB_UNC  Uncorrected Thermal Neutron Porosity, Bottom (...      pu   \n",
              "98            TNPH  Thermal Neutron Porosity (Ratio Method) in Sel...      pu   \n",
              "99        TNPH_UNC  Uncorrected Thermal Neutron Porosity (only hol...      pu   \n",
              "108           TNPL                     Thermal Neutron Porosity, Left      pu   \n",
              "109       TNPL_UNC  Uncorrected Thermal Neutron Porosity, Left (on...      pu   \n",
              "118           TNPR                    Thermal Neutron Porosity, Right      pu   \n",
              "119       TNPR_UNC  Uncorrected Thermal Neutron Porosity, Right (o...      pu   \n",
              "113           TNPU                       Thermal Neutron Porosity, Up      pu   \n",
              "114       TNPU_UNC  Uncorrected Thermal Neutron Porosity, Up (only...      pu   \n",
              "170           TTEM                                   Tool Temperature    degC   \n",
              "280              U                    Volumetric Photoelectric Factor           \n",
              "278             UB            Volumetric Photoelectric Factor, Bottom           \n",
              "173          UCAL1                Ultrasonic Caliper, Axis 1 Diameter      in   \n",
              "174          UCAL2                Ultrasonic Caliper, Axis 2 Diameter      in   \n",
              "175          UCAL3                Ultrasonic Caliper, Axis 3 Diameter      in   \n",
              "176          UCAL4                Ultrasonic Caliper, Axis 4 Diameter      in   \n",
              "177          UCAL5                Ultrasonic Caliper, Axis 5 Diameter      in   \n",
              "178          UCAL6                Ultrasonic Caliper, Axis 6 Diameter      in   \n",
              "179          UCAL7                Ultrasonic Caliper, Axis 7 Diameter      in   \n",
              "180          UCAL8                Ultrasonic Caliper, Axis 8 Diameter      in   \n",
              "131           UCAV                Ultrasonic Caliper Average Diameter      in   \n",
              "132           UCHO            Ultrasonic Caliper, Horizontal Diameter      in   \n",
              "133           UCVE              Ultrasonic Caliper, Vertical Diameter      in   \n",
              "266      UGE_WALK2  Matrix Volumetric Photoelectric Factor from El...           \n",
              "279             UL              Volumetric Photoelectric Factor, Left           \n",
              "277             UR             Volumetric Photoelectric Factor, Right           \n",
              "270            USC         Volumetric Photoelectric Factor, 16-Sector           \n",
              "291            USI  Volumetric Photoelectric Factor Image, 0.1 ft,...           \n",
              "134      USOI_FILT  Ultrasonic Standoff Image, filtered, 0.1ft, 16...      in   \n",
              "276             UU                Volumetric Photoelectric Factor, Up           \n",
              "171          VIB_X                       Axial (X-Axis) RMS Vibration       g   \n",
              "152     WANH_WALK2  Dry Weight Fraction Anhydrite/Gypsum (SpectroL...       %   \n",
              "154     WCAR_WALK2  Dry Weight Fraction Carbonate (SpectroLith WAL...       %   \n",
              "153     WCLA_WALK2  Dry Weight Fraction Clay (SpectroLith WALK2 Mo...       %   \n",
              "158     WCOA_WALK2  Dry Weight Fraction Coal (SpectroLith WALK2 Mo...       %   \n",
              "159     WEVA_WALK2  Dry Weight Fraction Salt (SpectroLith WALK2 Mo...       %   \n",
              "156     WPYR_WALK2  Dry Weight Fraction Pyrite (SpectroLith WALK2 ...       %   \n",
              "155     WQFM_WALK2  Dry Weight Fraction Quartz+Feldspar+Mica (QFM)...       %   \n",
              "157     WSID_WALK2  Dry Weight Fraction Siderite (SpectroLith WALK...       %   \n",
              "\n",
              "    Dimension       Frame  \n",
              "289       [1]  Frame(12B)  \n",
              "262       [1]  Frame(60B)  \n",
              "219       [1]  Frame(60B)  \n",
              "239       [1]  Frame(60B)  \n",
              "221       [1]  Frame(60B)  \n",
              "241       [1]  Frame(60B)  \n",
              "223       [1]  Frame(60B)  \n",
              "243       [1]  Frame(60B)  \n",
              "225       [1]  Frame(60B)  \n",
              "245       [1]  Frame(60B)  \n",
              "227       [1]  Frame(60B)  \n",
              "247       [1]  Frame(60B)  \n",
              "21        [1]  Frame(60B)  \n",
              "41        [1]  Frame(60B)  \n",
              "26        [1]  Frame(60B)  \n",
              "46        [1]  Frame(60B)  \n",
              "220       [1]  Frame(60B)  \n",
              "240       [1]  Frame(60B)  \n",
              "222       [1]  Frame(60B)  \n",
              "242       [1]  Frame(60B)  \n",
              "22        [1]  Frame(60B)  \n",
              "42        [1]  Frame(60B)  \n",
              "27        [1]  Frame(60B)  \n",
              "47        [1]  Frame(60B)  \n",
              "224       [1]  Frame(60B)  \n",
              "244       [1]  Frame(60B)  \n",
              "226       [1]  Frame(60B)  \n",
              "246       [1]  Frame(60B)  \n",
              "228       [1]  Frame(60B)  \n",
              "248       [1]  Frame(60B)  \n",
              "23        [1]  Frame(60B)  \n",
              "43        [1]  Frame(60B)  \n",
              "28        [1]  Frame(60B)  \n",
              "48        [1]  Frame(60B)  \n",
              "24        [1]  Frame(60B)  \n",
              "44        [1]  Frame(60B)  \n",
              "29        [1]  Frame(60B)  \n",
              "49        [1]  Frame(60B)  \n",
              "25        [1]  Frame(60B)  \n",
              "45        [1]  Frame(60B)  \n",
              "30        [1]  Frame(60B)  \n",
              "50        [1]  Frame(60B)  \n",
              "139       [1]  Frame(60B)  \n",
              "135       [1]  Frame(60B)  \n",
              "136       [1]  Frame(60B)  \n",
              "137       [1]  Frame(60B)  \n",
              "105       [1]  Frame(60B)  \n",
              "106       [1]  Frame(60B)  \n",
              "100       [1]  Frame(60B)  \n",
              "101       [1]  Frame(60B)  \n",
              "110       [1]  Frame(60B)  \n",
              "111       [1]  Frame(60B)  \n",
              "120       [1]  Frame(60B)  \n",
              "121       [1]  Frame(60B)  \n",
              "115       [1]  Frame(60B)  \n",
              "116       [1]  Frame(60B)  \n",
              "19        [1]  Frame(60B)  \n",
              "200       [1]  Frame(60B)  \n",
              "201       [1]  Frame(60B)  \n",
              "202       [1]  Frame(60B)  \n",
              "204       [1]  Frame(60B)  \n",
              "198       [1]  Frame(60B)  \n",
              "207       [1]  Frame(60B)  \n",
              "206       [1]  Frame(60B)  \n",
              "172       [1]  Frame(60B)  \n",
              "199       [1]  Frame(60B)  \n",
              "203       [1]  Frame(60B)  \n",
              "205       [1]  Frame(60B)  \n",
              "107       [1]  Frame(60B)  \n",
              "102       [1]  Frame(60B)  \n",
              "112       [1]  Frame(60B)  \n",
              "122       [1]  Frame(60B)  \n",
              "117       [1]  Frame(60B)  \n",
              "97        [1]  Frame(60B)  \n",
              "95        [1]  Frame(60B)  \n",
              "90       [16]  Frame(60B)  \n",
              "96        [1]  Frame(60B)  \n",
              "20        [1]  Frame(60B)  \n",
              "259       [1]  Frame(60B)  \n",
              "260       [1]  Frame(60B)  \n",
              "86        [1]  Frame(60B)  \n",
              "87        [1]  Frame(60B)  \n",
              "85        [1]  Frame(60B)  \n",
              "88        [1]  Frame(60B)  \n",
              "89        [1]  Frame(60B)  \n",
              "66       [16]  Frame(60B)  \n",
              "5        [16]  Frame(12B)  \n",
              "94        [1]  Frame(60B)  \n",
              "92        [1]  Frame(60B)  \n",
              "93        [1]  Frame(60B)  \n",
              "91        [1]  Frame(60B)  \n",
              "147       [1]  Frame(60B)  \n",
              "142       [1]  Frame(60B)  \n",
              "144       [1]  Frame(60B)  \n",
              "143       [1]  Frame(60B)  \n",
              "146       [1]  Frame(60B)  \n",
              "141       [1]  Frame(60B)  \n",
              "140       [1]  Frame(60B)  \n",
              "145       [1]  Frame(60B)  \n",
              "128       [1]  Frame(60B)  \n",
              "181       [1]  Frame(60B)  \n",
              "182       [1]  Frame(60B)  \n",
              "148       [1]  Frame(60B)  \n",
              "183       [1]  Frame(60B)  \n",
              "185       [1]  Frame(60B)  \n",
              "186       [1]  Frame(60B)  \n",
              "188       [1]  Frame(60B)  \n",
              "187       [1]  Frame(60B)  \n",
              "184       [1]  Frame(60B)  \n",
              "189       [1]  Frame(60B)  \n",
              "190       [1]  Frame(60B)  \n",
              "192       [1]  Frame(60B)  \n",
              "191       [1]  Frame(60B)  \n",
              "267       [1]  Frame(60B)  \n",
              "17       [16]  Frame(60B)  \n",
              "16        [1]  Frame(60B)  \n",
              "11        [1]  Frame(60B)  \n",
              "12        [1]  Frame(60B)  \n",
              "13        [1]  Frame(60B)  \n",
              "15        [1]  Frame(60B)  \n",
              "14        [1]  Frame(60B)  \n",
              "261      [16]  Frame(60B)  \n",
              "163       [1]  Frame(60B)  \n",
              "164       [1]  Frame(60B)  \n",
              "160       [1]  Frame(60B)  \n",
              "130       [1]  Frame(60B)  \n",
              "61       [16]  Frame(60B)  \n",
              "2        [16]  Frame(12B)  \n",
              "218       [1]  Frame(60B)  \n",
              "213       [1]  Frame(60B)  \n",
              "214       [1]  Frame(60B)  \n",
              "215       [1]  Frame(60B)  \n",
              "217       [1]  Frame(60B)  \n",
              "216       [1]  Frame(60B)  \n",
              "208       [1]  Frame(60B)  \n",
              "209       [1]  Frame(60B)  \n",
              "210       [1]  Frame(60B)  \n",
              "212       [1]  Frame(60B)  \n",
              "211       [1]  Frame(60B)  \n",
              "229       [1]  Frame(60B)  \n",
              "249       [1]  Frame(60B)  \n",
              "231       [1]  Frame(60B)  \n",
              "251       [1]  Frame(60B)  \n",
              "233       [1]  Frame(60B)  \n",
