Earthquake_Prediction.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Earthquake Prediction",
      "version": "0.3.2",
      "provenance": [],
      "collapsed_sections": [],
      "toc_visible": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "PunCp4Ad25ja",
        "colab_type": "text"
      },
      "source": [
        "# Install and Import Dependencies:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ukP8I3Db6_X0",
        "colab_type": "code",
        "outputId": "397ccec8-108f-43fa-aecd-a0d6cd852ffd",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 428
        }
      },
      "source": [
        "!pip install kaggle\n",
        "\n",
        "#machine learning\n",
        "!pip install catboost"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: kaggle in /usr/local/lib/python3.6/dist-packages (1.5.3)\n",
            "Requirement already satisfied: urllib3<1.25,>=1.21.1 in /usr/local/lib/python3.6/dist-packages (from kaggle) (1.24.3)\n",
            "Requirement already satisfied: python-dateutil in /usr/local/lib/python3.6/dist-packages (from kaggle) (2.5.3)\n",
            "Requirement already satisfied: tqdm in /usr/local/lib/python3.6/dist-packages (from kaggle) (4.28.1)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.6/dist-packages (from kaggle) (2.21.0)\n",
            "Requirement already satisfied: python-slugify in /usr/local/lib/python3.6/dist-packages (from kaggle) (3.0.2)\n",
            "Requirement already satisfied: six>=1.10 in /usr/local/lib/python3.6/dist-packages (from kaggle) (1.12.0)\n",
            "Requirement already satisfied: certifi in /usr/local/lib/python3.6/dist-packages (from kaggle) (2019.3.9)\n",
            "Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /usr/local/lib/python3.6/dist-packages (from requests->kaggle) (3.0.4)\n",
            "Requirement already satisfied: idna<2.9,>=2.5 in /usr/local/lib/python3.6/dist-packages (from requests->kaggle) (2.8)\n",
            "Requirement already satisfied: text-unidecode==1.2 in /usr/local/lib/python3.6/dist-packages (from python-slugify->kaggle) (1.2)\n",
            "Collecting catboost\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/2f/c4/f130237b24efd1941cb685da12496675a90045129b66774751f1bf629dfd/catboost-0.14.2-cp36-none-manylinux1_x86_64.whl (60.6MB)\n",
            "\u001b[K     |████████████████████████████████| 60.6MB 1.2MB/s \n",
            "\u001b[?25hRequirement already satisfied: numpy>=1.11.1 in /usr/local/lib/python3.6/dist-packages (from catboost) (1.16.3)\n",
            "Requirement already satisfied: six in /usr/local/lib/python3.6/dist-packages (from catboost) (1.12.0)\n",
            "Requirement already satisfied: pandas>=0.19.1 in /usr/local/lib/python3.6/dist-packages (from catboost) (0.24.2)\n",
            "Requirement already satisfied: enum34 in /usr/local/lib/python3.6/dist-packages (from catboost) (1.1.6)\n",
            "Requirement already satisfied: graphviz in /usr/local/lib/python3.6/dist-packages (from catboost) (0.10.1)\n",
            "Requirement already satisfied: pytz>=2011k in /usr/local/lib/python3.6/dist-packages (from pandas>=0.19.1->catboost) (2018.9)\n",
            "Requirement already satisfied: python-dateutil>=2.5.0 in /usr/local/lib/python3.6/dist-packages (from pandas>=0.19.1->catboost) (2.5.3)\n",
            "Installing collected packages: catboost\n",
            "Successfully installed catboost-0.14.2\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vYBkT39_7HnE",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import os\n",
        "from catboost import CatBoostRegressor, Pool\n",
        "from sklearn.preprocessing import StandardScaler\n",
        "from sklearn.model_selection import GridSearchCV\n",
        "from sklearn.svm import SVR\n",
        "from sklearn.ensemble import RandomForestRegressor\n",
        "import time\n",
        "\n",
        "import matplotlib.pyplot as plt"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "B97AFRvX48Gm",
        "colab_type": "text"
      },
      "source": [
        "# Import Dataset from Kaggle:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bHufspqm7gBh",
        "colab_type": "code",
        "outputId": "ad5b41f6-30b1-4333-ab11-77b0cd1e8473",
        "colab": {
          "resources": {
            "http://localhost:8080/nbextensions/google.colab/files.js": {
              "data": "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",
              "ok": true,
              "headers": [
                [
                  "content-type",
                  "application/javascript"
                ]
              ],
              "status": 200,
              "status_text": ""
            }
          },
          "base_uri": "https://localhost:8080/",
          "height": 74
        }
      },
      "source": [
        "from google.colab import files\n",
        "uploaded = files.upload()\n",
        "!mkdir -p ~/.kaggle/ && mv kaggle.json ~/.kaggle/ && chmod 600 ~/.kaggle/kaggle.json"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "\n",
              "     <input type=\"file\" id=\"files-65f4f659-bea8-4731-84e1-c273392174e4\" name=\"files[]\" multiple disabled />\n",
              "     <output id=\"result-65f4f659-bea8-4731-84e1-c273392174e4\">\n",
              "      Upload widget is only available when the cell has been executed in the\n",
              "      current browser session. Please rerun this cell to enable.\n",
              "      </output>\n",
              "      <script src=\"/nbextensions/google.colab/files.js\"></script> "
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Saving kaggle.json to kaggle.json\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0D7EIFGg7x0o",
        "colab_type": "code",
        "outputId": "0994ec1a-9468-4dbe-fd81-1ccc5426a2bc",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 170
        }
      },
      "source": [
        "!kaggle competitions download -c LANL-Earthquake-Prediction"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Downloading sample_submission.csv to /content\n",
            "\r  0% 0.00/33.3k [00:00<?, ?B/s]\n",
            "100% 33.3k/33.3k [00:00<00:00, 31.0MB/s]\n",
            "Downloading test.zip to /content\n",
            " 93% 225M/242M [00:02<00:00, 108MB/s] \n",
            "100% 242M/242M [00:02<00:00, 119MB/s]\n",
            "Downloading train.csv.zip to /content\n",
            "100% 2.02G/2.03G [00:36<00:00, 19.7MB/s]\n",
            "100% 2.03G/2.03G [00:37<00:00, 58.7MB/s]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "YcK8d6dK8GU5",
        "colab_type": "code",
        "outputId": "e03aee35-5be7-4bcc-8854-9cfecf8f9158",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "!ls"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "sample_data  sample_submission.csv  test.zip  train.csv.zip\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_zkw0bZWd-Cm",
        "colab_type": "text"
      },
      "source": [
        "## Extract Data:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "y16SR60J6Xu1",
        "colab_type": "code",
        "outputId": "4b59a85e-b688-428e-e10a-c0f88405db20",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        }
      },
      "source": [
        "!unzip train.csv.zip\n"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Archive:  train.csv.zip\n",
            "  inflating: train.csv               \n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "L29NoRIx6c4T",
        "colab_type": "code",
        "outputId": "29295151-daea-4e53-d7af-3129d041ce12",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 44642
        }
      },
      "source": [
        "!unzip -d test/ test.zip"
      ],
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Archive:  test.zip\n",
            "  inflating: test/seg_430e66.csv     \n",
            "  inflating: test/seg_d1a281.csv     \n",
            "  inflating: test/seg_05a1b0.csv     \n",
            "  inflating: test/seg_f8dd7e.csv     \n",
            "  inflating: test/seg_b9bdd7.csv     \n",
            "  inflating: test/seg_24c1c9.csv     \n",
            "  inflating: test/seg_c5abaa.csv     \n",
            "  inflating: test/seg_6262c4.csv     \n",
            "  inflating: test/seg_734a88.csv     \n",
            "  inflating: test/seg_94a133.csv     \n",
            "  inflating: test/seg_d0c280.csv     \n",
            "  inflating: test/seg_d36737.csv     \n",
            "  inflating: test/seg_f80e44.csv     \n",
            "  inflating: test/seg_07c815.csv     \n",
            "  inflating: test/seg_7c9433.csv     \n",
            "  inflating: test/seg_211486.csv     \n",
            "  inflating: test/seg_78ded2.csv     \n",
            "  inflating: test/seg_f11f77.csv     \n",
            "  inflating: test/seg_b3883e.csv     \n",
            "  inflating: test/seg_3db0a8.csv     \n",
            "  inflating: test/seg_81f798.csv     \n",
            "  inflating: test/seg_0a45a1.csv     \n",
            "  inflating: test/seg_dc188b.csv     \n",
            "  inflating: test/seg_4a9e8d.csv     \n",
            "  inflating: test/seg_32fc4e.csv     \n",
            "  inflating: test/seg_7b2994.csv     \n",
            "  inflating: test/seg_7fd6b7.csv     \n",
            "  inflating: test/seg_4ce234.csv     \n",
            "  inflating: test/seg_6fc8b3.csv     \n",
            "  inflating: test/seg_50a667.csv     \n",
            "  inflating: test/seg_69a230.csv     \n",
            "  inflating: test/seg_2642d0.csv     \n",
            "  inflating: test/seg_5e70a7.csv     \n",
            "  inflating: test/seg_592807.csv     \n",
            "  inflating: test/seg_140bc5.csv     \n",
            "  inflating: test/seg_d5dbc1.csv     \n",
            "  inflating: test/seg_49336f.csv     \n",
            "  inflating: test/seg_bdf84b.csv     \n",
            "  inflating: test/seg_786ff6.csv     \n",
            "  inflating: test/seg_d14524.csv     \n",
            "  inflating: test/seg_b782c7.csv     \n",
            "  inflating: test/seg_d35274.csv     \n",
            "  inflating: test/seg_ced992.csv     \n",
            "  inflating: test/seg_24458d.csv     \n",
            "  inflating: test/seg_d098df.csv     \n",
            "  inflating: test/seg_51f0a2.csv     \n",
            "  inflating: test/seg_77c546.csv     \n",
            "  inflating: test/seg_fdd50e.csv     \n",
            "  inflating: test/seg_153d6a.csv     \n",
            "  inflating: test/seg_5cde88.csv     \n",
            "  inflating: test/seg_b91011.csv     \n",
            "  inflating: test/seg_460436.csv     \n",
            "  inflating: test/seg_27de37.csv     \n",
            "  inflating: test/seg_8ae847.csv     \n",
            "  inflating: test/seg_b52710.csv     \n",
            "  inflating: test/seg_063865.csv     \n",
            "  inflating: test/seg_abaad2.csv     \n",
            "  inflating: test/seg_87a67a.csv     \n",
            "  inflating: test/seg_47d374.csv     \n",
            "  inflating: test/seg_d40bb2.csv     \n",
            "  inflating: test/seg_d19980.csv     \n",
            "  inflating: test/seg_a1edc1.csv     \n",
            "  inflating: test/seg_bbf805.csv     \n",
            "  inflating: test/seg_e8a4f4.csv     \n",
            "  inflating: test/seg_8472f3.csv     \n",
            "  inflating: test/seg_8866f0.csv     \n",
            "  inflating: test/seg_79c47a.csv     \n",
            "  inflating: test/seg_500c80.csv     \n",
            "  inflating: test/seg_4d7c56.csv     \n",
            "  inflating: test/seg_75a878.csv     \n",
            "  inflating: test/seg_9a1a4f.csv     \n",
            "  inflating: test/seg_e4f403.csv     \n",
            "  inflating: test/seg_42c4c9.csv     \n",
            "  inflating: test/seg_d702b2.csv     \n",
            "  inflating: test/seg_9e61da.csv     \n",
            "  inflating: test/seg_db6d5f.csv     \n",
            "  inflating: test/seg_593c34.csv     \n",
            "  inflating: test/seg_2f8f6d.csv     \n",
            "  inflating: test/seg_04fd93.csv     \n",
            "  inflating: test/seg_3cba49.csv     \n",
            "  inflating: test/seg_88a81d.csv     \n",
            "  inflating: test/seg_1562cb.csv     \n",
            "  inflating: test/seg_89f975.csv     \n",
            "  inflating: test/seg_db694a.csv     \n",
            "  inflating: test/seg_17adc0.csv     \n",
            "  inflating: test/seg_59818b.csv     \n",
            "  inflating: test/seg_60b696.csv     \n",
            "  inflating: test/seg_f003ca.csv     \n",
            "  inflating: test/seg_e051bc.csv     \n",
            "  inflating: test/seg_d0598e.csv     \n",
            "  inflating: test/seg_5ad847.csv     \n",
            "  inflating: test/seg_be62ef.csv     \n",
            "  inflating: test/seg_9a1c76.csv     \n",
            "  inflating: test/seg_1010ad.csv     \n",
            "  inflating: test/seg_3452b2.csv     \n",
            "  inflating: test/seg_37f3fb.csv     \n",
            "  inflating: test/seg_7848f8.csv     \n",
            "  inflating: test/seg_ce472b.csv     \n",
            "  inflating: test/seg_355717.csv     \n",
            "  inflating: test/seg_eea20e.csv     \n",
            "  inflating: test/seg_baa745.csv     \n",
            "  inflating: test/seg_28fc32.csv     \n",
            "  inflating: test/seg_97e4a9.csv     \n",
            "  inflating: test/seg_a1a511.csv     \n",
            "  inflating: test/seg_c0260d.csv     \n",
            "  inflating: test/seg_c70fde.csv     \n",
            "  inflating: test/seg_eb7f91.csv     \n",
            "  inflating: test/seg_fb11ba.csv     \n",
            "  inflating: test/seg_35269b.csv     \n",
            "  inflating: test/seg_919c5c.csv     \n",
            "  inflating: test/seg_91eaeb.csv     \n",
            "  inflating: test/seg_9ab405.csv     \n",
            "  inflating: test/seg_37bf85.csv     \n",
            "  inflating: test/seg_136695.csv     \n",
            "  inflating: test/seg_35ba8f.csv     \n",
            "  inflating: test/seg_7f9b3a.csv     \n",
            "  inflating: test/seg_45e4ed.csv     \n",
            "  inflating: test/seg_702e03.csv     \n",
            "  inflating: test/seg_bf7224.csv     \n",
            "  inflating: test/seg_5f7fd9.csv     \n",
            "  inflating: test/seg_d85e2e.csv     \n",
            "  inflating: test/seg_e41fc9.csv     \n",
            "  inflating: test/seg_23b123.csv     \n",
            "  inflating: test/seg_660fef.csv     \n",
            "  inflating: test/seg_572172.csv     \n",
            "  inflating: test/seg_6d4fa6.csv     \n",
            "  inflating: test/seg_6f60b2.csv     \n",
            "  inflating: test/seg_4f48b4.csv     \n",
            "  inflating: test/seg_f86c41.csv     \n",
            "  inflating: test/seg_d516e3.csv     \n",
            "  inflating: test/seg_cbcce9.csv     \n",
            "  inflating: test/seg_34a8f7.csv     \n",
            "  inflating: test/seg_238242.csv     \n",
            "  inflating: test/seg_cc096e.csv     \n",
            "  inflating: test/seg_5bc0b0.csv     \n",
            "  inflating: test/seg_d27812.csv     \n",
            "  inflating: test/seg_b8141c.csv     \n",
            "  inflating: test/seg_e14149.csv     \n",
            "  inflating: test/seg_f6bae8.csv     \n",
            "  inflating: test/seg_e90c0d.csv     \n",
            "  inflating: test/seg_b917b5.csv     \n",
            "  inflating: test/seg_b72413.csv     \n",
            "  inflating: test/seg_195eda.csv     \n",
            "  inflating: test/seg_43597f.csv     \n",
            "  inflating: test/seg_324447.csv     \n",
            "  inflating: test/seg_06b8c9.csv     \n",
            "  inflating: test/seg_8310ea.csv     \n",
            "  inflating: test/seg_91fc29.csv     \n",
            "  inflating: test/seg_0e7cc5.csv     \n",
            "  inflating: test/seg_f165f6.csv     \n",
            "  inflating: test/seg_1a791c.csv     \n",
            "  inflating: test/seg_6ae32d.csv     \n",
            "  inflating: test/seg_d07ce8.csv     \n",
            "  inflating: test/seg_fa0ac7.csv     \n",
            "  inflating: test/seg_c671f7.csv     \n",
            "  inflating: test/seg_f2a20d.csv     \n",
            "  inflating: test/seg_da8b88.csv     \n",
            "  inflating: test/seg_bf1a72.csv     \n",
            "  inflating: test/seg_208ba5.csv     \n",
            "  inflating: test/seg_be19e2.csv     \n",
            "  inflating: test/seg_0cdcc8.csv     \n",
            "  inflating: test/seg_c0c0ed.csv     \n",
            "  inflating: test/seg_8be76c.csv     \n",
            "  inflating: test/seg_8f1127.csv     \n",
            "  inflating: test/seg_23323e.csv     \n",
            "  inflating: test/seg_35b753.csv     \n",
            "  inflating: test/seg_3d06cc.csv     \n",
            "  inflating: test/seg_986976.csv     \n",
            "  inflating: test/seg_222c5f.csv     \n",
            "  inflating: test/seg_e4f203.csv     \n",
            "  inflating: test/seg_a4208a.csv     \n",
            "  inflating: test/seg_521a88.csv     \n",
            "  inflating: test/seg_8c6d4e.csv     \n",
            "  inflating: test/seg_3bf9ac.csv     \n",
            "  inflating: test/seg_1cb942.csv     \n",
            "  inflating: test/seg_98be13.csv     \n",
            "  inflating: test/seg_a41c2c.csv     \n",
            "  inflating: test/seg_1afa29.csv     \n",
            "  inflating: test/seg_8f5589.csv     \n",
            "  inflating: test/seg_4d2671.csv     \n",
            "  inflating: test/seg_86d847.csv     \n",
            "  inflating: test/seg_7b0936.csv     \n",
            "  inflating: test/seg_185ad6.csv     \n",
            "  inflating: test/seg_ff0f1b.csv     \n",
            "  inflating: test/seg_5e8ef4.csv     \n",
            "  inflating: test/seg_8785e2.csv     \n",
            "  inflating: test/seg_f69c38.csv     \n",
            "  inflating: test/seg_b8bb87.csv     \n",
            "  inflating: test/seg_179d90.csv     \n",
            "  inflating: test/seg_81bebd.csv     \n",
            "  inflating: test/seg_76c2fa.csv     \n",
            "  inflating: test/seg_72858d.csv     \n",
            "  inflating: test/seg_d41daa.csv     \n",
            "  inflating: test/seg_e2b8b1.csv     \n",
            "  inflating: test/seg_83ef67.csv     \n",
            "  inflating: test/seg_5765b6.csv     \n",
            "  inflating: test/seg_57dd68.csv     \n",
            "  inflating: test/seg_8fc754.csv     \n",
            "  inflating: test/seg_bcf2d9.csv     \n",
            "  inflating: test/seg_ee1cfc.csv     \n",
            "  inflating: test/seg_304df5.csv     \n",
            "  inflating: test/seg_2e88dd.csv     \n",
            "  inflating: test/seg_b1fea8.csv     \n",
            "  inflating: test/seg_4b4ffb.csv     \n",
            "  inflating: test/seg_9a43ef.csv     \n",
            "  inflating: test/seg_abda04.csv     \n",
            "  inflating: test/seg_41be18.csv     \n",
            "  inflating: test/seg_2db7dc.csv     \n",
            "  inflating: test/seg_42648c.csv     \n",
            "  inflating: test/seg_20e9ad.csv     \n",
            "  inflating: test/seg_ea4d3a.csv     \n",
            "  inflating: test/seg_517345.csv     \n",
            "  inflating: test/seg_efd9ec.csv     \n",
            "  inflating: test/seg_6a45a0.csv     \n",
            "  inflating: test/seg_e5b510.csv     \n",
            "  inflating: test/seg_9ae1a1.csv     \n",
            "  inflating: test/seg_151d92.csv     \n",
            "  inflating: test/seg_ebb79f.csv     \n",
            "  inflating: test/seg_4e9646.csv     \n",
            "  inflating: test/seg_b88baa.csv     \n",
            "  inflating: test/seg_3865bc.csv     \n",
            "  inflating: test/seg_01c775.csv     \n",
            "  inflating: test/seg_4ea3fa.csv     \n",
            "  inflating: test/seg_326eb7.csv     \n",
            "  inflating: test/seg_90e904.csv     \n",
            "  inflating: test/seg_c243a6.csv     \n",
            "  inflating: test/seg_64daae.csv     \n",
            "  inflating: test/seg_f579ba.csv     \n",
            "  inflating: test/seg_9bee43.csv     \n",
            "  inflating: test/seg_20cbac.csv     \n",
            "  inflating: test/seg_6e7f73.csv     \n",
            "  inflating: test/seg_3d1f2e.csv     \n",
            "  inflating: test/seg_77fe77.csv     \n",
            "  inflating: test/seg_3bc9ed.csv     \n",
            "  inflating: test/seg_cc7e39.csv     \n",
            "  inflating: test/seg_c550b1.csv     \n",
            "  inflating: test/seg_8da61a.csv     \n",
            "  inflating: test/seg_bb6fcb.csv     \n",
            "  inflating: test/seg_dc6e94.csv     \n",
            "  inflating: test/seg_7d2535.csv     \n",
            "  inflating: test/seg_3b4414.csv     \n",
            "  inflating: test/seg_eb32bc.csv     \n",
            "  inflating: test/seg_60dacd.csv     \n",
            "  inflating: test/seg_304b87.csv     \n",
            "  inflating: test/seg_8d135f.csv     \n",
            "  inflating: test/seg_d062a6.csv     \n",
            "  inflating: test/seg_f741af.csv     \n",
            "  inflating: test/seg_d2551a.csv     \n",
            "  inflating: test/seg_1e61d6.csv     \n",
            "  inflating: test/seg_739643.csv     \n",
            "  inflating: test/seg_5924f5.csv     \n",
            "  inflating: test/seg_2883ec.csv     \n",
            "  inflating: test/seg_507065.csv     \n",
            "  inflating: test/seg_753190.csv     \n",
            "  inflating: test/seg_37608b.csv     \n",
            "  inflating: test/seg_65f01e.csv     \n",
            "  inflating: test/seg_37669c.csv     \n",
            "  inflating: test/seg_4f76a2.csv     \n",
            "  inflating: test/seg_566efe.csv     \n",
            "  inflating: test/seg_c5fc3b.csv     \n",
            "  inflating: test/seg_741fc1.csv     \n",
