searchlight.ipynb

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   "cells": [
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Searchlight on fMRI data"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "\n",
      "\n",
      "The original idea of a spatial searchlight algorithm stems from a paper by\n",
      "*Kriegeskorte et al. (2006)*, and has subsequently been used in a\n",
      "number of studies. The most common use for a searchlight is to compute a full\n",
      "cross-validation analysis in each spherical region of interest (ROI) in the\n",
      "brain. This analysis yields a map of (typically) classification accuracies that\n",
      "are often interpreted or post-processed similar to a GLM statistics output map\n",
      "(e.g. subsequent analysis with inferential statistics). In this example we look\n",
      "at how this type of analysis can be conducted in PyMVPA.\n",
      "\n",
      "As always, we first have to import PyMVPA."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from mvpa2.suite import *"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 2
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "\n",
      "\n",
      "As searchlight analyses are usually quite expensive in terms of computational\n",
      "resources, we are going to enable some progress output to entertain us while\n",
      "we are waiting."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# enable debug output for searchlight call\n",
      "if __debug__:\n",
      "    debug.active += [\"SLC\"]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 3
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "\n",
      "\n",
      "The next few calls load an fMRI dataset, while assigning associated class\n",
      "targets and chunks (experiment runs) to each volume in the 4D timeseries.  One\n",
      "aspect is worth mentioning. When loading the fMRI data with\n",
      "[fmri_dataset()](http://pymvpa.org/generated/mvpa2.datasets.mri.fmri_dataset.html#mvpa2-datasets-mri-fmri-dataset) additional feature attributes can be\n",
      "added, by providing a dictionary with names and source pairs to the `add_fa`\n",
      "arguments. In this case we are loading a thresholded zstat-map of a category\n",
      "selectivity contrast for voxels ventral temporal cortex."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# data path\n",
      "datapath = os.path.join(mvpa2.cfg.get('location', 'tutorial data'), 'haxby2001')\n",
      "dataset = load_tutorial_data(\n",
      "        roi='brain',\n",
      "        add_fa={'vt_thr_glm': os.path.join(datapath, 'sub001', 'masks',\n",
      "                                                     'orig', 'vt.nii.gz')})"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "WARNING: Detected incorrect (nan) scl_ fields. Resetting to scl_slope=1.0 and scl_inter=0.0\n",
        " * Please note: warnings are printed only once, but underlying problem might occur many times *\n"
       ]
      }
     ],
     "prompt_number": 4
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "\n",
      "\n",
      "The dataset is now loaded and contains all brain voxels as features, and all\n",
      "volumes as samples. To precondition this data for the intended analysis we have\n",
      "to perform a few preprocessing steps (please note that the data was already\n",
      "motion-corrected). The first step is a chunk-wise (run-wise) removal of linear\n",
      "trends, typically caused by the acquisition equipment."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "poly_detrend(dataset, polyord=1, chunks_attr='chunks')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 5
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "\n",
      "\n",
      "Now that the detrending is done, we can remove parts of the timeseries we\n",
      "are not interested in. For this example we are only considering volumes acquired\n",
      "during a stimulation block with images of houses and scrambled pictures, as well\n",
      "as rest periods (for now). It is important to perform the detrending before\n",
      "this selection, as otherwise the equal spacing of fMRI volumes is no longer\n",
      "guaranteed."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "dataset = dataset[np.array([l in ['rest', 'house', 'scrambledpix']\n",
      "                           for l in dataset.targets], dtype='bool')]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 6
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "\n",
      "\n",
      "The final preprocessing step is data-normalization. This is a required step\n",
      "for many classification algorithms. It scales all features (voxels)\n",
      "into approximately the same range and removes the mean. In this example, we\n",
      "perform a chunk-wise normalization and compute standard deviation and mean for\n",
      "z-scoring based on the volumes corresponding to rest periods in the experiment.\n",
      "The resulting features could be interpreted as being voxel salience relative\n",
      "to 'rest'."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "zscore(dataset, chunks_attr='chunks', param_est=('targets', ['rest']), dtype='float32')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 7
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "\n",
      "\n",
      "After normalization is completed, we no longer need the 'rest'-samples and\n",
      "remove them."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "dataset = dataset[dataset.sa.targets != 'rest']"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 8
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "\n",
      "\n",
      "But now for the interesting part: Next we define the measure that shall be\n",
      "computed for each sphere. Theoretically, this can be anything, but here we\n",
      "choose to compute a full leave-one-out cross-validation using a linear Nu-SVM\n",
      "classifier."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# choose classifier\n",
      "clf = LinearNuSVMC()\n",
      "\n",
      "# setup measure to be computed by Searchlight\n",
      "# cross-validated mean transfer using an N-fold dataset splitter\n",
      "cv = CrossValidation(clf, NFoldPartitioner())"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 9
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "\n",
      "\n",
      "In this example, we do not want to compute full-brain accuracy maps, but\n",
      "instead limit ourselves to a specific subset of voxels. We'll select all voxel\n",
      "that have a non-zero z-stats value in the localizer mask we loaded above, as\n",
      "center coordinates for a searchlight sphere. These spheres will still include\n",
      "voxels that did not pass the threshold. the localizer merely define the\n",
      "location of all to be processed spheres."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# get ids of features that have a nonzero value\n",
      "center_ids = dataset.fa.vt_thr_glm.nonzero()[0]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 10
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "\n",
      "\n",
      "Finally, we can run the searchlight. We'll perform the analysis for three\n",