              "253       [1]  Frame(60B)  \n",
              "235       [1]  Frame(60B)  \n",
              "255       [1]  Frame(60B)  \n",
              "237       [1]  Frame(60B)  \n",
              "257       [1]  Frame(60B)  \n",
              "31        [1]  Frame(60B)  \n",
              "51        [1]  Frame(60B)  \n",
              "36        [1]  Frame(60B)  \n",
              "56        [1]  Frame(60B)  \n",
              "161       [1]  Frame(60B)  \n",
              "162       [1]  Frame(60B)  \n",
              "230       [1]  Frame(60B)  \n",
              "250       [1]  Frame(60B)  \n",
              "232       [1]  Frame(60B)  \n",
              "252       [1]  Frame(60B)  \n",
              "32        [1]  Frame(60B)  \n",
              "52        [1]  Frame(60B)  \n",
              "37        [1]  Frame(60B)  \n",
              "57        [1]  Frame(60B)  \n",
              "234       [1]  Frame(60B)  \n",
              "254       [1]  Frame(60B)  \n",
              "236       [1]  Frame(60B)  \n",
              "256       [1]  Frame(60B)  \n",
              "238       [1]  Frame(60B)  \n",
              "258       [1]  Frame(60B)  \n",
              "33        [1]  Frame(60B)  \n",
              "53        [1]  Frame(60B)  \n",
              "38        [1]  Frame(60B)  \n",
              "58        [1]  Frame(60B)  \n",
              "34        [1]  Frame(60B)  \n",
              "54        [1]  Frame(60B)  \n",
              "39        [1]  Frame(60B)  \n",
              "59        [1]  Frame(60B)  \n",
              "35        [1]  Frame(60B)  \n",
              "55        [1]  Frame(60B)  \n",
              "40        [1]  Frame(60B)  \n",
              "60        [1]  Frame(60B)  \n",
              "273       [1]  Frame(60B)  \n",
              "275       [1]  Frame(60B)  \n",
              "265       [1]  Frame(60B)  \n",
              "274       [1]  Frame(60B)  \n",
              "272       [1]  Frame(60B)  \n",
              "269      [16]  Frame(60B)  \n",
              "290      [16]  Frame(12B)  \n",
              "293      [16]  Frame(12B)  \n",
              "271       [1]  Frame(60B)  \n",
              "287       [1]  Frame(60B)  \n",
              "285       [1]  Frame(60B)  \n",
              "283       [1]  Frame(60B)  \n",
              "282       [1]  Frame(60B)  \n",
              "286       [1]  Frame(60B)  \n",
              "281       [1]  Frame(60B)  \n",
              "284       [1]  Frame(60B)  \n",
              "263       [1]  Frame(60B)  \n",
              "264       [1]  Frame(60B)  \n",
              "288       [1]  Frame(60B)  \n",
              "268       [1]  Frame(60B)  \n",
              "193       [1]  Frame(60B)  \n",
              "194       [1]  Frame(60B)  \n",
              "195       [1]  Frame(60B)  \n",
              "197       [1]  Frame(60B)  \n",
              "196       [1]  Frame(60B)  \n",
              "169       [1]  Frame(60B)  \n",
              "165       [1]  Frame(60B)  \n",
              "167       [1]  Frame(60B)  \n",
              "168       [1]  Frame(60B)  \n",
              "166       [1]  Frame(60B)  \n",
              "149       [1]  Frame(60B)  \n",
              "80        [1]  Frame(60B)  \n",
              "70        [1]  Frame(60B)  \n",
              "75        [1]  Frame(60B)  \n",
              "67       [16]  Frame(60B)  \n",
              "6        [16]  Frame(12B)  \n",
              "81        [1]  Frame(60B)  \n",
              "82        [1]  Frame(60B)  \n",
              "83        [1]  Frame(60B)  \n",
              "84        [1]  Frame(60B)  \n",
              "71        [1]  Frame(60B)  \n",
              "72        [1]  Frame(60B)  \n",
              "73        [1]  Frame(60B)  \n",
              "74        [1]  Frame(60B)  \n",
              "9         [1]  Frame(60B)  \n",
              "76        [1]  Frame(60B)  \n",
              "69       [16]  Frame(60B)  \n",
              "8        [16]  Frame(12B)  \n",
              "292      [16]  Frame(12B)  \n",
              "77        [1]  Frame(60B)  \n",
              "78        [1]  Frame(60B)  \n",
              "79        [1]  Frame(60B)  \n",
              "68       [16]  Frame(60B)  \n",
              "7        [16]  Frame(12B)  \n",
              "62       [16]  Frame(60B)  \n",
              "3        [16]  Frame(12B)  \n",
              "63       [16]  Frame(60B)  \n",
              "4        [16]  Frame(12B)  \n",
              "123       [1]  Frame(60B)  \n",
              "124       [1]  Frame(60B)  \n",
              "125       [1]  Frame(60B)  \n",
              "127       [1]  Frame(60B)  \n",
              "126       [1]  Frame(60B)  \n",
              "150       [1]  Frame(60B)  \n",
              "18        [1]  Frame(60B)  \n",
              "64        [1]  Frame(60B)  \n",
              "129       [1]  Frame(60B)  \n",
              "10        [1]  Frame(60B)  \n",
              "65        [1]  Frame(60B)  \n",
              "138       [1]  Frame(60B)  \n",
              "0         [1]  Frame(60B)  \n",
              "1         [1]  Frame(12B)  \n",
              "297       [1]  Frame(12B)  \n",
              "294       [1]  Frame(12B)  \n",
              "298       [1]  Frame(12B)  \n",
              "295       [1]  Frame(12B)  \n",
              "299       [1]  Frame(12B)  \n",
              "296       [1]  Frame(12B)  \n",
              "151       [1]  Frame(60B)  \n",
              "103       [1]  Frame(60B)  \n",
              "104       [1]  Frame(60B)  \n",
              "98        [1]  Frame(60B)  \n",
              "99        [1]  Frame(60B)  \n",
              "108       [1]  Frame(60B)  \n",
              "109       [1]  Frame(60B)  \n",
              "118       [1]  Frame(60B)  \n",
              "119       [1]  Frame(60B)  \n",
              "113       [1]  Frame(60B)  \n",
              "114       [1]  Frame(60B)  \n",
              "170       [1]  Frame(60B)  \n",
              "280       [1]  Frame(60B)  \n",
              "278       [1]  Frame(60B)  \n",
              "173       [1]  Frame(60B)  \n",
              "174       [1]  Frame(60B)  \n",
              "175       [1]  Frame(60B)  \n",
              "176       [1]  Frame(60B)  \n",
              "177       [1]  Frame(60B)  \n",
              "178       [1]  Frame(60B)  \n",
              "179       [1]  Frame(60B)  \n",
              "180       [1]  Frame(60B)  \n",
              "131       [1]  Frame(60B)  \n",
              "132       [1]  Frame(60B)  \n",
              "133       [1]  Frame(60B)  \n",
              "266       [1]  Frame(60B)  \n",
              "279       [1]  Frame(60B)  \n",
              "277       [1]  Frame(60B)  \n",
              "270      [16]  Frame(60B)  \n",
              "291      [16]  Frame(12B)  \n",
              "134      [16]  Frame(60B)  \n",
              "276       [1]  Frame(60B)  \n",
              "171       [1]  Frame(60B)  \n",
              "152       [1]  Frame(60B)  \n",
              "154       [1]  Frame(60B)  \n",
              "153       [1]  Frame(60B)  \n",
              "158       [1]  Frame(60B)  \n",
              "159       [1]  Frame(60B)  \n",
              "156       [1]  Frame(60B)  \n",
              "155       [1]  Frame(60B)  \n",
              "157       [1]  Frame(60B)  "
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 109
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "CeUQRxiiDovC"
      },
      "source": [
        "### Extract data"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Zb6161o0B8qk"
      },
      "source": [
        "Extract the data as arrays. First we want to extract the depth.\r\n",
        "\r\n",
        "> Note that only passing `f.object('CHANNEL', 'TDEP')` raises error because there are more than 1 column in this data. So, specify the `origin` and `copynr`. "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "a7w_dht3CI5F",
        "outputId": "d9deddcc-74f7-4320-f9c9-65ab1cb2f87c"
      },
      "source": [
        "obj = f.object('CHANNEL', 'TDEP', origin=41, copynr=0)\r\n",
        "\r\n",
        "obj.describe()"
      ],
      "execution_count": 84,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "-------\n",
              "Channel\n",
              "-------\n",
              "name   : TDEP\n",
              "origin : 41\n",
              "copy   : 0\n",
              "\n",
              "Description : 6-Inch Frame Depth\n",
              "\n",
              "Physical unit of sample   : 0.1 in\n",
              "Sample dimensions         : 1\n",
              "Maximum sample dimensions : 1\n",
              "Property indicators       : 440-CUSTOMER\n"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 84
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "gwu2xOlHCiXO",
        "outputId": "e8f83d2e-e26a-4fe3-f113-6d23ca1286d5"
      },
      "source": [
        "TDEP = obj.curves()\r\n",
        "print(TDEP)"
      ],
      "execution_count": 85,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[1093680. 1093740. 1093800. ... 1476240. 1476300. 1476360.]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "UGSv1Gl4Czgq"
      },
      "source": [
        "Mind the units of TDEP here is 0.1 in. So, we must convert it to M or FT. \r\n",
        "\r\n",
        "1 in = 0.0254 M, so: 0.1 in = 2.54E-3 M"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "mZGX8W5fDBHo",
        "outputId": "5f9c7b65-36b3-4595-b8e3-1415e53e943a"
      },
      "source": [
        "TDEP = TDEP * 2.54E-3\r\n",
        "print(TDEP)"
      ],
      "execution_count": 87,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[2777.9473 2778.0996 2778.252  ... 3749.6497 3749.802  3749.9543]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "5cHlAVicCoj5"
      },
      "source": [
        "Next I want to extract RLSC (long spacing bulk density). This log has 16 dimensions (16 sectors of azimuths). "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "zO3EUKtTDIi5",
        "outputId": "14e573cf-18b2-41d8-9da0-98e32bb86c27"
      },
      "source": [
        "obj = f.object('CHANNEL', 'RLSC')\r\n",
        "\r\n",
        "obj.describe()"
      ],
      "execution_count": 110,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "-------\n",
              "Channel\n",
              "-------\n",
              "name   : RLSC\n",
              "origin : 41\n",
              "copy   : 0\n",
              "\n",
              "Description : Long Spacing Bulk Density, 16-Sector\n",
              "\n",
              "Physical unit of sample   : g/cm3\n",
              "Sample dimensions         : 16\n",
              "Maximum sample dimensions : 16\n",