            "  inflating: test/seg_29022f.csv     \n",
            "  inflating: test/seg_911066.csv     \n",
            "  inflating: test/seg_b284b2.csv     \n",
            "  inflating: test/seg_2cadc0.csv     \n",
            "  inflating: test/seg_2ee95c.csv     \n",
            "  inflating: test/seg_158764.csv     \n",
            "  inflating: test/seg_d44589.csv     \n",
            "  inflating: test/seg_f5d2dd.csv     \n",
            "  inflating: test/seg_1a671a.csv     \n",
            "  inflating: test/seg_c267a5.csv     \n",
            "  inflating: test/seg_004cd2.csv     \n",
            "  inflating: test/seg_1969c8.csv     \n",
            "  inflating: test/seg_9c8bc8.csv     \n",
            "  inflating: test/seg_4c8db6.csv     \n",
            "  inflating: test/seg_8d4435.csv     \n",
            "  inflating: test/seg_ab2a78.csv     \n",
            "  inflating: test/seg_cf74e8.csv     \n",
            "  inflating: test/seg_b50239.csv     \n",
            "  inflating: test/seg_8f25b0.csv     \n",
            "  inflating: test/seg_a975df.csv     \n",
            "  inflating: test/seg_e3cf1a.csv     \n",
            "  inflating: test/seg_2c762c.csv     \n",
            "  inflating: test/seg_efc5fb.csv     \n",
            "  inflating: test/seg_d1a8b3.csv     \n",
            "  inflating: test/seg_392019.csv     \n",
            "  inflating: test/seg_83f928.csv     \n",
            "  inflating: test/seg_421da1.csv     \n",
            "  inflating: test/seg_ab70bd.csv     \n",
            "  inflating: test/seg_bd2b0c.csv     \n",
            "  inflating: test/seg_00cc91.csv     \n",
            "  inflating: test/seg_7d2e57.csv     \n",
            "  inflating: test/seg_ca407b.csv     \n",
            "  inflating: test/seg_ee7224.csv     \n",
            "  inflating: test/seg_7a521c.csv     \n",
            "  inflating: test/seg_d1b91e.csv     \n",
            "  inflating: test/seg_bbfd4e.csv     \n",
            "  inflating: test/seg_f679c6.csv     \n",
            "  inflating: test/seg_dcfb4b.csv     \n",
            "  inflating: test/seg_b57e76.csv     \n",
            "  inflating: test/seg_d4c763.csv     \n",
            "  inflating: test/seg_69dbad.csv     \n",
            "  inflating: test/seg_d36342.csv     \n",
            "  inflating: test/seg_850d95.csv     \n",
            "  inflating: test/seg_7f3ab0.csv     \n",
            "  inflating: test/seg_0c89ce.csv     \n",
            "  inflating: test/seg_9e8ca4.csv     \n",
            "  inflating: test/seg_c41d1d.csv     \n",
            "  inflating: test/seg_c5064e.csv     \n",
            "  inflating: test/seg_086a61.csv     \n",
            "  inflating: test/seg_4cb9c6.csv     \n",
            "  inflating: test/seg_7ed2dd.csv     \n",
            "  inflating: test/seg_7b3017.csv     \n",
            "  inflating: test/seg_a6e99c.csv     \n",
            "  inflating: test/seg_caa919.csv     \n",
            "  inflating: test/seg_614b50.csv     \n",
            "  inflating: test/seg_1c849d.csv     \n",
            "  inflating: test/seg_121446.csv     \n",
            "  inflating: test/seg_89791c.csv     \n",
            "  inflating: test/seg_7e3b3e.csv     \n",
            "  inflating: test/seg_6eedcc.csv     \n",
            "  inflating: test/seg_2eddf6.csv     \n",
            "  inflating: test/seg_efb639.csv     \n",
            "  inflating: test/seg_325790.csv     \n",
            "  inflating: test/seg_b64c9c.csv     \n",
            "  inflating: test/seg_a5f4dd.csv     \n",
            "  inflating: test/seg_d9190c.csv     \n",
            "  inflating: test/seg_b568c6.csv     \n",
            "  inflating: test/seg_a704ee.csv     \n",
            "  inflating: test/seg_dca2c2.csv     \n",
            "  inflating: test/seg_9e962b.csv     \n",
            "  inflating: test/seg_fdff11.csv     \n",
            "  inflating: test/seg_e8a2c4.csv     \n",
            "  inflating: test/seg_89885a.csv     \n",
            "  inflating: test/seg_77ea14.csv     \n",
            "  inflating: test/seg_fa34c7.csv     \n",
            "  inflating: test/seg_643d1f.csv     \n",
            "  inflating: test/seg_e00465.csv     \n",
            "  inflating: test/seg_e66697.csv     \n",
            "  inflating: test/seg_98c544.csv     \n",
            "  inflating: test/seg_812a50.csv     \n",
            "  inflating: test/seg_ed07b0.csv     \n",
            "  inflating: test/seg_56ebc7.csv     \n",
            "  inflating: test/seg_55b566.csv     \n",
            "  inflating: test/seg_4eef28.csv     \n",
            "  inflating: test/seg_634f05.csv     \n",
            "  inflating: test/seg_2ed79b.csv     \n",
            "  inflating: test/seg_b5aee9.csv     \n",
            "  inflating: test/seg_d5df41.csv     \n",
            "  inflating: test/seg_c52ae6.csv     \n",
            "  inflating: test/seg_3f3983.csv     \n",
            "  inflating: test/seg_8c1cca.csv     \n",
            "  inflating: test/seg_ed7f69.csv     \n",
            "  inflating: test/seg_3bb90a.csv     \n",
            "  inflating: test/seg_c01d9a.csv     \n",
            "  inflating: test/seg_14c371.csv     \n",
            "  inflating: test/seg_4ba3d1.csv     \n",
            "  inflating: test/seg_673c60.csv     \n",
            "  inflating: test/seg_fdc1d4.csv     \n",
            "  inflating: test/seg_6167f0.csv     \n",
            "  inflating: test/seg_170684.csv     \n",
            "  inflating: test/seg_e53a52.csv     \n",
            "  inflating: test/seg_7efdd5.csv     \n",
            "  inflating: test/seg_83f89e.csv     \n",
            "  inflating: test/seg_49322d.csv     \n",
            "  inflating: test/seg_ac45ae.csv     \n",
            "  inflating: test/seg_b42170.csv     \n",
            "  inflating: test/seg_7d718e.csv     \n",
            "  inflating: test/seg_f11620.csv     \n",
            "  inflating: test/seg_ad759c.csv     \n",
            "  inflating: test/seg_72c307.csv     \n",
            "  inflating: test/seg_0be6ee.csv     \n",
            "  inflating: test/seg_45a8a9.csv     \n",
            "  inflating: test/seg_854d91.csv     \n",
            "  inflating: test/seg_696621.csv     \n",
            "  inflating: test/seg_b31961.csv     \n",
            "  inflating: test/seg_e481c7.csv     \n",
            "  inflating: test/seg_46b84d.csv     \n",
            "  inflating: test/seg_75cd6a.csv     \n",
            "  inflating: test/seg_8cf573.csv     \n",
            "  inflating: test/seg_05e0d7.csv     \n",
            "  inflating: test/seg_13468a.csv     \n",
            "  inflating: test/seg_6c909f.csv     \n",
            "  inflating: test/seg_e9a09f.csv     \n",
            "  inflating: test/seg_3f2086.csv     \n",
            "  inflating: test/seg_a8e6df.csv     \n",
            "  inflating: test/seg_bce305.csv     \n",
            "  inflating: test/seg_2d3828.csv     \n",
            "  inflating: test/seg_d9750c.csv     \n",
            "  inflating: test/seg_92b095.csv     \n",
            "  inflating: test/seg_e20d76.csv     \n",
            "  inflating: test/seg_adf94a.csv     \n",
            "  inflating: test/seg_7fac26.csv     \n",
            "  inflating: test/seg_f4ad4b.csv     \n",
            "  inflating: test/seg_27a282.csv     \n",
            "  inflating: test/seg_2a0ace.csv     \n",
            "  inflating: test/seg_19ec5c.csv     \n",
            "  inflating: test/seg_72aba8.csv     \n",
            "  inflating: test/seg_fc8fd6.csv     \n",
            "  inflating: test/seg_16c3a7.csv     \n",
            "  inflating: test/seg_272a47.csv     \n",
            "  inflating: test/seg_c565bd.csv     \n",
            "  inflating: test/seg_5e7abf.csv     \n",
            "  inflating: test/seg_284223.csv     \n",
            "  inflating: test/seg_830cff.csv     \n",
            "  inflating: test/seg_ea9d37.csv     \n",
            "  inflating: test/seg_b00f05.csv     \n",
            "  inflating: test/seg_30fd84.csv     \n",
            "  inflating: test/seg_74b3bd.csv     \n",
            "  inflating: test/seg_311b5e.csv     \n",
            "  inflating: test/seg_151368.csv     \n",
            "  inflating: test/seg_7ef97b.csv     \n",
            "  inflating: test/seg_0d13a7.csv     \n",
            "  inflating: test/seg_dcee28.csv     \n",
            "  inflating: test/seg_c42952.csv     \n",
            "  inflating: test/seg_74235f.csv     \n",
            "  inflating: test/seg_b7b098.csv     \n",
            "  inflating: test/seg_de9e32.csv     \n",
            "  inflating: test/seg_cd352f.csv     \n",
            "  inflating: test/seg_d42c77.csv     \n",
            "  inflating: test/seg_c01f63.csv     \n",
            "  inflating: test/seg_0cb81b.csv     \n",
            "  inflating: test/seg_dd780d.csv     \n",
            "  inflating: test/seg_5009d9.csv     \n",
            "  inflating: test/seg_423ebe.csv     \n",
            "  inflating: test/seg_48feba.csv     \n",
            "  inflating: test/seg_9a6025.csv     \n",
            "  inflating: test/seg_fbd66b.csv     \n",
            "  inflating: test/seg_e13bd8.csv     \n",
            "  inflating: test/seg_d1ca05.csv     \n",
            "  inflating: test/seg_d1fbb8.csv     \n",
            "  inflating: test/seg_651808.csv     \n",
            "  inflating: test/seg_08b136.csv     \n",
            "  inflating: test/seg_073696.csv     \n",
            "  inflating: test/seg_83f476.csv     \n",
            "  inflating: test/seg_64be91.csv     \n",
            "  inflating: test/seg_2abd33.csv     \n",
            "  inflating: test/seg_1b08a4.csv     \n",
            "  inflating: test/seg_f639cd.csv     \n",
            "  inflating: test/seg_514b85.csv     \n",
            "  inflating: test/seg_7f786b.csv     \n",
            "  inflating: test/seg_9c090f.csv     \n",
            "  inflating: test/seg_457234.csv     \n",
            "  inflating: test/seg_08fd5b.csv     \n",
            "  inflating: test/seg_ec73d5.csv     \n",
            "  inflating: test/seg_5e1bba.csv     \n",
            "  inflating: test/seg_5ef47e.csv     \n",
            "  inflating: test/seg_d9bb68.csv     \n",
            "  inflating: test/seg_8f3dfe.csv     \n",
            "  inflating: test/seg_c7a3bc.csv     \n",
            "  inflating: test/seg_1a0eca.csv     \n",
            "  inflating: test/seg_98c44d.csv     \n",
            "  inflating: test/seg_490d6e.csv     \n",
            "  inflating: test/seg_c5dada.csv     \n",
            "  inflating: test/seg_193404.csv     \n",
            "  inflating: test/seg_4fce5b.csv     \n",
            "  inflating: test/seg_1cf1b5.csv     \n",
            "  inflating: test/seg_27b7c8.csv     \n",
            "  inflating: test/seg_d0c8e2.csv     \n",
            "  inflating: test/seg_f8db0a.csv     \n",
            "  inflating: test/seg_dcd9df.csv     \n",
            "  inflating: test/seg_6153ca.csv     \n",
            "  inflating: test/seg_8f3247.csv     \n",
            "  inflating: test/seg_afca81.csv     \n",
            "  inflating: test/seg_91f664.csv     \n",
            "  inflating: test/seg_988e69.csv     \n",
            "  inflating: test/seg_40b3aa.csv     \n",
            "  inflating: test/seg_373a04.csv     \n",
            "  inflating: test/seg_58e9f9.csv     \n",
            "  inflating: test/seg_dab0f9.csv     \n",
            "  inflating: test/seg_a39ebc.csv     \n",
            "  inflating: test/seg_82c138.csv     \n",
            "  inflating: test/seg_92be9f.csv     \n",
            "  inflating: test/seg_8c1760.csv     \n",
            "  inflating: test/seg_4e3bd7.csv     \n",
            "  inflating: test/seg_740837.csv     \n",
            "  inflating: test/seg_64dcf0.csv     \n",
            "  inflating: test/seg_ae32a6.csv     \n",
            "  inflating: test/seg_23c947.csv     \n",
            "  inflating: test/seg_a133bc.csv     \n",
            "  inflating: test/seg_a80f6f.csv     \n",
            "  inflating: test/seg_d21066.csv     \n",
            "  inflating: test/seg_a437cb.csv     \n",
            "  inflating: test/seg_ad82ca.csv     \n",
            "  inflating: test/seg_c20a27.csv     \n",
            "  inflating: test/seg_f073e2.csv     \n",
            "  inflating: test/seg_4d5a4a.csv     \n",
            "  inflating: test/seg_7c2beb.csv     \n",
            "  inflating: test/seg_ae3d92.csv     \n",
            "  inflating: test/seg_7aeca4.csv     \n",
            "  inflating: test/seg_9e3837.csv     \n",
            "  inflating: test/seg_c12d7d.csv     \n",
            "  inflating: test/seg_1ebe6b.csv     \n",
            "  inflating: test/seg_d5b100.csv     \n",
            "  inflating: test/seg_9a812d.csv     \n",
            "  inflating: test/seg_eb0b19.csv     \n",
            "  inflating: test/seg_07f37c.csv     \n",
            "  inflating: test/seg_3319b5.csv     \n",
            "  inflating: test/seg_2f9581.csv     \n",
            "  inflating: test/seg_fbce13.csv     \n",
            "  inflating: test/seg_f3063a.csv     \n",
            "  inflating: test/seg_d89369.csv     \n",
            "  inflating: test/seg_324537.csv     \n",
            "  inflating: test/seg_d9dab4.csv     \n",
            "  inflating: test/seg_b63de1.csv     \n",
            "  inflating: test/seg_0f8961.csv     \n",
            "  inflating: test/seg_dbf3f2.csv     \n",
            "  inflating: test/seg_e067ab.csv     \n",
            "  inflating: test/seg_6b9511.csv     \n",
            "  inflating: test/seg_f61b0e.csv     \n",
            "  inflating: test/seg_7189ca.csv     \n",
            "  inflating: test/seg_e86ed1.csv     \n",
            "  inflating: test/seg_b6cb2b.csv     \n",
            "  inflating: test/seg_f865be.csv     \n",
            "  inflating: test/seg_c654e7.csv     \n",
            "  inflating: test/seg_176542.csv     \n",
            "  inflating: test/seg_1c929e.csv     \n",
            "  inflating: test/seg_fa4df0.csv     \n",
            "  inflating: test/seg_666056.csv     \n",
            "  inflating: test/seg_abc5fd.csv     \n",
            "  inflating: test/seg_f21a22.csv     \n",
            "  inflating: test/seg_5bdb47.csv     \n",
            "  inflating: test/seg_b23489.csv     \n",
            "  inflating: test/seg_e2c82c.csv     \n",
            "  inflating: test/seg_5bd9ae.csv     \n",
            "  inflating: test/seg_0d434c.csv     \n",
            "  inflating: test/seg_1bf7b3.csv     \n",
            "  inflating: test/seg_b36c8a.csv     \n",
            "  inflating: test/seg_287fef.csv     \n",
            "  inflating: test/seg_425462.csv     \n",
            "  inflating: test/seg_ef74dc.csv     \n",
            "  inflating: test/seg_9c635d.csv     \n",
            "  inflating: test/seg_d7f015.csv     \n",
            "  inflating: test/seg_9c8162.csv     \n",
            "  inflating: test/seg_148698.csv     \n",
            "  inflating: test/seg_1fc7ab.csv     \n",
            "  inflating: test/seg_ef27c8.csv     \n",
            "  inflating: test/seg_a12acb.csv     \n",
            "  inflating: test/seg_d7ab50.csv     \n",
            "  inflating: test/seg_ce5832.csv     \n",
            "  inflating: test/seg_6fc3ef.csv     \n",
            "  inflating: test/seg_bd5022.csv     \n",
            "  inflating: test/seg_18d307.csv     \n",
            "  inflating: test/seg_c179f8.csv     \n",
            "  inflating: test/seg_46a42b.csv     \n",
            "  inflating: test/seg_5ec0e3.csv     \n",
            "  inflating: test/seg_2a8351.csv     \n",
            "  inflating: test/seg_555f63.csv     \n",
            "  inflating: test/seg_b3cf21.csv     \n",
            "  inflating: test/seg_0b9ad8.csv     \n",
            "  inflating: test/seg_8c1e7d.csv     \n",
            "  inflating: test/seg_c9f80a.csv     \n",
            "  inflating: test/seg_e49750.csv     \n",
            "  inflating: test/seg_0d762e.csv     \n",
            "  inflating: test/seg_2d5544.csv     \n",
            "  inflating: test/seg_075340.csv     \n",
            "  inflating: test/seg_30da11.csv     \n",
            "  inflating: test/seg_0e9bb3.csv     \n",
            "  inflating: test/seg_2f1664.csv     \n",
            "  inflating: test/seg_650de2.csv     \n",
            "  inflating: test/seg_616c8b.csv     \n",
            "  inflating: test/seg_04cceb.csv     \n",
            "  inflating: test/seg_3edf51.csv     \n",
            "  inflating: test/seg_00e5f7.csv     \n",
            "  inflating: test/seg_59e1db.csv     \n",
            "  inflating: test/seg_39300d.csv     \n",
            "  inflating: test/seg_38001b.csv     \n",
            "  inflating: test/seg_35dd45.csv     \n",
            "  inflating: test/seg_168d1c.csv     \n",
            "  inflating: test/seg_ddbadc.csv     \n",
            "  inflating: test/seg_e6b236.csv     \n",
            "  inflating: test/seg_b9365c.csv     \n",
            "  inflating: test/seg_da80c4.csv     \n",
            "  inflating: test/seg_8cd159.csv     \n",
            "  inflating: test/seg_743775.csv     \n",
            "  inflating: test/seg_23fe27.csv     \n",
            "  inflating: test/seg_9940e8.csv     \n",
            "  inflating: test/seg_0165c6.csv     \n",
            "  inflating: test/seg_4eb127.csv     \n",
            "  inflating: test/seg_3b95dc.csv     \n",
            "  inflating: test/seg_ee87e2.csv     \n",
            "  inflating: test/seg_2b2cb3.csv     \n",
            "  inflating: test/seg_b9d8a0.csv     \n",
            "  inflating: test/seg_e3d751.csv     \n",
            "  inflating: test/seg_c183e4.csv     \n",
            "  inflating: test/seg_b89e47.csv     \n",
            "  inflating: test/seg_635770.csv     \n",
            "  inflating: test/seg_932828.csv     \n",
            "  inflating: test/seg_ea098b.csv     \n",
            "  inflating: test/seg_e65e69.csv     \n",
            "  inflating: test/seg_a1e5b0.csv     \n",
            "  inflating: test/seg_bcfad6.csv     \n",
            "  inflating: test/seg_d3f6b0.csv     \n",
            "  inflating: test/seg_35a2d7.csv     \n",
            "  inflating: test/seg_15bf25.csv     \n",
            "  inflating: test/seg_fbff25.csv     \n",
            "  inflating: test/seg_6fd5bb.csv     \n",
            "  inflating: test/seg_3bfcf6.csv     \n",
            "  inflating: test/seg_75e669.csv     \n",
            "  inflating: test/seg_a82229.csv     \n",
            "  inflating: test/seg_d795ab.csv     \n",
            "  inflating: test/seg_ee4ae5.csv     \n",
            "  inflating: test/seg_77bf79.csv     \n",
            "  inflating: test/seg_b4f7a8.csv     \n",
            "  inflating: test/seg_cc2e9b.csv     \n",
            "  inflating: test/seg_cf5764.csv     \n",
            "  inflating: test/seg_73b0f7.csv     \n",
            "  inflating: test/seg_b35174.csv     \n",
            "  inflating: test/seg_eabb2c.csv     \n",
            "  inflating: test/seg_138807.csv     \n",
            "  inflating: test/seg_77e7bf.csv     \n",
            "  inflating: test/seg_46dd7c.csv     \n",
            "  inflating: test/seg_dbbb44.csv     \n",
            "  inflating: test/seg_96cd5d.csv     \n",
            "  inflating: test/seg_8a7201.csv     \n",
            "  inflating: test/seg_03d386.csv     \n",
            "  inflating: test/seg_7bb771.csv     \n",
            "  inflating: test/seg_f21bf4.csv     \n",
            "  inflating: test/seg_58e74b.csv     \n",
            "  inflating: test/seg_d36681.csv     \n",
            "  inflating: test/seg_dd4594.csv     \n",
            "  inflating: test/seg_b735a5.csv     \n",
            "  inflating: test/seg_25e76d.csv     \n",
            "  inflating: test/seg_9dcae1.csv     \n",
            "  inflating: test/seg_9a81a3.csv     \n",
            "  inflating: test/seg_2d7cc4.csv     \n",
            "  inflating: test/seg_ddd206.csv     \n",
            "  inflating: test/seg_77db7b.csv     \n",
            "  inflating: test/seg_aeeb31.csv     \n",
            "  inflating: test/seg_dc5e63.csv     \n",
            "  inflating: test/seg_d1cb37.csv     \n",
            "  inflating: test/seg_8dfc7e.csv     \n",
            "  inflating: test/seg_691a72.csv     \n",
            "  inflating: test/seg_ae42b3.csv     \n",
            "  inflating: test/seg_9bab11.csv     \n",
            "  inflating: test/seg_57908c.csv     \n",
            "  inflating: test/seg_d35e50.csv     \n",
            "  inflating: test/seg_e52f8c.csv     \n",
            "  inflating: test/seg_af1650.csv     \n",
            "  inflating: test/seg_342ce6.csv     \n",
            "  inflating: test/seg_306756.csv     \n",
            "  inflating: test/seg_6a26de.csv     \n",
            "  inflating: test/seg_c5325c.csv     \n",
            "  inflating: test/seg_ef779d.csv     \n",
            "  inflating: test/seg_725772.csv     \n",
            "  inflating: test/seg_36b77f.csv     \n",
            "  inflating: test/seg_aed434.csv     \n",
            "  inflating: test/seg_1eeb8f.csv     \n",
            "  inflating: test/seg_63c9a3.csv     \n",
            "  inflating: test/seg_0870ab.csv     \n",
            "  inflating: test/seg_813aab.csv     \n",
            "  inflating: test/seg_de3d5e.csv     \n",
            "  inflating: test/seg_df0df7.csv     \n",
            "  inflating: test/seg_2383c2.csv     \n",
            "  inflating: test/seg_0e4833.csv     \n",
            "  inflating: test/seg_f6c928.csv     \n",
            "  inflating: test/seg_f01368.csv     \n",
            "  inflating: test/seg_4c3a2b.csv     \n",
            "  inflating: test/seg_755d50.csv     \n",
            "  inflating: test/seg_ceb942.csv     \n",
            "  inflating: test/seg_c20c06.csv     \n",
            "  inflating: test/seg_154361.csv     \n",
            "  inflating: test/seg_8e7fca.csv     \n",
            "  inflating: test/seg_ada42c.csv     \n",
            "  inflating: test/seg_cc4199.csv     \n",