      "different radii, each time computing an error for each sphere. To achieve this,\n",
      "we simply use the [sphere_searchlight()](http://pymvpa.org/generated/mvpa2.measures.searchlight.sphere_searchlight.html#mvpa2-measures-searchlight-sphere-searchlight) class,\n",
      "which takes any [processing object](http://pymvpa.org/glossary.html#term-processing-object) and a radius as arguments. The\n",
      "[processing object](http://pymvpa.org/glossary.html#term-processing-object) has to compute the intended measure, when called with\n",
      "a dataset. The [sphere_searchlight()](http://pymvpa.org/generated/mvpa2.measures.searchlight.sphere_searchlight.html#mvpa2-measures-searchlight-sphere-searchlight) object\n",
      "will do nothing more than generate small datasets for each sphere, feeding them\n",
      "to the processing object, and storing the result."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# setup plotting parameters (not essential for the analysis itself)\n",
      "plot_args = {\n",
      "    'background' : os.path.join(datapath, 'sub001', 'anatomy', 'highres001.nii.gz'),\n",
      "    'background_mask' : os.path.join(datapath, 'sub001', 'masks', 'orig', 'brain.nii.gz'),\n",
      "    'overlay_mask' : os.path.join(datapath, 'sub001', 'masks', 'orig', 'vt.nii.gz'),\n",
      "    'do_stretch_colors' : False,\n",
      "    'cmap_bg' : 'gray',\n",
      "    'cmap_overlay' : 'autumn', # YlOrRd_r # pl.cm.autumn\n",
      "    'interactive' : cfg.getboolean('examples', 'interactive', True),\n",
      "    }\n",
      "\n",
      "for radius in [0, 1, 3]:\n",
      "    # tell which one we are doing\n",
      "    print \"Running searchlight with radius: %i ...\" % (radius)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Running searchlight with radius: 0 ...\n",
        "Running searchlight with radius: 1 ...\n",
        "Running searchlight with radius: 3 ...\n"
       ]
      }
     ],
     "prompt_number": 11
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "\n",
      "\n",
      "Here we actually setup the spherical searchlight by configuring the\n",
      "radius, and our selection of sphere center coordinates. Moreover, via the\n",
      "`space` argument we can instruct the searchlight which feature attribute\n",
      "shall be used to determine the voxel neighborhood. By default,\n",
      "[fmri_dataset()](http://pymvpa.org/generated/mvpa2.datasets.mri.fmri_dataset.html#mvpa2-datasets-mri-fmri-dataset) creates a corresponding attribute\n",
      "called `voxel_indices`.  Using the `mapper` argument it is possible to\n",
      "post-process the results computed for each sphere. Cross-validation will\n",
      "compute an error value per each fold, but here we are only interested in\n",
      "the mean error across all folds. Finally, on multi-core machines `nproc`\n",
      "can be used to enabled parallelization by setting it to the number of\n",
      "processes utilized by the searchlight (default value of `nproc`=`None` utilizes\n",
      "all available local cores)."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "sl = sphere_searchlight(cv, radius=radius, space='voxel_indices',\n",
      "                             center_ids=center_ids,\n",
      "                             postproc=mean_sample())"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 13
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "\n",
      "\n",
      "Since we care about efficiency, we are stripping all attributes from the\n",
      "dataset that are not required for the searchlight analysis. This will offers\n",
      "some speedup, since it reduces the time that is spent on dataset slicing."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "    ds = dataset.copy(deep=False,\n",
      "                       sa=['targets', 'chunks'],\n",
      "                       fa=['voxel_indices'],\n",
      "                       a=['mapper'])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 14
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "\n",
      "\n",
      "Finally, we actually run the analysis. The result is returned as a\n",
      "dataset. For the upcoming plots, we are transforming the returned error\n",
      "maps into accuracies."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "    sl_map = sl(ds)\n",
      "    sl_map.samples *= -1\n",
      "    sl_map.samples += 1"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "[SLC] DBG:                     Starting computing block for 577 elements\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "[SLC] DBG:                     +0:00:00 _______[0%]_______ -0:06:29  ROI 3076 (1/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                   \r",
        "[SLC] DBG:                     +0:00:00 _______[0%]_______ -0:04:18  ROI 3818 (2/577), 122 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                   \r",
        "[SLC] DBG:                     +0:00:01 _______[1%]_______ -0:03:32  ROI 3819 (3/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                   \r",
        "[SLC] DBG:                     +0:00:01 _______[1%]_______ -0:03:11  ROI 3820 (4/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                   \r",
        "[SLC] DBG:                     +0:00:01 _______[1%]_______ -0:02:56  ROI 3847 (5/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                   \r",
        "[SLC] DBG:                     +0:00:01 _______[1%]_______ -0:02:47  ROI 3848 (6/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                   \r",
        "[SLC] DBG:                     +0:00:02 _______[1%]_______ -0:02:44  ROI 3849 (7/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                   \r",
        "[SLC] DBG:                     +0:00:02 _______[1%]_______ -0:02:46  ROI 3879 (8/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                   \r",
        "[SLC] DBG:                     +0:00:02 _______[2%]_______ -0:02:40  ROI 3942 (9/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                   \r",
        "[SLC] DBG:                     +0:00:02 _______[2%]_______ -0:02:36  ROI 3943 (10/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:02 _______[2%]_______ -0:02:32  ROI 3975 (11/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:03 _______[2%]_______ -0:02:28  ROI 3976 (12/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:03 _______[2%]_______ -0:02:26  ROI 3977 (13/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:03 _______[2%]_______ -0:02:23  ROI 4009 (14/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:03 _______[3%]_______ -0:02:21  ROI 4010 (15/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:03 _______[3%]_______ -0:02:19  ROI 4011 (16/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:04 _______[3%]_______ -0:02:17  ROI 4804 (17/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:04 _______[3%]_______ -0:02:16  ROI 4805 (18/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:04 _______[3%]_______ -0:02:15  ROI 4806 (19/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:04 _______[3%]_______ -0:02:13  ROI 4807 (20/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:05 _______[4%]_______ -0:02:12  ROI 4836 (21/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:05 _______[4%]_______ -0:02:11  ROI 4837 (22/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:05 _______[4%]_______ -0:02:10  ROI 4838 (23/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:05 _______[4%]_______ -0:02:09  ROI 4870 (24/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:05 _______[4%]_______ -0:02:11  ROI 4871 (25/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:06 _______[5%]_______ -0:02:10  ROI 4872 (26/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:06 _______[5%]_______ -0:02:09  ROI 4903 (27/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:06 _______[5%]_______ -0:02:08  ROI 4904 (28/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:06 _______[5%]_______ -0:02:07  ROI 4905 (29/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:07 _______[5%]_______ -0:02:09  ROI 4907 (30/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:07 _______[5%]_______ -0:02:08  ROI 4938 (31/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:07 _______[6%]_______ -0:02:07  ROI 4939 (32/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:07 =_______[6%]______ -0:02:07  ROI 4940 (33/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:07 =_______[6%]______ -0:02:06  ROI 4973 (34/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:08 =_______[6%]______ -0:02:06  ROI 4975 (35/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:08 =_______[6%]______ -0:02:05  ROI 4976 (36/577), 123 features"
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        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:08 =_______[6%]______ -0:02:05  ROI 5009 (37/577), 123 features"
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        "                                                                                                    \r",
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        "                                                                                                    \r",
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        "                                                                                                    \r",
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        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:09 =_______[7%]______ -0:02:03  ROI 5044 (41/577), 123 features"
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        "                                                                                                    \r",
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        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:09 =_______[7%]______ -0:02:02  ROI 5079 (43/577), 123 features"
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        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:10 =_______[8%]______ -0:02:02  ROI 5116 (44/577), 123 features"
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        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:10 =_______[8%]______ -0:02:01  ROI 5867 (45/577), 123 features"
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        "                                                                                                    \r",
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        "                                                                                                    \r",
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        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:10 =_______[8%]______ -0:02:00  ROI 5870 (48/577), 123 features"
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        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:11 =_______[8%]______ -0:01:59  ROI 5898 (49/577), 123 features"
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        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:11 =_______[9%]______ -0:01:59  ROI 5900 (50/577), 123 features"
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        "                                                                                                    \r",
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        "                                                                                                    \r",
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        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:11 =_______[9%]______ -0:01:58  ROI 5903 (53/577), 123 features"
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        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:12 =_______[9%]______ -0:01:57  ROI 5932 (54/577), 123 features"
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        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:12 =_______[10%]_____ -0:01:57  ROI 5933 (55/577), 123 features"
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        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:12 =_______[10%]_____ -0:01:57  ROI 5934 (56/577), 123 features"
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        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:12 =_______[10%]_____ -0:01:56  ROI 5935 (57/577), 123 features"
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        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:13 =_______[10%]_____ -0:01:56  ROI 5936 (58/577), 123 features"
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        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:13 =_______[10%]_____ -0:01:56  ROI 5937 (59/577), 123 features"
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       "text": [
        "\r",
        "                                                                                                    \r",
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      {
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        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:13 =_______[11%]_____ -0:01:55  ROI 5970 (61/577), 123 features"
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      {
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        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:13 =_______[11%]_____ -0:01:55  ROI 5971 (62/577), 123 features"
       ]
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      {
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       "text": [
        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:14 =_______[11%]_____ -0:01:54  ROI 5973 (63/577), 123 features"
       ]
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      {
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        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:14 =_______[11%]_____ -0:01:54  ROI 5974 (64/577), 123 features"
       ]
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      {
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        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:14 ==______[11%]_____ -0:01:54  ROI 6006 (65/577), 123 features"
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        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:14 ==______[11%]_____ -0:01:54  ROI 6007 (66/577), 123 features"
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        "\r",
        "                                                                                                    \r",
