seismic_displayer_ipywidget.ipynb

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  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/yohanesnuwara/computational-geophysics/blob/master/seismic_displayer_ipywidget.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rihkDHZQEjk9"
      },
      "source": [
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import pandas as pd"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "k7H3m5iFFCZE",
        "outputId": "7c7c70eb-6576-42f0-a146-cca6fe27d2da",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 141
        }
      },
      "source": [
        "!pip install segyio\n",
        "import segyio"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Collecting segyio\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/86/e9/c877e7e13c54cd52a3fb4f475e534de9e833b85dee913a5fbd4efe716c77/segyio-1.9.3-cp36-cp36m-manylinux1_x86_64.whl (90kB)\n",
            "\r\u001b[K     |███▋                            | 10kB 16.7MB/s eta 0:00:01\r\u001b[K     |███████▎                        | 20kB 5.7MB/s eta 0:00:01\r\u001b[K     |███████████                     | 30kB 6.8MB/s eta 0:00:01\r\u001b[K     |██████████████▌                 | 40kB 7.5MB/s eta 0:00:01\r\u001b[K     |██████████████████▏             | 51kB 6.6MB/s eta 0:00:01\r\u001b[K     |█████████████████████▉          | 61kB 7.5MB/s eta 0:00:01\r\u001b[K     |█████████████████████████▍      | 71kB 7.9MB/s eta 0:00:01\r\u001b[K     |█████████████████████████████   | 81kB 8.2MB/s eta 0:00:01\r\u001b[K     |████████████████████████████████| 92kB 5.0MB/s \n",
            "\u001b[?25hRequirement already satisfied: numpy>=1.10 in /usr/local/lib/python3.6/dist-packages (from segyio) (1.18.5)\n",
            "Installing collected packages: segyio\n",
            "Successfully installed segyio-1.9.3\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "HcuLKe3hCUXy"
      },
      "source": [
        "# specify your path\n",
        "norne = '/content/computational-geophysics/norne/norne4d_2006-full-mini.sgy'\n",
        "volve = '/content/drive/My Drive/Volve Dataset/ST0202R08_PZ_PSDM_FULL_OFFSET_DEPTH.MIG_FIN.POST_STACK.3D.JS-017534.segy'\n",
        "dutch = '/content/drive/My Drive/Public geoscience Data/Dutch F3 seismic data/Dutch Government_F3_entire_8bit seismic.segy'\n",
        "\n",
        "# choose which dataset to display\n",
        "filename = norne"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JyxIswx0E6iO",
        "outputId": "b5aa7e12-5295-4069-c0a5-13caae771069",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 104
        }
      },
      "source": [
        "# read seismic data with segyio\n",
        "with segyio.open(filename) as f:\n",
        "\n",
        "  data = segyio.tools.cube(f)\n",
        "  inline_data = f.iline\n",
        "  crossline_data = f.xline\n",
        "\n",
        "  inlines = f.ilines\n",
        "  crosslines = f.xlines\n",
        "  twt = f.samples\n",
        "  sample_rate = segyio.tools.dt(f) / 1000\n",
        "  print('Inline range from', inlines[0], 'to', inlines[-1])\n",
        "  print('Crossline range from', crosslines[0], 'to', crosslines[-1])\n",
        "  print('TWT from', twt[0], 'to', twt[-1])   \n",
        "  print('Sample rate:', sample_rate, 'ms')\n",
        "\n",
        "  clip_percentile = 99\n",
        "  vm = np.percentile(data, clip_percentile)\n",
        "\n",
        "f'The {clip_percentile}th percentile is {vm:.0f}; the max amplitude is {data.max():.0f}'"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Inline range from 1000 to 1200\n",
            "Crossline range from 2000 to 2300\n",
            "TWT from 0.0 to 4000.0\n",
            "Sample rate: 4.0 ms\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            },
            "text/plain": [
              "'The 99th percentile is 2330; the max amplitude is 22711'"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 40
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xEbwdt2COGcm",
        "outputId": "1a88ff1e-93a0-4cfd-d147-f3a008230c30",
        "colab": {
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          "height": 783,
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      },