            "  inflating: test/seg_cff594.csv     \n",
            "  inflating: test/seg_38ee24.csv     \n",
            "  inflating: test/seg_7428e7.csv     \n",
            "  inflating: test/seg_b69455.csv     \n",
            "  inflating: test/seg_e5deec.csv     \n",
            "  inflating: test/seg_34a2b8.csv     \n",
            "  inflating: test/seg_ef47c4.csv     \n",
            "  inflating: test/seg_ebd77b.csv     \n",
            "  inflating: test/seg_e76e6e.csv     \n",
            "  inflating: test/seg_d2ad9a.csv     \n",
            "  inflating: test/seg_2018c8.csv     \n",
            "  inflating: test/seg_24e071.csv     \n",
            "  inflating: test/seg_f6659e.csv     \n",
            "  inflating: test/seg_b691c5.csv     \n",
            "  inflating: test/seg_c5256d.csv     \n",
            "  inflating: test/seg_e8385f.csv     \n",
            "  inflating: test/seg_428d66.csv     \n",
            "  inflating: test/seg_74537f.csv     \n",
            "  inflating: test/seg_ac5c61.csv     \n",
            "  inflating: test/seg_ca9e39.csv     \n",
            "  inflating: test/seg_c11828.csv     \n",
            "  inflating: test/seg_a56c04.csv     \n",
            "  inflating: test/seg_35b009.csv     \n",
            "  inflating: test/seg_eacccf.csv     \n",
            "  inflating: test/seg_d247da.csv     \n",
            "  inflating: test/seg_87a616.csv     \n",
            "  inflating: test/seg_482745.csv     \n",
            "  inflating: test/seg_df352f.csv     \n",
            "  inflating: test/seg_141f34.csv     \n",
            "  inflating: test/seg_8244bf.csv     \n",
            "  inflating: test/seg_24c078.csv     \n",
            "  inflating: test/seg_0d6d68.csv     \n",
            "  inflating: test/seg_db4185.csv     \n",
            "  inflating: test/seg_29d4c6.csv     \n",
            "  inflating: test/seg_6b536d.csv     \n",
            "  inflating: test/seg_2cac57.csv     \n",
            "  inflating: test/seg_56e3e7.csv     \n",
            "  inflating: test/seg_1a8f2c.csv     \n",
            "  inflating: test/seg_94c48c.csv     \n",
            "  inflating: test/seg_98ebaa.csv     \n",
            "  inflating: test/seg_bc1d67.csv     \n",
            "  inflating: test/seg_2c5e9f.csv     \n",
            "  inflating: test/seg_7ddc30.csv     \n",
            "  inflating: test/seg_16566c.csv     \n",
            "  inflating: test/seg_c509ff.csv     \n",
            "  inflating: test/seg_76f3f2.csv     \n",
            "  inflating: test/seg_71348a.csv     \n",
            "  inflating: test/seg_eba22d.csv     \n",
            "  inflating: test/seg_287e60.csv     \n",
            "  inflating: test/seg_6ab188.csv     \n",
            "  inflating: test/seg_65fbac.csv     \n",
            "  inflating: test/seg_377134.csv     \n",
            "  inflating: test/seg_7cb417.csv     \n",
            "  inflating: test/seg_8599ec.csv     \n",
            "  inflating: test/seg_827c07.csv     \n",
            "  inflating: test/seg_259dd3.csv     \n",
            "  inflating: test/seg_ea9fa4.csv     \n",
            "  inflating: test/seg_ffbd6a.csv     \n",
            "  inflating: test/seg_607559.csv     \n",
            "  inflating: test/seg_4a6096.csv     \n",
            "  inflating: test/seg_d508db.csv     \n",
            "  inflating: test/seg_bdae02.csv     \n",
            "  inflating: test/seg_e7ac12.csv     \n",
            "  inflating: test/seg_5a947e.csv     \n",
            "  inflating: test/seg_d2a533.csv     \n",
            "  inflating: test/seg_8e6a3f.csv     \n",
            "  inflating: test/seg_3ce740.csv     \n",
            "  inflating: test/seg_71c9e9.csv     \n",
            "  inflating: test/seg_78d817.csv     \n",
            "  inflating: test/seg_2dc6ff.csv     \n",
            "  inflating: test/seg_fe86f5.csv     \n",
            "  inflating: test/seg_c5fc87.csv     \n",
            "  inflating: test/seg_709b6a.csv     \n",
            "  inflating: test/seg_1a8f0d.csv     \n",
            "  inflating: test/seg_3878d0.csv     \n",
            "  inflating: test/seg_11860f.csv     \n",
            "  inflating: test/seg_e9df42.csv     \n",
            "  inflating: test/seg_de4e1d.csv     \n",
            "  inflating: test/seg_264c7d.csv     \n",
            "  inflating: test/seg_86720f.csv     \n",
            "  inflating: test/seg_4c65e6.csv     \n",
            "  inflating: test/seg_b54024.csv     \n",
            "  inflating: test/seg_bf1430.csv     \n",
            "  inflating: test/seg_b36650.csv     \n",
            "  inflating: test/seg_94d150.csv     \n",
            "  inflating: test/seg_3d19fc.csv     \n",
            "  inflating: test/seg_6fb17f.csv     \n",
            "  inflating: test/seg_3b7175.csv     \n",
            "  inflating: test/seg_e71dda.csv     \n",
            "  inflating: test/seg_d62e9c.csv     \n",
            "  inflating: test/seg_0f74a3.csv     \n",
            "  inflating: test/seg_d7a805.csv     \n",
            "  inflating: test/seg_7d65c7.csv     \n",
            "  inflating: test/seg_76b76f.csv     \n",
            "  inflating: test/seg_2fb672.csv     \n",
            "  inflating: test/seg_257b8a.csv     \n",
            "  inflating: test/seg_96fa35.csv     \n",
            "  inflating: test/seg_3d581c.csv     \n",
            "  inflating: test/seg_8b798b.csv     \n",
            "  inflating: test/seg_cedf3e.csv     \n",
            "  inflating: test/seg_e24f69.csv     \n",
            "  inflating: test/seg_0c247b.csv     \n",
            "  inflating: test/seg_dd8805.csv     \n",
            "  inflating: test/seg_511d25.csv     \n",
            "  inflating: test/seg_27db4d.csv     \n",
            "  inflating: test/seg_cc7a19.csv     \n",
            "  inflating: test/seg_1da819.csv     \n",
            "  inflating: test/seg_b2b29d.csv     \n",
            "  inflating: test/seg_a39fa8.csv     \n",
            "  inflating: test/seg_7630c5.csv     \n",
            "  inflating: test/seg_4db886.csv     \n",
            "  inflating: test/seg_5a67b5.csv     \n",
            "  inflating: test/seg_e405fe.csv     \n",
            "  inflating: test/seg_86892f.csv     \n",
            "  inflating: test/seg_f48db9.csv     \n",
            "  inflating: test/seg_1db443.csv     \n",
            "  inflating: test/seg_8c6e34.csv     \n",
            "  inflating: test/seg_29a073.csv     \n",
            "  inflating: test/seg_6e12ee.csv     \n",
            "  inflating: test/seg_11647f.csv     \n",
            "  inflating: test/seg_7fa6ec.csv     \n",
            "  inflating: test/seg_9d1dbe.csv     \n",
            "  inflating: test/seg_edecaa.csv     \n",
            "  inflating: test/seg_b4c040.csv     \n",
            "  inflating: test/seg_0b48c4.csv     \n",
            "  inflating: test/seg_591954.csv     \n",
            "  inflating: test/seg_0445d7.csv     \n",
            "  inflating: test/seg_d398df.csv     \n",
            "  inflating: test/seg_d9b162.csv     \n",
            "  inflating: test/seg_cbfb19.csv     \n",
            "  inflating: test/seg_0fd3ff.csv     \n",
            "  inflating: test/seg_2a0afc.csv     \n",
            "  inflating: test/seg_588f61.csv     \n",
            "  inflating: test/seg_a173d8.csv     \n",
            "  inflating: test/seg_2bf9dd.csv     \n",
            "  inflating: test/seg_389906.csv     \n",
            "  inflating: test/seg_f46cc1.csv     \n",
            "  inflating: test/seg_3b95d2.csv     \n",
            "  inflating: test/seg_7d994f.csv     \n",
            "  inflating: test/seg_3065ba.csv     \n",
            "  inflating: test/seg_0bc877.csv     \n",
            "  inflating: test/seg_5467c8.csv     \n",
            "  inflating: test/seg_2700bd.csv     \n",
            "  inflating: test/seg_dd0b11.csv     \n",
            "  inflating: test/seg_77f9e3.csv     \n",
            "  inflating: test/seg_ebec3e.csv     \n",
            "  inflating: test/seg_14d1d3.csv     \n",
            "  inflating: test/seg_31d763.csv     \n",
            "  inflating: test/seg_0e8b79.csv     \n",
            "  inflating: test/seg_440106.csv     \n",
            "  inflating: test/seg_853302.csv     \n",
            "  inflating: test/seg_774ad2.csv     \n",
            "  inflating: test/seg_974049.csv     \n",
            "  inflating: test/seg_899bf0.csv     \n",
            "  inflating: test/seg_e40348.csv     \n",
            "  inflating: test/seg_f0ce4a.csv     \n",
            "  inflating: test/seg_4d53c2.csv     \n",
            "  inflating: test/seg_8e5704.csv     \n",
            "  inflating: test/seg_41a267.csv     \n",
            "  inflating: test/seg_63c518.csv     \n",
            "  inflating: test/seg_0a1bd0.csv     \n",
            "  inflating: test/seg_293dc2.csv     \n",
            "  inflating: test/seg_a436bc.csv     \n",
            "  inflating: test/seg_d9d0e4.csv     \n",
            "  inflating: test/seg_01ecb0.csv     \n",
            "  inflating: test/seg_327ed4.csv     \n",
            "  inflating: test/seg_c2b8f7.csv     \n",
            "  inflating: test/seg_3cbccf.csv     \n",
            "  inflating: test/seg_34abd2.csv     \n",
            "  inflating: test/seg_a8bb2f.csv     \n",
            "  inflating: test/seg_74ce61.csv     \n",
            "  inflating: test/seg_695380.csv     \n",
            "  inflating: test/seg_e30ef5.csv     \n",
            "  inflating: test/seg_00c35b.csv     \n",
            "  inflating: test/seg_d16534.csv     \n",
            "  inflating: test/seg_06893f.csv     \n",
            "  inflating: test/seg_ec4645.csv     \n",
            "  inflating: test/seg_ca8389.csv     \n",
            "  inflating: test/seg_98c0b6.csv     \n",
            "  inflating: test/seg_3128e6.csv     \n",
            "  inflating: test/seg_8fb29e.csv     \n",
            "  inflating: test/seg_266c6e.csv     \n",
            "  inflating: test/seg_74f330.csv     \n",
            "  inflating: test/seg_d693b0.csv     \n",
            "  inflating: test/seg_a8ddf7.csv     \n",
            "  inflating: test/seg_920132.csv     \n",
            "  inflating: test/seg_bc437b.csv     \n",
            "  inflating: test/seg_1815fe.csv     \n",
            "  inflating: test/seg_81c432.csv     \n",
            "  inflating: test/seg_7ebdc3.csv     \n",
            "  inflating: test/seg_d962cc.csv     \n",
            "  inflating: test/seg_db3446.csv     \n",
            "  inflating: test/seg_2f4f14.csv     \n",
            "  inflating: test/seg_a35e7c.csv     \n",
            "  inflating: test/seg_5639b3.csv     \n",
            "  inflating: test/seg_730ebe.csv     \n",
            "  inflating: test/seg_476700.csv     \n",
            "  inflating: test/seg_a96b47.csv     \n",
            "  inflating: test/seg_eca2eb.csv     \n",
            "  inflating: test/seg_90ec68.csv     \n",
            "  inflating: test/seg_d661ce.csv     \n",
            "  inflating: test/seg_a0a423.csv     \n",
            "  inflating: test/seg_419b2a.csv     \n",
            "  inflating: test/seg_e1a9e0.csv     \n",
            "  inflating: test/seg_97d9ed.csv     \n",
            "  inflating: test/seg_a6c5cc.csv     \n",
            "  inflating: test/seg_15c9f9.csv     \n",
            "  inflating: test/seg_18d1d0.csv     \n",
            "  inflating: test/seg_7949da.csv     \n",
            "  inflating: test/seg_585872.csv     \n",
            "  inflating: test/seg_7c88d1.csv     \n",
            "  inflating: test/seg_e4c15a.csv     \n",
            "  inflating: test/seg_59cfdb.csv     \n",
            "  inflating: test/seg_ecaef0.csv     \n",
            "  inflating: test/seg_f34877.csv     \n",
            "  inflating: test/seg_931244.csv     \n",
            "  inflating: test/seg_f9eea3.csv     \n",
            "  inflating: test/seg_814b1f.csv     \n",
            "  inflating: test/seg_75654d.csv     \n",
            "  inflating: test/seg_3c8545.csv     \n",
            "  inflating: test/seg_84a65d.csv     \n",
            "  inflating: test/seg_84b9d9.csv     \n",
            "  inflating: test/seg_7c6c31.csv     \n",
            "  inflating: test/seg_5e635a.csv     \n",
            "  inflating: test/seg_f2750c.csv     \n",
            "  inflating: test/seg_330579.csv     \n",
            "  inflating: test/seg_bf58ce.csv     \n",
            "  inflating: test/seg_fd19b8.csv     \n",
            "  inflating: test/seg_335170.csv     \n",
            "  inflating: test/seg_cb806c.csv     \n",
            "  inflating: test/seg_826208.csv     \n",
            "  inflating: test/seg_4cb0d7.csv     \n",
            "  inflating: test/seg_5495ca.csv     \n",
            "  inflating: test/seg_4e627b.csv     \n",
            "  inflating: test/seg_0c1d3a.csv     \n",
            "  inflating: test/seg_a45455.csv     \n",
            "  inflating: test/seg_85762d.csv     \n",
            "  inflating: test/seg_7c0376.csv     \n",
            "  inflating: test/seg_07f8df.csv     \n",
            "  inflating: test/seg_4e0c4a.csv     \n",
            "  inflating: test/seg_913ffc.csv     \n",
            "  inflating: test/seg_6dd0fc.csv     \n",
            "  inflating: test/seg_1b78af.csv     \n",
            "  inflating: test/seg_6681ee.csv     \n",
            "  inflating: test/seg_65b962.csv     \n",
            "  inflating: test/seg_845a2a.csv     \n",
            "  inflating: test/seg_a86231.csv     \n",
            "  inflating: test/seg_3af649.csv     \n",
            "  inflating: test/seg_eee89d.csv     \n",
            "  inflating: test/seg_3fdae0.csv     \n",
            "  inflating: test/seg_750e7e.csv     \n",
            "  inflating: test/seg_95f45e.csv     \n",
            "  inflating: test/seg_b291c0.csv     \n",
            "  inflating: test/seg_a91c03.csv     \n",
            "  inflating: test/seg_23f823.csv     \n",
            "  inflating: test/seg_1d596d.csv     \n",
            "  inflating: test/seg_b253ee.csv     \n",
            "  inflating: test/seg_fd8add.csv     \n",
            "  inflating: test/seg_e5c033.csv     \n",
            "  inflating: test/seg_cfed24.csv     \n",
            "  inflating: test/seg_0ba585.csv     \n",
            "  inflating: test/seg_946d9a.csv     \n",
            "  inflating: test/seg_5965d8.csv     \n",
            "  inflating: test/seg_b0d251.csv     \n",
            "  inflating: test/seg_f0db55.csv     \n",
            "  inflating: test/seg_aa1adf.csv     \n",
            "  inflating: test/seg_fd9ac1.csv     \n",
            "  inflating: test/seg_3f80ef.csv     \n",
            "  inflating: test/seg_23efb0.csv     \n",
            "  inflating: test/seg_45e062.csv     \n",
            "  inflating: test/seg_13c2f0.csv     \n",
            "  inflating: test/seg_c6f9c2.csv     \n",
            "  inflating: test/seg_76f1af.csv     \n",
            "  inflating: test/seg_204dc6.csv     \n",
            "  inflating: test/seg_492dc6.csv     \n",
            "  inflating: test/seg_6b2ce0.csv     \n",
            "  inflating: test/seg_9df32d.csv     \n",
            "  inflating: test/seg_266d4e.csv     \n",
            "  inflating: test/seg_66ed4d.csv     \n",
            "  inflating: test/seg_725e84.csv     \n",
            "  inflating: test/seg_63582a.csv     \n",
            "  inflating: test/seg_5254ce.csv     \n",
            "  inflating: test/seg_903aba.csv     \n",
            "  inflating: test/seg_25aa9f.csv     \n",
            "  inflating: test/seg_952faa.csv     \n",
            "  inflating: test/seg_661629.csv     \n",
            "  inflating: test/seg_727fc7.csv     \n",
            "  inflating: test/seg_f455bc.csv     \n",
            "  inflating: test/seg_ab4bca.csv     \n",
            "  inflating: test/seg_0bb5fd.csv     \n",
            "  inflating: test/seg_a5fbcc.csv     \n",
            "  inflating: test/seg_aa78e0.csv     \n",
            "  inflating: test/seg_337b8c.csv     \n",
            "  inflating: test/seg_e5f9ec.csv     \n",
            "  inflating: test/seg_629822.csv     \n",
            "  inflating: test/seg_2c3203.csv     \n",
            "  inflating: test/seg_13e25f.csv     \n",
            "  inflating: test/seg_d2f588.csv     \n",
            "  inflating: test/seg_eebbc2.csv     \n",
            "  inflating: test/seg_e3e762.csv     \n",
            "  inflating: test/seg_ff1a62.csv     \n",
            "  inflating: test/seg_3aca44.csv     \n",
            "  inflating: test/seg_832a4d.csv     \n",
            "  inflating: test/seg_c80857.csv     \n",
            "  inflating: test/seg_32f72d.csv     \n",
            "  inflating: test/seg_d71352.csv     \n",
            "  inflating: test/seg_48a80c.csv     \n",
            "  inflating: test/seg_d668c0.csv     \n",
            "  inflating: test/seg_4280d9.csv     \n",
            "  inflating: test/seg_35ee83.csv     \n",
            "  inflating: test/seg_2e2372.csv     \n",
            "  inflating: test/seg_72b68c.csv     \n",
            "  inflating: test/seg_902074.csv     \n",
            "  inflating: test/seg_bb180c.csv     \n",
            "  inflating: test/seg_136285.csv     \n",
            "  inflating: test/seg_72ebda.csv     \n",
            "  inflating: test/seg_1e617a.csv     \n",
            "  inflating: test/seg_d78e7d.csv     \n",
            "  inflating: test/seg_30661b.csv     \n",
            "  inflating: test/seg_2396a2.csv     \n",
            "  inflating: test/seg_c73df6.csv     \n",
            "  inflating: test/seg_41aadc.csv     \n",
            "  inflating: test/seg_ecdca4.csv     \n",
            "  inflating: test/seg_2465ce.csv     \n",
            "  inflating: test/seg_3d9aa0.csv     \n",
            "  inflating: test/seg_c15d21.csv     \n",
            "  inflating: test/seg_5147e1.csv     \n",
            "  inflating: test/seg_ddddf0.csv     \n",
            "  inflating: test/seg_161f5f.csv     \n",
            "  inflating: test/seg_9a9041.csv     \n",
            "  inflating: test/seg_c9201c.csv     \n",
            "  inflating: test/seg_117ff4.csv     \n",
            "  inflating: test/seg_f96d0e.csv     \n",
            "  inflating: test/seg_1db8e8.csv     \n",
            "  inflating: test/seg_ae3388.csv     \n",
            "  inflating: test/seg_70edf5.csv     \n",
            "  inflating: test/seg_1827c5.csv     \n",
            "  inflating: test/seg_dff078.csv     \n",
            "  inflating: test/seg_20d9de.csv     \n",
            "  inflating: test/seg_0c3943.csv     \n",
            "  inflating: test/seg_90a0be.csv     \n",
            "  inflating: test/seg_8328f5.csv     \n",
            "  inflating: test/seg_4ae712.csv     \n",
            "  inflating: test/seg_395e0e.csv     \n",
            "  inflating: test/seg_59d484.csv     \n",
            "  inflating: test/seg_597bd6.csv     \n",
            "  inflating: test/seg_659ff8.csv     \n",
            "  inflating: test/seg_420d4e.csv     \n",
            "  inflating: test/seg_f229bf.csv     \n",
            "  inflating: test/seg_cd9f9b.csv     \n",
            "  inflating: test/seg_b947ae.csv     \n",
            "  inflating: test/seg_d78093.csv     \n",
            "  inflating: test/seg_94d573.csv     \n",
            "  inflating: test/seg_d63175.csv     \n",
            "  inflating: test/seg_45b051.csv     \n",
            "  inflating: test/seg_db90c0.csv     \n",
            "  inflating: test/seg_d3992e.csv     \n",
            "  inflating: test/seg_1ece48.csv     \n",
            "  inflating: test/seg_2dccec.csv     \n",
            "  inflating: test/seg_b13fb9.csv     \n",
            "  inflating: test/seg_ea096b.csv     \n",
            "  inflating: test/seg_c05a7d.csv     \n",
            "  inflating: test/seg_58ea74.csv     \n",
            "  inflating: test/seg_afd665.csv     \n",
            "  inflating: test/seg_a6cd86.csv     \n",
            "  inflating: test/seg_ff7478.csv     \n",
            "  inflating: test/seg_5165a4.csv     \n",
            "  inflating: test/seg_4c12b2.csv     \n",
            "  inflating: test/seg_c747ad.csv     \n",
            "  inflating: test/seg_397983.csv     \n",
            "  inflating: test/seg_2916e3.csv     \n",
            "  inflating: test/seg_7211f1.csv     \n",
            "  inflating: test/seg_a0646a.csv     \n",
            "  inflating: test/seg_14c054.csv     \n",
            "  inflating: test/seg_708349.csv     \n",
            "  inflating: test/seg_82303e.csv     \n",
            "  inflating: test/seg_3ec967.csv     \n",
            "  inflating: test/seg_bb5e15.csv     \n",
            "  inflating: test/seg_ea78c0.csv     \n",
            "  inflating: test/seg_383b6b.csv     \n",
            "  inflating: test/seg_f1a771.csv     \n",
            "  inflating: test/seg_316f86.csv     \n",
            "  inflating: test/seg_2f5695.csv     \n",
            "  inflating: test/seg_4f83a3.csv     \n",
            "  inflating: test/seg_055127.csv     \n",
            "  inflating: test/seg_462c1d.csv     \n",
            "  inflating: test/seg_a7b454.csv     \n",
            "  inflating: test/seg_6df48e.csv     \n",
            "  inflating: test/seg_6d36a1.csv     \n",
            "  inflating: test/seg_cdf88e.csv     \n",
            "  inflating: test/seg_49d84b.csv     \n",
            "  inflating: test/seg_6074f9.csv     \n",
            "  inflating: test/seg_c90be5.csv     \n",
            "  inflating: test/seg_c10a58.csv     \n",
            "  inflating: test/seg_20a990.csv     \n",
            "  inflating: test/seg_d014a3.csv     \n",
            "  inflating: test/seg_1fa983.csv     \n",
            "  inflating: test/seg_d30a9d.csv     \n",
            "  inflating: test/seg_8d6a7d.csv     \n",
            "  inflating: test/seg_e50f16.csv     \n",
            "  inflating: test/seg_18f633.csv     \n",
            "  inflating: test/seg_533613.csv     \n",
            "  inflating: test/seg_546864.csv     \n",
            "  inflating: test/seg_e6e24e.csv     \n",