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        "\r",
        "                                                                                                    \r",
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      {
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        "\r",
        "                                                                                                    \r",
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        "\r",
        "                                                                                                    \r",
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      {
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        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:15 ==______[12%]_____ -0:01:53  ROI 6080 (71/577), 123 features"
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      {
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        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:16 ==______[12%]_____ -0:01:53  ROI 6117 (72/577), 123 features"
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      },
      {
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       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                    \r",
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      {
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       "stream": "stdout",
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        "\r",
        "                                                                                                    \r",
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      {
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        "\r",
        "                                                                                                    \r",
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      {
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       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:17 ==______[13%]_____ -0:01:53  ROI 6992 (76/577), 123 features"
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      },
      {
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       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:17 ==______[13%]_____ -0:01:53  ROI 6993 (77/577), 123 features"
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      },
      {
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       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:17 ==______[14%]_____ -0:01:52  ROI 6994 (78/577), 123 features"
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      },
      {
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       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:17 ==______[14%]_____ -0:01:52  ROI 6995 (79/577), 123 features"
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      },
      {
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       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:18 ==______[14%]_____ -0:01:51  ROI 6996 (80/577), 123 features"
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      },
      {
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       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:18 ==______[14%]_____ -0:01:51  ROI 6997 (81/577), 123 features"
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      },
      {
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       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:18 ==______[14%]_____ -0:01:50  ROI 7027 (82/577), 123 features"
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      },
      {
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       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:18 ==______[14%]_____ -0:01:50  ROI 7028 (83/577), 123 features"
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      },
      {
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       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:18 ==______[15%]_____ -0:01:49  ROI 7029 (84/577), 123 features"
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      },
      {
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       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:18 ==______[15%]_____ -0:01:49  ROI 7031 (85/577), 123 features"
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      },
      {
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       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:19 ==______[15%]_____ -0:01:49  ROI 7032 (86/577), 123 features"
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      },
      {
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       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:19 ==______[15%]_____ -0:01:48  ROI 7033 (87/577), 123 features"
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      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:19 ==______[15%]_____ -0:01:48  ROI 7063 (88/577), 123 features"
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      {
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       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:19 ==______[15%]_____ -0:01:47  ROI 7064 (89/577), 123 features"
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      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:19 ==______[16%]_____ -0:01:47  ROI 7065 (90/577), 123 features"
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      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:20 ==______[16%]_____ -0:01:47  ROI 7067 (91/577), 123 features"
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      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:20 ==______[16%]_____ -0:01:46  ROI 7068 (92/577), 123 features"
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      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:20 ==______[16%]_____ -0:01:46  ROI 7100 (93/577), 123 features"
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      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:20 ==______[16%]_____ -0:01:45  ROI 7101 (94/577), 123 features"
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      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:20 ==______[16%]_____ -0:01:45  ROI 7102 (95/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:20 ==______[17%]_____ -0:01:45  ROI 7103 (96/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:21 ===______[17%]____ -0:01:44  ROI 7104 (97/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:21 ===______[17%]____ -0:01:44  ROI 7105 (98/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:21 ===______[17%]____ -0:01:44  ROI 7138 (99/577), 123 features"
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      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                    \r",
        "[SLC] DBG:                     +0:00:21 ===______[17%]____ -0:01:43  ROI 7139 (100/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:21 ===______[18%]____ -0:01:43  ROI 7141 (101/577), 123 features"
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      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:22 ===______[18%]____ -0:01:43  ROI 7142 (102/577), 123 features"