              "Property indicators       : 440-CUSTOMER\n",
              "Source                    : Tool(ECO6)\n"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 110
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "iaAdFkLKDNI3",
        "outputId": "0624d310-4ba3-4e7e-d661-152976db672f"
      },
      "source": [
        "obj.curves().shape"
      ],
      "execution_count": 73,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(6379, 16)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 73
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "n_sHyDthEIQ-"
      },
      "source": [
        "Extract the first azimuth of RLSC; RLSC[0]"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "94IWfj2hEC0V",
        "outputId": "684b977e-6b03-4a8f-9059-6373534653a4"
      },
      "source": [
        "RLSC_0 = obj.curves()[:,0]\r\n",
        "print(RLSC_0)"
      ],
      "execution_count": 114,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[   3.1655688    3.0862267    3.0813913 ... -999.25      -999.25\n",
            " -999.25     ]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_k_wtARuEW6O"
      },
      "source": [
        "Make dataframe."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 198
        },
        "id": "fk5XcW3kEYPb",
        "outputId": "c39db4cb-2d07-4f6a-dea7-2df07d0c059d"
      },
      "source": [
        "df = pd.DataFrame({\"TDEP\": TDEP, \"RLSC[0]\": RLSC_0})\r\n",
        "\r\n",
        "df.head()"
      ],
      "execution_count": 88,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<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>TDEP</th>\n",
              "      <th>RLSC[0]</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2777.947266</td>\n",
              "      <td>3.165569</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2778.099609</td>\n",
              "      <td>3.086227</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2778.251953</td>\n",
              "      <td>3.081391</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2778.404297</td>\n",
              "      <td>3.086951</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2778.556885</td>\n",
              "      <td>3.188139</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "          TDEP   RLSC[0]\n",
              "0  2777.947266  3.165569\n",
              "1  2778.099609  3.086227\n",
              "2  2778.251953  3.081391\n",
              "3  2778.404297  3.086951\n",
              "4  2778.556885  3.188139"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 88
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "xLRXK3P-E5qb"
      },
      "source": [
        "### Visualize log"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 553
        },
        "id": "FNBpNSJiE7Lz",
        "outputId": "d1aa7fa4-944e-4678-c410-63c60df83e4e"
      },
      "source": [
        "plt.figure(figsize=(3,9))\r\n",
        "\r\n",
        "plt.plot(df[\"RLSC[0]\"], df[\"TDEP\"], color=\"purple\")\r\n",
        "plt.ylim(max(df[\"TDEP\"]), min(df[\"TDEP\"]))\r\n",
        "plt.xlim(2,3)\r\n",
        "plt.title(\"RLSC[0]\")\r\n",
        "\r\n",
        "plt.grid()\r\n",
        "plt.show()"
      ],
      "execution_count": 102,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAN0AAAIYCAYAAADpfuk0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOydd3hUVfrHP2dqekiDQOi9FwsIKAKCFcXeXXV1WV27+3N1XZUV17VscXVFXXsvKFZUUIQA0kUB6R1CqOltMvX8/riTySSZmUySSTLlfJ7nPjP3lHvfm+Sbc+4p7yuklCgUirZD194GKBSxhhKdQtHGKNEpFG2MEp1C0cYo0SkUbYwSnULRxijRKRRtjBKdAiHERCGESwhRIYQ4O8g6i4QQ1UKIH1vbvmhDiS7MEELsE0JY3AI4IoR4UwiR5M57UwjxNz/1pgsh1gshyoQQBW5R9PLK7y+E+NidVyqE2CiEuFcIoXcXOSSlTJJSzveqc7UQYr8QolII8bkQIr0mT0o5GbildX4K0Y0SXXhyvpQyCRgJjAL+HKiwEKIv8DbwRyAV6AXMBpzu/D7AaiAPGCalTAUuA04Ckv1ccwjwP+A6oBNQBbzQ0gdTgKG9DVD4R0p5RAixAE18gRgJ7JVS/uA+LwfmeuU/CqyQUt7rde3twNUAQghf17wG+EpKudRd5mFgqxAiWUpZ3pznUWioli6MEUJ0Bc4BdjVS9GdgoBDiGSHEpJruqBdTgE+aePshwIaaEynlbsAG9G/idRT1UKILTz4XQpSjdQePATMDFZZS7gEmAjnAHKDA+10QyAAON9GGJKC0XlopfrqjiuBRogtPLpRSJqMJaSCQ2VgFKeUqKeXlUsos4DRgAvAXd3Yh0LmJNlQAKfXSUtC6rooWoEQXxkgplwBvAv9sYr21wKfAUHfSQuCSJt5+MzCi5kQI0RswAzuaeB1FPZTowp//AFOFEDUC0Ash4rwOkxDiVCHE74QQHQGEEAOBC4BV7jozgXFCiH8IIbLdZfoKId4VQnTwc9/3gPOFEKcJIRKBWcCnahCl5SjRhTlSyuNo0wGPuJMeACxexyKgBE1kvwohKoD5wGfA0+5r7AbGAj2BzUKIUrTRzZ/w012UUm5Gm4d7D+29Mhn4Q8gfMAYRaue4QggxAVgAWIErpJQLgqjzPXAKsEZKeUYrmxhVKNEpFG2M6l4qFG2MEp1C0cYo0SkUbUxYr73s0KGD7Nu3b3ubQWVlJYmJiTFvQ7jY0R42SCkpO1iG0+qkurQagMMcLnAvRmgSYS26FHsK92TdA2gP7cH7q5/0UNYpsZeQmpAasvs0GLwKok6Zq4xk7xVYrXSfxn42VZYqEkRCm/8OvNOrq6uJq4rzXT7I+zS1TuWxSurzV/66v0FiEIS16KRLYimy1CZ4LYavszLeX3pL6wh3ng50el1o71O/eiN1qvXVJGUmNalOc+4TMB04fvw4WR2zmlQn1L+3I0eOkJ2dHfA5W+NvJW95HtXF1bXpB2keUsqwPfr37y/DgcWLF7e3CWFhg5ThYUc42CCllMBPshl/12Hd0lUfqebzGz4HvP7zeLVCvtIDnQshmvWZl5eHY4Gj2fWPbTzG0Y1HkS7Z4Lh0zqXknJzTuj9IRVgR1qJzVjnZl7vP06+WNX3tZpxLKZv96XK5yCffZ35LeXX0qwHzB186mMs+vqzlN1KEDWEtusTeidy9/e72NoPc3FwmTpzoN78x4W79dCtb525F6AVCJ9j7w16qCqqCuveWT7Y0fOlXRDSNik4I0Q1twW0ntP/tL0spnxVCjAReAuIAB/AHKeUaofXnngXORfOrcYOU8mf3ta4HHnJf+m9SyrdC/UDtgac72eBtXmPY1cMYdvUwz7mUklm6WUFde8a6Gf7cKSgilGAmxx3AH6WUg9EWuN4mhBiMtoL9USnlSLQV8E+7y58D9HMfM4AXAdyepGYCY4DRwEwhRFoInyVi2Ltob9BlF9yzAJfT1YrWKNqaRkUnpTxc01JJbS/VVjS3AJLancWpwCH39+nA2+4BnlVAByFEZ+As4HspZZGUshj4HgjKx2K0Ya+yB1322OZjIXl3VIQPTXqnE0L0RHMJtxq4G1gghPgnmnjHuYvloPn2qOGgO81fetRiKbbwdPrTjRf0QVofrRPQcUhHbJW2UJqlaGeCFp3byc1c4G4pZZnb6ek9Usq5QojLgdfQvE61CCHEDLRuKVlZWeTm5rb0ki2moqKiWXa4bC5ShqRQtrmsyXWLdxd7Pj+880MyL8uM6J9FtNnQEoLaTyeEMALzgAVSyn+700qBDlJK6R48KZVSpggh/gfkSik/cJfbjuZgZyIwUUr5e3d6nXK+GDBggNy+fXtLni8kNDZ62RwO/3yYl098OejyGeMzuHXRrehN+sYLtyKt8bOIRBsAhBDrpJQnNbVeMKOXAq0V21ojODeHgNOBXGAysNOd/iVwuxDiQ7RBk1Ip5WG309S/ew2enEkjnoujmc4ndGamrPWsV1VQxYcXfkje8jyf5QuXF1K0q4iswU1eX6sIM4LpXo5Hc639qxBivTvtQeB3wLNCCANQjbtLCHyDNl2wC23K4EYAKWWREOIxYK273CwpZVFIniIKSMhM4Kx/n8WrYxpOlvec1BNrgpWfX/0ZnUGnHUYdeqOewZcNJnNAox76FGFEo6KTUv5Iw+WkNZzoo7wEbvNzrdeB15tiYKxQmlfqU3AA+xbvA+Dw1w39xS5+eHGdFlMR/oT1ipRYQqdv+n7icX8ax4jrRjReUBFWKNGFCcldkuu0WLZKG08kPRGwzuTHJrf7wIqi6SjRhQn7l+33rFSpWfaVnJNMeb5v3673FdynBBehKNGFAU6bkzcnvBl0+QdKH8CcYm49gxStihJdGKA36bk+93r2/qC1dKX7S9nw9ga/5Qu2F6g9eBGMEl2Y0PP0nvQ8vScvDn+RY78e81nm0jmX0mdqH+I6xPnMV0QGygVfmNFrci+/eZ9c/gmHfjrkN18RGaiWLsw4+z9nU55fzpZPtvjMf2fqO3Qb143x94+naHcRA6cPJK13TO6QiliU6MKQMXeN8Ss6gLwVeXw4/UMAvrv3OwA1QR5BKNGFId1P7V5HRC6Hiy/++wUb793ot07eyjy6je3WFuYpWogSXZgjpeQx42ONlju68SgpOSkYE4yYkk0YzOpXG66o30yYI53BbRv/+pav65w/bH8YnUGNk4UjSnRhSOWxSl4c/iKVRxu68vaHKcmk+VKRMPb/xiL0yplRuKJEFyasmb2Gb2//tkl1+k/rz8m3nUzfs9s/yIoieJTowoTErKZHodkxbwc75u3wnD/ifAShUy1cuKNEFyYMuXwIQy4fAsDimYtZOmtpk+r3n9bf/65HRVihRBdmSCk57c+n0e/cfpTsK6F4TzGLHlzUaL0d83b4dGB77XfX0mdqn9YwVdFMlOjCBEe1g8fjHw/5dTv07BDyaypahhJdmNAUB7T3l9xPXKpa9BypKNGFCfHp8cyUM5EuySx94DgHT3V4irF/HEvmoEy6n9pdOSaKMJTowgyhE9y27TbWzl6LKcmEOdXM7vm7tZBhXqz810qf9e/ae5fqUoY5SnRhSOaATM557hzP+an3n8r3X37PkC5DKNhewGfXfua37rO9nlWLn8McJboI4NNrP+XX935lBSsaLZszRu0oD3fU4rwIoHB7YdBl+5/fvxUtUYQC1dJFAIMuHRRwx3h8Rjznv3I+iR0T6TZObe8Jd1RLFwE0trTLUmjh8M+H6T6+u4raGgGoli6MObjqIK+Nfa3Rcif+/kROf+T0NrBIEQqU6MKY+Iz4oMqt+986UrunYko2EZcahynZBIA52UyvM3qp1i/MUKILYzL6ZTBTzuTg6oO8dkrgFm/RX3yvz5z+5nRGXj+yNcxTNBMlughg/9L9QZUzp5rpekpXLZSWXkdqj1TPzgVF+KBEFwGMv288VQOrqJhTwaYPN+FyuHyWs5Za6TS8E1OfntrGFiqaghJdmFO8p5hf3/+VLZ9toeTnEr/lUrqmkNgxkWFXD2tD6xTNQYkuzHmuz3ONljnn+XMYfdvoNrBGEQqU6MKIwp2FzL1qLkII9CY9eSt8xx+/7vvr6DisI3qjHr1JO6SUapQyQlCiCyPW/HcNh9c1DHFcn3emvhMw/5pvr1HOisIYJbow4qxnzmLUb0fhtDkpzSvl40s/bvI1TMkmMgep/XXhjBJdGKHT68gemQ1A+WHfEVhrGHjRQC55/xIMcepXGGmo31iYYa+yU11SzZJHl/gtI3SCKz69og2tUoQSJbowIm9FHq+Pf73RciffdjJHNx6l0/BObWCVItSoXQZhREb/jKDKrfnvGl4a8RKVx4N3u64IH5ToIpQL37qwWV6hFe2P6l6GEQmZCR7/Jg6rg/VvrOfrW7/2Wfbz6z/n8+s/B+CBsgcwJ5vbzE5Fy1CiC1MMZgMn3XIS/c7rh73KzorFK9Bt0LHupXUNyn5w/gdk9M9Ab9YjXVporaxBWYy8cSSmRFNbm65oBCW6MCe1WyoAKYdTmHjLRKa9OI3yQ+X8O+ffnjLl+eXsX9JwJ8K6l9cx46cZ6E36NrNX0ThKdGGM0+akurQaa6mV8u3l7HHuYfFDizm46iBDrxqKtdTKzm92UrSryGf9Y78eY8PbGzjh5hPa2HJFIJTowoxAMQ1+5mfP900fbKqTN+HhCSRlJ2FMMGKIN2Ats2JMMDLsKrXrINxQogszdAYd/c7tx85vdjap3tLHGobWyuifwYDzB2BOUYMs4YQSXZihM+i4+uurG6Tn5uYyceJEz/nRjUc5+uvRgN6eC3cUUryn2LO0TBEeKNFFIAXbCnhpxEsBy1z5xZX0P7+/2u4ThqjJ8Qgko38Gk/42iS4nd/Fb5sPpHzJLN4u3Jr2F0+5sQ+sUjaFEF4EInWDCXybwuzW/4/e//D5g2X25+yjLK2sjyxTBoLqXYYylyMJPL/1EVWEVeQfyqP68mqKdRez8ZifGBCNpvdNw2p0kd0mm/JD/rUCLH1nMxe9e3IaWKwKhRBfGLHlsCav/s9pznk++57u9ys6xTcca1Ok1uRedT+rM3h/2cnjdYc7815mcOOPENrFXERxKdGHM6Y+cXkd0wTBg+gDG3DmmlSxShAIlujAmPi04t+q/W/s7MgdmYkwwNhpsRNH+qIGUMOd3P/2u0TKvnPwKTyQ/wezBs7FV2NrAKkVLUKILc7JHZnPGk2dg7tj4qpLC7YU8kfwEO77e0QaWKZqL6l6GGYtnLmbprIZLuprCB9M+4NZNt9JxSMcQWaUIJaqlCzNW/XtVi+rrjDoueuciJbgwRrV0Ycafy/8MgHRJHFYHDosDR7WDH5f8yKjBo3jjtDewlft/b3PZXdir7G1lrqIZKNGFKUInMMYbMcYbAYjvHE9a77SAgqthyydbWP3sao5vOQ7AZZ9cRs/Te2rbfuIMaoSznVGiiyDMyWZmypmU7C/hows/4sj6Iz7L7fl+T51zX56if/PDb+g1uVer2KkIjBJdmGIptjD/rvlYCi2evXVL8O+AtinEZ8STMSA4d3+K0KNEF6asnb2Wje9sDLr8uS+cS8/Te6Iz6jyRfGqi+tSk6fRq3CwcUKILQyqOVLD44cVNqjP8muFqh3iEoEQXhsR1iGtS+fNePI/d3+/GYDZgiDOgN2utnNALpFOS0jWFlK4prWStoqko0YUhhjiDx+ns4V8OM/fKuVisFqr2V/ks788hrTcPlD6gWsIwQYkuzFn+1HIKdxQGXb7buG5Il0S6JC6nC6ETDL1qKKZk5XQ2XFCiC3NO/P2JbP5oc8AyNa2iIjJQw1lhjJSStye/3Wi5R8WjbHhnQxtYpAgFSnRhjBCC27ffzvQ3ptNrRuCJ7MpjKmxWpKC6l2FORv8MMvpncMByIGA5nUH9/4wU1G8qAlgzew2//OGXgGUW3L2Ag6sP+l0apggfVEsXAax4ekVQ5V475TUAxt03jqlPT21NkxQtQIkuArh7/90sXrSY/sn9eXX0q42WX/GPFaz4R61Qb1h6Az1O69GaJiqagBJdGPLTSz/5nPBeSvN2lFsKLS01SRFClOjCkE4jOoXkOjetuomuY7qG5FqK0KFEF4Z0G9vNM+HttDt5YfALfgM/+qPzCZ3J6K+274QjavQyzNn80eYmCw7gmm+vCdpvpqJtUaILYzZ9tInPrvMffy4gyiND2KK6l2FKwfYC5l45t9Fygy4exOkzT8cQb9B8qrjDHxvi1K82XFG/mTCl7GBw4a22frqVrZ9uDVjmT0V/Ul3NMEKJLkxwOV3krcijZF8JliJLk3eO+6PX5F4YE4whuZYiNCjRhQkL71/Iyn+tbHI9vVmPy+FCOiUDLxpIQlYCepMeU5IJQ5wBnV7Hyn+tROgEQi+0TyFw2pycdMtJTd6lrmg5SnStjJSSHx78gXUvrfO4UrBX2jGnmCneUwxAYsfEZu8ScFprQxtv+2xbk+oe3XCUSz64pFn3VTQfJbpWxmV3sfzJ5Q3SqwpqXS8EElzmoExMiSYqHZV06toJY6IRY6IRU6IJU5J26Iw6hE6g0+s8flHsVXYc1Y46u8hrvkuXxGA2MP5P41vlmRWBUaJrZfQmPQ9ZH6K6tJrqEu1Y+/xajm06xsCLBmKrsGGrtLH2+bU+6xdsLfB8L11f6vc+5714HifdclLI7VeEHiW6NkBv0pOYlUhiViIAOW/lNChzzrPnYK+ys/q/q1n04CIABl86GKfdicvuYu+Pe3GUOfze4+tbvw7KQVFz6HduP67++upWuXYsokTXhqx7ZR3zZswLuvyWT7a0ojXBU3lc7UoPJUp0bUgwwT9am4wBGdy+7fb2NiOmUaJrQ8beO5ax945tkC6lxFZuY/2b65l/1/xWtaHH6WpfXXujRNeOSCn57v++a3EgyGBIyk7i3kP3IoRalNneNLrgWQgRJ4RYI4TYIITYLIR41J3eSwixWgixSwjxkRDC5E43u893ufN7el3rz+707UKIs1rroSIFp83ZJoJ7xPUIfzz8RyW4MCGYls4KTJZSVgghjMCPQohvgXuBZ6SUHwohXgJuAl50fxZLKfsKIa4EngKuEEIMBq4EhgBdgIVCiP5SSqevm8YCBrOBR1yP4LK7cFgdOK3OBp//G/W/Ft9nlm5WnXNjopGUrim+RehOqpPnlVZZWcnWxK0+dzF4zwNKl2TcfeM48Xcnttj+aKNR0UkpJVDhPjW6DwlMBmrGkd8C/oomuunu7wCfAM8L7Tc4HfhQSmkF9gohdgGjgaavfYoihBCe0FYka13OvOV5bP1sK3qTnuHXDufg6oNYqizEmeM8q1hagr3STuH24F2116eS4EYz582Yp0Tng6De6YQQemAd0BeYDewGSqSUNRNHB4GayaccIA9ASukQQpQCGe50776Udx3ve80AZgBkZWWRm5vbtCdqBSoqKgLaIZ2SAx8c4MjXRzCmGTGmGrV1jnpBwdKCBuXNWWakU/o9/GGh9