            "  inflating: test/seg_e0c329.csv     \n",
            "  inflating: test/seg_84c7fb.csv     \n",
            "  inflating: test/seg_d11ca8.csv     \n",
            "  inflating: test/seg_0a42ba.csv     \n",
            "  inflating: test/seg_8baeab.csv     \n",
            "  inflating: test/seg_bf1294.csv     \n",
            "  inflating: test/seg_5c57a8.csv     \n",
            "  inflating: test/seg_f97274.csv     \n",
            "  inflating: test/seg_d3d8fc.csv     \n",
            "  inflating: test/seg_8456d3.csv     \n",
            "  inflating: test/seg_a009e6.csv     \n",
            "  inflating: test/seg_afadfb.csv     \n",
            "  inflating: test/seg_0dfe8c.csv     \n",
            "  inflating: test/seg_f1f5b9.csv     \n",
            "  inflating: test/seg_6a05e7.csv     \n",
            "  inflating: test/seg_3661de.csv     \n",
            "  inflating: test/seg_4435bd.csv     \n",
            "  inflating: test/seg_71b975.csv     \n",
            "  inflating: test/seg_71f571.csv     \n",
            "  inflating: test/seg_f5a6ab.csv     \n",
            "  inflating: test/seg_7a9228.csv     \n",
            "  inflating: test/seg_e86e44.csv     \n",
            "  inflating: test/seg_2bf5be.csv     \n",
            "  inflating: test/seg_0b082e.csv     \n",
            "  inflating: test/seg_d24095.csv     \n",
            "  inflating: test/seg_6b4e04.csv     \n",
            "  inflating: test/seg_38ad16.csv     \n",
            "  inflating: test/seg_86cfe9.csv     \n",
            "  inflating: test/seg_ba0485.csv     \n",
            "  inflating: test/seg_64f8dc.csv     \n",
            "  inflating: test/seg_301c1e.csv     \n",
            "  inflating: test/seg_9fc7c2.csv     \n",
            "  inflating: test/seg_2b4959.csv     \n",
            "  inflating: test/seg_6e98aa.csv     \n",
            "  inflating: test/seg_1e0523.csv     \n",
            "  inflating: test/seg_5559d9.csv     \n",
            "  inflating: test/seg_fc407c.csv     \n",
            "  inflating: test/seg_4743ab.csv     \n",
            "  inflating: test/seg_fb8af5.csv     \n",
            "  inflating: test/seg_a31fe3.csv     \n",
            "  inflating: test/seg_f2cb5e.csv     \n",
            "  inflating: test/seg_75c34b.csv     \n",
            "  inflating: test/seg_8c0114.csv     \n",
            "  inflating: test/seg_1f1e60.csv     \n",
            "  inflating: test/seg_496dad.csv     \n",
            "  inflating: test/seg_ca6d70.csv     \n",
            "  inflating: test/seg_289d99.csv     \n",
            "  inflating: test/seg_4d8f0f.csv     \n",
            "  inflating: test/seg_ad949a.csv     \n",
            "  inflating: test/seg_986b6e.csv     \n",
            "  inflating: test/seg_e80726.csv     \n",
            "  inflating: test/seg_818382.csv     \n",
            "  inflating: test/seg_032822.csv     \n",
            "  inflating: test/seg_74b264.csv     \n",
            "  inflating: test/seg_d31583.csv     \n",
            "  inflating: test/seg_93f935.csv     \n",
            "  inflating: test/seg_b86ce1.csv     \n",
            "  inflating: test/seg_2e50fb.csv     \n",
            "  inflating: test/seg_e10d3b.csv     \n",
            "  inflating: test/seg_7012af.csv     \n",
            "  inflating: test/seg_ec0e7b.csv     \n",
            "  inflating: test/seg_226e60.csv     \n",
            "  inflating: test/seg_31d810.csv     \n",
            "  inflating: test/seg_8a41bf.csv     \n",
            "  inflating: test/seg_e96140.csv     \n",
            "  inflating: test/seg_468fdb.csv     \n",
            "  inflating: test/seg_a674d2.csv     \n",
            "  inflating: test/seg_97ad82.csv     \n",
            "  inflating: test/seg_5a1adb.csv     \n",
            "  inflating: test/seg_7cbb45.csv     \n",
            "  inflating: test/seg_419531.csv     \n",
            "  inflating: test/seg_f639ec.csv     \n",
            "  inflating: test/seg_89e207.csv     \n",
            "  inflating: test/seg_db3fbe.csv     \n",
            "  inflating: test/seg_91607c.csv     \n",
            "  inflating: test/seg_78fc4b.csv     \n",
            "  inflating: test/seg_b80366.csv     \n",
            "  inflating: test/seg_a50d28.csv     \n",
            "  inflating: test/seg_9d2528.csv     \n",
            "  inflating: test/seg_a55540.csv     \n",
            "  inflating: test/seg_fb9491.csv     \n",
            "  inflating: test/seg_6f3d90.csv     \n",
            "  inflating: test/seg_0d0250.csv     \n",
            "  inflating: test/seg_a00985.csv     \n",
            "  inflating: test/seg_6dac5d.csv     \n",
            "  inflating: test/seg_92bd37.csv     \n",
            "  inflating: test/seg_c3f672.csv     \n",
            "  inflating: test/seg_266805.csv     \n",
            "  inflating: test/seg_f0cedb.csv     \n",
            "  inflating: test/seg_2d402d.csv     \n",
            "  inflating: test/seg_d91492.csv     \n",
            "  inflating: test/seg_b8745c.csv     \n",
            "  inflating: test/seg_70a60e.csv     \n",
            "  inflating: test/seg_4b0839.csv     \n",
            "  inflating: test/seg_5e020f.csv     \n",
            "  inflating: test/seg_3e87b4.csv     \n",
            "  inflating: test/seg_29e799.csv     \n",
            "  inflating: test/seg_14c89d.csv     \n",
            "  inflating: test/seg_f7de40.csv     \n",
            "  inflating: test/seg_2d92f0.csv     \n",
            "  inflating: test/seg_68da94.csv     \n",
            "  inflating: test/seg_b26368.csv     \n",
            "  inflating: test/seg_ccdc28.csv     \n",
            "  inflating: test/seg_e9272e.csv     \n",
            "  inflating: test/seg_a9b957.csv     \n",
            "  inflating: test/seg_14ad27.csv     \n",
            "  inflating: test/seg_7df3dd.csv     \n",
            "  inflating: test/seg_478327.csv     \n",
            "  inflating: test/seg_b0a794.csv     \n",
            "  inflating: test/seg_b8b72f.csv     \n",
            "  inflating: test/seg_8ebdea.csv     \n",
            "  inflating: test/seg_e256bd.csv     \n",
            "  inflating: test/seg_eb7595.csv     \n",
            "  inflating: test/seg_53caf1.csv     \n",
            "  inflating: test/seg_c09a41.csv     \n",
            "  inflating: test/seg_b9361a.csv     \n",
            "  inflating: test/seg_166f70.csv     \n",
            "  inflating: test/seg_5ed47e.csv     \n",
            "  inflating: test/seg_943de0.csv     \n",
            "  inflating: test/seg_c3507f.csv     \n",
            "  inflating: test/seg_4401d8.csv     \n",
            "  inflating: test/seg_c6c29f.csv     \n",
            "  inflating: test/seg_e8d02f.csv     \n",
            "  inflating: test/seg_0fc67a.csv     \n",
            "  inflating: test/seg_73858d.csv     \n",
            "  inflating: test/seg_2f9336.csv     \n",
            "  inflating: test/seg_093a0a.csv     \n",
            "  inflating: test/seg_a99be9.csv     \n",
            "  inflating: test/seg_b03de5.csv     \n",
            "  inflating: test/seg_e9e65b.csv     \n",
            "  inflating: test/seg_86e874.csv     \n",
            "  inflating: test/seg_d1a2b9.csv     \n",
            "  inflating: test/seg_a99799.csv     \n",
            "  inflating: test/seg_fde86d.csv     \n",
            "  inflating: test/seg_4743fa.csv     \n",
            "  inflating: test/seg_c62a06.csv     \n",
            "  inflating: test/seg_502fab.csv     \n",
            "  inflating: test/seg_ef9105.csv     \n",
            "  inflating: test/seg_003339.csv     \n",
            "  inflating: test/seg_be65f2.csv     \n",
            "  inflating: test/seg_b21273.csv     \n",
            "  inflating: test/seg_67aa76.csv     \n",
            "  inflating: test/seg_115617.csv     \n",
            "  inflating: test/seg_9d452d.csv     \n",
            "  inflating: test/seg_a9089b.csv     \n",
            "  inflating: test/seg_d56d32.csv     \n",
            "  inflating: test/seg_077b7e.csv     \n",
            "  inflating: test/seg_df8385.csv     \n",
            "  inflating: test/seg_a03e6a.csv     \n",
            "  inflating: test/seg_c01a57.csv     \n",
            "  inflating: test/seg_90c258.csv     \n",
            "  inflating: test/seg_1cd352.csv     \n",
            "  inflating: test/seg_dc1cf0.csv     \n",
            "  inflating: test/seg_b9ec4b.csv     \n",
            "  inflating: test/seg_bd7109.csv     \n",
            "  inflating: test/seg_3fc7ca.csv     \n",
            "  inflating: test/seg_f59974.csv     \n",
            "  inflating: test/seg_cc4932.csv     \n",
            "  inflating: test/seg_60277f.csv     \n",
            "  inflating: test/seg_14f5f0.csv     \n",
            "  inflating: test/seg_a58a6e.csv     \n",
            "  inflating: test/seg_1c904f.csv     \n",
            "  inflating: test/seg_214492.csv     \n",
            "  inflating: test/seg_ba5e7e.csv     \n",
            "  inflating: test/seg_8f4654.csv     \n",
            "  inflating: test/seg_421a96.csv     \n",
            "  inflating: test/seg_e0cfd4.csv     \n",
            "  inflating: test/seg_8be2da.csv     \n",
            "  inflating: test/seg_cf0e43.csv     \n",
            "  inflating: test/seg_0df469.csv     \n",
            "  inflating: test/seg_00be11.csv     \n",
            "  inflating: test/seg_ba9dbf.csv     \n",
            "  inflating: test/seg_1baf33.csv     \n",
            "  inflating: test/seg_be30ce.csv     \n",
            "  inflating: test/seg_c666dd.csv     \n",
            "  inflating: test/seg_622e9d.csv     \n",
            "  inflating: test/seg_de8180.csv     \n",
            "  inflating: test/seg_8bc20c.csv     \n",
            "  inflating: test/seg_114b79.csv     \n",
            "  inflating: test/seg_c9e533.csv     \n",
            "  inflating: test/seg_f93ce5.csv     \n",
            "  inflating: test/seg_19b9dd.csv     \n",
            "  inflating: test/seg_15adff.csv     \n",
            "  inflating: test/seg_8515fd.csv     \n",
            "  inflating: test/seg_434c96.csv     \n",
            "  inflating: test/seg_e5fbc1.csv     \n",
            "  inflating: test/seg_43c6f4.csv     \n",
            "  inflating: test/seg_724df9.csv     \n",
            "  inflating: test/seg_81c1a6.csv     \n",
            "  inflating: test/seg_8db6f0.csv     \n",
            "  inflating: test/seg_259d65.csv     \n",
            "  inflating: test/seg_075f77.csv     \n",
            "  inflating: test/seg_ac9de5.csv     \n",
            "  inflating: test/seg_4c4995.csv     \n",
            "  inflating: test/seg_bd6f5f.csv     \n",
            "  inflating: test/seg_9d1b26.csv     \n",
            "  inflating: test/seg_6f2222.csv     \n",
            "  inflating: test/seg_232559.csv     \n",
            "  inflating: test/seg_5c8ae5.csv     \n",
            "  inflating: test/seg_d2cb02.csv     \n",
            "  inflating: test/seg_6edcb8.csv     \n",
            "  inflating: test/seg_0488a1.csv     \n",
            "  inflating: test/seg_42e7e8.csv     \n",
            "  inflating: test/seg_40f810.csv     \n",
            "  inflating: test/seg_130e17.csv     \n",
            "  inflating: test/seg_6696d0.csv     \n",
            "  inflating: test/seg_c46ce6.csv     \n",
            "  inflating: test/seg_3631ec.csv     \n",
            "  inflating: test/seg_d1045e.csv     \n",
            "  inflating: test/seg_2c69e4.csv     \n",
            "  inflating: test/seg_1d044c.csv     \n",
            "  inflating: test/seg_d32f8a.csv     \n",
            "  inflating: test/seg_9c3d6a.csv     \n",
            "  inflating: test/seg_0339ca.csv     \n",
            "  inflating: test/seg_1ac9e2.csv     \n",
            "  inflating: test/seg_868c85.csv     \n",
            "  inflating: test/seg_a86a05.csv     \n",
            "  inflating: test/seg_77df38.csv     \n",
            "  inflating: test/seg_b89218.csv     \n",
            "  inflating: test/seg_fe70c0.csv     \n",
            "  inflating: test/seg_d8014d.csv     \n",
            "  inflating: test/seg_fbddb9.csv     \n",
            "  inflating: test/seg_a8e71a.csv     \n",
            "  inflating: test/seg_59cd7d.csv     \n",
            "  inflating: test/seg_369570.csv     \n",
            "  inflating: test/seg_12ac20.csv     \n",
            "  inflating: test/seg_970e86.csv     \n",
            "  inflating: test/seg_df45b0.csv     \n",
            "  inflating: test/seg_69a53e.csv     \n",
            "  inflating: test/seg_9c3ef8.csv     \n",
            "  inflating: test/seg_aa0180.csv     \n",
            "  inflating: test/seg_18f853.csv     \n",
            "  inflating: test/seg_12ee6e.csv     \n",
            "  inflating: test/seg_eb692c.csv     \n",
            "  inflating: test/seg_62c582.csv     \n",
            "  inflating: test/seg_e8ac98.csv     \n",
            "  inflating: test/seg_d9a2bb.csv     \n",
            "  inflating: test/seg_91cff2.csv     \n",
            "  inflating: test/seg_758ca4.csv     \n",
            "  inflating: test/seg_004ee5.csv     \n",
            "  inflating: test/seg_476bdb.csv     \n",
            "  inflating: test/seg_e05de2.csv     \n",
            "  inflating: test/seg_fad815.csv     \n",
            "  inflating: test/seg_91f512.csv     \n",
            "  inflating: test/seg_739856.csv     \n",
            "  inflating: test/seg_7480f4.csv     \n",
            "  inflating: test/seg_08f441.csv     \n",
            "  inflating: test/seg_b4402d.csv     \n",
            "  inflating: test/seg_5d92af.csv     \n",
            "  inflating: test/seg_091c9d.csv     \n",
            "  inflating: test/seg_ae9761.csv     \n",
            "  inflating: test/seg_947700.csv     \n",
            "  inflating: test/seg_060ce4.csv     \n",
            "  inflating: test/seg_4848e3.csv     \n",
            "  inflating: test/seg_85e9c6.csv     \n",
            "  inflating: test/seg_2642d4.csv     \n",
            "  inflating: test/seg_36e32d.csv     \n",
            "  inflating: test/seg_1144bc.csv     \n",
            "  inflating: test/seg_ab9654.csv     \n",
            "  inflating: test/seg_919a6a.csv     \n",
            "  inflating: test/seg_739fb0.csv     \n",
            "  inflating: test/seg_1c4c5b.csv     \n",
            "  inflating: test/seg_54af0d.csv     \n",
            "  inflating: test/seg_ad3a44.csv     \n",
            "  inflating: test/seg_09ed4e.csv     \n",
            "  inflating: test/seg_01a8dc.csv     \n",
            "  inflating: test/seg_3d1cb3.csv     \n",
            "  inflating: test/seg_55a0c3.csv     \n",
            "  inflating: test/seg_a84c13.csv     \n",
            "  inflating: test/seg_e30e44.csv     \n",
            "  inflating: test/seg_586c0f.csv     \n",
            "  inflating: test/seg_8d030a.csv     \n",
            "  inflating: test/seg_6e1ee7.csv     \n",
            "  inflating: test/seg_e266f4.csv     \n",
            "  inflating: test/seg_3c4106.csv     \n",
            "  inflating: test/seg_aee9bf.csv     \n",
            "  inflating: test/seg_3b30fd.csv     \n",
            "  inflating: test/seg_bf2d1f.csv     \n",
            "  inflating: test/seg_e3dafa.csv     \n",
            "  inflating: test/seg_9e7dff.csv     \n",
            "  inflating: test/seg_e15cb9.csv     \n",
            "  inflating: test/seg_7f5b6f.csv     \n",
            "  inflating: test/seg_e217fc.csv     \n",
            "  inflating: test/seg_0cca14.csv     \n",
            "  inflating: test/seg_f931de.csv     \n",
            "  inflating: test/seg_89d8a0.csv     \n",
            "  inflating: test/seg_e47d2b.csv     \n",
            "  inflating: test/seg_ee8f87.csv     \n",
            "  inflating: test/seg_c365de.csv     \n",
            "  inflating: test/seg_51865e.csv     \n",
            "  inflating: test/seg_2c6011.csv     \n",
            "  inflating: test/seg_a5271e.csv     \n",
            "  inflating: test/seg_9caf50.csv     \n",
            "  inflating: test/seg_a7d0eb.csv     \n",
            "  inflating: test/seg_14c435.csv     \n",
            "  inflating: test/seg_e1daa0.csv     \n",
            "  inflating: test/seg_73565e.csv     \n",
            "  inflating: test/seg_55a9a4.csv     \n",
            "  inflating: test/seg_cd0691.csv     \n",
            "  inflating: test/seg_f88d4a.csv     \n",
            "  inflating: test/seg_8bf229.csv     \n",
            "  inflating: test/seg_e742dc.csv     \n",
            "  inflating: test/seg_117278.csv     \n",
            "  inflating: test/seg_004314.csv     \n",
            "  inflating: test/seg_c26fb4.csv     \n",
            "  inflating: test/seg_e1f081.csv     \n",
            "  inflating: test/seg_c24946.csv     \n",
            "  inflating: test/seg_76d16c.csv     \n",
            "  inflating: test/seg_29d497.csv     \n",
            "  inflating: test/seg_f70b66.csv     \n",
            "  inflating: test/seg_687a5c.csv     \n",
            "  inflating: test/seg_1201e8.csv     \n",
            "  inflating: test/seg_4ae37c.csv     \n",
            "  inflating: test/seg_c6f533.csv     \n",
            "  inflating: test/seg_8f6284.csv     \n",
            "  inflating: test/seg_f056d8.csv     \n",
            "  inflating: test/seg_016cdb.csv     \n",
            "  inflating: test/seg_484901.csv     \n",
            "  inflating: test/seg_4dfa03.csv     \n",
            "  inflating: test/seg_9485c0.csv     \n",
            "  inflating: test/seg_fe2aac.csv     \n",
            "  inflating: test/seg_54490e.csv     \n",
            "  inflating: test/seg_878d2c.csv     \n",
            "  inflating: test/seg_2977cd.csv     \n",
            "  inflating: test/seg_f5406b.csv     \n",
            "  inflating: test/seg_065588.csv     \n",
            "  inflating: test/seg_c65135.csv     \n",
            "  inflating: test/seg_6b3a9d.csv     \n",
            "  inflating: test/seg_7f93b2.csv     \n",
            "  inflating: test/seg_d56ae2.csv     \n",
            "  inflating: test/seg_9872f9.csv     \n",
            "  inflating: test/seg_30207d.csv     \n",
            "  inflating: test/seg_061a33.csv     \n",
            "  inflating: test/seg_bff05e.csv     \n",
            "  inflating: test/seg_f99b64.csv     \n",
            "  inflating: test/seg_31d7bf.csv     \n",
            "  inflating: test/seg_42ff14.csv     \n",
            "  inflating: test/seg_c60dca.csv     \n",
            "  inflating: test/seg_d1eee8.csv     \n",
            "  inflating: test/seg_81a8ea.csv     \n",
            "  inflating: test/seg_4a91a9.csv     \n",
            "  inflating: test/seg_596ae3.csv     \n",
            "  inflating: test/seg_b25dde.csv     \n",
            "  inflating: test/seg_c44bbc.csv     \n",
            "  inflating: test/seg_0ebfd9.csv     \n",
            "  inflating: test/seg_f6e1ca.csv     \n",
            "  inflating: test/seg_f3c578.csv     \n",
            "  inflating: test/seg_5255c0.csv     \n",
            "  inflating: test/seg_f383fb.csv     \n",
            "  inflating: test/seg_b1b95e.csv     \n",
            "  inflating: test/seg_be0dfa.csv     \n",
            "  inflating: test/seg_5887a8.csv     \n",
            "  inflating: test/seg_1dec9c.csv     \n",
            "  inflating: test/seg_dc23c0.csv     \n",
            "  inflating: test/seg_a1b3cc.csv     \n",
            "  inflating: test/seg_8dd2ab.csv     \n",
            "  inflating: test/seg_27f532.csv     \n",
            "  inflating: test/seg_00648a.csv     \n",
            "  inflating: test/seg_a06228.csv     \n",
            "  inflating: test/seg_a802fa.csv     \n",
            "  inflating: test/seg_b6c10d.csv     \n",
            "  inflating: test/seg_8f592b.csv     \n",
            "  inflating: test/seg_6f17de.csv     \n",
            "  inflating: test/seg_cacd0a.csv     \n",
            "  inflating: test/seg_a7561c.csv     \n",
            "  inflating: test/seg_6de4fd.csv     \n",
            "  inflating: test/seg_331f2b.csv     \n",
            "  inflating: test/seg_b2b331.csv     \n",
            "  inflating: test/seg_97a161.csv     \n",
            "  inflating: test/seg_0e9987.csv     \n",
            "  inflating: test/seg_6e572a.csv     \n",
            "  inflating: test/seg_9757ac.csv     \n",
            "  inflating: test/seg_4acc4b.csv     \n",
            "  inflating: test/seg_bb2d77.csv     \n",
            "  inflating: test/seg_7ce9cb.csv     \n",
            "  inflating: test/seg_be0cdc.csv     \n",
            "  inflating: test/seg_a3d4d6.csv     \n",
            "  inflating: test/seg_512b3e.csv     \n",
            "  inflating: test/seg_d6b198.csv     \n",
            "  inflating: test/seg_07fc6d.csv     \n",
            "  inflating: test/seg_715ff6.csv     \n",
            "  inflating: test/seg_c81fec.csv     \n",
            "  inflating: test/seg_59eb97.csv     \n",
            "  inflating: test/seg_e98217.csv     \n",
            "  inflating: test/seg_85fb0a.csv     \n",
            "  inflating: test/seg_c25855.csv     \n",
            "  inflating: test/seg_a3ab46.csv     \n",
            "  inflating: test/seg_b2e045.csv     \n",
            "  inflating: test/seg_66820a.csv     \n",
            "  inflating: test/seg_c7a401.csv     \n",
            "  inflating: test/seg_070bb0.csv     \n",
            "  inflating: test/seg_496d07.csv     \n",
            "  inflating: test/seg_d9352b.csv     \n",
            "  inflating: test/seg_76106f.csv     \n",
            "  inflating: test/seg_268956.csv     \n",
            "  inflating: test/seg_5c0929.csv     \n",
            "  inflating: test/seg_8f4781.csv     \n",
            "  inflating: test/seg_83bef8.csv     \n",
            "  inflating: test/seg_acd715.csv     \n",
            "  inflating: test/seg_50b048.csv     \n",
            "  inflating: test/seg_05f126.csv     \n",
            "  inflating: test/seg_4e2c66.csv     \n",
            "  inflating: test/seg_5311d1.csv     \n",