      "source": [
        "\"\"\"\n",
        "Interactive seismic viewer\n",
        "\n",
        "Input:\n",
        "\n",
        "data, inlines, crosslines, twt, sample_rate, vm: output from segyio.read\n",
        "data: the whole cube (3D numpy array)\n",
        "inlines: inline locations (1D numpy array)\n",
        "crosslines: crossline locations (1D numpy array)\n",
        "twt: two-way travel time (1D numpy array)\n",
        "sample_rate: sampling rate (float)\n",
        "vm: 99th percentile of data\n",
        "\n",
        "\"\"\"\n",
        "\n",
        "from __future__ import print_function\n",
        "from ipywidgets import interact, interactive, fixed, interact_manual, ToggleButtons\n",
        "import ipywidgets as widgets\n",
        "import segyio\n",
        "\n",
        "type = ToggleButtons(description='Selection',options=['Inline','Crossline',\n",
        "                                                      'Timeslice'])\n",
        "cmap_button = ToggleButtons(description='Colormaps',options=['gray','seismic',\n",
        "                                                             'RdBu','PuOr'])\n",
        "\n",
        "@interact\n",
        "\n",
        "def seis_widget(type=type, inline_loc=(min(inlines), max(inlines), 5), \n",
        "                xline_loc=(min(crosslines), max(crosslines), 5),\n",
        "                timeslice_loc=(min(twt), max(twt), sample_rate), \n",
        "                cmap=cmap_button):\n",
        "\n",
        "  if type == 'Inline':\n",
        "\n",
        "    with segyio.open(filename) as f: \n",
        "        inline_slice = f.iline[inline_loc]  \n",
        "\n",
        "        plt.figure(figsize=(20, 10))\n",
        "        plt.title('Norne Seismic at Inline {}'.format(inline_loc))\n",
        "        extent = [crosslines[0], crosslines[-1], twt[-1], twt[0]]\n",
        "\n",
        "        p1 = plt.imshow(inline_slice.T, cmap=cmap, aspect='auto', extent=extent,\n",
        "                        vmin=-vm, vmax=vm, interpolation='bicubic')\n",
        "\n",
        "        plt.xlabel('Crossline'); plt.ylabel('TWT')\n",
        "        plt.show()\n",
        "\n",
        "  if type == 'Crossline':\n",
        "\n",
        "    with segyio.open(filename) as f:\n",
        "        xline_slice = f.xline[xline_loc]  \n",
        "\n",
        "        plt.figure(figsize=(20, 10))\n",
        "        plt.title('Norne Seismic at Crossline {}'.format(xline_loc))\n",
        "        extent = [inlines[0], inlines[-1], twt[-1], twt[0]]\n",
        "\n",
        "        p1 = plt.imshow(xline_slice.T, cmap=cmap, aspect='auto', extent=extent, \n",
        "                        vmin=-vm, vmax=vm, interpolation='bicubic')\n",
        "\n",
        "        plt.xlabel('Inline'); plt.ylabel('TWT')\n",
        "        plt.show()\n",
        "  \n",
        "  if type == 'Timeslice':\n",
        "\n",
        "    id = np.where(twt == timeslice_loc)[0][0]\n",
        "    tslice = data[:,:,id]\n",
        "\n",
        "    plt.figure(figsize=(7,10))\n",
        "    plt.title('Norne Seismic at Timeslice {} ms'.format(timeslice_loc))\n",
        "    extent = [inlines[0], inlines[-1], crosslines[-1], crosslines[0]]\n",
        "\n",
        "    p1 = plt.imshow(tslice.T, cmap=cmap, aspect='auto', extent=extent, \n",
        "                    vmin=-vm, vmax=vm, interpolation='bicubic')\n",
        "\n",
        "\n",
        "    plt.xlabel('Inline'); plt.ylabel('Crossline')\n",
        "    plt.gca().xaxis.set_ticks_position('top') # axis on top\n",
        "    plt.gca().xaxis.set_label_position('top') # label on top\n",
        "    plt.xlim(min(inlines), max(inlines))\n",
        "    plt.ylim(min(crosslines), max(crosslines))\n",
        "    plt.axis('equal')\n",
        "    plt.show()   "
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "be553f532613460eb72ab58495b1fe94",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "interactive(children=(ToggleButtons(description='Selection', options=('Inline', 'Crossline', 'Timeslice'), val…"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    }
  ]
}