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      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:22 ===______[18%]____ -0:01:42  ROI 7176 (103/577), 123 features"
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      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:22 ===______[18%]____ -0:01:42  ROI 7177 (104/577), 123 features"
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      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:22 ===______[18%]____ -0:01:42  ROI 7214 (105/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:22 ===______[18%]____ -0:01:42  ROI 7215 (106/577), 123 features"
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      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:23 ===______[19%]____ -0:01:41  ROI 7216 (107/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:23 ===______[19%]____ -0:01:41  ROI 7252 (108/577), 123 features"
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      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:23 ===______[19%]____ -0:01:41  ROI 7253 (109/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:23 ===______[19%]____ -0:01:40  ROI 7254 (110/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:23 ===______[19%]____ -0:01:40  ROI 7433 (111/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:24 ===______[19%]____ -0:01:40  ROI 7434 (112/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:24 ===______[20%]____ -0:01:39  ROI 7467 (113/577), 123 features"
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      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:24 ===______[20%]____ -0:01:39  ROI 8174 (114/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:24 ===______[20%]____ -0:01:39  ROI 8175 (115/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:24 ===______[20%]____ -0:01:38  ROI 8177 (116/577), 123 features"
       ]
      },
      {
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       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:25 ===______[20%]____ -0:01:38  ROI 8210 (117/577), 123 features"
       ]
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      {
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       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:25 ===______[20%]____ -0:01:38  ROI 8212 (118/577), 123 features"
       ]
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      {
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       "stream": "stdout",
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        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:25 ===______[21%]____ -0:01:37  ROI 8215 (119/577), 123 features"
       ]
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      {
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       "stream": "stdout",
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        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:25 ===______[21%]____ -0:01:37  ROI 8216 (120/577), 123 features"
       ]
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      {
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       "stream": "stdout",
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        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:25 ===______[21%]____ -0:01:37  ROI 8247 (121/577), 123 features"
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      {
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       "stream": "stdout",
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        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:26 ===______[21%]____ -0:01:36  ROI 8248 (122/577), 123 features"
       ]
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      {
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       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:26 ===______[21%]____ -0:01:36  ROI 8249 (123/577), 123 features"
       ]
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      {
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       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:26 ===______[21%]____ -0:01:36  ROI 8251 (124/577), 123 features"
       ]
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      {
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        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:26 ===______[22%]____ -0:01:36  ROI 8252 (125/577), 123 features"
       ]
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      {
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       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:26 ===______[22%]____ -0:01:35  ROI 8284 (126/577), 123 features"
       ]
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      {
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        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:26 ===______[22%]____ -0:01:35  ROI 8285 (127/577), 123 features"
       ]
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      {
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        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:27 ===______[22%]____ -0:01:35  ROI 8286 (128/577), 123 features"
       ]
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      {
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        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:27 ====_____[22%]____ -0:01:34  ROI 8288 (129/577), 123 features"
       ]
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       "stream": "stdout",
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        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:27 ====_____[23%]____ -0:01:34  ROI 8289 (130/577), 123 features"
       ]
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        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:27 ====_____[23%]____ -0:01:34  ROI 8323 (131/577), 123 features"
       ]
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        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:27 ====_____[23%]____ -0:01:34  ROI 8324 (132/577), 123 features"
       ]
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        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:28 ====_____[23%]____ -0:01:33  ROI 8361 (133/577), 123 features"
       ]
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        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:28 ====_____[23%]____ -0:01:33  ROI 8362 (134/577), 123 features"
       ]
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        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:28 ====_____[23%]____ -0:01:33  ROI 8399 (135/577), 123 features"
       ]
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      {
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       "stream": "stdout",
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        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:28 ====_____[24%]____ -0:01:33  ROI 8437 (136/577), 123 features"
       ]
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      {
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        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:28 ====_____[24%]____ -0:01:32  ROI 8438 (137/577), 123 features"
       ]
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      {