            "  inflating: test/seg_6d4109.csv     \n",
            "  inflating: test/seg_f52cdc.csv     \n",
            "  inflating: test/seg_049957.csv     \n",
            "  inflating: test/seg_8dfd7a.csv     \n",
            "  inflating: test/seg_49fdf0.csv     \n",
            "  inflating: test/seg_561cf4.csv     \n",
            "  inflating: test/seg_d39131.csv     \n",
            "  inflating: test/seg_a4e745.csv     \n",
            "  inflating: test/seg_397dc9.csv     \n",
            "  inflating: test/seg_790108.csv     \n",
            "  inflating: test/seg_7020c5.csv     \n",
            "  inflating: test/seg_b95010.csv     \n",
            "  inflating: test/seg_e6e1df.csv     \n",
            "  inflating: test/seg_63c13d.csv     \n",
            "  inflating: test/seg_ed3e4c.csv     \n",
            "  inflating: test/seg_686edc.csv     \n",
            "  inflating: test/seg_5d94b2.csv     \n",
            "  inflating: test/seg_02042f.csv     \n",
            "  inflating: test/seg_46012e.csv     \n",
            "  inflating: test/seg_53e645.csv     \n",
            "  inflating: test/seg_0aa0fb.csv     \n",
            "  inflating: test/seg_b108c9.csv     \n",
            "  inflating: test/seg_a88097.csv     \n",
            "  inflating: test/seg_a53e4c.csv     \n",
            "  inflating: test/seg_edda79.csv     \n",
            "  inflating: test/seg_06bbc5.csv     \n",
            "  inflating: test/seg_b687fc.csv     \n",
            "  inflating: test/seg_979a8f.csv     \n",
            "  inflating: test/seg_2f86cd.csv     \n",
            "  inflating: test/seg_ad3cf0.csv     \n",
            "  inflating: test/seg_90bf60.csv     \n",
            "  inflating: test/seg_9e25e9.csv     \n",
            "  inflating: test/seg_a55a17.csv     \n",
            "  inflating: test/seg_753ba6.csv     \n",
            "  inflating: test/seg_fea3e2.csv     \n",
            "  inflating: test/seg_06d7ba.csv     \n",
            "  inflating: test/seg_de225c.csv     \n",
            "  inflating: test/seg_2ba79a.csv     \n",
            "  inflating: test/seg_20cc25.csv     \n",
            "  inflating: test/seg_cc2c46.csv     \n",
            "  inflating: test/seg_57ea44.csv     \n",
            "  inflating: test/seg_82316b.csv     \n",
            "  inflating: test/seg_b0bf65.csv     \n",
            "  inflating: test/seg_8bec6f.csv     \n",
            "  inflating: test/seg_06d4a2.csv     \n",
            "  inflating: test/seg_fa6383.csv     \n",
            "  inflating: test/seg_9f4fd4.csv     \n",
            "  inflating: test/seg_ae9626.csv     \n",
            "  inflating: test/seg_5975f4.csv     \n",
            "  inflating: test/seg_bf4ec0.csv     \n",
            "  inflating: test/seg_c607eb.csv     \n",
            "  inflating: test/seg_9c2843.csv     \n",
            "  inflating: test/seg_a93a88.csv     \n",
            "  inflating: test/seg_c186dc.csv     \n",
            "  inflating: test/seg_bd00c4.csv     \n",
            "  inflating: test/seg_5b7325.csv     \n",
            "  inflating: test/seg_e3ca24.csv     \n",
            "  inflating: test/seg_8777bd.csv     \n",
            "  inflating: test/seg_162fc4.csv     \n",
            "  inflating: test/seg_2dcd3a.csv     \n",
            "  inflating: test/seg_983778.csv     \n",
            "  inflating: test/seg_8d6578.csv     \n",
            "  inflating: test/seg_464839.csv     \n",
            "  inflating: test/seg_580b65.csv     \n",
            "  inflating: test/seg_b52add.csv     \n",
            "  inflating: test/seg_4db997.csv     \n",
            "  inflating: test/seg_f0574b.csv     \n",
            "  inflating: test/seg_447972.csv     \n",
            "  inflating: test/seg_105cd9.csv     \n",
            "  inflating: test/seg_d26f7d.csv     \n",
            "  inflating: test/seg_a420d4.csv     \n",
            "  inflating: test/seg_759fb1.csv     \n",
            "  inflating: test/seg_53a5fd.csv     \n",
            "  inflating: test/seg_500108.csv     \n",
            "  inflating: test/seg_71238c.csv     \n",
            "  inflating: test/seg_652cc2.csv     \n",
            "  inflating: test/seg_6a116b.csv     \n",
            "  inflating: test/seg_aa9b8e.csv     \n",
            "  inflating: test/seg_2be983.csv     \n",
            "  inflating: test/seg_fbf17a.csv     \n",
            "  inflating: test/seg_715e2c.csv     \n",
            "  inflating: test/seg_a99161.csv     \n",
            "  inflating: test/seg_7e9eb7.csv     \n",
            "  inflating: test/seg_9122aa.csv     \n",
            "  inflating: test/seg_58d52d.csv     \n",
            "  inflating: test/seg_b77bf5.csv     \n",
            "  inflating: test/seg_5e668a.csv     \n",
            "  inflating: test/seg_2aa101.csv     \n",
            "  inflating: test/seg_dc73b8.csv     \n",
            "  inflating: test/seg_934087.csv     \n",
            "  inflating: test/seg_07cd72.csv     \n",
            "  inflating: test/seg_29c906.csv     \n",
            "  inflating: test/seg_d59e4e.csv     \n",
            "  inflating: test/seg_0b3b94.csv     \n",
            "  inflating: test/seg_e877a5.csv     \n",
            "  inflating: test/seg_beda44.csv     \n",
            "  inflating: test/seg_50e270.csv     \n",
            "  inflating: test/seg_cc667b.csv     \n",
            "  inflating: test/seg_04b87a.csv     \n",
            "  inflating: test/seg_517425.csv     \n",
            "  inflating: test/seg_8e7194.csv     \n",
            "  inflating: test/seg_524b39.csv     \n",
            "  inflating: test/seg_9b7ef8.csv     \n",
            "  inflating: test/seg_ecf28d.csv     \n",
            "  inflating: test/seg_b853f8.csv     \n",
            "  inflating: test/seg_311499.csv     \n",
            "  inflating: test/seg_8dd3ba.csv     \n",
            "  inflating: test/seg_6422d1.csv     \n",
            "  inflating: test/seg_51f6fd.csv     \n",
            "  inflating: test/seg_1a8e06.csv     \n",
            "  inflating: test/seg_b5804a.csv     \n",
            "  inflating: test/seg_5a0479.csv     \n",
            "  inflating: test/seg_66b7c3.csv     \n",
            "  inflating: test/seg_3ba485.csv     \n",
            "  inflating: test/seg_7cd6b1.csv     \n",
            "  inflating: test/seg_735cdd.csv     \n",
            "  inflating: test/seg_c747b4.csv     \n",
            "  inflating: test/seg_32f6df.csv     \n",
            "  inflating: test/seg_123dd4.csv     \n",
            "  inflating: test/seg_5f46a5.csv     \n",
            "  inflating: test/seg_61219c.csv     \n",
            "  inflating: test/seg_6be48e.csv     \n",
            "  inflating: test/seg_fe5945.csv     \n",
            "  inflating: test/seg_bcf6af.csv     \n",
            "  inflating: test/seg_acf2f4.csv     \n",
            "  inflating: test/seg_75e93c.csv     \n",
            "  inflating: test/seg_a5934a.csv     \n",
            "  inflating: test/seg_0b54ac.csv     \n",
            "  inflating: test/seg_26a2a0.csv     \n",
            "  inflating: test/seg_2e917f.csv     \n",
            "  inflating: test/seg_aaa2ae.csv     \n",
            "  inflating: test/seg_aae025.csv     \n",
            "  inflating: test/seg_b87cf5.csv     \n",
            "  inflating: test/seg_0c4e31.csv     \n",
            "  inflating: test/seg_9a92db.csv     \n",
            "  inflating: test/seg_93211c.csv     \n",
            "  inflating: test/seg_b0cf32.csv     \n",
            "  inflating: test/seg_a9f80e.csv     \n",
            "  inflating: test/seg_7c2c48.csv     \n",
            "  inflating: test/seg_80b9b4.csv     \n",
            "  inflating: test/seg_04ae38.csv     \n",
            "  inflating: test/seg_5a242e.csv     \n",
            "  inflating: test/seg_d60d18.csv     \n",
            "  inflating: test/seg_4ea81c.csv     \n",
            "  inflating: test/seg_c94941.csv     \n",
            "  inflating: test/seg_3761d0.csv     \n",
            "  inflating: test/seg_bbbc30.csv     \n",
            "  inflating: test/seg_fdba93.csv     \n",
            "  inflating: test/seg_82ce27.csv     \n",
            "  inflating: test/seg_b51b7c.csv     \n",
            "  inflating: test/seg_dbc615.csv     \n",
            "  inflating: test/seg_80622d.csv     \n",
            "  inflating: test/seg_ce7537.csv     \n",
            "  inflating: test/seg_dcb51d.csv     \n",
            "  inflating: test/seg_0d04b9.csv     \n",
            "  inflating: test/seg_e59dca.csv     \n",
            "  inflating: test/seg_a1acb2.csv     \n",
            "  inflating: test/seg_d6dad6.csv     \n",
            "  inflating: test/seg_0125d9.csv     \n",
            "  inflating: test/seg_bff392.csv     \n",
            "  inflating: test/seg_f60872.csv     \n",
            "  inflating: test/seg_a2e2c8.csv     \n",
            "  inflating: test/seg_bb6904.csv     \n",
            "  inflating: test/seg_170a0c.csv     \n",
            "  inflating: test/seg_827a21.csv     \n",
            "  inflating: test/seg_e24496.csv     \n",
            "  inflating: test/seg_c22bd4.csv     \n",
            "  inflating: test/seg_e81b50.csv     \n",
            "  inflating: test/seg_e27c0a.csv     \n",
            "  inflating: test/seg_fd6340.csv     \n",
            "  inflating: test/seg_6c34c2.csv     \n",
            "  inflating: test/seg_006e4a.csv     \n",
            "  inflating: test/seg_f2b0c5.csv     \n",
            "  inflating: test/seg_545fda.csv     \n",
            "  inflating: test/seg_70be4d.csv     \n",
            "  inflating: test/seg_d3f967.csv     \n",
            "  inflating: test/seg_2d427f.csv     \n",
            "  inflating: test/seg_21eebb.csv     \n",
            "  inflating: test/seg_bee792.csv     \n",
            "  inflating: test/seg_e9aa44.csv     \n",
            "  inflating: test/seg_d9ce67.csv     \n",
            "  inflating: test/seg_bd4d30.csv     \n",
            "  inflating: test/seg_355d19.csv     \n",
            "  inflating: test/seg_04a696.csv     \n",
            "  inflating: test/seg_46c6d3.csv     \n",
            "  inflating: test/seg_456149.csv     \n",
            "  inflating: test/seg_5445bc.csv     \n",
            "  inflating: test/seg_bfe0b6.csv     \n",
            "  inflating: test/seg_f1b916.csv     \n",
            "  inflating: test/seg_0ba210.csv     \n",
            "  inflating: test/seg_4d0041.csv     \n",
            "  inflating: test/seg_10f3a6.csv     \n",
            "  inflating: test/seg_17d1ff.csv     \n",
            "  inflating: test/seg_d27193.csv     \n",
            "  inflating: test/seg_211299.csv     \n",
            "  inflating: test/seg_c27591.csv     \n",
            "  inflating: test/seg_477c83.csv     \n",
            "  inflating: test/seg_5b8c39.csv     \n",
            "  inflating: test/seg_9d3013.csv     \n",
            "  inflating: test/seg_d1abaa.csv     \n",
            "  inflating: test/seg_0775a7.csv     \n",
            "  inflating: test/seg_b402ac.csv     \n",
            "  inflating: test/seg_fa488e.csv     \n",
            "  inflating: test/seg_718b53.csv     \n",
            "  inflating: test/seg_92092a.csv     \n",
            "  inflating: test/seg_b47c19.csv     \n",
            "  inflating: test/seg_36147d.csv     \n",
            "  inflating: test/seg_b7a8a1.csv     \n",
            "  inflating: test/seg_6b9d02.csv     \n",
            "  inflating: test/seg_ba4ea3.csv     \n",
            "  inflating: test/seg_f71db8.csv     \n",
            "  inflating: test/seg_1f5240.csv     \n",
            "  inflating: test/seg_6d01a3.csv     \n",
            "  inflating: test/seg_679dd2.csv     \n",
            "  inflating: test/seg_259c63.csv     \n",
            "  inflating: test/seg_9825e0.csv     \n",
            "  inflating: test/seg_c47bdc.csv     \n",
            "  inflating: test/seg_961d02.csv     \n",
            "  inflating: test/seg_d7967e.csv     \n",
            "  inflating: test/seg_a6eed3.csv     \n",
            "  inflating: test/seg_1f7cf8.csv     \n",
            "  inflating: test/seg_af703b.csv     \n",
            "  inflating: test/seg_73ab4a.csv     \n",
            "  inflating: test/seg_fcca66.csv     \n",
            "  inflating: test/seg_703cea.csv     \n",
            "  inflating: test/seg_263deb.csv     \n",
            "  inflating: test/seg_5759c9.csv     \n",
            "  inflating: test/seg_b9de03.csv     \n",
            "  inflating: test/seg_0df75c.csv     \n",
            "  inflating: test/seg_f6d51b.csv     \n",
            "  inflating: test/seg_8c341c.csv     \n",
            "  inflating: test/seg_aee7c0.csv     \n",
            "  inflating: test/seg_74d8cc.csv     \n",
            "  inflating: test/seg_1084af.csv     \n",
            "  inflating: test/seg_ec973c.csv     \n",
            "  inflating: test/seg_b91ae2.csv     \n",
            "  inflating: test/seg_e7d3e7.csv     \n",
            "  inflating: test/seg_f734c8.csv     \n",
            "  inflating: test/seg_63c983.csv     \n",
            "  inflating: test/seg_5f352e.csv     \n",
            "  inflating: test/seg_78852d.csv     \n",
            "  inflating: test/seg_b695b3.csv     \n",
            "  inflating: test/seg_6ac82a.csv     \n",
            "  inflating: test/seg_0c12cc.csv     \n",
            "  inflating: test/seg_7862ed.csv     \n",
            "  inflating: test/seg_c18d5a.csv     \n",
            "  inflating: test/seg_56e6f1.csv     \n",
            "  inflating: test/seg_96db5e.csv     \n",
            "  inflating: test/seg_f96d5a.csv     \n",
            "  inflating: test/seg_739679.csv     \n",
            "  inflating: test/seg_f0d278.csv     \n",
            "  inflating: test/seg_c571ef.csv     \n",
            "  inflating: test/seg_318135.csv     \n",
            "  inflating: test/seg_0b4b24.csv     \n",
            "  inflating: test/seg_bd40f2.csv     \n",
            "  inflating: test/seg_f6b70c.csv     \n",
            "  inflating: test/seg_804fb5.csv     \n",
            "  inflating: test/seg_8cdf83.csv     \n",
            "  inflating: test/seg_4ab7bf.csv     \n",
            "  inflating: test/seg_5597ed.csv     \n",
            "  inflating: test/seg_f0181d.csv     \n",
            "  inflating: test/seg_eb2e11.csv     \n",
            "  inflating: test/seg_92310f.csv     \n",
            "  inflating: test/seg_9d6ff0.csv     \n",
            "  inflating: test/seg_7540f3.csv     \n",
            "  inflating: test/seg_20b8d0.csv     \n",
            "  inflating: test/seg_95357d.csv     \n",
            "  inflating: test/seg_69787a.csv     \n",
            "  inflating: test/seg_c11a4f.csv     \n",
            "  inflating: test/seg_18096a.csv     \n",
            "  inflating: test/seg_c714d0.csv     \n",
            "  inflating: test/seg_bc2186.csv     \n",
            "  inflating: test/seg_c1fe9a.csv     \n",
            "  inflating: test/seg_87f6c8.csv     \n",
            "  inflating: test/seg_a87e79.csv     \n",
            "  inflating: test/seg_b8fd73.csv     \n",
            "  inflating: test/seg_fa9f00.csv     \n",
            "  inflating: test/seg_c047b7.csv     \n",
            "  inflating: test/seg_c21d60.csv     \n",
            "  inflating: test/seg_da21ee.csv     \n",
            "  inflating: test/seg_89eed6.csv     \n",
            "  inflating: test/seg_29475f.csv     \n",
            "  inflating: test/seg_98a819.csv     \n",
            "  inflating: test/seg_4c067a.csv     \n",
            "  inflating: test/seg_530a02.csv     \n",
            "  inflating: test/seg_241266.csv     \n",
            "  inflating: test/seg_9f57c4.csv     \n",
            "  inflating: test/seg_2cdbe3.csv     \n",
            "  inflating: test/seg_ab3f14.csv     \n",
            "  inflating: test/seg_f7d792.csv     \n",
            "  inflating: test/seg_71936f.csv     \n",
            "  inflating: test/seg_758374.csv     \n",
            "  inflating: test/seg_f02d32.csv     \n",
            "  inflating: test/seg_75438e.csv     \n",
            "  inflating: test/seg_a543e5.csv     \n",
            "  inflating: test/seg_bc07c8.csv     \n",
            "  inflating: test/seg_180481.csv     \n",
            "  inflating: test/seg_18fb65.csv     \n",
            "  inflating: test/seg_b1a35c.csv     \n",
            "  inflating: test/seg_274a1a.csv     \n",
            "  inflating: test/seg_1ae362.csv     \n",
            "  inflating: test/seg_48b545.csv     \n",
            "  inflating: test/seg_91bf8c.csv     \n",
            "  inflating: test/seg_aa508a.csv     \n",
            "  inflating: test/seg_66e45a.csv     \n",
            "  inflating: test/seg_6951e0.csv     \n",
            "  inflating: test/seg_683ddf.csv     \n",
            "  inflating: test/seg_2367fb.csv     \n",
            "  inflating: test/seg_84fc12.csv     \n",
            "  inflating: test/seg_f650cc.csv     \n",
            "  inflating: test/seg_a6e801.csv     \n",
            "  inflating: test/seg_2a0dc0.csv     \n",
            "  inflating: test/seg_25ab3f.csv     \n",
            "  inflating: test/seg_a18246.csv     \n",
            "  inflating: test/seg_4587bb.csv     \n",
            "  inflating: test/seg_7bec10.csv     \n",
            "  inflating: test/seg_0f565c.csv     \n",
            "  inflating: test/seg_c60f1d.csv     \n",
            "  inflating: test/seg_f2f5a3.csv     \n",
            "  inflating: test/seg_c08d36.csv     \n",
            "  inflating: test/seg_feb312.csv     \n",
            "  inflating: test/seg_2eccb9.csv     \n",
            "  inflating: test/seg_bd31bf.csv     \n",
            "  inflating: test/seg_e34052.csv     \n",
            "  inflating: test/seg_a6959c.csv     \n",
            "  inflating: test/seg_24f338.csv     \n",
            "  inflating: test/seg_6eb146.csv     \n",
            "  inflating: test/seg_e29670.csv     \n",
            "  inflating: test/seg_ca67ee.csv     \n",
            "  inflating: test/seg_17e596.csv     \n",
            "  inflating: test/seg_eb47a9.csv     \n",
            "  inflating: test/seg_d90c5f.csv     \n",
            "  inflating: test/seg_c0e1b9.csv     \n",
            "  inflating: test/seg_21faa9.csv     \n",
            "  inflating: test/seg_00184e.csv     \n",
            "  inflating: test/seg_885f53.csv     \n",
            "  inflating: test/seg_72f40a.csv     \n",
            "  inflating: test/seg_a5d37f.csv     \n",
            "  inflating: test/seg_0fca83.csv     \n",
            "  inflating: test/seg_280863.csv     \n",
            "  inflating: test/seg_a1d8da.csv     \n",
            "  inflating: test/seg_9ad925.csv     \n",
            "  inflating: test/seg_ce9f59.csv     \n",
            "  inflating: test/seg_6c292b.csv     \n",
            "  inflating: test/seg_2005a7.csv     \n",
            "  inflating: test/seg_b52dac.csv     \n",
            "  inflating: test/seg_5abfdd.csv     \n",
            "  inflating: test/seg_0b07c7.csv     \n",
            "  inflating: test/seg_9626a4.csv     \n",
            "  inflating: test/seg_373ba6.csv     \n",
            "  inflating: test/seg_f9e4f2.csv     \n",
            "  inflating: test/seg_9802c3.csv     \n",
            "  inflating: test/seg_cc4950.csv     \n",
            "  inflating: test/seg_5d45db.csv     \n",
            "  inflating: test/seg_a2c108.csv     \n",
            "  inflating: test/seg_610379.csv     \n",
            "  inflating: test/seg_7bf143.csv     \n",
            "  inflating: test/seg_613702.csv     \n",
            "  inflating: test/seg_c0d7da.csv     \n",
            "  inflating: test/seg_41f45e.csv     \n",
            "  inflating: test/seg_f19f8e.csv     \n",
            "  inflating: test/seg_158691.csv     \n",
            "  inflating: test/seg_eaa0ec.csv     \n",
            "  inflating: test/seg_b32d1d.csv     \n",
            "  inflating: test/seg_e48c23.csv     \n",
            "  inflating: test/seg_0b76f5.csv     \n",
            "  inflating: test/seg_2dcd84.csv     \n",
            "  inflating: test/seg_961ddf.csv     \n",
            "  inflating: test/seg_760d70.csv     \n",
            "  inflating: test/seg_e6bd3f.csv     \n",
            "  inflating: test/seg_655cae.csv     \n",
            "  inflating: test/seg_14c8ce.csv     \n",
            "  inflating: test/seg_d5d3a1.csv     \n",
            "  inflating: test/seg_b78883.csv     \n",
            "  inflating: test/seg_f43730.csv     \n",
            "  inflating: test/seg_7d17eb.csv     \n",
            "  inflating: test/seg_dc4698.csv     \n",
            "  inflating: test/seg_3340b9.csv     \n",
            "  inflating: test/seg_970b35.csv     \n",
            "  inflating: test/seg_e54932.csv     \n",
            "  inflating: test/seg_eccb17.csv     \n",
            "  inflating: test/seg_0b9ba3.csv     \n",
            "  inflating: test/seg_bb92b1.csv     \n",
            "  inflating: test/seg_0042cc.csv     \n",
            "  inflating: test/seg_907c52.csv     \n",
            "  inflating: test/seg_4d18f4.csv     \n",
            "  inflating: test/seg_5c1a4d.csv     \n",
            "  inflating: test/seg_70b375.csv     \n",
            "  inflating: test/seg_3d6e79.csv     \n",
            "  inflating: test/seg_3f5be6.csv     \n",
            "  inflating: test/seg_31a6cd.csv     \n",
            "  inflating: test/seg_455b16.csv     \n",
            "  inflating: test/seg_9f042e.csv     \n",
            "  inflating: test/seg_43383f.csv     \n",
            "  inflating: test/seg_f6e89f.csv     \n",
            "  inflating: test/seg_24157a.csv     \n",
            "  inflating: test/seg_a6bf91.csv     \n",
            "  inflating: test/seg_217eed.csv     \n",
            "  inflating: test/seg_53bdf5.csv     \n",
            "  inflating: test/seg_705463.csv     \n",
            "  inflating: test/seg_aec276.csv     \n",
            "  inflating: test/seg_30b043.csv     \n",
            "  inflating: test/seg_529c99.csv     \n",
            "  inflating: test/seg_1e0b82.csv     \n",