XydDHpoEKZMU21oZJ27tRPUSbNUW0hISKhb2W2y0Nctb84yt8rvr7HfR7gTlOjcXcCRQogOwGfAwNYySEr5MvAywIABA+TEiRNDff3aLpBTNugS1T9cThcrlq9g5LCRPvN/ef0XVv6ztrGuPlId8P7ZI7PJPiEbnUFX99DXfj+++Tg7v92Jy+4itUcq01+fzqbdmxh9ymjPUi/vZV/+Pr3LhOp9Ljc3l1D/TiLRhpbQpNFLKWWJEGIxMBboIIQwuFu7rkC+u1g+0A04KIQwAKlAoVd6Dd51msyRDUf438iWv+8Ey2pWt/ga579yPifcfEKz6u517SVrUFaLbVC0P42KTgiRBdjdgosHpqINjiwGLgU+BK4HvnBX+dJ9vtKdv0hKKYUQXwLvCyH+jTaQ0g9Y01zDkzoloTPqcNldzb1EA2q2v9S0OjXfHU4HEx+eSEJmglbG63BUO6g6XoXT7vS0fnqTnhNuPoGEjITGb6qIOYJp6ToDb7nf63TAHCnlPCHEFuBDIcTfgF+A19zlXwPecQ+UFKGNWCKl3CyEmANsARzAbS0ZuUzKTmLGTzNY+MBCdHodLoeLXfN3NfdyQO3omy8hF2wr4IJXLmjR9RUKCG70ciMwykf6HrTRx/rp1cBlfq71OPB40830zbzfz+PgqoOhulxA9i/Zz0sjX9JOpPZu6PlshbTh1w3njMfPqB3EUEQNEbMixWl38t7Z77F30d52uX/Rzqa7wWsJy59czoS/TMCUpCKoRhuRIzqbk/3L9re3Ga3C9Dem03NSz9oheiEwp5qV4KKUiBGdMcHIdd9dh63ShsvuYuO7G9k6t9YLVlyHOFwOl7ZD2ik1vyEu/3Ne4UTnEzrToUeH9jZD0UZEjOjW/W9dwE2a1SWB58fai/EPjGfUjaMazJ+B1nonZiWqFi3GiBjRDbtmGPmr86k4UoHepPc4VNWb9XTo2QHpkuxesBvplA2G9QFcDpe2C9vh0g67y5NWur8UlyN0Uw/eLH9yuU8fKd7UxC1QxAYRIzpzspnpb0z3m7/o4UUcWBY4RHA4Ykwwsn/Z/jqrUmpaRZfTRfaI7PY2URFiIkZ0/tjzwx7mXjWXtF5p7W1Ks7BX2XlzwptBlV3CEs/3+wruU5PvEUrEi+6dKe8AUHW8qpGS4YnQC23ApwljPindUjCYI/5XF7NE/G/uqq+u4oPzPyCtTxq9JveqM8nsWdDs9PL76KznB9LZ0CekdEqKdhdRcbiicQNaSHKXZPqf3x+9Ue/Z4uN96Iw69CY9u/bsYvDwwehNekr3l7LwgYXEZ8TT+YTODJzeauvPFa1ARIuueE8xix9ZTFrvNPRGPfmr8z1/pHqTvs4fsne6zqjzCAwXdUXnFmVix0Ss5VYcFgclxSUkJyXXGXxx2pyeAZnyQ+XNfoayvDJ+euGnoMpuZ7vP9Bt/vJHu47s32wZF2xLRotv57U6O/HKk1e8jDAJrgtUzWmqIM2BKNKE36zHGG0nvl+6JESB0tXvKmnzuTpNSNhhlLThWQIeUDjjtzgYDRjknN/SjqQhfIlp0o28bzeBLBmOrsGmtj9WJo9oR3GHVPsvzy9nycWD/ktIhsZZZsZZZQ/4MAy4YwLSXp6E36Wv3v7mFCGCIMyCEiPg9ZIpaIlp0oO02CITT5mTrp1vRm/WYU821GVLrViZ2TGxUdK3J9i+3s/1L391G0CbXpzwxpQ0tUrQ2ES+6xnhr8lvkLc9rbzOajffkuveUQXOJz4jnjp13qCCR7UjUi+7idy/my5u+JCGrdk6r5r3J+3vN5LTQC88EdU3eofxDdM7u7BkZ/eW1X9rrcVqMpdCCrcKmRNeORL3oOvTswG9++I3n3FHt4JMrP2H7Fw27dCN+M0Jzh2dx4HK6PMEWrceslNpKPefhyP0l92NONnt2KSjCl4gXna3Sxhc3fsG+xfs8jn3qOOmp14IdXnfY77U2vL0BgPR+6XWWZdmqbFRT7TnvOaln3SVbPpZw6Yy1i5vrHO4RS6HXhFGT5hGLt99Jr7T9+/fTs1fPBulCCLqf1p24VBVRNVKIeNGVHigN+UCIrw2rCcMSuOSDS0jISCA+PV7zU9mGqNHL6CHiRZc1KIsHKx+kuqS6znSAvcpO5bFKqour+eW1X8hb0bLBlGO/HuPFoS96zv9c/me1JUfRLCJadNIltTk6m1Mb5HBPMu/5fg8L71/YaP2kzkkY4421q1WM+jrfa1av5G/Kp3JvJXqTHqfNySn3nIIx0dgGT6iIRiJKdId+OsQrJ78SsuvdvPpmUrulNlpOde0UoSSiROdyhnaj6exBs9EZdFoLZ9AGP2q+F+6o6+u//hzZxFkTtYXVLomj2sHYP471hDdWKAIRUaLrOqZrnV3WRzceZc8PexBCoDPqMMYbMcQZ6u4St/v/7ilndzXIry+6+uQ+klvnfPlT2gT2Q9aH2nyQRRFZRJTo6tNpeCc6De8Ukms5rA42vL0BR7UD6ZTkjM7BVmEjd2Zuk64TKc6QFO1HRIvOF06bk8pjldgqtQGWxo6a1m3+nfNx2loeKu/x+Me5+L2LGXb1sBA8jSIaiTjRSZdk2RPLOLr+qEc4JftLKNjaMCRVe6FaO0UgIk50+5fuZ/FDi4MurzPqMCWZMCdrzltrDmOikR1f7fCUG/vHsWSPysaYYKTvWX21LTVuT2Jq9FIRSiJOdD1O78ENS27wuOLTGbTgIQ6rg2ObjrHsb8s8ZdP6pGGIM3B883GqiwP7xVz5r7oBYU+55xRMSSZO/fOprfIcitgl4kQnhKDHhB6+M6+AyY9NbpD8xY1fsP7N9U26z6pntKCxSx9bSuaETI53Ou5z53f9dZAI6nzP6JfB2D+ORafXNfVRFVFKxInOm+qSasoPl1NdUq35NvGKslozhyZdkiFXDmHw5YM956ueWcW+xfuCvk/B0gIKaP47YzCrY4Jh86DN/G7t7zAlquVnkUxEiq66tJodX+3gs+s+a29T2pSCrQXYq+xKdBFORIrujdPe4Nivx3zmjf2/sZ5JckOcweN+3RhvROi0aDiJWYk+HQJ53LDXS1+1ehXjxo/zW74p12ouajAneohI0U18dCKL/rLI5zTByn+u9FEjePpP689VX11VJy1uXxwpXVNadF2FooaIFN2giwYx6KJBOO1OLIUWjv56FOmS2KvszLl4TouuXbA9fOb7FNFJRIoOtHWXn17zKcc2+e5mNoV7Dt5DSo5qyRRtQ8SOY298d2NIBAfwTNdnWP70crWSRNEmRKzopjw1hTt23sE1868JyfUW3r+QrZ9ubbygQtFCIqZ76XK4+P5P37Nn4Z7arTjurTl6sx6nte5i5fiMeDqP6kzGwIzakUyz9qkzal6UXXYX2z7bhiHewIDpAxh08aB2ejpFLBExoivaXeRZJRIMlkILexbu0YJ7+FtBohPYq+wUbC1gz/d7+Pb2b/1eLxSOXgPR+YTO3LTyJrUXLwaIGNFlDsjk7v13Yym2cHzLcT69+tPGKwnIHJRZGzrLVRtGq+Zz5zc7W9/4IDj882FcDpcSXQwQMaIDSO2eSmr3VLJHZDPsqtDtV1v38jrm/S6iT+EAACAASURBVH5eyK7XFC758BKGXjG0Xe6taB8iSnStRf9p/UnISmiVaK6XfnQpQy4fEvLrKiIXJTq0aKj3HbvPZ17pgVL+0+M/AetP+9+0Ou7Ma5Z9JWUn0eesPiG3VxHZKNGheRnb/sV2dszbwfo3mrYFaPz94zlxxomtZJkiGokp0Ukpcdld2C12vvvjd02OvtP91O5Ul2ibYV1OF33P6cvkxxvu31MoAhEVopNSUnW8ioUPLKzTUqV0TcFpc3pcrdefy/PHiOtHMOauMRjMmsuG1atWc+YVZ2KMV16dFS0nKkT37Z3fsvb5tQ3Sk3OSyR6VjcFcGyvcYNa2+xgTjJgSTRgTjJhTzcSnxROXFkdix8QG+9USjyQqwSlCRsSK7pnuz1CWVxawTP7qfPJX56Mz6rh2/rX0mtyrjaxTKPwTsWsvB144MOiyLruLdS+va0VrFIrgidiW7pznzuGc587xnJcfKuffOf/2Wfa+4/cRn6HC/SrCg4gVnTfFe4p5rs9zPvMetj+MzhCxDboiComKv8bqUv8+LR8zPsaj4lF2zNvht4xC0ZZEheg6j+rMTDmzTkSf+uxftr8NLVIo/BMVogNtv52lyEL3U7v7zF/x9Io2tkih8E3Ev9PtXbyXjy78CGuZNWC58148r40sUigCE9GiK95bzNuT3w6q7JJHl/DjEz9q8cRNXrHFvQ9j3XOdSYvMevjYYezf2IOuV1NOp9dRebyS3mf0xpRkQm/Wt8j3pSI6iGjRpfVK46J3LyJvRR7SKXE5XKR0TUHoRW3sOV/x6LzT7Nqnvcrut4zVYuWoSwvNJZ0td150/ivnc8LNJ4TgJ6CIRCJadADDrxnO8GuGa4uZHa66h93VMM3r2DFvB7++9ysn3XoSQB0Regsvb38enTI74bK7cFgc2Kvs2CpsWMus2lGufQa7tjOxo4pNHstEvOgAHhWPtqj+gnsWNEjTGXWebqNTOKlIqPB0JXVGneaqPcFIfHq8x/GR3qxn7w97qTxWSb9z+9FldBeGXjkUU2JtTDy9UbljiHWiQnSBMCWbtIXNiUZSclI48ZYTMZgN6Aw6qkuqqThSwYjfjEBv9nofM+jqvHupOAKKUBIVorvkg0uYe9Vcn3m2chu2chsAxbuLGXrVUIbdouKBK9qPqJinG3rlUGbKmdy47MZGy9ot9jawSKHwT1SIroZNH21qtEx8mlr4rGhfoqJ7CXDop0NYS/1PkGePzKbHxB4Mu0Z1LRXtS9SI7vVTXw84ZD/06qEkZCSw6YNN2kCJXqAz6LRDr6v9Xj/PoKNidwXHOx73m++rvpoEV/gjakR35+472b1gN1/e9KXP/IV/alnc73WEZhNs17FduWHJDWrqIIaJGtGl5KQw6rejGPXbUZ40l8PlcUrkqNYcE9VMZtsqtFFNa7lVG+Gs8PruPq85io8WY5RGz7mj2tFsOw+uPKi5T1eii1miRnT1yV+bz6ujX6Xv2X3JGZODlJKls5Y2+3o1jo3MqWYSO2mOigzxWizziiMVFO8p9llv5A0jOf+V89VGWoWHiBaddElslTbslXbWPL+GZY8vAyBnTA75q/MB2DV/F7vm7wrqekMuH8KERyZogoozeES1bMUyJk2e1GrPoYgtIlJ0u7/bzbtnves3P391PnFpcVQXazvKR/52JNNemtbsLp3QqUERReiISNFlDsz0m3fy7Scz5o4xZPTPaEOLFIrgiUjRpXZP5Ywnz+CHB35okLf2+bVsmbPFs2C5ztC+r8PoNdSvEz5j2BUWFnIw7aB27pKePHAHC6mZQtDrGHffOL+71xUKiFDRAYy9dyxr/ruG8vxyBlwwgMxBmTjttVtyCrYWsH9p6PyiFON7oKQ+O77ewSOOR0J2X0X0EbGi0xv13HvwXr/5826Z51d0yTnJ9J/Wv7Y19P702r5T87lz904GDxvs2epTk1fTMrocLlxOF9Ip6TauW2s9siJKiFjRNcY5/z2H8kPl7Piqoeu98vxyek7qGXQE1PLccoZPHB5iCxWxSkSLzuV0YS21eiLz2KvszLl0DgVbCxqv3HKvCwpFs4ho0b09+e2g39tGXD+CpM5JJGQmkJSdRNbgLAq2FWiT3jVRfdyf9TexKhShJKJFd+qfTyV/bT4OS+PLsja8taHJ1w/kvFahaC4RvTap79l9+UvVX+h1RuhDYI2/f3zIr6lQQIS3dDVcNucyNry9gUV/WYS9Krid4TN+noEQQptn8zoQeL4X7y1G6ATVR6spO1jmt5znCHQ91V1VuIkK0cWnx5PYMTFowQG8fMLLTbrHalY31Sy/THlqCuP/pFrSWCUqRPftXd+y5rk17W1G0PSe2ru9TVC0I1Ehui1ztgTMT8hK4L5j9zX7+soFnyKURKzoqgqr+PjSjyncUUjFkYoG+andU8kcmImUktNnnt4OFioUvolY0R1YdoB9ufsapA+6eBCXz7287Q1SKIIkYkU38MKB/GHzH3hhyAt10rd+upVnez2rraH0MfFtjDdiSjIhpWT3gt1Il+TSOZfSa1Lopx0UCl9ErOgAsgZnceOyG3njtDc8aUOuGIJOr8NSZMFSbMFSZKE8vzzgyObbk99WE+GKNiOiRQfQ/dTuHsGUHy7n313+3eRr/OaH34TaLIXCLxEvOm987SjwZvh1wxl5w0h6TuypXDAo2o2oEl11abXP9Nu23kZG/wwlNEVYEFWiG3/feNL7pjPn4jl10mcPml3n/Kz/nMUpd53SlqYpFB4iesFzfSqPV5I1OAtTkilgOZ0+qh5bEWE0+tcnhIgTQqwRQmwQQmwWQgt7KoR4TwixXQixSQjxuhDC6E4XQojnhBC7hBAbhRAneF3reiHETvdxfSgfZPf3u/lnx38ye+BsbBU2v+XG/nEso28fHcpbKxRNIph/+VZgspRyBDASOFsIcQrwHjAQGAbEAze7y58D9HMfM4AXAYQQ6cBMYAwwGpgphEgL1YN0H9+dPmf1wZxiDvwwZf4j+ygUbUGjopMaNeusjO5DSim/cedJYA3Q1V1mOvC2O2sV0EEI0Rk4C/heSlkkpSwGvgfODtWDGOINXPbxZUz9x1TO/NeZfstt+2xbqG6pUDSLoAZShBB6YB3QF5gtpVztlWcErgPuciflAHle1Q+60/yl17/XDLQWkqysLHJzc/3aVbKxhA13Nb4jvPetvanaW4Uh1UCX87sEvKYvKioqmlwn1ISDDeFiRzjY0BKCEp2U0gmMFEJ0AD4TQgyVUtaEPX0BWCqlXBYKg6SULwMvAwwYMEAGWt1fmFMYlOj2vLgHhBbZp3uP7nTp0EVbJmbSgwSn3UnXU7piTvbdNQ2HXQbhYEO42BEONrSEJk0ZSClLhBCL0bqFm4QQM4Es4PdexfIBb+ePXd1p+cDEeum5TTe5lox+GQ2Wb0kpsVfa2b90P++f975XBpQdLGPF0ytY8fQKv9fsNKITY+4c41mvaYgzcODLA1QMqiCpU1JLzFUogCBEJ4TIAuxuwcUDU4GnhBA3o72nnSGldHlV+RK4XQjxIdqgSamU8rAQYgHwd6/BkzOBP4fyYdz2Ykoy0e/cfg0EWXawjKqCKpw2Jxve2cDa59c2qH90w1GfgSX/9cq/6pzrTXqu/OJK+pzVR7liUDSJYFq6zsBb7vc6HTBHSjlPCOEA9gMr3X90n0opZwHfAOcCu4Aq4EYAKWWREOIxoOYvfZaUsiikT9MIKV1TSOmaAkDO6BzO/e+5gOY/02l18sODP7D62eDcMjhtTt475z1MySaGXjnUs6tBb3LvaHCfCyE4sOwAjmoH2aOymTRrkopVF+M0Kjop5UZglI90n3Xdo5m3+cl7HXi9iTa2Ojq9Dl2CjrP/czZTn56qOa+1OnDanDitTn5c9CNbH9hK1fGqBnVt5TZ+fuXnoO6za/4u+p7dlx4TeoT6ERQRRFQtAwuWFf9cwaKHFjXa4gghAk60+6P/+f09HsDK8ss4tPYQgBKcAohR0X1/3/cAOK3OZtVPyEogsWMi8enxxKfHY0o0IXRauKy+5/RFb9Jr4bP0ugafB5YfqD13e5J2OV1aCC6nRLok8enxAWPwKSKbmBTdI65HsJZZcVgcdbqR9buVlccr+ezazxrUtxRafHY1Ada/uT4kNp75rzPpMaGHJ4Ze1YEqinYX1Ymt5yv+ntpJEf7EpOiEEMSlxkFq42WHXzPc57yQ0+7EXmXHYdEClzhtTk+4LJfThaXIwjtT3mm2jd/98bsGaWtpONraUu4+cDep3YL4QShCRkyKrqU8kfxEs971whGDWf0JtDUx+RN3OVyseX4NC+5ZEFwFAUvFUs1FuhC4HK7G6wRBzpic2pBd7muDNsE/8MKBjL13LEKvuWdfsmRJRK/CUNQSk6Lb9vm24AUHtTHIAdmEwHYdh3bU3rP0WsTWhMwEkBCXFse0/00jPi2+qaYrooCYFN2gSwZx0TsXUZpXWjsY4RXuGPC8m7kcLr69/dtm3efYpmN1zvuf35/zXjgPoRPaQM2xyroBR9ytWs3opndgEkX0EJOiE0Iw/NrgwxkXdypmQOYADHGa78yV/1zJr+//2uT77vhqR6POkwKxhCU+07ue0pWbVt7U7Osq2paYFF1TMWea6Tmxp+f8wrcupPfU3ljLrQghMMQZ+PoPX+Oyh+Zdr6kMmD6gXe6raB5KdAEo2F5A8Z5iin4tYrd9t6er53K6PJPjLofWBe0ztQ87v9nZrPuc9+J5nHTLSQHLRPp2FkUtSnR+qDhSweyBtV7EfqXp3UlvJj8+mZ6TemJONmOIN5CYldioawlFdKKWu/shsVMiU56aQvaobBJ7J5Kck9yi6y36yyIqDlfQcWhH0vukK8HFMKqlc1N2sIzPfvMZTptTGy0UWmSgUDLnkjkqZoIidkVXXVrNr+//ijHeiN6sZ/HDiyneXdwq9xpx/QgGXzaYLid1aZXrKyKLmBXdV7/7ii0fB47g2hQ6Du3I8Ou0aYiaifSaeXQpJUc3HsVR7WDwJYNDdk9FZBKzojv3+XOJz4jnwNIDHN9y3JNuTDAipdRGJZswBXBs0zEW3r+wyXb0P78/l8+9HL1R3+S6isgkZkWX2DGRaS9OA2D/sv28OeFNgIBx7FqDHV/twGlzKtHFEDErOm8SOya2yX3O+s9ZmJPNmJJNGMwGjmw4Qq/JvbCV2zAlBo6/oIgelOiAzAGZAUcVvSem81bm8fq45rl5WXB3w0XWuY/kAnDuC+dq4q9ZXO1+H0zrnaYGYKIMJTo3Ukpcdhe2Shv2Sjt2i3uDqsVO8S/F7Kzaid1iZ/mTy1vl/t/84Ru/ebdvv71V7qloH2JedFJKZulmNVpuIxt9pgu95mfTlGjCmGjEmGDUvicYNdcJNfvk6n+C/zyvz27jupHeLx0OhfKpFe1JzIsOYOSNI1n/RvC+TdL7pnPD0huI6xCHIc6gtt4omkRMLwPb8M4GZulmNUlwAEW7ivjkik8wxhuV4BRNJiZbupL9JTzb89mgyycPSCY5ue7ay0DhuBSKQMSk6Jrq46R8ezkjHxrJ5Mcmt5JFilgiJruX6X3SmSlnNmnxcY2XZoWipcRUS1ewrYDZg2Y3XtAHV315VYitUcQqMSW6qgLfXpmD4YnkJzyevTwelfX1vCt75RniDBjjjRji3Z9xWiQfnUnnCUjp6wBtKZq90k6Xk7swcPrAUD2+IkyIKdF1P7U7M+VMnDYnCx9YiNPmpOvYrrjsLpx2Z53PGjcMLoeLvXv20i2nm+dcOmWd/PrnLocLR7U2sV55rBKHxe2q3eak9EBpk2y+Y9cdpPdJb6WfiKI9iCnR1aA36Tnr32cFXyEXJk6ciJSSHfN2YC21YkoyYa+yY6uwaW7V64nW3+fGd3xPstdn4qyJ5IzOUYKLQmJSdP4oO1jGupfXeZaCWQot2CptHM8/zk7zzqAHU4RO1PGj6f2ZlJ1ExZGKBnWGXDEEgPiMeKY8MUW5c4hiYkJ01aXVLLh7AdZyKwazAWuZlS6ju5CQkeAJ+iFd0mfQjhpKCb5bKF1SiwIURCiu9L7p3LHzjqCvrYh8YkJ0v77/a4MQVjvmNd/payjx7DJXxAwxIbqTbjmJzAGZVBVWsevbXax/Yz2JHRPpcXoP7FV2Ko9WcuinxruOQi9I652G06a1YPVdntdsyanzCSRkJHDVV1d54p0rYpuYEJ0Qgl6TewEw5LIhTH99eoMy1nIr1lIr/+3/XxwWh8/rSKekaGdRk+9fllfGM92eaXK9SX+bxIS/TGhyPUV4ExOi80ZK7f3NO9xwzWFMNHLWM2fx9S1ft7eZACx+aDGLH1rsOfcXy+CC1y9g1I2j2sosRQuJaNF5+zbxRm/WozfqPWLyxPR21e7IjiaSO7fMEa6ibYlo0R3ffNxnev2Rw95Te6M36cnon4E5xVwnDJVOr2sQqqp+3vYd2xk0ZFCjdVqU7o4VLl0SvVnfYH5OxTKIHiJadCfdchIn3XIS1jIrZflllB0sozy/nAX3LKC6pNpTbs/3ewDY+bUW4OPGH2+k+/juQd+nLLeMkRNHhtZ4RcwSsaKTUrJ29lqObjxKWV4Zu+bvCrpufLqKgKpoPyJWdId/Psy3dwQXIXXMXWPQm7WIq3qjnq1zt7LdsB2dsXaxsiciqzsqq3d60ZYi9jj2BF3eV7pOH5O7qBQ+iFjRdTmxC9ctvI6inUXaukaHC3uVneriaiyFFizFFrZ/sR2A9W+ux1Ht8CxObg4tDZXlzVXzriK1e2qD3QpCp+1SSMpOCtm9FOFHxIoOoPcZvcnon8GR9UcwxBk8h9AJkHDag6fVmRKoGcmsWfHvsrtwWGt3ADht2gBMzfeljy1t8i7zYPhg2gcB829adRNdx3QN+X0V4UFEiw7gP93/094mNIkOvTp4pi68ncrWfO9xeg+yR2S3r5GKViXiRXflF1ey7uV1OKodOK1OHNWOoJZ01XD2c2eTMzqnztB9zfKumu9rf1rLmFPG1B3eFzSs4+MaoAlKZ9Ap1+kKIApEN+CCAQy4wHege5fTxaG1h3ht7Gt+6y9+aDFpfdKY/LfJ9Du3n88yCccSyOifERJ7FYqIF10gdHodHYd1pN+5/dj9/W6foa+sZVaO/HKE9897n4mzJmJONiOlZP3r6zEmGrl2wbVtb7giqolq0QGYEk1c/fXVAJQfLufZXs/63edWE8zDm6c6PEXOpTlYv7JqK0i8VpSMvWesmvNTNJmoF5038WnxXPrRpZTuL2X+XfODrpf/ST755DdIL9xeyGVzLguliYoYIKZE98kVn7D9y+1+87uf2p2BFw/0zJnVTDPs2rGL3r1611k4LZ2S0XeMbkPrFdFCzIju8M+HAwrOnGLmso8v8zkxXZ1bzbiJ41rTPEUMETOiqzja0BmQN/ccvAdzsnIGpGh9YmJBoKXYwvvnvt8gPa13GgDj/jROCU7RZkR1S1dVWMWq/6xizXNrfOYX7ykGYMXTK1jx9AoALvv4MgZfOrjNbFTEHlEruidTn8RaZm1yvYOrDpLRP4PU7qnozXoM5qj9ESnaiaj9ixp//3gW/WURAAmZmn9LR7VDW/Pokh6PXvVZ+a+VrPzXygbp/vyTAGQOyuQPm/+gAkQqgiJqRXfag6dx2oOn+c13OV2eQB22Chu2Shu2Churn12NzqCj/FA5JftKKN3fuJNZS6FFW7isNKcIgqgVXWPo9DqMCUasZVZtlYnQjlE3jeK9s98LWPfi9y/GYdEChHQb243OJ3RuI6sV0UBMiM5WaaN4dzFSShzVDhb9ZRF7f9jb5OtMeWoK4/80vhUsVMQSUSu6TR9uIvevuVSXVFN5tDLoeqfPPJ1BFw/ClGzClGTCnGxm2cplTJo0qRWtVcQSUSu6ZX9fRuH2wkbLXTXvKrIGZ6HT69Cb9SR1argiRQ2QKEJJ1IpuxroZVB6tpKqgih+f/JHNH232WW7n1ztJ75tO2oC0NrZQEatE7YoUvVFPStcUskdmkzHA/wbUn178idkDmxeHXKFoDlHb0nlzYNmBRsv8Le5vSJckPj2ei9+9mN5TereBZYpYJGpbOm/G/V/jOwScVs07WOXRSjZ9uKkNrFLEKlHZ0h1YfoAVT6/AlGTCkGDgwNLGW7oaRlw/gvNfOb8VrVPEOlEpujkXz6HyWPDTBN44LA41WqloVaKye3nb1tu4fO7lXPTORU2uu3nOZo5v8R0NSKEIBVEpuvj0eAZdPIjh1w5vVn1bhS3EFikUtURl99Kb3//ye/436n+NlutzVh96nN6D7qd2J2d0ThtYpohVol502SOzyR6ZzZH1RwKW271gN7sX7G6Q3ntKb9KuSIOJrWSgIuaIetGB1trVR0pJ6YFSnu35bMC6exbugYUw7eZprWWeIsaICdEBFGwrYPagpq08mfL0FBwWB2XZZa1klSIWiWrRHd14lC9v/pIj64/4dKnui8s/vZyMfhmk90v3uGrIzc1tRSsVsUZUiy73r7kcWhs4gk/moEx+++NvMcQbMMYb28gyRSwTlVMGNVzywSV0GtEpcCEJOqNOCU7RZkS16AxmA+e9cF7AMgXbCngy5UkeFY9iKbK0kWWKWCaqu5cA3cZ1Y6acCcC2L7bx0YUf+Sw34IIBGBNVa6dofaJWdF//4Wt+evGnoMo+UPaA8vCsaDOiVnSH1x0OmB+fEU9yl2QufOtCJThFmxK1ort59c0AHNt8jBeHvtgg/+p5V5M5MBNjghEppdpZoGgzolZ0NXQc0pE7d9/J+9Pep2BrgSe9fhzyUx88lTMeP6OtzVPEIFE9ellDWu80up/aPWCZPmf2aSNrFLFOTIgO4OdXfvabN+auMRTuKMReZW9DixSxStR3L/PX5vPzqz+TNSSL45t9b05d/exqAPKW53Hhmxe2pXmKGCSqRWevsvPq6Ff95o/4zQiEXoDQYhtM/tvkNrROEatEtej+nvj3Bml6k55bN91KRj//vjAVitYkakVXccR3jPGp/5jKgR8PcHTDUUzJWqyCmrgFBrMBnVFHQmaCmkJQtBpRK7rETolMeXoKC/+0sE76/LvmN1p34qyJnP7w6a1kmSLWiVrRCSEYf994xt+nhbaae/VcNn0QnBNZg9nAjq93oDfq0Rl0lGwsYZ/Y52n9pJS4HC4SsxLpNLyRXQwKRT0aFZ0QIg5YCpjd5T+R0r2CWMt/DvitlDLJfW4G3gZOBAqBK6SU+9x5fwZuApzAnVLKBSF9Gj9s/3J70IIDWHj/wgZpG9jgs+xNK2+i6yldm22bIvYIpqWzApOllBVCCCPwoxDiWynlKiHESUD9cDc3AcVSyr5CiCuBp4ArhBCDgSuBIUAXYKEQor+U0nfw7xDxqHg0pNfrfpo2ya4z6Ohyche6nNQlpNdXRD+Nik5KKYGaUQmj+5BCCD3wD+BqwNur63Tgr+7vnwDPC61fNh34UEppBfYKIXYBo4GVIXiOOtgqbMweNJuyg8H7NknKTuLs585G6LQwyFJKLY44sHnzZgYPHkz3U7uT3Dk51OYqYoyg3uncAlsH9AVmSylXCyHuAr6UUh6uN9KXA+QBSCkdQohSIMOdvsqr3EF3Wshx2p0BBTfkiiGMuWsMcR3iiOsQhynRhCnZ5HfE8ljmMYZMHNIapipikKBE5+4CjhRCdAA+E0JMAC6jFbxBCiFmADMAsrKymu0UqOdve7Lv9X0+8zZ/tLlukEgBQi8QOgE693f3YS/WloYtYUnA+yX2SqTvnX3RmXQIo0Bn1GlHvXNhFM2ajqioqAgLB0nhYEc42NASmjR6KaUsEUIsBiahtXq73H9ACUKIXVLKvkA+0A04KIQwAKloAyo16TV0dafVv8fLwMsAAwYMkBMnTmzqMwHgOtXF5jM247Q70el16Aw6EOC0OXFUO2oPiwOn3Yl0aiOSLqcLl8OlnTtdrHtpXVD3q9xbyYZ7fA+2BGLEb0b4z/TS5pEjR8jOzq7NqukCu7+fMOMEuo3tVv8KISc3N5fm/k6iyYaWEMzoZRZgdwsuHpgKPCWlzPYqU+EWHMCXwPVo72qXAouklFII8SXwvhDi32gDKf2ANaF9nFp0Bh3Drh7G4Z8PU5Zfhs6gw1pqxVJoYcE92qCp3qyn86jOOKwOnDYnTquz9rvNicvhwhBn8IiyNdjwdvBCPcpRv3nr31zvcUuhCG+Caek6A2+53+t0wBwp5bwA5V8D3nEPlBShjVgipdwshJgDbAEcwG2hGrmUUrL86eWsf2O91qoZdUinpPJYZcCQWU6rE1OyiYTMBPQmPXqzXluVYtJp5+55urz8PHr17YXOoGt46LUWVOiEZxDG811XtxtZ0zJB3ZZKy6zJqHfuZtu2bQwcOLDBdWrofYaKHBspBDN6uREY1UiZJK/v1Wjve77KPQ483kQbG6WqoIofHvih0XJDrxxKYqdEEjslkpCRgDHBiCHO4DlMSSbiOsSROTCzTr1w6M6U5JYwcuLIdrVBERqiYkVKYlYi9+TdQ/HeYt6c8GadvISsBM+7W1PCGl/w2gWM+m3A/zUKRbOICtEBpHRNIaVrSsD3GpfDhcNaO4jyTNdn/Jb98qYvkVJywk0ntIa5ihgmZnaOgza4Yko0kZCRQEpOCue+cG7A8l/d/BUuR3AxEBSKYIkp0dXn5FtP5o5dd6A36/2WUaJThJqo6V4GouJIBYtnLia5czLxGfFYiiws+WvtZLcx0YjT6nsgdf+y/drCN4UiRMSE6L6a8RU7vtrhN7/7qd1J65OGdEocFofHQVHW0Cx6TepF3o95bWWqIgaIie7lxe9eHDC/84mdScxKxGl1ojfrMSWbSOmWwvj7xmsrWRSKEBITLZ05xcxMORNbhY35d8+ndH8pVQVVnjjkP/79R5/1Vj1Tuz57Xed1/GHTH4hPj28TmxXRS0yIrgZTkokLXr3Ac77ooUUse3xZUHUrDldQE3wrGAAAIABJREFUdrBMiU7RYmJGdNIlWfTQItb8d41n2Za11Nqg3LBrhjH6jtHEpcZhTjFjTjGzfO1yJk2a1A5WK6KRmBHd+jfX8+MTvruRNQy8cCCn3HOKFpVVaH4zHVYH1mNWyg+VI/QCnV6nfbrXXXqnKQ9iimCICdFJl+TbO75ttNy2z7ex7fNtPvNWszro+6X3Tef2HbcrESp8EhOiW//m+jaNU1C0q4hZulmec+W8SOFNVIvOaXdydMNRFj20qN1sSO+XTnrf9Ha7vyL8iFrRWcusPJn6ZFBlb9t6GxkDMvx2B8Nha48ieoha0TVlUnv2oNmNlkl5NUXtOFCEhKgVnTHBWGebT8m+Ep7t9Wyzr3ds07FQmKVQRK/ovPl70t+xVzY+kHJv/r0kZCZoXru8upqqe6kIJTGxsDCYsFi/XfFbAOwWe6s5IVIoIEZaut//8nsAXhj6gt9orK+Pe73O+dj/G8uZ/ziz1W1TxB5RK7q1L6zlm9u+abSczqh5/nI5av1dAgy6aFBrm6iIUaJSdNIl+e7/vgtYpvOJnbn0o0tJ76Pm0BRtS1SKTugED5Q+wJFfjvDqGN8xx0v2lvD6uNfrrKPUGWrXUnq+G3SUV5azN32vzzydXlfHz6XQCY+L9mDSg6nvsrtY8ugSnA866Ti0Yx2/m55n9oqd5+0z05RkoueknmpJWhgRlaKTUiJdkrQ+aQy7Zhg75u3AWmolOSeZ9D7pVJdUU11Sja3Chq3EhtPWuM/bcsrbwPLA+Nv31xjnv3q+mmMMI6JKdCX7Syg9UNrA92UN5fnllOe3jnh8tmw1Xp5F4HyfnqHrNUxFu4owJZqQLu0fSlPWkg69cmiIn1bREqJGdN/f/z0rnl7hM2/SY5NI75eOIc6AMd6IId79GWfAEG9Ab9T77xIKwY/Lf2TC6RP8C6oNum5qrjB6iBrR+RMcwISHJrTo2oZEzeW6QhEKIn5y3FJk4fMbPveZlzEgwzNHp1CECxEvum1fbGPDW77DTRVuL6TyWCXSpVaYKMKHiO9ejrxhJB2HdqSqoIr3z32/Qf67Z73rs96Yu8Zw9n/Obm3zFIoGRHxLJ4Qg5+QcPr/edxfTHx16dmglixSKwER8S1dVUMU/sv4RsEzXU7o2GLr/9b1fWXDPAvqc1YeswVn0ObMPfc/uG/A6CkUoiHjRmZJN9J7amz3f7/Fb5uCqg37zdi/Yze4Fu1n1zCou++QyEjsmahFYjTrPpyXfQsn+kgbpNZ9qtYeiKUS86AxmA9d9dx2HfznMyye83KJrfXzpx37z1gQIjy70Ar1RC59sjDdqEV7ja+cEy/PLKd5TDMDJt51MYsdE4tLiOPnWk5Xb9hgk4kVXQ+dRnRsEhHQ5XbjsLpx2Z7M/7ZV2vv/r9+hsOm1No7uLigRDnAFHtQO7xY7D4sBaavXpwNabtbPXer7Pv3M+Y+4ew9nPqAGdWCJqROcLnV5bkGyI8/+YO77ewQfTPvCc95jQA0OcQRNStYNDaw+1zAb3wmRHtcNn/pGfj7To+orII6pFVx+n3cln137G5jmb/ZbZv3Q/2aOyMSYYiesQR7/z+rHz650+y0773zT6nt0XnVFXZ+W/3qj37ERQ73uK+sSU6CyFloCCq+HIL423PhMemcCJM04MhVmKGCOm3uITMhNCdq0+U/uE7FqK2CKmWjqdQcede+7k+Jbjdd7jvJn+5nRsFTayBmtRWEGt8FeElpgSHUBarzTSeqVx66ZbWf7kcja+u7FO/hc3fOH5fvOam8k5OaetTVREOTEnOoCd3+70uU6zBnOKmdQeqXQc2rENrVLEClEvOikla2evZce8HZ4lYP5GI69ffD09J/ZsWwMVMUfUi85SZAkqNh2EdqBFofBH1IsuISOBO3bdQeGOQqRL4nK4WPPfNez9Ya+nTM+JPbl2wbXoTfp2tFQRK0S96ADS+6TX8W+ZOzO3Tv6+3H38zfw3AB52PIxOH1MzKYo2Jib/ui6fe7nfvGDc8SkULSEmRffVzV/5zTPGG9vQEkUsEnOie+/c99iXu89n3tnPnU1VYRVOu2rtFK1HTLzTeVOyt8Rv3vw75zP/zvkN0uO7xbO/737/F63xeySo49K8QTEZKNN/FkBJSQl7U/f6zgxw/5NvO1k5mw0zYkJ0P7/2Myv/tZKCrQXNqm/Js7Avb19ojWoGpZQ2uc6BHw8o0YUZMSG6QO9wscCj4tGQXm8JS4IqN+XpKYy/b3xI7x0NxIToHqx8kKJdRTiqHThtThxW7dNpdXrOq4urWXDPAkbcMILkLsmemAHSJTmw/wBdc7pq/jMltXlSsuXjLVQdr2rvRwxLKg5XtLcJYUlUi65wZyEle0swJZs8InNUO3BYHdpntQOHpfb7+PvH46h2YCm0aAJ1l6/Kr+JowVFPOc91qh1BC27KU1MYeOFAz0ZXT6itmkNfu+m1TowE92fuklwmTZrUyj+xxlE7LlpO1IrOVmHj+f7PN6mOzqjDYDZogUXch96sx2a34TA4MJgNxKXGedINcQaqS6pxVDsYcsUQjAlGT2AS71h35lQzHYe0bPG02oEePUSV6KSU2CvtWMut5K/JD6rOxe9dzIDpAzCYDX49c6n/7opQEhWiK8sv45muzwRdPmdMDqfcfYoa1VO0C1ExOR6fFk/O6OA3m+avzmfuVXN5VDzKZ7/5jPLD5VjLrCrQiKJNiIqWzphg5ObVNzdIt1fZqThaQfHuYt6Z+o7Puhvf2cjGd7Td4x16duDGH2/0BI/Um/Vq8bMi5ESF6PxhTDB63DP839H/o+xgGU67k7lXzfW5MqVkX4nfbmr9uakR14/gwjf/v70zj46iyvf459dL0iHEhF0SgmwOUVH2RUFBR3woOi7jqE+fKC446PD0OZ7n8lAejmdmnDOLzxkVEXGZ0YFxwXEAHRkgQVmFsIRFMGiAQAiENYEkvd33R3Wa7qSTdJLeqL6fc+pQdetXVb8K/a1769a9v99NUfFbY26S4jGulMKR5aDj+R3Z/cXuJoeChYue8KppLaar6ZbPWM6K51eEbX/97OsZPHlwk4Fhde+lJpKYTnTn9DgnbNvuQ7uzcc5GFk5ZCMCQKUOwpdqwp9sZ89QYHJmOaLmpSWJMJ7qhDw6l+5DulG8ux2K3oDwKZ5UTZ5WTrfO2Ur653G9btqEs6NjC2YX+9eqj1dzw+g0x81uTPJhOdADZQ7PJHprdoHzMU2OoPVnLrzN/3eixI6aNIKtXlg6ZrokaphRdYxR/XsyJvSe4+sWr+deT/wppM/yR4XTu3znGnmmSiaQRXUl+Ce9d+16zdvo9ThNtkuKTARh5535w/Q+atOl7TV8cWVp0muhi2prO6/Gy6rerOFR0iNMVpylZXhIy0len/p14qPAhf445PZpfE21MK7qdn+5k6VNLm7U7svMIv0z/ZZM2Y5ePjZRbGo15m5d5N+Vx819u9jcp7en2JtMgN8aFP7kw0q5pkhzT1nQiwoL/WODfdp1yNbCxp9sREbxuL9YUK9YUK7mX5XLL+7eQkp7it8vPz4+Fy5okwbSiA5j42kSWPr2UmuM1IfcPnDTQP7s78N+vfvXVmXAKVgt79+xl1fpVDWzrZoe7TrlwVbvwurxGWAiXB3e1m7yb8jjvivNifNeaRMfUohv202EMnTKU+bfMZ+ffdwbtS8lIYfsH2/F6vCiPwuvxhqwN6/ieRmJONsGaP6xhhprR4uM05sbUogMQi3DHJ3cElVUeqGTvyr1UH62m+mg1NcdqqD5azcY3N4Z1zpyROUYslDQb9nZ20jqmkXpOKha7xWim2o34Kf0m9IvGLWnOckwvukCUUhS+UcjChxYGldscNtI6ptF1QFc8Tg+2NBsp7VNISU/Bnm7naNVRevTuQfawbIY8MER/VtC0CdOLTnkVhXMKKXqviD0rgkOjP77/cRwdHM0mDdFTezSRxNSiKy8qZ9YlsxqU29JsTN0ylYzsjDh4pUl2TPudDsBZ6QxZrjyKtI5pOhCRJi6YuqbrcmGXkOUep4ffdPpNUNn/VP9Pqz6eazQtxdQ1nSPLwbOuZxn3/Lgm7XJG5CBW3TmiiQ2mFh0Y+Qzyn8tv0mb/uv28kPICM2UmG2ZviI1jmqTF9O2pLhd04ZEdj3C64jTKq3h77NtN2i98aCGfP/o57hp3UHlgCL67l9xNn6v7RMNdTRJgetEBdM47MxN8unM6x78/jsfpwXnKyda/bqXo/aKg7Dv1BVefP4//Mz1G9aDmRA39JvTj6hevxmq3Rs1/jbkwvei8bi+u0y5/aitXtcufIqu2spbS1aWtyi9XuqYUgIodFQy+f3Cbs/JokgdTi27tH9eGzCHeGBk5GVhTrNhSbcZwrlRj5kHl6Uo6d+vsD7PuqnZR/FkxYDQ1teA0LcHUoju2+1ij+7oN7MaYp8fgyHLgcXo4/7rzG81boEekaCKJqUU34aUJTHhpAkop3hz1ZlDOuvLN5Xx0x0f+uCgbZm3g28Xf0vuq3tz20W06VoomaphadHWICA+sfQBXtYtT5acoLypn3o/mAbD7i91Btt8v+54XO7zI/Wvup8fIHvFwV2NyTP+dLhB7mp2sXln0v6E/M9QMZqgZdOjbIaRtY6m1NJq2klSiC8W9BfeGLHdWOpkpM5kpM6n4siK2TmlMTVI0L+vjqnbxSt4rnNh7Iix7S2rSP5s0EaRZ0YmIA1gBpPrsP1RKzRBjJucLwE8AD/CaUuplX/n/AdcBp4F7lVKFvnPdA0z3nfoFpdQ7kb6hcFBe1ajgptdOx5oS/KFbBybSRJJwHuG1wFVKqYHAIGCCiIwC7gVygTyl1AXAPJ/9tcD5vmUK8BqAiHQEZgAjgRHADBEJ/UIVZVLSU7hhTuiMPLWVtTH2RpNsNFvTKaUUUOXbtPsWBUwF7lRKeX12h3w2NwLv+o5bIyJZItIdGAcsUUodBRCRJcAE4K+Ru51G7wFPrQdXtYs9BXuYf/P8Rm2bm0Wu0bSVsN7pRMQKbAD6Aa8opdaKSF/gdhG5GTgM/KdS6lsgB9gXcHipr6yx8vrXmoJRQ9KlS5c2N+22zdhGxYqmO0Ic2Q4sdgu5t+eyct3KBvurqqri3sRMBB8SxY9E8KEthCU6pZQHGCQiWcACERmA8Y5Xo5QaJiK3AHOBy9vqkFJqNjAboH///qqtI0E6PtiRBSsWNGlTc8CIi3nRwIu4eNzFDfYnwoiURPAhUfxIBB/aQot6L5VSx0VkOUazsBT42LdrAfCWb30/xrteHT18ZfsxmpiB5fkt9riF9BzTM2zbpc8s5dh3x/zRnisPVHJo6yFqzqnh8ssub9DBotG0hnB6L7sALp/g0oDxwIvAJ8CVwPfAWGCX75BPgZ+JyDyMTpMTSqkyEfkn8MuAzpNrgKcjejchWDZ9Wdi2J/acYPmzy0Pue2H+CzpwrCYihFPTdQfe8b3XWYC/KaUWishXwHsi8l8YHS0P+OwXY3wuKMb4ZDAZQCl1VER+AXzts3u+rlMlmmz727aInWumzPSv62FimtYSTu/lFmBwiPLjwMQQ5Qp4pJFzzcV494sZzzqfxVXtYvbQ2VTsiNzIkuqj1RE7lya5SIoRKfY0Ow9+/SD7Vu7D4/Sw5S9b2Da/dTVg++7tsdqtLH54MYgRtl0sYkR9FujYtyM3vnUj6V3TI3wXGrNgKtG5a91sensTynMmnuXWv25l71d7ybs5D6/bi7vamEGemplK7YmWfwivKqtqcv+RnUfYs2IPF96q89ppQmMq0RXMLOCrX30Vct83C76hy0VdSM1IxZZmo+fonny39Ds8tUZK5B6jejD0oaFnUmQFLFu3b2XQkEH+1Fn191tsFsRihPCzpdnIOi8rZvesOfswleguf+ZyvB4vtSdr2TCrYSi9w9sOIxYJGdm5dE2pP+5JHd0GdmPyl5Mpyyij77i+UfNbk1yYSnQp7VMY/+J4wEj4OPeyhn02LQmlXr65nKXPLKUqq4ri2mIcmQ7s7c6kyLKn2bG3s2NNtepMPpqwMZXoAsm9NNf/Xa22spZP7vmE8i3loAzhNTXTIJCv/2R84djBjkZtxCo8534uMo5rTI9pRRdIakYqt398O6crTrNx7kb/iJPFjyyOyPmVRwV9wwMY8O8D+PH7P47I+TXmwtSim3fjPHZ+urN5wyjQ71qdhVUTGtOKTinF6Yrwgshm9swke3g2NofNv1hTraS0T8FitVCyp4Q+/fqc+SYXuEiIMovgdXnZ9Pam0MeEWIK++dVbbKk2Kr+t5HC3w2d8TD3ja13PqebswLSiExHuW3kfAHu+3MPbV7x9Zp9FSOtk5KdTHkXN8RqKPy/2b9e98wV2upRQEuM7aEghhWHbDpkyhBteDz1RVxNfTCu6QM67/LxWDVZWSoGC5cuWc8WYK1AqWJBB4gzooGnTUv8aHoXH6WHT+k3k9cujsqySLx7/olnfC2cXMvzh4f7316DF7oterfMvxIWkEF1rqRvaZbFZ4p4wstRRyoBxAwDofVVvDhUZE/WLPy+m6L2ikMe8Puj1Nl/3gXUPkDO8wVxjTRvQoqtH+ZZyCt8s9I80sdqt7N2/lxUrV2C1W7HYjVEp+F6jApujXo83qIZqTRleQu4/VH6Igx0Phjym15W9/GX7Vu8LGgbXVkpXl2rRRRgtunrMGjgrZPke9kTlejaHjdTMVMQiWKyWMx0oVgkqq66u5vjJ40EdLH57n601xUrvK3sjFuFo8VGOfdd4LgcwUohNWjYJezu7cS6r+Ie56c6Z6KFFV49p307jrSveanZgc6QQi/DEwSeatTvbQxRozpBUoju8/TBlhWXGk9wq/vAL829qPDpYKC65+xJ/DRNYQwSWgTHrwVPrwVPrMXLi1RozHDxOD16XF4/Lw9gZYyN+n5rEJilEt3/dfuaMnNOmc4ybOQ7lVYyYNoJ2ndpFyDNNMpIUorO3a1ksy4GTBnLtH6/1d6sXrChg7DhdI2kiQ1KIruuArty38j7mjg4vUsTmdzezf91+ul7cFeVVHD50mIMdDobupQzxQd1V7eL616/XMVQ0IUkK0QGkZKS0yL7imwoqvjkTU6WClsVXWfbMMiYtndSiYzTJQdKko+l2cTfuW3Vf1K8jVmHKhinc9dldUb+W5uwkaWo6ODPHTimFs9KJu9aN1+1tsCiPwus2ehfdNW42rN5AXp88nFVOnFVOPpv2WaPXUB7FgfUH6D6kewzvTHM2kVSiA2M8ZfWRaor/Wcy6l9cF5SEHSOuYhsfp8S91FBF6qFV9xCotiiqtST6SRnRKKVynXXw27TM2vbWpUbsBdw5oMEC4ZG8J/Qf0x+awYU/zhWtIOxO2Ib1rOh16xyXrl+YsxJSiU0pRdbCKg5sO8v517zdrn9YpjZ+X/bzRUffefC8jx42MtJuaJMU0ovM4PexduRdripVFUxf5R+HX54Y3biCtUxrtOrUjrVMaKe1TyOyZqQMLaWKGaUS3cOpCNs0N3Wy89IlLGT51OJk9M7HYkqbDVpOgmEZ0Y58dy4mSE9SerOXA+gNB+1b/djUHNx7EkeXA0cFh/JvlIK1DGgfWH6DXlb3IuymPlPQUPbpeE3VMI7qsXln+j9HuGjcf3fkR3yz4BoDs4dm4q91UlFVQfayaU+WngkIxhOpY0WmxNNHCNKILxOawcfvHtze6f+kzSxsNv15H/ZB6BRQw7dtpdOzXMSI+apIXU4quOcY8PcaYZlPtZv1r68M+Tjc9NZEgqURXc6KG2UNmB82otqZa/UlE6njO+1xQb6aeQKqJJEklutqTtQ1CGNQX3LiZ49jx0Y6gjDzHth2jhBLEaghReYyZBp5aD10HdCWzZ2bM7kFz9pNUosvMzfR3kFQdrOJ33X/XwCZ/Rn7IY7ewpdHzXvP7a7A5bAy+bzC21KT6k2paQUL/Qk59f4qX+75sRD+WgEjIIhEpyx2di7PKieu0C6/Ly/GS463ysy4O5eKHW58bYeJrExn202GtPl5z9pDQovO6vM1GtDILi6YuonBOoT/mSunq0gY2azus5cmjT8bBO00kSWjRtcttx+T3J0cmcnK9ZeFDC+N9ew0o21DW5P6aYzUx8kQTTRJadNY0a9SmyRQ8X0Dl/sqonDscRj42MnQMS9+y/cPtdLukGyOmjcBqt1K4pZDrJl0XN381kSOhRRdNHi99PCy7ygOV/D7n9xG//tqX1mKxWRh478AGokOgz3gjS9COj3cgFuFQ6SHyv8tHLMLg+wfrvOZnMUkrunBJ75ZOz7t64tzmxOvxUrGjAsR432wrXreXjXM2hm2/j32AETjpsZLH2nx9TXxIWtF53V7mjp7bYOZ4NOh8QeegPHYIoMDj8hjRxdxeug7oSp+r+wRn7wmIMra7eDe9e/VGeRWD7h0UdZ810SOhRec+6W4wBvJspGJH85HEju0+xshHR3JOzjkNxJmamYq7yM0V466IvrOaqJPQoguMUZIMvHvVu43uG/XhqBh6ookmCS261M6pzDjS9ik2dckdQwaKbWJZ8sQSts7bGoE7CY92XdqF7Mm8+K6LkQ56sLVZSGjRRQr/KBSLtGjm+K5Fu6LmU86IHC7778uMDRXwYFDBmV3BKNvxxQ427d1ESkYKF9xygQ4vcRaTFKJrLU+ffJqKbyp45YJXIn7u/ev288GtH7TomJ3sBGDirIkMe0gPGTtb0aKrR/7/5lMws6DVx+fdnIfVbuX4nuNY7VZsDptRu9YfA2qRRseG1l8Xi3Cw/CDnnnsu6V3TGXSP7r08m9Giq0f55vI2HV8XIqK1TFo6id5X9W5Qruf0mQctunrcvqBhmIclf1/CqptWxeT6i6YuImdEzpnPBhjf8w7uP8iuJ3ZRtqGMjJwMvC6vP/S71+31b4tFePDrB3VY9wRGiy4M7Jl2xv92PEueWBL1ax3ZdYQju440adPUmFHlVexauEuLLoHRoguTET8bEVXRXXTbRUYSylQjlLst1YY11XgntDlslOwr4dyMc6ksreTSn1+KzWELtk2x+pNY6lguiY0WnY/mBjYX0PrOlVDcufhOsodlB4WFsNgs/m909XHnu/U7nUnQogsgNTOV2hO1MblWkzkWfMO/6lNAgY7HaQKSVnR1A43rFpvDxrRd04xtT3C+urWr1zJ08FB/h4XzlBPXKRfOU0a+OtcpF67TrqByV5XLCPNXYyyeWiPXXd0xzkrj39DONeG3UvrD+FlO0ojuwPoDvDH8jVYfv4ENkXNGjIC4jg6OM+m3fO9udUvNiRrKNpTR/8b+/OjNH7GuaJ1uXpqEpBFdRnZGVJuPE1+bSO7o3JDvaIHbNocNi92ia6skJqlE99Txp5q0WfW7Va3uoVw0dVGrjrvotou4df6trTpWc3aSNKL7x0P/oHB2Ydj26V3TOXXoVBQ9Mqj4pvm5dhpzkTSiC2ciaSAtFdyAOwaQOzqXQZMHYU2xYrHpJqQmNEkjuskrJocs93qMHkl3rZs1f1jT6sHOW+dtZeu8rfT+YW+6XNClLa5qTE7SpyW1WI3ODUemg9FPjsaaGjrveLi8euGruGvcEfJOY0aSpqYLB3uanek10wFjAmvBzAI8Tg8nj56kel91WOfoMaoHZYVlKK8ie3i2zm2gaYD+RdTj0LZDbP9ge6ubmaVrSpk7ei4AF991Mbf85ZZIuqcxAQktupqDNXxy7ycxvebmdzZH7FxF7xVR9F5Rg/Ieo3ow+cvJLQodoTEPCS06z2kPJfkl8XYj4pSuKcXr8WrRJSkJLbr0Puk8tjP+kYz1rG1NJNGPWo0mxmjRaTQxRotOo4kxWnQaTYwRpZqYMRlnRKQSfBFW40tnIN4jkxPBB0gMPxLBB4D+SqmMlh6U0L2XwE6lVNxDGYvI+nj7kQg+JIofieBDnR+tOU43LzWaGKNFp9HEmEQX3ex4O+AjEfxIBB8gMfxIBB+glX4kdEeKRmNGEr2m02hMR9xFJyK5IrJcRLaLyDYReTSEjYjIyyJSLCJbRGRInPy4y3f9IhFZJSIDY+1DgO1wEXGLSMSjGoXrh4iME5FNPpuIhsAO8/8jU0T+ISKbfTahwwO0zQ+HiKwLuMbMEDapIjLf9/tcKyK9mjypUiquC9AdGOJbzwB2ARfWs7kO+Awj9vEoYG2c/LgM6OBbvzbSfoTjg2+fFVgGLAZujdPfIgvYDvT0bXeNgw/PAC/61rsAR4GUCPshQHvfuh1YC4yqZ/MwMMu3fgcwv6lzxr2mU0qVKaUKfeuVwA4gp57ZjcC7ymANkCUiEU1LE44fSqlVSqljvs01QI9Y++BjGvARcCiS12+hH3cCHyul9vrsIupLmD4oIEOMCFDtMUQX0VgZvt9clW/T7lvqd4TcCLzjW/8Q+KE0EZUq7qILxFctD8Z4mgSSA+wL2C4l9I8x2n4Ecj9G7RtTH0QkB7gZeC1a1w7HD+AHQAcRyReRDSIyKQ4+/Am4ADgAFAGPKqW8Ubi+VUQ2YTzkliilGv19KqXcwAmgU2PnS5gRKSLSHuPp/ZhS6mQi+yEiV2KIbkwcfHgJeFIp5Y12iL9m/LABQ4EfAmnAahFZo5TaFUMf/g3YBFwF9AWWiMiXkf79KKU8wCARyQIWiMgApdTW1p4vIWo6EbFj/GHfU0p9HMJkP5AbsN3DVxZrPxCRS4A5wI1KqaazN0bHh2HAPBEpAW4FXhWRm+LgRynwT6XUKaVUBbACiHTHUnM+TMZo4iqlVDHwPZAXSR8CUUodB5YDE+rt8v8+RcQGZAKN/jbiLjpf2/dNYIdSqrEEcZ8Ck3y9mKOAE0qpslj7ISI9gY+BuyP9RA/XB6VUb6VUL6VUL4z3h4eVUhENJBPm/8nfgTEiYhORdsBIjPeuWPqwF6OmRUS6Af2B7yLlg++8XXw1HCKSBowH6ieW/xS4x7d+K7BM+XpVQpEIzcvRwN1Aka/dDEavVE8ApdTXWqyNAAAAnUlEQVQsjF6664Bi4DTGEy4efjyH0VZ/1de0c6vIDrwNx4dY0KwfSqkdIvI5sAXwAnPa0uRqjQ/AL4C3RaQIo5fxSV+tG0m6A++IiBWjkvqbUmqhiDwPrFdKfYrxcPiziBRjdObc0dQJ9YgUjSbGxL15qdEkG1p0Gk2M0aLTaGKMFp1GE2O06DSaGKNFp9HEGC06jSbGaNFpNDHm/wGR++7DFafvBAAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 216x648 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "13JyB0Xt5ji7"
      },
      "source": [
        "## DLISIO documentation"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "xPqDBVqr6JsQ",
        "outputId": "4f4513f8-be42-49c8-c231-56e5368f3c36"
      },
      "source": [
        "filename = \"/content/WL_RAW_CAL-DEN-ELEM-GR-NEU-REMP_MWD_1.DLIS\"\r\n",
        "\r\n",
        "f = dlisio.load(filename)\r\n",
        "\r\n",
        "f.describe()"
      ],
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "-------------\n",
              "Physical File\n",
              "-------------\n",
              "Number of Logical Files : 1\n",
              "\n",
              "Description : logicalfile(Run_5)\n",
              "Frames      : 2\n",
              "Channels    : 300\n"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 30
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "w3fr2W7L5lLL",
        "outputId": "2587603e-6268-473e-9e0f-2d4b190d9ebb"
      },
      "source": [
        "filename = \"/content/WL_RAW_CAL-DEN-ELEM-GR-NEU-REMP_MWD_1.DLIS\"\r\n",
        "\r\n",
        "f, *f_tail = dlisio.load(filename)\r\n",
        "\r\n",
        "f.describe()"
      ],
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "------------\n",
              "Logical File\n",
              "------------\n",
              "Description : logicalfile(Run_5)\n",
              "Frames      : 2\n",
              "Channels    : 300\n",
              "\n",
              "Known objects\n",
              "--\n",
              "FILE-HEADER             : 1\n",
              "ORIGIN                  : 1\n",
              "EQUIPMENT               : 8\n",
              "TOOL                    : 1\n",
              "PARAMETER               : 352\n",
              "CALIBRATION-MEASUREMENT : 44\n",
              "CALIBRATION-COEFFICIENT : 170\n",
              "CALIBRATION             : 344\n",
              "CHANNEL                 : 300\n",
              "FRAME                   : 2\n"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 31
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "fK2fySKr6M51",
        "outputId": "4e42ec26-0635-4d65-f586-aa68e10b6346"
      },
      "source": [
        "obj = f.object('CHANNEL', 'TDEP', origin=41, copynr=1)\r\n",
        "\r\n",
        "obj.describe()"
      ],
      "execution_count": 56,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "-------\n",
              "Channel\n",
              "-------\n",
              "name   : TDEP\n",
              "origin : 41\n",
              "copy   : 1\n",
              "\n",
              "Description : 0.1-ft Frame Depth\n",
              "\n",
              "Physical unit of sample   : 0.1 in\n",
              "Sample dimensions         : 1\n",
              "Maximum sample dimensions : 1\n",
              "Property indicators       : 440-CUSTOMER\n"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 56
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "kFA64g1_73Gx",
        "outputId": "850d4c6a-3b16-41d7-94ca-5552a200c927"
      },
      "source": [
        "obj.curves()"
      ],
      "execution_count": 53,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([1093680., 1093692., 1093704., ..., 1476336., 1476348., 1476360.],\n",
              "      dtype=float32)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 53
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "JYKx5q_D5hFO"
      },
      "source": [
        "## Tutorial from Erlend Viggen"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QpKMkbSC7qOB"
      },
      "source": [
        "filename = \"/content/WL_RAW_CAL-DEN-ELEM-GR-NEU-REMP_MWD_1.DLIS\"\r\n",
        "\r\n",
        "f, *f_tail = dlisio.load(filename)\r\n",
        "\r\n",
        "if len(f_tail): logging.warning('There are more logical files in tail')"
      ],
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "b5q1TfHW1ydB"
      },
      "source": [
        "origin, *origin_tail = f.origins\r\n",
        "\r\n",
        "if len(origin_tail): logging.warning('f contains multiple origins')"
      ],
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "PrG8nu8c11kF",
        "outputId": "57a45a68-3ec3-4d35-e51f-9e6c6ad5ded2"
      },
      "source": [
        "f.describe()"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "------------\n",
              "Logical File\n",
              "------------\n",
              "Description : logicalfile(Run_5)\n",
              "Frames      : 2\n",
              "Channels    : 300\n",
              "\n",
              "Known objects\n",
              "--\n",
              "FILE-HEADER             : 1\n",
              "ORIGIN                  : 1\n",
              "EQUIPMENT               : 8\n",
              "TOOL                    : 1\n",
              "PARAMETER               : 352\n",
              "CALIBRATION-MEASUREMENT : 44\n",
              "CALIBRATION-COEFFICIENT : 170\n",
              "CALIBRATION             : 344\n",
              "CHANNEL                 : 300\n",
              "FRAME                   : 2\n"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "jN0V1e-B14Rf",
        "outputId": "9e56104a-0aa5-479d-ff22-33ca632b9ceb"
      },
      "source": [
        "origin.describe()"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "------\n",
              "Origin\n",
              "------\n",
              "name   : DLIS_DEFINING_ORIGIN\n",
              "origin : 41\n",
              "copy   : 0\n",
              "\n",
              "Logical file ID          : Run_5\n",
              "File set name and number : STATOILHYDRO/15_9_F_14 / 41\n",
              "File number and type     : 17 / LWD\n",
              "\n",
              "Field                   : Volve\n",
              "Well (id/name)          :  / 15/9-F-14\n",
              "Produced by (code/name) : 440 / Schlumberger\n",
              "Produced for            : StatoilHydro\n",
              "Order number            : 07SCA0093\n",
              "Run number              : 5\n",
              "Descent number          : -1\n",
              "Created                 : 2008-06-24 10:20:00\n",
              "\n",
              "Created by              : DlisBrowser, (version: ID13_0C_03)\n",
              "Other programs/services : ECO6: EcoScope Integrated Logging-While-Drilling Tool\n",