            "  inflating: test/seg_a63573.csv     \n",
            "  inflating: test/seg_570a20.csv     \n",
            "  inflating: test/seg_9ee0aa.csv     \n",
            "  inflating: test/seg_939f5c.csv     \n",
            "  inflating: test/seg_3adb1a.csv     \n",
            "  inflating: test/seg_0968f1.csv     \n",
            "  inflating: test/seg_a35c82.csv     \n",
            "  inflating: test/seg_2bcbde.csv     \n",
            "  inflating: test/seg_fa796b.csv     \n",
            "  inflating: test/seg_e5750a.csv     \n",
            "  inflating: test/seg_5407b0.csv     \n",
            "  inflating: test/seg_746d1d.csv     \n",
            "  inflating: test/seg_5e0902.csv     \n",
            "  inflating: test/seg_210388.csv     \n",
            "  inflating: test/seg_1c4e72.csv     \n",
            "  inflating: test/seg_83cb2c.csv     \n",
            "  inflating: test/seg_abb06a.csv     \n",
            "  inflating: test/seg_cecd29.csv     \n",
            "  inflating: test/seg_ee4479.csv     \n",
            "  inflating: test/seg_67330f.csv     \n",
            "  inflating: test/seg_be4612.csv     \n",
            "  inflating: test/seg_71b4e0.csv     \n",
            "  inflating: test/seg_b8725b.csv     \n",
            "  inflating: test/seg_6c8a45.csv     \n",
            "  inflating: test/seg_aa98cc.csv     \n",
            "  inflating: test/seg_1d980f.csv     \n",
            "  inflating: test/seg_e1f045.csv     \n",
            "  inflating: test/seg_8773cf.csv     \n",
            "  inflating: test/seg_2313d1.csv     \n",
            "  inflating: test/seg_c901c0.csv     \n",
            "  inflating: test/seg_00a37e.csv     \n",
            "  inflating: test/seg_4a2525.csv     \n",
            "  inflating: test/seg_4dbbd1.csv     \n",
            "  inflating: test/seg_a247ac.csv     \n",
            "  inflating: test/seg_633651.csv     \n",
            "  inflating: test/seg_071067.csv     \n",
            "  inflating: test/seg_9a7c46.csv     \n",
            "  inflating: test/seg_d740b2.csv     \n",
            "  inflating: test/seg_88b289.csv     \n",
            "  inflating: test/seg_6e5a38.csv     \n",
            "  inflating: test/seg_658bf4.csv     \n",
            "  inflating: test/seg_85c1c0.csv     \n",
            "  inflating: test/seg_2efd5c.csv     \n",
            "  inflating: test/seg_17799c.csv     \n",
            "  inflating: test/seg_f6828d.csv     \n",
            "  inflating: test/seg_8d3a9d.csv     \n",
            "  inflating: test/seg_3bd97e.csv     \n",
            "  inflating: test/seg_d0f803.csv     \n",
            "  inflating: test/seg_692e7a.csv     \n",
            "  inflating: test/seg_74ffde.csv     \n",
            "  inflating: test/seg_59058a.csv     \n",
            "  inflating: test/seg_83dc2e.csv     \n",
            "  inflating: test/seg_63130f.csv     \n",
            "  inflating: test/seg_19515c.csv     \n",
            "  inflating: test/seg_c17817.csv     \n",
            "  inflating: test/seg_1f3ede.csv     \n",
            "  inflating: test/seg_6ed49a.csv     \n",
            "  inflating: test/seg_2a6343.csv     \n",
            "  inflating: test/seg_8aeb99.csv     \n",
            "  inflating: test/seg_2e9a47.csv     \n",
            "  inflating: test/seg_586726.csv     \n",
            "  inflating: test/seg_310230.csv     \n",
            "  inflating: test/seg_ba3e74.csv     \n",
            "  inflating: test/seg_eb1d6e.csv     \n",
            "  inflating: test/seg_398a25.csv     \n",
            "  inflating: test/seg_b95a77.csv     \n",
            "  inflating: test/seg_c07b7c.csv     \n",
            "  inflating: test/seg_80fb86.csv     \n",
            "  inflating: test/seg_22e509.csv     \n",
            "  inflating: test/seg_32ad0f.csv     \n",
            "  inflating: test/seg_0012b5.csv     \n",
            "  inflating: test/seg_ade769.csv     \n",
            "  inflating: test/seg_3b2013.csv     \n",
            "  inflating: test/seg_1e572b.csv     \n",
            "  inflating: test/seg_f43ab6.csv     \n",
            "  inflating: test/seg_1ef708.csv     \n",
            "  inflating: test/seg_52c139.csv     \n",
            "  inflating: test/seg_7cdfe5.csv     \n",
            "  inflating: test/seg_0eb333.csv     \n",
            "  inflating: test/seg_54b0ee.csv     \n",
            "  inflating: test/seg_26cba3.csv     \n",
            "  inflating: test/seg_670bde.csv     \n",
            "  inflating: test/seg_65c4e1.csv     \n",
            "  inflating: test/seg_53fa13.csv     \n",
            "  inflating: test/seg_523945.csv     \n",
            "  inflating: test/seg_9c00d7.csv     \n",
            "  inflating: test/seg_836aac.csv     \n",
            "  inflating: test/seg_411225.csv     \n",
            "  inflating: test/seg_8a6b0e.csv     \n",
            "  inflating: test/seg_49b0cb.csv     \n",
            "  inflating: test/seg_c2a0c8.csv     \n",
            "  inflating: test/seg_957ece.csv     \n",
            "  inflating: test/seg_9fe8b9.csv     \n",
            "  inflating: test/seg_dcbe02.csv     \n",
            "  inflating: test/seg_1bd38e.csv     \n",
            "  inflating: test/seg_47a48f.csv     \n",
            "  inflating: test/seg_cf9a49.csv     \n",
            "  inflating: test/seg_5d333e.csv     \n",
            "  inflating: test/seg_4f5931.csv     \n",
            "  inflating: test/seg_99f76c.csv     \n",
            "  inflating: test/seg_6a4ad1.csv     \n",
            "  inflating: test/seg_115a92.csv     \n",
            "  inflating: test/seg_00030f.csv     \n",
            "  inflating: test/seg_fedbd1.csv     \n",
            "  inflating: test/seg_c3f8d7.csv     \n",
            "  inflating: test/seg_376908.csv     \n",
            "  inflating: test/seg_d4ea17.csv     \n",
            "  inflating: test/seg_f342a3.csv     \n",
            "  inflating: test/seg_f6cfd4.csv     \n",
            "  inflating: test/seg_99ccbd.csv     \n",
            "  inflating: test/seg_c5dee4.csv     \n",
            "  inflating: test/seg_6cfb76.csv     \n",
            "  inflating: test/seg_8a3306.csv     \n",
            "  inflating: test/seg_db606c.csv     \n",
            "  inflating: test/seg_8200d2.csv     \n",
            "  inflating: test/seg_f6f523.csv     \n",
            "  inflating: test/seg_3e00cd.csv     \n",
            "  inflating: test/seg_950048.csv     \n",
            "  inflating: test/seg_fb1f5c.csv     \n",
            "  inflating: test/seg_946d71.csv     \n",
            "  inflating: test/seg_bca500.csv     \n",
            "  inflating: test/seg_3e55d5.csv     \n",
            "  inflating: test/seg_2e64af.csv     \n",
            "  inflating: test/seg_c42490.csv     \n",
            "  inflating: test/seg_295b1c.csv     \n",
            "  inflating: test/seg_8b39c4.csv     \n",
            "  inflating: test/seg_3d6aac.csv     \n",
            "  inflating: test/seg_8826f4.csv     \n",
            "  inflating: test/seg_6f650f.csv     \n",
            "  inflating: test/seg_1a0e94.csv     \n",
            "  inflating: test/seg_0b32f7.csv     \n",
            "  inflating: test/seg_7a5243.csv     \n",
            "  inflating: test/seg_552b8e.csv     \n",
            "  inflating: test/seg_c627fc.csv     \n",
            "  inflating: test/seg_2ece02.csv     \n",
            "  inflating: test/seg_ebe36c.csv     \n",
            "  inflating: test/seg_b6254c.csv     \n",
            "  inflating: test/seg_74dda9.csv     \n",
            "  inflating: test/seg_b3d886.csv     \n",
            "  inflating: test/seg_a39f3b.csv     \n",
            "  inflating: test/seg_77dbe7.csv     \n",
            "  inflating: test/seg_ab644e.csv     \n",
            "  inflating: test/seg_99f677.csv     \n",
            "  inflating: test/seg_4ca6de.csv     \n",
            "  inflating: test/seg_30501b.csv     \n",
            "  inflating: test/seg_5cfdc4.csv     \n",
            "  inflating: test/seg_2b372b.csv     \n",
            "  inflating: test/seg_0144cb.csv     \n",
            "  inflating: test/seg_25c8dc.csv     \n",
            "  inflating: test/seg_39a886.csv     \n",
            "  inflating: test/seg_750244.csv     \n",
            "  inflating: test/seg_9d57a1.csv     \n",
            "  inflating: test/seg_beb650.csv     \n",
            "  inflating: test/seg_5c9077.csv     \n",
            "  inflating: test/seg_247262.csv     \n",
            "  inflating: test/seg_a2fd8b.csv     \n",
            "  inflating: test/seg_0620e6.csv     \n",
            "  inflating: test/seg_76f76d.csv     \n",
            "  inflating: test/seg_e86f77.csv     \n",
            "  inflating: test/seg_9a74d8.csv     \n",
            "  inflating: test/seg_1eae76.csv     \n",
            "  inflating: test/seg_aba501.csv     \n",
            "  inflating: test/seg_6de935.csv     \n",
            "  inflating: test/seg_ff2f2d.csv     \n",
            "  inflating: test/seg_fbe3c2.csv     \n",
            "  inflating: test/seg_112b81.csv     \n",
            "  inflating: test/seg_4eeaef.csv     \n",
            "  inflating: test/seg_fde767.csv     \n",
            "  inflating: test/seg_848695.csv     \n",
            "  inflating: test/seg_9d79d4.csv     \n",
            "  inflating: test/seg_750c93.csv     \n",
            "  inflating: test/seg_8353f5.csv     \n",
            "  inflating: test/seg_79e301.csv     \n",
            "  inflating: test/seg_1e677e.csv     \n",
            "  inflating: test/seg_e7d1f8.csv     \n",
            "  inflating: test/seg_9a7d1d.csv     \n",
            "  inflating: test/seg_0c8502.csv     \n",
            "  inflating: test/seg_f24292.csv     \n",
            "  inflating: test/seg_2a2f1e.csv     \n",
            "  inflating: test/seg_284923.csv     \n",
            "  inflating: test/seg_96dab2.csv     \n",
            "  inflating: test/seg_00f3b9.csv     \n",
            "  inflating: test/seg_70e891.csv     \n",
            "  inflating: test/seg_cb0e21.csv     \n",
            "  inflating: test/seg_da7c3b.csv     \n",
            "  inflating: test/seg_b197e2.csv     \n",
            "  inflating: test/seg_ca2d1b.csv     \n",
            "  inflating: test/seg_c58ca5.csv     \n",
            "  inflating: test/seg_c35940.csv     \n",
            "  inflating: test/seg_74d58a.csv     \n",
            "  inflating: test/seg_0dcc40.csv     \n",
            "  inflating: test/seg_c7a579.csv     \n",
            "  inflating: test/seg_fb76ca.csv     \n",
            "  inflating: test/seg_c9481f.csv     \n",
            "  inflating: test/seg_05a4ad.csv     \n",
            "  inflating: test/seg_0dc38f.csv     \n",
            "  inflating: test/seg_f95fd3.csv     \n",
            "  inflating: test/seg_8509db.csv     \n",
            "  inflating: test/seg_b66b87.csv     \n",
            "  inflating: test/seg_5f24d3.csv     \n",
            "  inflating: test/seg_1b2298.csv     \n",
            "  inflating: test/seg_b9619c.csv     \n",
            "  inflating: test/seg_bb171f.csv     \n",
            "  inflating: test/seg_b7eeb6.csv     \n",
            "  inflating: test/seg_122ba9.csv     \n",
            "  inflating: test/seg_6b0107.csv     \n",
            "  inflating: test/seg_f6c0cb.csv     \n",
            "  inflating: test/seg_518b1e.csv     \n",
            "  inflating: test/seg_64bcb9.csv     \n",
            "  inflating: test/seg_53d818.csv     \n",
            "  inflating: test/seg_ceab44.csv     \n",
            "  inflating: test/seg_6f9a98.csv     \n",
            "  inflating: test/seg_d21eb6.csv     \n",
            "  inflating: test/seg_2597af.csv     \n",
            "  inflating: test/seg_35c587.csv     \n",
            "  inflating: test/seg_9ad261.csv     \n",
            "  inflating: test/seg_339f80.csv     \n",
            "  inflating: test/seg_de3237.csv     \n",
            "  inflating: test/seg_407b2b.csv     \n",
            "  inflating: test/seg_a25c46.csv     \n",
            "  inflating: test/seg_c522f8.csv     \n",
            "  inflating: test/seg_cacd58.csv     \n",
            "  inflating: test/seg_ba3c47.csv     \n",
            "  inflating: test/seg_ecf81b.csv     \n",
            "  inflating: test/seg_441c6d.csv     \n",
            "  inflating: test/seg_abeca6.csv     \n",
            "  inflating: test/seg_fb4c26.csv     \n",
            "  inflating: test/seg_4d0c45.csv     \n",
            "  inflating: test/seg_9f12c6.csv     \n",
            "  inflating: test/seg_53a557.csv     \n",
            "  inflating: test/seg_ead30e.csv     \n",
            "  inflating: test/seg_bbb01e.csv     \n",
            "  inflating: test/seg_ce72e2.csv     \n",
            "  inflating: test/seg_4d0008.csv     \n",
            "  inflating: test/seg_762188.csv     \n",
            "  inflating: test/seg_967ae4.csv     \n",
            "  inflating: test/seg_82456a.csv     \n",
            "  inflating: test/seg_b02e31.csv     \n",
            "  inflating: test/seg_447b8b.csv     \n",
            "  inflating: test/seg_32e763.csv     \n",
            "  inflating: test/seg_60df2a.csv     \n",
            "  inflating: test/seg_263fb3.csv     \n",
            "  inflating: test/seg_b378bc.csv     \n",
            "  inflating: test/seg_ea8270.csv     \n",
            "  inflating: test/seg_e6c973.csv     \n",
            "  inflating: test/seg_8658b3.csv     \n",
            "  inflating: test/seg_e2209b.csv     \n",
            "  inflating: test/seg_468bc9.csv     \n",
            "  inflating: test/seg_85e90e.csv     \n",
            "  inflating: test/seg_72859b.csv     \n",
            "  inflating: test/seg_fcb7d0.csv     \n",
            "  inflating: test/seg_b686e5.csv     \n",
            "  inflating: test/seg_007a37.csv     \n",
            "  inflating: test/seg_f83d28.csv     \n",
            "  inflating: test/seg_8fb0d0.csv     \n",
            "  inflating: test/seg_aabc52.csv     \n",
            "  inflating: test/seg_fb74f0.csv     \n",
            "  inflating: test/seg_63d651.csv     \n",
            "  inflating: test/seg_03f380.csv     \n",
            "  inflating: test/seg_12b9ba.csv     \n",
            "  inflating: test/seg_cec2f2.csv     \n",
            "  inflating: test/seg_8324a4.csv     \n",
            "  inflating: test/seg_514543.csv     \n",
            "  inflating: test/seg_8a8375.csv     \n",
            "  inflating: test/seg_b6bdaa.csv     \n",
            "  inflating: test/seg_df8e0a.csv     \n",
            "  inflating: test/seg_b08e9d.csv     \n",
            "  inflating: test/seg_e85f55.csv     \n",
            "  inflating: test/seg_c8459f.csv     \n",
            "  inflating: test/seg_8d5113.csv     \n",
            "  inflating: test/seg_1f9aed.csv     \n",
            "  inflating: test/seg_e25aca.csv     \n",
            "  inflating: test/seg_efbf3e.csv     \n",
            "  inflating: test/seg_05bef4.csv     \n",
            "  inflating: test/seg_0c74cf.csv     \n",
            "  inflating: test/seg_db3a95.csv     \n",
            "  inflating: test/seg_2f8e19.csv     \n",
            "  inflating: test/seg_0e1370.csv     \n",
            "  inflating: test/seg_e64dfa.csv     \n",
            "  inflating: test/seg_383f2e.csv     \n",
            "  inflating: test/seg_b44c2e.csv     \n",
            "  inflating: test/seg_94ecad.csv     \n",
            "  inflating: test/seg_5e541f.csv     \n",
            "  inflating: test/seg_9c6715.csv     \n",
            "  inflating: test/seg_941759.csv     \n",
            "  inflating: test/seg_61f504.csv     \n",
            "  inflating: test/seg_c23429.csv     \n",
            "  inflating: test/seg_68a484.csv     \n",
            "  inflating: test/seg_cd2b34.csv     \n",
            "  inflating: test/seg_d29a4b.csv     \n",
            "  inflating: test/seg_af959f.csv     \n",
            "  inflating: test/seg_09f0ff.csv     \n",
            "  inflating: test/seg_e09301.csv     \n",
            "  inflating: test/seg_2fe382.csv     \n",
            "  inflating: test/seg_c146a8.csv     \n",
            "  inflating: test/seg_a2d47d.csv     \n",
            "  inflating: test/seg_aa7a4b.csv     \n",
            "  inflating: test/seg_9f22a0.csv     \n",
            "  inflating: test/seg_d328bb.csv     \n",
            "  inflating: test/seg_225320.csv     \n",
            "  inflating: test/seg_966f3d.csv     \n",
            "  inflating: test/seg_ff4236.csv     \n",
            "  inflating: test/seg_ab001b.csv     \n",
            "  inflating: test/seg_d0f262.csv     \n",
            "  inflating: test/seg_4b8044.csv     \n",
            "  inflating: test/seg_a5dea6.csv     \n",
            "  inflating: test/seg_1fe311.csv     \n",
            "  inflating: test/seg_94aa0a.csv     \n",
            "  inflating: test/seg_09dd59.csv     \n",
            "  inflating: test/seg_4ddddc.csv     \n",
            "  inflating: test/seg_e8ce6a.csv     \n",
            "  inflating: test/seg_e8ad6b.csv     \n",
            "  inflating: test/seg_4adeda.csv     \n",
            "  inflating: test/seg_34ef79.csv     \n",
            "  inflating: test/seg_3c3ddf.csv     \n",
            "  inflating: test/seg_62a403.csv     \n",
            "  inflating: test/seg_643f86.csv     \n",
            "  inflating: test/seg_709d08.csv     \n",
            "  inflating: test/seg_b20487.csv     \n",
            "  inflating: test/seg_90ef18.csv     \n",
            "  inflating: test/seg_c106ca.csv     \n",
            "  inflating: test/seg_5cd98b.csv     \n",
            "  inflating: test/seg_e1468f.csv     \n",
            "  inflating: test/seg_915b3e.csv     \n",
            "  inflating: test/seg_b0f9cd.csv     \n",
            "  inflating: test/seg_a2986f.csv     \n",
            "  inflating: test/seg_b4cb44.csv     \n",
            "  inflating: test/seg_c5c455.csv     \n",
            "  inflating: test/seg_7a9f2b.csv     \n",
            "  inflating: test/seg_ab15ad.csv     \n",
            "  inflating: test/seg_be811d.csv     \n",
            "  inflating: test/seg_f22163.csv     \n",
            "  inflating: test/seg_0a0fbb.csv     \n",
            "  inflating: test/seg_e3005e.csv     \n",
            "  inflating: test/seg_bce23c.csv     \n",
            "  inflating: test/seg_23bdf9.csv     \n",
            "  inflating: test/seg_ce00bb.csv     \n",
            "  inflating: test/seg_47fed6.csv     \n",
            "  inflating: test/seg_3788c5.csv     \n",
            "  inflating: test/seg_29c772.csv     \n",
            "  inflating: test/seg_75211e.csv     \n",
            "  inflating: test/seg_0c9aa8.csv     \n",
            "  inflating: test/seg_0981f3.csv     \n",
            "  inflating: test/seg_b80b89.csv     \n",
            "  inflating: test/seg_8ce632.csv     \n",
            "  inflating: test/seg_c5f986.csv     \n",
            "  inflating: test/seg_807901.csv     \n",
            "  inflating: test/seg_914a62.csv     \n",
            "  inflating: test/seg_d6b386.csv     \n",
            "  inflating: test/seg_288001.csv     \n",
            "  inflating: test/seg_d47aba.csv     \n",
            "  inflating: test/seg_4ad674.csv     \n",
            "  inflating: test/seg_bcc8f1.csv     \n",
            "  inflating: test/seg_75dc3e.csv     \n",
            "  inflating: test/seg_578e84.csv     \n",
            "  inflating: test/seg_e0f296.csv     \n",
            "  inflating: test/seg_d753f8.csv     \n",
            "  inflating: test/seg_ce5520.csv     \n",
            "  inflating: test/seg_660fe1.csv     \n",
            "  inflating: test/seg_9fd9b8.csv     \n",
            "  inflating: test/seg_4ad5a2.csv     \n",
            "  inflating: test/seg_2dfb91.csv     \n",
            "  inflating: test/seg_8ab3a7.csv     \n",
            "  inflating: test/seg_53498a.csv     \n",
            "  inflating: test/seg_a11dd5.csv     \n",
            "  inflating: test/seg_91596c.csv     \n",
            "  inflating: test/seg_6e12ae.csv     \n",
            "  inflating: test/seg_a16a1b.csv     \n",
            "  inflating: test/seg_ca88e3.csv     \n",
            "  inflating: test/seg_19e1ff.csv     \n",
            "  inflating: test/seg_ee2781.csv     \n",
            "  inflating: test/seg_dd699c.csv     \n",
            "  inflating: test/seg_27ff17.csv     \n",
            "  inflating: test/seg_25cca7.csv     \n",
            "  inflating: test/seg_038879.csv     \n",
            "  inflating: test/seg_ff79d9.csv     \n",
            "  inflating: test/seg_a88dde.csv     \n",
            "  inflating: test/seg_9bd388.csv     \n",
            "  inflating: test/seg_33c30d.csv     \n",
            "  inflating: test/seg_563059.csv     \n",
            "  inflating: test/seg_78db0a.csv     \n",
            "  inflating: test/seg_d07c62.csv     \n",
            "  inflating: test/seg_876904.csv     \n",
            "  inflating: test/seg_279725.csv     \n",
            "  inflating: test/seg_922990.csv     \n",
            "  inflating: test/seg_0536c9.csv     \n",
            "  inflating: test/seg_fcd32e.csv     \n",
            "  inflating: test/seg_836ef0.csv     \n",
            "  inflating: test/seg_b853c1.csv     \n",
            "  inflating: test/seg_26049e.csv     \n",
            "  inflating: test/seg_890181.csv     \n",
            "  inflating: test/seg_d356ab.csv     \n",
            "  inflating: test/seg_b9ad7f.csv     \n",
            "  inflating: test/seg_2099f4.csv     \n",
            "  inflating: test/seg_eefd4a.csv     \n",
            "  inflating: test/seg_9b0439.csv     \n",
            "  inflating: test/seg_a47cce.csv     \n",
            "  inflating: test/seg_0d833c.csv     \n",
            "  inflating: test/seg_a8685e.csv     \n",
            "  inflating: test/seg_4abc29.csv     \n",
            "  inflating: test/seg_c7b424.csv     \n",
            "  inflating: test/seg_121cba.csv     \n",
            "  inflating: test/seg_dcf242.csv     \n",