              "                          - 6.75 inch\n"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "g1NV-Ywz17lv"
      },
      "source": [
        "def summarize(objs, **kwargs):\r\n",
        "    \"\"\"Create a pd.DataFrame that summarize the content of 'objs', One \r\n",
        "    object pr. row\r\n",
        "    \r\n",
        "    Parameters\r\n",
        "    ----------\r\n",
        "    \r\n",
        "    objs : list()\r\n",
        "        list of metadata objects\r\n",
        "        \r\n",
        "    **kwargs\r\n",
        "        Keyword arguments \r\n",
        "        Use kwargs to tell summarize() which fields (attributes) of the \r\n",
        "        objects you want to include in the DataFrame. The parameter name \r\n",
        "        must match an attribute on the object in 'objs', while the value \r\n",
        "        of the parameters is used as a column name. Any kwargs are excepted, \r\n",
        "        but if the object does not have the requested attribute, 'KeyError' \r\n",
        "        is used as the value.\r\n",
        "        \r\n",
        "    Returns\r\n",
        "    -------\r\n",
        "    \r\n",
        "    summary : pd.DataFrame\r\n",
        "    \"\"\"\r\n",
        "    summary = []\r\n",
        "    for attr, label in kwargs.items():\r\n",
        "        column = []\r\n",
        "        for obj in objs:\r\n",
        "            try:\r\n",
        "                value = getattr(obj, attr)\r\n",
        "            except AttributeError:\r\n",
        "                value = 'KeyError'\r\n",
        "    \r\n",
        "            column.append(value)\r\n",
        "        summary.append(column)\r\n",
        "\r\n",
        "    summary = pd.DataFrame(summary).T\r\n",
        "    summary.columns = kwargs.values()\r\n",
        "    return summary"
      ],
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 497
        },
        "id": "7JeU08XH2BN0",
        "outputId": "147aed03-d98e-4a9e-dd8e-d0722b2ae1a3"
      },
      "source": [
        "parameter_table = summarize(f.parameters, name='Name', long_name='Long name', values='Value(s)')\r\n",
        "\r\n",
        "# Hide parameters containing names; see the privacy note in the Introduction. Comment out these lines to show them.\r\n",
        "mask = ~parameter_table['Name'].isin(['R8', 'RR1', 'WITN', 'ENGI'])\r\n",
        "parameter_table = parameter_table[mask]\r\n",
        "\r\n",
        "parameter_table.sort_values('Name')"
      ],
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/dlisio/plumbing/parameter.py:130: UnicodeWarning: unable to decode string b\"01\\xb0 53' 15.079'' E                                                                                                             \"\n",
            "  values = self.attic['VALUES'].value\n",
            "/usr/local/lib/python3.6/dist-packages/dlisio/plumbing/parameter.py:130: UnicodeWarning: unable to decode string b\"58\\xb0 26' 29.769'' N                                                                                                             \"\n",
            "  values = self.attic['VALUES'].value\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<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>Name</th>\n",
              "      <th>Long name</th>\n",
              "      <th>Value(s)</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>237</th>\n",
              "      <td>A12A</td>\n",
              "      <td>ARC Air Cal Attenuation From T1 at 2 MHz</td>\n",
              "      <td>[8.141980171203613]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>227</th>\n",
              "      <td>A14A</td>\n",
              "      <td>ARC Air Cal Attenuation From T1 at 400 KHz</td>\n",
              "      <td>[8.187259674072266]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>236</th>\n",
              "      <td>A22A</td>\n",
              "      <td>ARC Air Cal Attenuation From T2 at 2 MHz</td>\n",
              "      <td>[6.26515007019043]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>226</th>\n",
              "      <td>A24A</td>\n",
              "      <td>ARC Air Cal Attenuation From T2 at 400 KHz</td>\n",
              "      <td>[6.233280181884766]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>235</th>\n",
              "      <td>A32A</td>\n",
              "      <td>ARC Air Cal Attenuation From T3 at 2 MHz</td>\n",
              "      <td>[4.758490085601807]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>169</th>\n",
              "      <td>WPSL</td>\n",
              "      <td>Salinity of the Water Phase Emulsified within ...</td>\n",
              "      <td>[64.68000030517578]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>186</th>\n",
              "      <td>WRK</td>\n",
              "      <td>Way to Report Potassium Concentration</td>\n",
              "      <td>[POTASSIUM_BY_WEIGHT_%]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>162</th>\n",
              "      <td>WSDI</td>\n",
              "      <td>Window Size of Dynamic Normalization Image</td>\n",
              "      <td>[15.24000072479248]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>249</th>\n",
              "      <td>XPDM_RM</td>\n",
              "      <td>Cross plot density prosity multiplier</td>\n",
              "      <td>[0.675000011920929]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>248</th>\n",
              "      <td>XPNM_RM</td>\n",
              "      <td>Cross plot neutron prosity multiplier</td>\n",
              "      <td>[0.32499998807907104]</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>349 rows × 3 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "        Name  ...                 Value(s)\n",
              "237     A12A  ...      [8.141980171203613]\n",
              "227     A14A  ...      [8.187259674072266]\n",
              "236     A22A  ...       [6.26515007019043]\n",
              "226     A24A  ...      [6.233280181884766]\n",
              "235     A32A  ...      [4.758490085601807]\n",
              "..       ...  ...                      ...\n",
              "169     WPSL  ...      [64.68000030517578]\n",
              "186      WRK  ...  [POTASSIUM_BY_WEIGHT_%]\n",
              "162     WSDI  ...      [15.24000072479248]\n",
              "249  XPDM_RM  ...      [0.675000011920929]\n",
              "248  XPNM_RM  ...    [0.32499998807907104]\n",
              "\n",
              "[349 rows x 3 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 439
        },
        "id": "fcHCUYIM2inE",
        "outputId": "0851e93f-6d5e-4c51-9a64-257c6e144258"
      },
      "source": [
        "desc_parameters = ['CN', 'WN', 'FN',                                     # Well ID\r\n",
        "                   'NATI', 'CONT', 'FL', 'FL1', 'FL2', 'LONG', 'LATI',   # Well location\r\n",
        "                   'DLAB', 'TLAB',                                       # Time and date of well logging\r\n",
        "                   'CSIZ', 'THNO', 'BS']                                 # Casing and well parameters\r\n",
        "\r\n",
        "# Create a table out of the parameters in desc_parameters\r\n",
        "desc_table = parameter_table.loc[parameter_table['Name'].isin(desc_parameters)].copy()\r\n",
        "\r\n",
        "# Sort the table in the same order as desc_parameters\r\n",
        "categorical_sorter = pd.Categorical(desc_parameters, desc_parameters, ordered=True)\r\n",
        "desc_table['Name'] = desc_table['Name'].astype(categorical_sorter.dtype)\r\n",
        "desc_table.sort_values(by='Name', inplace=True)\r\n",
        "\r\n",
        "display(desc_table)"
      ],
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<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>Name</th>\n",
              "      <th>Long name</th>\n",
              "      <th>Value(s)</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>348</th>\n",
              "      <td>CN</td>\n",
              "      <td>Company Name</td>\n",
              "      <td>[StatoilHydro                                 ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>346</th>\n",
              "      <td>WN</td>\n",
              "      <td>Well Name</td>\n",
              "      <td>[15/9-F-14                                    ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>345</th>\n",
              "      <td>FN</td>\n",
              "      <td>Field Name</td>\n",
              "      <td>[Volve                                        ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>330</th>\n",
              "      <td>CONT</td>\n",
              "      <td>Continent</td>\n",
              "      <td>[                                             ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>342</th>\n",
              "      <td>FL</td>\n",
              "      <td>Field Location</td>\n",
              "      <td>[North Sea                                    ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>341</th>\n",
              "      <td>FL1</td>\n",
              "      <td>Field Location Line 1</td>\n",
              "      <td>[                                             ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>340</th>\n",
              "      <td>FL2</td>\n",
              "      <td>Field Location Line 2</td>\n",
              "      <td>[                                             ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>334</th>\n",
              "      <td>LONG</td>\n",
              "      <td>Longitude</td>\n",
              "      <td>[b\"01\\xb0 53' 15.079'' E                      ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>335</th>\n",
              "      <td>LATI</td>\n",
              "      <td>Latitude</td>\n",
              "      <td>[b\"58\\xb0 26' 29.769'' N                      ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>327</th>\n",
              "      <td>DLAB</td>\n",
              "      <td>Begin Log Date</td>\n",
              "      <td>[10-Jun-08                                    ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>326</th>\n",
              "      <td>TLAB</td>\n",
              "      <td>Begin Log Time</td>\n",
              "      <td>[19:13                                        ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>291</th>\n",
              "      <td>CSIZ</td>\n",
              "      <td>Current Casing Size</td>\n",
              "      <td>[9.625]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>292</th>\n",