            "  inflating: test/seg_f7050a.csv     \n",
            "  inflating: test/seg_3506d6.csv     \n",
            "  inflating: test/seg_7eb108.csv     \n",
            "  inflating: test/seg_5cfba9.csv     \n",
            "  inflating: test/seg_ef660a.csv     \n",
            "  inflating: test/seg_b80358.csv     \n",
            "  inflating: test/seg_19b08e.csv     \n",
            "  inflating: test/seg_343571.csv     \n",
            "  inflating: test/seg_d4dec8.csv     \n",
            "  inflating: test/seg_0879a8.csv     \n",
            "  inflating: test/seg_ea05c1.csv     \n",
            "  inflating: test/seg_afa4a1.csv     \n",
            "  inflating: test/seg_75eb90.csv     \n",
            "  inflating: test/seg_5b392b.csv     \n",
            "  inflating: test/seg_5bfbf0.csv     \n",
            "  inflating: test/seg_cdadb5.csv     \n",
            "  inflating: test/seg_3151ff.csv     \n",
            "  inflating: test/seg_03d63e.csv     \n",
            "  inflating: test/seg_ddc800.csv     \n",
            "  inflating: test/seg_a489e1.csv     \n",
            "  inflating: test/seg_41be7d.csv     \n",
            "  inflating: test/seg_c703be.csv     \n",
            "  inflating: test/seg_2f60db.csv     \n",
            "  inflating: test/seg_004f1f.csv     \n",
            "  inflating: test/seg_cea185.csv     \n",
            "  inflating: test/seg_2a4551.csv     \n",
            "  inflating: test/seg_e72f10.csv     \n",
            "  inflating: test/seg_ba83da.csv     \n",
            "  inflating: test/seg_902bc1.csv     \n",
            "  inflating: test/seg_6dfab7.csv     \n",
            "  inflating: test/seg_b7da0a.csv     \n",
            "  inflating: test/seg_420bcc.csv     \n",
            "  inflating: test/seg_3ae4d9.csv     \n",
            "  inflating: test/seg_67599b.csv     \n",
            "  inflating: test/seg_5eb380.csv     \n",
            "  inflating: test/seg_a61e1c.csv     \n",
            "  inflating: test/seg_ba98dc.csv     \n",
            "  inflating: test/seg_76e914.csv     \n",
            "  inflating: test/seg_26edaa.csv     \n",
            "  inflating: test/seg_e37b8e.csv     \n",
            "  inflating: test/seg_cd699e.csv     \n",
            "  inflating: test/seg_95644e.csv     \n",
            "  inflating: test/seg_f6f683.csv     \n",
            "  inflating: test/seg_447cb3.csv     \n",
            "  inflating: test/seg_0e1fbe.csv     \n",
            "  inflating: test/seg_7c10c1.csv     \n",
            "  inflating: test/seg_cf1371.csv     \n",
            "  inflating: test/seg_f6abc5.csv     \n",
            "  inflating: test/seg_e6307f.csv     \n",
            "  inflating: test/seg_996c37.csv     \n",
            "  inflating: test/seg_3f3689.csv     \n",
            "  inflating: test/seg_92af10.csv     \n",
            "  inflating: test/seg_8fd465.csv     \n",
            "  inflating: test/seg_82d7b6.csv     \n",
            "  inflating: test/seg_24ba8d.csv     \n",
            "  inflating: test/seg_3d059a.csv     \n",
            "  inflating: test/seg_0e3739.csv     \n",
            "  inflating: test/seg_74fcfc.csv     \n",
            "  inflating: test/seg_6d6fad.csv     \n",
            "  inflating: test/seg_df99d4.csv     \n",
            "  inflating: test/seg_a69246.csv     \n",
            "  inflating: test/seg_5f0a92.csv     \n",
            "  inflating: test/seg_d68930.csv     \n",
            "  inflating: test/seg_d5f344.csv     \n",
            "  inflating: test/seg_c5c6ea.csv     \n",
            "  inflating: test/seg_f77ee5.csv     \n",
            "  inflating: test/seg_29acb7.csv     \n",
            "  inflating: test/seg_5c530f.csv     \n",
            "  inflating: test/seg_e3b1f1.csv     \n",
            "  inflating: test/seg_5090fa.csv     \n",
            "  inflating: test/seg_ba2c48.csv     \n",
            "  inflating: test/seg_a68007.csv     \n",
            "  inflating: test/seg_c87c24.csv     \n",
            "  inflating: test/seg_d2db6b.csv     \n",
            "  inflating: test/seg_55d50b.csv     \n",
            "  inflating: test/seg_8d4965.csv     \n",
            "  inflating: test/seg_509d55.csv     \n",
            "  inflating: test/seg_45838b.csv     \n",
            "  inflating: test/seg_25b38a.csv     \n",
            "  inflating: test/seg_90b174.csv     \n",
            "  inflating: test/seg_4729a7.csv     \n",
            "  inflating: test/seg_4a9e6b.csv     \n",
            "  inflating: test/seg_ed7741.csv     \n",
            "  inflating: test/seg_590fa5.csv     \n",
            "  inflating: test/seg_490092.csv     \n",
            "  inflating: test/seg_c472cf.csv     \n",
            "  inflating: test/seg_3a22ac.csv     \n",
            "  inflating: test/seg_6d35cd.csv     \n",
            "  inflating: test/seg_cf646e.csv     \n",
            "  inflating: test/seg_7d88e3.csv     \n",
            "  inflating: test/seg_f57ca1.csv     \n",
            "  inflating: test/seg_b41d3c.csv     \n",
            "  inflating: test/seg_7a09ec.csv     \n",
            "  inflating: test/seg_64be5d.csv     \n",
            "  inflating: test/seg_70fb30.csv     \n",
            "  inflating: test/seg_3b7724.csv     \n",
            "  inflating: test/seg_61b50d.csv     \n",
            "  inflating: test/seg_9dea8d.csv     \n",
            "  inflating: test/seg_0e3d44.csv     \n",
            "  inflating: test/seg_570d69.csv     \n",
            "  inflating: test/seg_ac68bb.csv     \n",
            "  inflating: test/seg_9b44d2.csv     \n",
            "  inflating: test/seg_e8b2b3.csv     \n",
            "  inflating: test/seg_414d0f.csv     \n",
            "  inflating: test/seg_54d0f3.csv     \n",
            "  inflating: test/seg_8681aa.csv     \n",
            "  inflating: test/seg_f5e682.csv     \n",
            "  inflating: test/seg_ea0091.csv     \n",
            "  inflating: test/seg_dc7e0d.csv     \n",
            "  inflating: test/seg_78addc.csv     \n",
            "  inflating: test/seg_3234ca.csv     \n",
            "  inflating: test/seg_025e78.csv     \n",
            "  inflating: test/seg_f5a4ee.csv     \n",
            "  inflating: test/seg_70991d.csv     \n",
            "  inflating: test/seg_9cb464.csv     \n",
            "  inflating: test/seg_32c904.csv     \n",
            "  inflating: test/seg_c21723.csv     \n",
            "  inflating: test/seg_268249.csv     \n",
            "  inflating: test/seg_529be4.csv     \n",
            "  inflating: test/seg_87232d.csv     \n",
            "  inflating: test/seg_68102c.csv     \n",
            "  inflating: test/seg_fd374e.csv     \n",
            "  inflating: test/seg_c0ea9f.csv     \n",
            "  inflating: test/seg_0e3ed2.csv     \n",
            "  inflating: test/seg_d146a6.csv     \n",
            "  inflating: test/seg_d6b546.csv     \n",
            "  inflating: test/seg_738be6.csv     \n",
            "  inflating: test/seg_137f8a.csv     \n",
            "  inflating: test/seg_e7ced6.csv     \n",
            "  inflating: test/seg_3fb24b.csv     \n",
            "  inflating: test/seg_c3836b.csv     \n",
            "  inflating: test/seg_a9a820.csv     \n",
            "  inflating: test/seg_92a5f1.csv     \n",
            "  inflating: test/seg_5fe414.csv     \n",
            "  inflating: test/seg_c6b514.csv     \n",
            "  inflating: test/seg_d6ea73.csv     \n",
            "  inflating: test/seg_bd629b.csv     \n",
            "  inflating: test/seg_f2ae5e.csv     \n",
            "  inflating: test/seg_cf25d2.csv     \n",
            "  inflating: test/seg_16a270.csv     \n",
            "  inflating: test/seg_d37b05.csv     \n",
            "  inflating: test/seg_486973.csv     \n",
            "  inflating: test/seg_59de0b.csv     \n",
            "  inflating: test/seg_89b090.csv     \n",
            "  inflating: test/seg_6c309f.csv     \n",
            "  inflating: test/seg_cd43b4.csv     \n",
            "  inflating: test/seg_581fac.csv     \n",
            "  inflating: test/seg_98f624.csv     \n",
            "  inflating: test/seg_9a8a1f.csv     \n",
            "  inflating: test/seg_e92526.csv     \n",
            "  inflating: test/seg_4185b3.csv     \n",
            "  inflating: test/seg_812962.csv     \n",
            "  inflating: test/seg_5f355e.csv     \n",
            "  inflating: test/seg_f322b1.csv     \n",
            "  inflating: test/seg_a0979e.csv     \n",
            "  inflating: test/seg_0dae4b.csv     \n",
            "  inflating: test/seg_0a97c4.csv     \n",
            "  inflating: test/seg_af6204.csv     \n",
            "  inflating: test/seg_fb00b3.csv     \n",
            "  inflating: test/seg_9ddc99.csv     \n",
            "  inflating: test/seg_655ad6.csv     \n",
            "  inflating: test/seg_63c8e4.csv     \n",
            "  inflating: test/seg_e8bcde.csv     \n",
            "  inflating: test/seg_b13220.csv     \n",
            "  inflating: test/seg_e5e238.csv     \n",
            "  inflating: test/seg_b5a447.csv     \n",
            "  inflating: test/seg_8a8220.csv     \n",
            "  inflating: test/seg_a80123.csv     \n",
            "  inflating: test/seg_10c09d.csv     \n",
            "  inflating: test/seg_016913.csv     \n",
            "  inflating: test/seg_361f5a.csv     \n",
            "  inflating: test/seg_ca44a8.csv     \n",
            "  inflating: test/seg_cd2b53.csv     \n",
            "  inflating: test/seg_95b321.csv     \n",
            "  inflating: test/seg_d320f5.csv     \n",
            "  inflating: test/seg_fe73b1.csv     \n",
            "  inflating: test/seg_d3bb14.csv     \n",
            "  inflating: test/seg_9f6315.csv     \n",
            "  inflating: test/seg_75ffc9.csv     \n",
            "  inflating: test/seg_9e8323.csv     \n",
            "  inflating: test/seg_48a4b3.csv     \n",
            "  inflating: test/seg_2774c4.csv     \n",
            "  inflating: test/seg_d32f71.csv     \n",
            "  inflating: test/seg_857304.csv     \n",
            "  inflating: test/seg_4fa87d.csv     \n",
            "  inflating: test/seg_010eab.csv     \n",
            "  inflating: test/seg_41ab7e.csv     \n",
            "  inflating: test/seg_184222.csv     \n",
            "  inflating: test/seg_864fcf.csv     \n",
            "  inflating: test/seg_96642e.csv     \n",
            "  inflating: test/seg_9aa6e2.csv     \n",
            "  inflating: test/seg_cf3825.csv     \n",
            "  inflating: test/seg_ada81a.csv     \n",
            "  inflating: test/seg_80211c.csv     \n",
            "  inflating: test/seg_17067e.csv     \n",
            "  inflating: test/seg_de98fa.csv     \n",
            "  inflating: test/seg_7b5f90.csv     \n",
            "  inflating: test/seg_304581.csv     \n",
            "  inflating: test/seg_d83890.csv     \n",
            "  inflating: test/seg_5470ca.csv     \n",
            "  inflating: test/seg_037461.csv     \n",
            "  inflating: test/seg_30ad2a.csv     \n",
            "  inflating: test/seg_31631c.csv     \n",
            "  inflating: test/seg_55239a.csv     \n",
            "  inflating: test/seg_3f99c8.csv     \n",
            "  inflating: test/seg_046c28.csv     \n",
            "  inflating: test/seg_51b68c.csv     \n",
            "  inflating: test/seg_6968c8.csv     \n",
            "  inflating: test/seg_1c401b.csv     \n",
            "  inflating: test/seg_e0ce38.csv     \n",
            "  inflating: test/seg_8fb828.csv     \n",
            "  inflating: test/seg_c9831a.csv     \n",
            "  inflating: test/seg_3cfb73.csv     \n",
            "  inflating: test/seg_0cf651.csv     \n",
            "  inflating: test/seg_b51380.csv     \n",
            "  inflating: test/seg_ba941e.csv     \n",
            "  inflating: test/seg_57b6c0.csv     \n",
            "  inflating: test/seg_944c98.csv     \n",
            "  inflating: test/seg_8bde47.csv     \n",
            "  inflating: test/seg_af2472.csv     \n",
            "  inflating: test/seg_10a595.csv     \n",
            "  inflating: test/seg_9b7f93.csv     \n",
            "  inflating: test/seg_7cef95.csv     \n",
            "  inflating: test/seg_1d11e5.csv     \n",
            "  inflating: test/seg_f48363.csv     \n",
            "  inflating: test/seg_293dbf.csv     \n",
            "  inflating: test/seg_a68ffb.csv     \n",
            "  inflating: test/seg_31b808.csv     \n",
            "  inflating: test/seg_dad4f2.csv     \n",
            "  inflating: test/seg_65ef95.csv     \n",
            "  inflating: test/seg_e60719.csv     \n",
            "  inflating: test/seg_31a51f.csv     \n",
            "  inflating: test/seg_945bc8.csv     \n",
            "  inflating: test/seg_9d7490.csv     \n",
            "  inflating: test/seg_05f9d6.csv     \n",
            "  inflating: test/seg_bf4bf2.csv     \n",
            "  inflating: test/seg_60ab20.csv     \n",
            "  inflating: test/seg_827804.csv     \n",
            "  inflating: test/seg_816b7a.csv     \n",
            "  inflating: test/seg_146926.csv     \n",
            "  inflating: test/seg_766e42.csv     \n",
            "  inflating: test/seg_218049.csv     \n",
            "  inflating: test/seg_f30f0c.csv     \n",
            "  inflating: test/seg_8dcf3c.csv     \n",
            "  inflating: test/seg_2e71dd.csv     \n",
            "  inflating: test/seg_32d747.csv     \n",
            "  inflating: test/seg_e197b8.csv     \n",
            "  inflating: test/seg_d7f53a.csv     \n",
            "  inflating: test/seg_32f3a9.csv     \n",
            "  inflating: test/seg_3a8a76.csv     \n",
            "  inflating: test/seg_017314.csv     \n",
            "  inflating: test/seg_929ded.csv     \n",
            "  inflating: test/seg_1f3d44.csv     \n",
            "  inflating: test/seg_f6a217.csv     \n",
            "  inflating: test/seg_9d68cf.csv     \n",
            "  inflating: test/seg_d36055.csv     \n",
            "  inflating: test/seg_03d680.csv     \n",
            "  inflating: test/seg_f66db1.csv     \n",
            "  inflating: test/seg_2ea616.csv     \n",
            "  inflating: test/seg_655780.csv     \n",
            "  inflating: test/seg_dceeca.csv     \n",
            "  inflating: test/seg_461ab5.csv     \n",
            "  inflating: test/seg_62331a.csv     \n",
            "  inflating: test/seg_6da1ff.csv     \n",
            "  inflating: test/seg_93d864.csv     \n",
            "  inflating: test/seg_4b4c91.csv     \n",
            "  inflating: test/seg_495573.csv     \n",
            "  inflating: test/seg_a31d6e.csv     \n",
            "  inflating: test/seg_a14212.csv     \n",
            "  inflating: test/seg_f7290f.csv     \n",
            "  inflating: test/seg_9f7542.csv     \n",
            "  inflating: test/seg_9ca72e.csv     \n",
            "  inflating: test/seg_05b66a.csv     \n",
            "  inflating: test/seg_f618a8.csv     \n",
            "  inflating: test/seg_161aeb.csv     \n",
            "  inflating: test/seg_922914.csv     \n",
            "  inflating: test/seg_44d3ca.csv     \n",
            "  inflating: test/seg_ef644a.csv     \n",
            "  inflating: test/seg_4fd191.csv     \n",
            "  inflating: test/seg_ed52ac.csv     \n",
            "  inflating: test/seg_04ee93.csv     \n",
            "  inflating: test/seg_7fd3a3.csv     \n",
            "  inflating: test/seg_3a1600.csv     \n",
            "  inflating: test/seg_f67ce2.csv     \n",
            "  inflating: test/seg_4a719c.csv     \n",
            "  inflating: test/seg_268625.csv     \n",
            "  inflating: test/seg_ef24bd.csv     \n",
            "  inflating: test/seg_6ac67a.csv     \n",
            "  inflating: test/seg_a05c22.csv     \n",
            "  inflating: test/seg_53103b.csv     \n",
            "  inflating: test/seg_adf986.csv     \n",
            "  inflating: test/seg_c588c1.csv     \n",
            "  inflating: test/seg_3c64fb.csv     \n",
            "  inflating: test/seg_d86eb6.csv     \n",
            "  inflating: test/seg_762be4.csv     \n",
            "  inflating: test/seg_31c0f4.csv     \n",
            "  inflating: test/seg_620ee4.csv     \n",
            "  inflating: test/seg_c4af54.csv     \n",
            "  inflating: test/seg_0d663a.csv     \n",
            "  inflating: test/seg_39ad50.csv     \n",
            "  inflating: test/seg_f30b2f.csv     \n",
            "  inflating: test/seg_32906d.csv     \n",
            "  inflating: test/seg_a7e49b.csv     \n",
            "  inflating: test/seg_d88da7.csv     \n",
            "  inflating: test/seg_79dc90.csv     \n",
            "  inflating: test/seg_750d20.csv     \n",
            "  inflating: test/seg_229eda.csv     \n",
            "  inflating: test/seg_2b6d52.csv     \n",
            "  inflating: test/seg_c81e10.csv     \n",
            "  inflating: test/seg_3a80c5.csv     \n",
            "  inflating: test/seg_ba1d68.csv     \n",
            "  inflating: test/seg_87e4e8.csv     \n",
            "  inflating: test/seg_fb9b2e.csv     \n",
            "  inflating: test/seg_45e7ad.csv     \n",
            "  inflating: test/seg_c23641.csv     \n",
            "  inflating: test/seg_0d540e.csv     \n",
            "  inflating: test/seg_bfdd14.csv     \n",
            "  inflating: test/seg_abb03a.csv     \n",
            "  inflating: test/seg_103b32.csv     \n",
            "  inflating: test/seg_cee7d0.csv     \n",
            "  inflating: test/seg_ed7dee.csv     \n",
            "  inflating: test/seg_ad591c.csv     \n",
            "  inflating: test/seg_31064b.csv     \n",
            "  inflating: test/seg_079e34.csv     \n",
            "  inflating: test/seg_e40d64.csv     \n",
            "  inflating: test/seg_52636c.csv     \n",
            "  inflating: test/seg_ce46ba.csv     \n",
            "  inflating: test/seg_461b63.csv     \n",
            "  inflating: test/seg_31ddc5.csv     \n",
            "  inflating: test/seg_f4d644.csv     \n",
            "  inflating: test/seg_fc57d4.csv     \n",
            "  inflating: test/seg_3706be.csv     \n",
            "  inflating: test/seg_a4ad7c.csv     \n",
            "  inflating: test/seg_7120ac.csv     \n",
            "  inflating: test/seg_4b953a.csv     \n",
            "  inflating: test/seg_1abcaf.csv     \n",
            "  inflating: test/seg_280e3b.csv     \n",
            "  inflating: test/seg_ffe7cc.csv     \n",
            "  inflating: test/seg_a49ccc.csv     \n",
            "  inflating: test/seg_634180.csv     \n",
            "  inflating: test/seg_1b1ad8.csv     \n",
            "  inflating: test/seg_4c18e2.csv     \n",
            "  inflating: test/seg_b58542.csv     \n",
            "  inflating: test/seg_c6f0a2.csv     \n",
            "  inflating: test/seg_8344ee.csv     \n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "DDPzzsIwJXOW",
        "colab_type": "text"
      },
      "source": [
        "# Data Analysis:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8exO4majJbaM",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "train_df = pd.read_csv('train.csv', nrows = 6000000, dtype={'acoustic_data': np.int16, 'time_to_failure': np.float32})"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "o-MXYsEFLA7Y",
        "colab_type": "code",
        "outputId": "b4f02b67-746c-4e2a-c3d7-3c2c3b6ae17d",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204
        }
      },
      "source": [
        "train_df.head()"
      ],
      "execution_count": 13,
      "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>acoustic_data</th>\n",
              "      <th>time_to_failure</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>12</td>\n",
              "      <td>1.4691</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>6</td>\n",
              "      <td>1.4691</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>8</td>\n",
              "      <td>1.4691</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>5</td>\n",
              "      <td>1.4691</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>8</td>\n",
              "      <td>1.4691</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   acoustic_data  time_to_failure\n",
              "0             12           1.4691\n",
              "1              6           1.4691\n",
              "2              8           1.4691\n",
              "3              5           1.4691\n",
              "4              8           1.4691"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PmVkUSCLMg1_",
        "colab_type": "code",
        "outputId": "14847360-263a-4a56-8cad-8766dba88860",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 486
        }
      },
      "source": [
        "train_ad_sample = train_df['acoustic_data'].values[::100] # :: means skip by 100\n",
        "train_ttf_sample = train_df['time_to_failure'].values[::100]\n",
        "\n",
        "# twinx() - share same X-axis but with diff scales\n",
        "\n",
        "fig, ax1 = plt.subplots(figsize=(12, 8))\n",
        "\n",
        "plt.plot(train_ad_sample, color='r')\n",
        "ax1.set_ylabel('acoustic data', color='r')\n",
        "plt.legend(['acoustic data'], loc=(0.01, 0.95))\n",
        "\n",
        "ax2 = ax1.twinx()\n",
        "\n",
        "plt.plot(train_ttf_sample, color='b')\n",
        "ax2.set_ylabel('time to failure', color='b')\n",
        "plt.legend(['time to failure'], loc=(0.01, 0.9))\n",
        "\n",
        "plt.grid(True)\n"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAwQAAAHVCAYAAABPBjxBAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAANYxAAAAAANQwAgEAAABQw/4fpgzSR3x7Rm8AAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 864x576 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "SsfDm8jteNxe",
        "colab_type": "text"
      },
      "source": [
        "# Feature Engineering:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2fJlFF-wMs3j",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def gen_features(X):\n",
        "    strain = []\n",
        "    #strain.append(X.mean())\n",
        "    strain.append(X.std())\n",
        "    strain.append(X.min())\n",
        "    strain.append(X.max())\n",
        "    #strain.append(X.kurtosis())\n",
        "    #strain.append(X.skew())\n",
        "    #strain.append(np.quantile(X,0.01))\n",
        "    #strain.append(np.quantile(X,0.05))\n",
        "    #strain.append(np.quantile(X,0.95))\n",
        "    #strain.append(np.quantile(X,0.99))\n",
        "    #strain.append(np.abs(X).min())\n",
        "    strain.append(np.abs(X).max())\n",
        "    #strain.append(np.abs(X).mean())\n",
        "    strain.append(np.abs(X).std())\n",
        "    return pd.Series(strain)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "mXcvBOzEtuat",
        "colab_type": "text"
      },
      "source": [
        "# Prepare Training Data:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GT9vkkJWNeWv",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "train = pd.read_csv('train.csv', iterator = True, chunksize = 150000,\n",
        "                    dtype = {'acoustic_data': np.int16, 'time_to_failure': np.float64})  #Returns TextFileReader object for Iteration\n",
        "X_train = pd.DataFrame()\n",
        "y_train = pd.Series()\n",
        "\n",
        "\n",
        "for df in train:\n",
        "  ch = gen_features(df['acoustic_data'])\n",
        "  X_train = X_train.append(ch, ignore_index=True)\n",
        "  y_train = y_train.append(pd.Series(df['time_to_failure'].values[-1]))"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6b6GpEXUxGZ7",
        "colab_type": "code",
        "outputId": "116e9edb-688d-4420-e2f0-f71cec31224e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 297
        }
      },
      "source": [
        "X_train.describe()"
      ],
      "execution_count": 66,
      "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>0</th>\n",
              "      <th>1</th>\n",
              "      <th>2</th>\n",
              "      <th>3</th>\n",
              "      <th>4</th>\n",
              "      <th>5</th>\n",
              "      <th>6</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>4195.000000</td>\n",
              "      <td>4195.000000</td>\n",
              "      <td>4195.000000</td>\n",
              "      <td>4195.000000</td>\n",
              "      <td>4195.000000</td>\n",
              "      <td>4195.000000</td>\n",
              "      <td>4195.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>6.547788</td>\n",
              "      <td>-149.190942</td>\n",
              "      <td>163.522288</td>\n",
              "      <td>68.297997</td>\n",
              "      <td>0.125830</td>\n",
              "      <td>170.046246</td>\n",
              "      <td>5.750165</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>8.503939</td>\n",
              "      <td>265.087984</td>\n",
              "      <td>272.930331</td>\n",
              "      <td>70.532565</td>\n",
              "      <td>0.477901</td>\n",
              "      <td>296.887015</td>\n",
              "      <td>8.339211</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>2.802720</td>\n",
              "      <td>-5515.000000</td>\n",
              "      <td>23.000000</td>\n",
              "      <td>0.648602</td>\n",
              "      <td>-4.091826</td>\n",
              "      <td>23.000000</td>\n",
              "      <td>2.589085</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>4.478637</td>\n",
              "      <td>-154.000000</td>\n",
              "      <td>92.000000</td>\n",
              "      <td>28.090227</td>\n",
              "      <td>-0.040779</td>\n",
              "      <td>94.000000</td>\n",
              "      <td>3.862810</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>5.618798</td>\n",
              "      <td>-111.000000</td>\n",
              "      <td>123.000000</td>\n",
              "      <td>45.816625</td>\n",
              "      <td>0.085620</td>\n",
              "      <td>127.000000</td>\n",
              "      <td>4.781513</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>6.880904</td>\n",
              "      <td>-79.000000</td>\n",
              "      <td>170.000000</td>\n",
              "      <td>78.664202</td>\n",
              "      <td>0.253930</td>\n",
              "      <td>175.000000</td>\n",
              "      <td>5.887947</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>153.703569</td>\n",
              "      <td>-15.000000</td>\n",
              "      <td>5444.000000</td>\n",
              "      <td>631.158927</td>\n",
              "      <td>4.219429</td>\n",
              "      <td>5515.000000</td>\n",
              "      <td>150.432368</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                 0            1  ...            5            6\n",
              "count  4195.000000  4195.000000  ...  4195.000000  4195.000000\n",
              "mean      6.547788  -149.190942  ...   170.046246     5.750165\n",
              "std       8.503939   265.087984  ...   296.887015     8.339211\n",
              "min       2.802720 -5515.000000  ...    23.000000     2.589085\n",
              "25%       4.478637  -154.000000  ...    94.000000     3.862810\n",
              "50%       5.618798  -111.000000  ...   127.000000     4.781513\n",
              "75%       6.880904   -79.000000  ...   175.000000     5.887947\n",
              "max     153.703569   -15.000000  ...  5515.000000   150.432368\n",
              "\n",
              "[8 rows x 7 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 66
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vy1X9KPOOUM9",
        "colab_type": "code",
        "outputId": "3944f6ac-7585-427d-b553-d1ee5a44884f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 170
        }
      },
      "source": [
        "y_train.describe()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "count    4195.000000\n",
              "mean        5.683670\n",
              "std         3.673246\n",
              "min         0.006398\n",
              "25%         2.635348\n",
              "50%         5.358796\n",
              "75%         8.177500\n",
              "max        16.103196\n",
              "dtype: float64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Igs3HBKuUUqB",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# scaling\n",
        "from sklearn.preprocessing import StandardScaler\n",
        "scaler = StandardScaler()\n",
        "scaler.fit(X_train) # compute the mean and standard deviation to be used for later scaling\n",
        "X_train_scaled = scaler.transform(X_train)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "SeUsb7XZddbG",
        "colab_type": "text"
      },
      "source": [
        "# Training Time:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "f280zOdGmb2e",
        "colab_type": "code",
        "outputId": "df8bf9c5-64c0-40a0-eeaa-ec47ea1e865c",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 68
        }
      },
      "source": [
        "#random forest\n",
        "\n",
        "rand_forest = RandomForestRegressor(n_estimators=100, criterion='mae', oob_score=True, n_jobs=-1)\n",
        "start_time = time.time()\n",
        "rand_forest.fit(X_train_scaled, y_train.values.flatten())\n",
        "print(\"Training Time:\", time.time()-start_time)\n",
        "print('Training Score:', rand_forest.score(X_train_scaled, y_train.values.flatten()))\n",
        "rand_forest.oob_score_"
      ],
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Time taken to train: 18.366427421569824\n",
            "Training Score: 0.9023306097998793\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.3216271511096993"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4x1qNTdhTZ-Y",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "50c58c48-f260-488e-b5aa-eef32ece999a"
      },
      "source": [
        "rand_forest.feature_importances_"
      ],
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([0.43445577, 0.15563784, 0.115902  , 0.10873592, 0.18526847])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "AcbTbRf9UxlE",
        "colab_type": "code",
        "outputId": "64b4b8ef-5b04-4cc5-8afc-97d3ec8ffbfe",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        }
      },
      "source": [
        "#svm\n",
        "\n",
        "svr = SVR(kernel = 'rbf', tol = 0.01, C= 2, gamma=0.02)\n",
        "start_time = time.time()\n",
        "svr.fit(X_train_scaled, y_train.values.flatten())\n",
        "print(\"Training Time:\", time.time()-start_time)\n",
        "print('Training Score:', svr.score(X_train_scaled, y_train.values.flatten()))"
      ],
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Training Time: 1.2411623001098633\n",
            "Training Score: 0.3044303767636421\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "LaPvXW5cv2zj",
        "colab_type": "code",
        "outputId": "644ceb43-cd4f-4302-cc51-5f121eca1dc6",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        }
      },
      "source": [
        "#catboost\n",
        "\n",
        "pool = Pool(X_train, y_train)\n",
        "cat_boost = CatBoostRegressor(loss_function='MAE', boosting_type='Ordered') # iterations=no. of trees\n",
        "start_time = time.time()\n",
        "cat_boost.fit(pool, silent=True) # don't show training | verbose\n",
        "print(\"Time taken to train:\", time.time()-start_time)\n",
        "cat_boost.best_score_"
      ],
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Time taken to train: 11.08417272567749\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'learn': {'MAE': 2.201713625760207}}"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 20
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "YRoqM98qH_Kg",
        "colab_type": "text"
      },
      "source": [
        "## Using LSTM:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WurbCv8XauQA",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "train_tfread = pd.read_csv('train.csv', iterator = True, chunksize = 150000, nrows = 6000000,\n",
        "                       dtype = {'acoustic_data': np.int16, 'time_to_failure': np.float32})\n",
        "X_train_seq = []\n",
        "y_train_seq = []\n",
        "for df in train_tfread:\n",
        "  X_train_seq.append(df['acoustic_data'].to_numpy().reshape(-1,1))\n",
        "  y_train_seq.append(df['time_to_failure'].values[-1])"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qCTO01V6a8WN",
        "colab_type": "code",
        "outputId": "b4d1d53a-7533-48b6-c962-da5fe88d7469",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "X_train_seq = np.array(X_train_seq)\n",
        "y_train_seq = np.array(y_train_seq)\n",
        "X_train_seq.shape[1:]"
      ],
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(150000, 1)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 30
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "VIKIY0NuVoeu",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import tensorflow as tf\n",
        "from tensorflow.keras.models import Sequential\n",
        "from tensorflow.keras.layers import Dense, LSTM, Dropout, BatchNormalization"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3X2ZFHHCb0A1",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "rnn = Sequential()\n",
        "\n",
        "rnn.add(LSTM(2, input_shape=X_train_seq.shape[1:], return_sequences=True))\n",
        "rnn.add(Dropout(rate=0.2))\n",
        "rnn.add(BatchNormalization())\n",
        "\n",
        "#rnn.add(LSTM(150, input_shape=X_train_seq.shape[1:], return_sequences=True))\n",
        "#rnn.add(Dropout(rate=0.2))\n",
        "#rnn.add(BatchNormalization())\n",
        "\n",
        "rnn.add(LSTM(2, input_shape=X_train_seq.shape[1:]))\n",
        "rnn.add(Dropout(rate=0.2))\n",
        "rnn.add(BatchNormalization())\n",
        "\n",
        "rnn.add(Dense(1, activation='elu'))\n",
        "rnn.add(Dropout(rate=0.2))\n",
        "\n",
        "rnn.add(Dense(1))\n"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "YZIypCJBdSuK",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "opt = tf.keras.optimizers.Adam(lr=0.001, decay=1e-6)\n",
        "rnn.compile(loss='mean_absolute_error', optimizer=opt, metrics=['mae'])"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MIS4Hf9lu74-",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 442
        },
        "outputId": "af58f496-075d-4256-c703-1a1f38fce00e"
      },
      "source": [
        "rnn.summary()"
      ],
      "execution_count": 32,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "lstm_4 (LSTM)                (None, 150000, 2)         32        \n",
            "_________________________________________________________________\n",
            "dropout_6 (Dropout)          (None, 150000, 2)         0         \n",
            "_________________________________________________________________\n",
            "batch_normalization_v1_4 (Ba (None, 150000, 2)         8         \n",
            "_________________________________________________________________\n",
            "lstm_5 (LSTM)                (None, 2)                 40        \n",
            "_________________________________________________________________\n",
            "dropout_7 (Dropout)          (None, 2)                 0         \n",
            "_________________________________________________________________\n",
            "batch_normalization_v1_5 (Ba (None, 2)                 8         \n",
            "_________________________________________________________________\n",
            "dense_4 (Dense)              (None, 1)                 3         \n",
            "_________________________________________________________________\n",
            "dropout_8 (Dropout)          (None, 1)                 0         \n",
            "_________________________________________________________________\n",
            "dense_5 (Dense)              (None, 1)                 2         \n",
            "=================================================================\n",
            "Total params: 93\n",
            "Trainable params: 85\n",
            "Non-trainable params: 8\n",
            "_________________________________________________________________\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MI5MF0ZhuMDB",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 102
        },
        "outputId": "6c8ff46d-af04-4fab-d446-75bfd43042ec"
      },
      "source": [
        "time1 = time.time()\n",
        "rnn.fit(X_train_seq, y_train_seq, epochs=2, batch_size=4)\n",
        "print(\"Training Time:\", time.time()-time1)"
      ],
      "execution_count": 33,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Epoch 1/2\n",
            "40/40 [==============================] - 1151s 29s/sample - loss: 2.2647 - mean_absolute_error: 2.2647\n",
            "Epoch 2/2\n",
            "40/40 [==============================] - 1154s 29s/sample - loss: 2.3906 - mean_absolute_error: 2.3906\n",
            "Training Time: 2309.2217054367065\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "cq7oyrqzIeG8",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "X_test_seq = []\n",
        "\n",
        "for file in os.listdir('test'):\n",
        "  data = pd.read_csv(os.path.join('test', file), dtype = {'acoustic_data': np.int16})\n",
        "  X_test_seq.append(data['acoustic_data'].to_numpy().reshape(-1,1))"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3WT0v0bNInLS",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# This takes more than 45 min\n",
        "#X_pred_rnn = rnn.predict(np.array(X_test_seq))"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NGqy3XusIt5S",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 170
        },
        "outputId": "994b605e-c91c-4cce-844a-506dd9eaa730"
      },
      "source": [
        "pd.Series(X_pred_rnn[0]).describe()"
      ],
      "execution_count": 129,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "count    1.000000\n",
              "mean     0.199942\n",
              "std           NaN\n",
              "min      0.199942\n",
              "25%      0.199942\n",
              "50%      0.199942\n",
              "75%      0.199942\n",
              "max      0.199942\n",
              "dtype: float64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 129
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "IwEWkrhNI0es",
        "colab_type": "text"
      },
      "source": [
        "**RNN didn't work out**"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "pmqoZMhbtYxe",
        "colab_type": "text"
      },
      "source": [
        "## Best Model:"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4oOkdteGt1OU",
        "colab_type": "text"
      },
      "source": [
        "Among all the models, R`andomForest` and `SVR` models were the best.<br>\n",
        "Lets evaluate them on test data.<br>\n",
        "Training LSTM network using sequence of 150000 also didn't work out. It was very time consuming to train and even the MAE was large.<br>\n",
        "Although Rnadomforest and SVR are trained using best possible parameter values, you can fine-tune further. Or you can try other algorithms you know which can do better on this kind of dataset."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "DwOLjfvfxq7D",
        "colab_type": "text"
      },
      "source": [
        "# Evaluate Models:"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "6LM4uMV9t2x3",
        "colab_type": "text"
      },
      "source": [
        "## Process test data:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PVtsoO37n7Ix",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "X_test = pd.DataFrame()\n",
        "seg_ids = pd.Series()\n",
        "\n",
        "for file in os.listdir('test'):\n",
        "  data = pd.read_csv(os.path.join('test', file), dtype = {'acoustic_data': np.int16})\n",
        "  data_fet = gen_features(data['acoustic_data'])\n",
        "  X_test = X_test.append(data_fet, ignore_index=True)\n",
        "  seg_ids = seg_ids.append(pd.Series(os.path.splitext(file)[0]))"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "O7LKnWjFgxPz",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "X_test_scaled = scaler.transform(X_test)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "fpiLQEsFJnE_",
        "colab_type": "text"
      },
      "source": [
        "## Make Predictions:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jqLNHaNSJvNp",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "forest_pred = rand_forest.predict(X_test_scaled)\n",
        "svr_pred = svr.predict(X_test_scaled)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3tOT5bBV--Ki",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        },
        "outputId": "a00bb793-2804-45e7-81cf-982269a5d6ba"
      },
      "source": [
        "svr_pred"
      ],
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([5.57793914, 4.90285036, 3.8717022 , ..., 4.97489095, 7.17243697,\n",
              "       3.71733784])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 25
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "tgSSYF_xwSIP",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        },
        "outputId": "bf3f3bee-0356-4f7e-e671-5de0405a3cd2"
      },
      "source": [
        "forest_pred"
      ],
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([4.60990848, 3.30905816, 3.31056604, ..., 3.96815423, 8.72599926,\n",
              "       3.08890335])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 26
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "6Uyk7XsBxcyV",
        "colab_type": "text"
      },
      "source": [
        "### Generate Submission File:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_JPiN1fAc0wg",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204
        },
        "outputId": "cc649b21-be8b-4f0c-ebf5-2e21335cff9a"
      },
      "source": [
        "sub = pd.DataFrame(columns=['seg_id', 'time_to_failure'])\n",
        "sub['seg_id'] = seg_ids\n",
        "sub['time_to_failure'] = forest_pred\n",
        "sub.head()"
      ],
      "execution_count": 30,
      "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>seg_id</th>\n",
              "      <th>time_to_failure</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>seg_5924f5</td>\n",
              "      <td>4.609908</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>seg_5975f4</td>\n",
              "      <td>3.309058</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>seg_455b16</td>\n",
              "      <td>3.310566</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>seg_7e3b3e</td>\n",
              "      <td>3.698824</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>seg_e5fbc1</td>\n",
              "      <td>2.421940</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "       seg_id  time_to_failure\n",
              "0  seg_5924f5         4.609908\n",
              "0  seg_5975f4         3.309058\n",
              "0  seg_455b16         3.310566\n",
              "0  seg_7e3b3e         3.698824\n",
              "0  seg_e5fbc1         2.421940"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 30
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MPKw4tm2hcjR",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "sub.to_csv('submission_forest_latest.csv', index=False)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qfT09YTNKrqy",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 68
        },
        "outputId": "f73ca661-2863-417b-acf8-815d1d70558a"
      },
      "source": [
        "!ls"
      ],
      "execution_count": 32,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "catboost_info\t       submission_forest_latest.csv  test.zip\n",
            "sample_data\t       submission_svr_latest.csv     train.csv\n",
            "sample_submission.csv  test\t\t\t     train.csv.zip\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xD62wml7KyIj",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}