              "      <td>BS</td>\n",
              "      <td>Bit Size</td>\n",
              "      <td>[8.5]</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "     Name  ...                                           Value(s)\n",
              "348    CN  ...  [StatoilHydro                                 ...\n",
              "346    WN  ...  [15/9-F-14                                    ...\n",
              "345    FN  ...  [Volve                                        ...\n",
              "330  CONT  ...  [                                             ...\n",
              "342    FL  ...  [North Sea                                    ...\n",
              "341   FL1  ...  [                                             ...\n",
              "340   FL2  ...  [                                             ...\n",
              "334  LONG  ...  [b\"01\\xb0 53' 15.079'' E                      ...\n",
              "335  LATI  ...  [b\"58\\xb0 26' 29.769'' N                      ...\n",
              "327  DLAB  ...  [10-Jun-08                                    ...\n",
              "326  TLAB  ...  [19:13                                        ...\n",
              "291  CSIZ  ...                                            [9.625]\n",
              "292    BS  ...                                              [8.5]\n",
              "\n",
              "[13 rows x 3 columns]"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_8YXbs0320lo",
        "outputId": "57c56cd0-3133-42f3-82e2-85e3a8198162"
      },
      "source": [
        "remarks = f.match('^R[0-9]{1,2}', type='parameter')\r\n",
        "remarks = sorted(remarks, key=lambda x: int(x.name[1:]) )\r\n",
        "\r\n",
        "for remark in remarks:\r\n",
        "    #if not remark.values: continue    # Uncomment to skip empty remarks\r\n",
        "    if remark.name == 'R8': continue   # Hide a remark containing a name; comment out the line to show the remark\r\n",
        "    print(f'{remark.name}: {\" \".join(remark.values)}')"
      ],
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/dlisio/file.py:321: FutureWarning: match is deprecated and will be removed in a future version, use find('parameter', '^R[0-9]{1,2}') instead\n",
            "  warnings.warn(msg, FutureWarning)\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "OUIJJEKP3KBh",
        "outputId": "d6cefc23-e24e-4bde-b4c9-89b998cf5da4"
      },
      "source": [
        "for frame in f.frames:\r\n",
        "    index_channel = next(ch for ch in frame.channels if ch.name == frame.index)\r\n",
        "    print(f'Frame {frame.name}:')\r\n",
        "    print(f'Description      : {frame.description}')\r\n",
        "    print(f'Indexed by       : {frame.index_type}')\r\n",
        "    print(f'Interval         : [{frame.index_min}, {frame.index_max}] {index_channel.units}')\r\n",
        "    print(f'Direction        : {frame.direction}')\r\n",
        "    print(f'Constant spacing : {frame.spacing} {index_channel.units}')\r\n",
        "    print(f'Index channel    : {index_channel}')\r\n",
        "    print(f'No. of channels  : {len(frame.channels)}')\r\n",
        "    print()"
      ],
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Frame 60B:\n",
            "Description      : 60.00 0.1 in frame data\n",
            "Indexed by       : BOREHOLE-DEPTH\n",
            "Interval         : [1093680.0, 1476360.0] 0.1 in\n",
            "Direction        : INCREASING\n",
            "Constant spacing : 60.0 0.1 in\n",
            "Index channel    : Channel(TDEP)\n",
            "No. of channels  : 281\n",
            "\n",
            "Frame 12B:\n",
            "Description      : 12.00 0.1 in frame data\n",
            "Indexed by       : BOREHOLE-DEPTH\n",
            "Interval         : [1093680.0, 1476360.0] 0.1 in\n",
            "Direction        : INCREASING\n",
            "Constant spacing : 12.0 0.1 in\n",
            "Index channel    : Channel(TDEP)\n",
            "No. of channels  : 19\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 408
        },
        "id": "HYLUWppr37ey",
        "outputId": "1785cc70-f5b2-48ca-a507-9dfceb0cbf26"
      },
      "source": [
        "channel_table = summarize(f.channels, name='Name', long_name='Long name', units='Units',\r\n",
        "                                      dimension='Dimension', frame='Frame')\r\n",
        "channel_table.sort_values('Name')"
      ],
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<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>Name</th>\n",
              "      <th>Long name</th>\n",
              "      <th>Units</th>\n",
              "      <th>Dimension</th>\n",
              "      <th>Frame</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>289</th>\n",
              "      <td>1TIM</td>\n",
              "      <td>0.1-ft Frame Time</td>\n",
              "      <td>ms</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(12B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>262</th>\n",
              "      <td>6TIM</td>\n",
              "      <td>6-in. Frame Time</td>\n",
              "      <td>ms</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>219</th>\n",
              "      <td>A112</td>\n",
              "      <td>ARC Amplitude R1 from T1 at 2 MHz</td>\n",
              "      <td>mV</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>239</th>\n",
              "      <td>A114</td>\n",
              "      <td>ARC Amplitude R1 from T1 at 400 KHz</td>\n",
              "      <td>mV</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>221</th>\n",
              "      <td>A122</td>\n",
              "      <td>ARC Amplitude R1 from T2 at 2 MHz</td>\n",
              "      <td>mV</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>158</th>\n",
              "      <td>WCOA_WALK2</td>\n",
              "      <td>Dry Weight Fraction Coal (SpectroLith WALK2 Mo...</td>\n",
              "      <td>%</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>159</th>\n",
              "      <td>WEVA_WALK2</td>\n",
              "      <td>Dry Weight Fraction Salt (SpectroLith WALK2 Mo...</td>\n",
              "      <td>%</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>156</th>\n",
              "      <td>WPYR_WALK2</td>\n",
              "      <td>Dry Weight Fraction Pyrite (SpectroLith WALK2 ...</td>\n",
              "      <td>%</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>155</th>\n",
              "      <td>WQFM_WALK2</td>\n",
              "      <td>Dry Weight Fraction Quartz+Feldspar+Mica (QFM)...</td>\n",
              "      <td>%</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>157</th>\n",
              "      <td>WSID_WALK2</td>\n",
              "      <td>Dry Weight Fraction Siderite (SpectroLith WALK...</td>\n",
              "      <td>%</td>\n",
              "      <td>[1]</td>\n",
              "      <td>Frame(60B)</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>300 rows × 5 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "           Name  ...       Frame\n",
              "289        1TIM  ...  Frame(12B)\n",
              "262        6TIM  ...  Frame(60B)\n",
              "219        A112  ...  Frame(60B)\n",
              "239        A114  ...  Frame(60B)\n",
              "221        A122  ...  Frame(60B)\n",
              "..          ...  ...         ...\n",
              "158  WCOA_WALK2  ...  Frame(60B)\n",
              "159  WEVA_WALK2  ...  Frame(60B)\n",
              "156  WPYR_WALK2  ...  Frame(60B)\n",
              "155  WQFM_WALK2  ...  Frame(60B)\n",
              "157  WSID_WALK2  ...  Frame(60B)\n",
              "\n",
              "[300 rows x 5 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 356
        },
        "id": "Y15G4iHZ4EVR",
        "outputId": "9a07b866-0b6f-4639-befe-e25fcae049be"
      },
      "source": [
        "def index_of(frame):\r\n",
        "    \"\"\"Return the index channel of the frame\"\"\"\r\n",
        "    return next(ch for ch in frame.channels if ch.name == frame.index)\r\n",
        "\r\n",
        "def get_channel(frame, name):\r\n",
        "    \"\"\"Get a channel with a given name from a given frame; fail if the frame does not have exactly one such channel\"\"\"\r\n",
        "    [channel] = [x for x in frame.channels if x.name == name]\r\n",
        "    return channel\r\n",
        "\r\n",
        "# Get 20B and its index channel\r\n",
        "frame60B = f.object('frame', '20B')\r\n",
        "# index60B = index_of(frame60B)\r\n",
        "\r\n",
        "# # Get the metadata related to WF1 and WF2\r\n",
        "# wf1 = get_channel(frame60B, 'WSID_WALK2')"
      ],
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "error",
          "ename": "ValueError",
          "evalue": "ignored",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-23-b58a0afbfc3c>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      9\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     10\u001b[0m \u001b[0;31m# Get 20B and its index channel\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 11\u001b[0;31m \u001b[0mframe60B\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mobject\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'frame'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'20B'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     12\u001b[0m \u001b[0;31m# index60B = index_of(frame60B)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     13\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/dlisio/file.py\u001b[0m in \u001b[0;36mobject\u001b[0;34m(self, type, name, origin, copynr)\u001b[0m\n\u001b[1;32m    456\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mcopynr\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mcopynr\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"'any'\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    457\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 458\u001b[0;31m             \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmsg\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtype\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0morigin\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcopynr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    459\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    460\u001b[0m         \u001b[0;31m# We found multiple matching objects. If they are all equal, return one\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mValueError\u001b[0m: Object not found: type=frame, name=20B, origin='any', copynumber='any'"
          ]
        }
      ]
    }
  ]
}