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        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:29 ====_____[24%]____ -0:01:32  ROI 8439 (138/577), 123 features"
       ]
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      {
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       "stream": "stdout",
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        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:29 ====_____[24%]____ -0:01:32  ROI 8475 (139/577), 123 features"
       ]
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      {
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       "stream": "stdout",
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        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:29 ====_____[24%]____ -0:01:31  ROI 8476 (140/577), 123 features"
       ]
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      {
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       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:29 ====_____[24%]____ -0:01:31  ROI 8478 (141/577), 123 features"
       ]
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      {
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       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:29 ====_____[25%]____ -0:01:31  ROI 8514 (142/577), 123 features"
       ]
      },
      {
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       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:29 ====_____[25%]____ -0:01:31  ROI 8515 (143/577), 123 features"
       ]
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      {
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       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:30 ====_____[25%]____ -0:01:30  ROI 8516 (144/577), 123 features"
       ]
      },
      {
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       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:30 ====_____[25%]____ -0:01:30  ROI 8551 (145/577), 123 features"
       ]
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      {
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       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:30 ====_____[25%]____ -0:01:30  ROI 8552 (146/577), 123 features"
       ]
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      {
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       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:30 ====_____[25%]____ -0:01:29  ROI 8553 (147/577), 123 features"
       ]
      },
      {
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       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:30 ====_____[26%]____ -0:01:29  ROI 8589 (148/577), 123 features"
       ]
      },
      {
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       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:31 ====_____[26%]____ -0:01:29  ROI 8624 (149/577), 123 features"
       ]
      },
      {
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       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:31 ====_____[26%]____ -0:01:29  ROI 8658 (150/577), 123 features"
       ]
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      {
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       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:31 ====_____[26%]____ -0:01:28  ROI 9418 (151/577), 123 features"
       ]
      },
      {
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       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:31 ====_____[26%]____ -0:01:28  ROI 9419 (152/577), 123 features"
       ]
      },
      {
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       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:31 ====_____[27%]____ -0:01:28  ROI 9421 (153/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:32 ====_____[27%]____ -0:01:27  ROI 9422 (154/577), 123 features"
       ]
      },
      {
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       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:32 ====_____[27%]____ -0:01:27  ROI 9455 (155/577), 123 features"
       ]
      },
      {
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       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:32 ====_____[27%]____ -0:01:27  ROI 9456 (156/577), 123 features"
       ]
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      {
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       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:32 ====_____[27%]____ -0:01:27  ROI 9457 (157/577), 123 features"
       ]
      },
      {
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       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:32 ====_____[27%]____ -0:01:26  ROI 9458 (158/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:32 ====_____[28%]____ -0:01:26  ROI 9493 (159/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:33 ====_____[28%]____ -0:01:26  ROI 9494 (160/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:33 =====_____[28%]___ -0:01:26  ROI 9530 (161/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:33 =====_____[28%]___ -0:01:25  ROI 9531 (162/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:33 =====_____[28%]___ -0:01:25  ROI 9532 (163/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:33 =====_____[28%]___ -0:01:25  ROI 9571 (164/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:34 =====_____[29%]___ -0:01:24  ROI 9612 (165/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:34 =====_____[29%]___ -0:01:24  ROI 9647 (166/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:34 =====_____[29%]___ -0:01:24  ROI 9649 (167/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:34 =====_____[29%]___ -0:01:24  ROI 9650 (168/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:34 =====_____[29%]___ -0:01:23  ROI 9651 (169/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:34 =====_____[29%]___ -0:01:23  ROI 9725 (170/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:35 =====_____[30%]___ -0:01:23  ROI 9727 (171/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:35 =====_____[30%]___ -0:01:23  ROI 9763 (172/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:35 =====_____[30%]___ -0:01:22  ROI 9764 (173/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:35 =====_____[30%]___ -0:01:22  ROI 9765 (174/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:35 =====_____[30%]___ -0:01:22  ROI 9800 (175/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:35 =====_____[31%]___ -0:01:22  ROI 9801 (176/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:36 =====_____[31%]___ -0:01:21  ROI 9802 (177/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:36 =====_____[31%]___ -0:01:21  ROI 9838 (178/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:36 =====_____[31%]___ -0:01:21  ROI 9875 (179/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:36 =====_____[31%]___ -0:01:21  ROI 9910 (180/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                     \r",
        "[SLC] DBG:                     +0:00:36 =====_____[31%]___ -0:01:20  ROI 10705 (181/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:37 =====_____[32%]___ -0:01:20  ROI 10780 (182/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:37 =====_____[32%]___ -0:01:20  ROI 10820 (183/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:37 =====_____[32%]___ -0:01:20  ROI 10857 (184/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:37 =====_____[32%]___ -0:01:19  ROI 10858 (185/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:37 =====_____[32%]___ -0:01:19  ROI 10859 (186/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:37 =====_____[32%]___ -0:01:19  ROI 10860 (187/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:38 =====_____[33%]___ -0:01:18  ROI 10896 (188/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:38 =====_____[33%]___ -0:01:18  ROI 10897 (189/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:38 =====_____[33%]___ -0:01:18  ROI 10898 (190/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:38 =====_____[33%]___ -0:01:18  ROI 10899 (191/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:38 =====_____[33%]___ -0:01:17  ROI 10936 (192/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:39 ======____[33%]___ -0:01:17  ROI 10937 (193/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:39 ======____[34%]___ -0:01:17  ROI 10938 (194/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:39 ======____[34%]___ -0:01:17  ROI 10975 (195/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:39 ======____[34%]___ -0:01:17  ROI 10976 (196/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:39 ======____[34%]___ -0:01:16  ROI 10978 (197/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:39 ======____[34%]___ -0:01:16  ROI 11013 (198/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:40 ======____[34%]___ -0:01:16  ROI 11014 (199/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:40 ======____[35%]___ -0:01:16  ROI 11051 (200/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:40 ======____[35%]___ -0:01:15  ROI 11052 (201/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:40 ======____[35%]___ -0:01:15  ROI 11053 (202/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:40 ======____[35%]___ -0:01:15  ROI 11089 (203/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:41 ======____[35%]___ -0:01:15  ROI 11090 (204/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:41 ======____[36%]___ -0:01:14  ROI 11129 (205/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:41 ======____[36%]___ -0:01:14  ROI 11164 (206/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:41 ======____[36%]___ -0:01:14  ROI 12016 (207/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:41 ======____[36%]___ -0:01:14  ROI 12093 (208/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:41 ======____[36%]___ -0:01:13  ROI 12096 (209/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:42 ======____[36%]___ -0:01:13  ROI 12130 (210/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:42 ======____[37%]___ -0:01:13  ROI 12131 (211/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:42 ======____[37%]___ -0:01:13  ROI 12132 (212/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:42 ======____[37%]___ -0:01:12  ROI 12169 (213/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:42 ======____[37%]___ -0:01:12  ROI 12170 (214/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:43 ======____[37%]___ -0:01:12  ROI 12171 (215/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:43 ======____[37%]___ -0:01:12  ROI 12208 (216/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:43 ======____[38%]___ -0:01:12  ROI 12209 (217/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:43 ======____[38%]___ -0:01:11  ROI 12210 (218/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:43 ======____[38%]___ -0:01:11  ROI 12211 (219/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:43 ======____[38%]___ -0:01:11  ROI 12248 (220/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:44 ======____[38%]___ -0:01:11  ROI 12250 (221/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:44 ======____[38%]___ -0:01:10  ROI 12251 (222/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:44 ======____[39%]___ -0:01:10  ROI 12289 (223/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:44 ======____[39%]___ -0:01:10  ROI 12290 (224/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:44 =======____[39%]__ -0:01:10  ROI 12330 (225/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:45 =======____[39%]__ -0:01:09  ROI 12367 (226/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:45 =======____[39%]__ -0:01:09  ROI 12405 (227/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:45 =======____[40%]__ -0:01:09  ROI 12445 (228/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:45 =======____[40%]__ -0:01:09  ROI 12480 (229/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:45 =======____[40%]__ -0:01:09  ROI 12516 (230/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:45 =======____[40%]__ -0:01:08  ROI 13402 (231/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:46 =======____[40%]__ -0:01:08  ROI 13403 (232/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:46 =======____[40%]__ -0:01:08  ROI 13404 (233/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:46 =======____[41%]__ -0:01:08  ROI 13441 (234/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:46 =======____[41%]__ -0:01:07  ROI 13480 (235/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:46 =======____[41%]__ -0:01:07  ROI 13481 (236/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:47 =======____[41%]__ -0:01:07  ROI 13482 (237/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:47 =======____[41%]__ -0:01:07  ROI 13484 (238/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:47 =======____[41%]__ -0:01:07  ROI 13519 (239/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:47 =======____[42%]__ -0:01:06  ROI 13520 (240/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:47 =======____[42%]__ -0:01:06  ROI 13521 (241/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:47 =======____[42%]__ -0:01:06  ROI 13523 (242/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:48 =======____[42%]__ -0:01:06  ROI 13524 (243/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:48 =======____[42%]__ -0:01:05  ROI 13560 (244/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:48 =======____[42%]__ -0:01:05  ROI 13561 (245/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:48 =======____[43%]__ -0:01:05  ROI 13563 (246/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:48 =======____[43%]__ -0:01:05  ROI 13600 (247/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:49 =======____[43%]__ -0:01:05  ROI 13602 (248/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:49 =======____[43%]__ -0:01:04  ROI 13640 (249/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:49 =======____[43%]__ -0:01:04  ROI 13760 (250/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:49 =======____[44%]__ -0:01:04  ROI 14740 (251/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:49 =======____[44%]__ -0:01:04  ROI 14778 (252/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:49 =======____[44%]__ -0:01:03  ROI 14779 (253/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:50 =======____[44%]__ -0:01:03  ROI 14816 (254/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:50 =======____[44%]__ -0:01:03  ROI 14817 (255/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:50 =======____[44%]__ -0:01:03  ROI 14856 (256/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:50 ========___[45%]__ -0:01:03  ROI 14859 (257/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:50 ========___[45%]__ -0:01:02  ROI 14895 (258/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:51 ========___[45%]__ -0:01:02  ROI 14896 (259/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:51 ========___[45%]__ -0:01:02  ROI 14898 (260/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:51 ========___[45%]__ -0:01:02  ROI 14899 (261/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:51 ========___[45%]__ -0:01:01  ROI 14936 (262/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:51 ========___[46%]__ -0:01:01  ROI 14977 (263/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:51 ========___[46%]__ -0:01:01  ROI 15016 (264/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:52 ========___[46%]__ -0:01:01  ROI 15017 (265/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:52 ========___[46%]__ -0:01:01  ROI 15019 (266/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:52 ========___[46%]__ -0:01:00  ROI 15057 (267/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:52 ========___[46%]__ -0:01:00  ROI 16134 (268/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:52 ========___[47%]__ -0:01:00  ROI 16173 (269/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:53 ========___[47%]__ -0:01:00  ROI 16293 (270/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:53 ========___[47%]__ -0:01:00  ROI 16333 (271/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:53 ========___[47%]__ -0:00:59  ROI 16373 (272/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:53 ========___[47%]__ -0:00:59  ROI 16374 (273/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:53 ========___[47%]__ -0:00:59  ROI 16414 (274/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:53 ========___[48%]__ -0:00:59  ROI 16415 (275/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:54 ========___[48%]__ -0:00:59  ROI 17539 (276/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:54 ========___[48%]__ -0:00:58  ROI 17541 (277/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:54 ========___[48%]__ -0:00:58  ROI 17579 (278/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:54 ========___[48%]__ -0:00:58  ROI 17615 (279/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:54 ========___[49%]__ -0:00:58  ROI 17694 (280/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:55 ========___[49%]__ -0:00:57  ROI 18948 (281/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:55 ========___[49%]__ -0:00:57  ROI 18986 (282/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:55 ========___[49%]__ -0:00:57  ROI 21765 (283/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:55 ========___[49%]__ -0:00:57  ROI 21920 (284/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:55 ========___[49%]__ -0:00:57  ROI 23106 (285/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:55 ========___[50%]__ -0:00:56  ROI 23145 (286/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:56 ========___[50%]__ -0:00:56  ROI 23184 (287/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:56 ========___[50%]__ -0:00:56  ROI 23222 (288/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:56 ==[50%]==_________ -0:00:56  ROI 23260 (289/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:56 ==[50%]==_________ -0:00:56  ROI 23261 (290/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:56 ==[50%]==_________ -0:00:55  ROI 23262 (291/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:57 ==[51%]==_________ -0:00:55  ROI 23301 (292/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:57 ==[51%]==_________ -0:00:55  ROI 24597 (293/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:57 ==[51%]==_________ -0:00:55  ROI 24635 (294/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:57 ==[51%]==_________ -0:00:55  ROI 24636 (295/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:57 ==[51%]==_________ -0:00:54  ROI 24675 (296/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:57 ==[51%]==_________ -0:00:54  ROI 24676 (297/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:58 ==[52%]==_________ -0:00:54  ROI 24716 (298/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:58 ==[52%]==_________ -0:00:54  ROI 24759 (299/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:58 ==[52%]==_________ -0:00:54  ROI 25844 (300/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:58 ==[52%]==_________ -0:00:53  ROI 25881 (301/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:58 ==[52%]==_________ -0:00:53  ROI 25920 (302/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:59 ==[53%]==_________ -0:00:53  ROI 25923 (303/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:59 ==[53%]==_________ -0:00:53  ROI 25961 (304/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:59 ==[53%]==_________ -0:00:53  ROI 25962 (305/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:59 ==[53%]==_________ -0:00:52  ROI 26000 (306/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:59 ==[53%]==_________ -0:00:52  ROI 26001 (307/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:00:59 ==[53%]==_________ -0:00:52  ROI 26039 (308/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:00 ==[54%]==_________ -0:00:52  ROI 26076 (309/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:00 ==[54%]==_________ -0:00:51  ROI 26078 (310/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:00 ==[54%]==_________ -0:00:51  ROI 26079 (311/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:00 ==[54%]==_________ -0:00:51  ROI 26119 (312/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:00 ==[54%]==_________ -0:00:51  ROI 26243 (313/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:01 ==[54%]==_________ -0:00:51  ROI 27189 (314/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:01 ==[55%]==_________ -0:00:50  ROI 27190 (315/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:01 ==[55%]==_________ -0:00:50  ROI 27226 (316/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:01 ==[55%]==_________ -0:00:50  ROI 27303 (317/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:01 ==[55%]==_________ -0:00:50  ROI 27304 (318/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:01 ==[55%]==_________ -0:00:50  ROI 27341 (319/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:02 ==[55%]==_________ -0:00:49  ROI 27342 (320/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:02 ===[56%]==________ -0:00:49  ROI 27380 (321/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:02 ===[56%]==________ -0:00:49  ROI 27457 (322/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:02 ===[56%]==________ -0:00:49  ROI 27540 (323/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:02 ===[56%]==________ -0:00:49  ROI 27583 (324/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:03 ===[56%]==________ -0:00:48  ROI 28501 (325/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:03 ===[56%]==________ -0:00:48  ROI 28539 (326/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:03 ===[57%]==________ -0:00:48  ROI 28576 (327/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:03 ===[57%]==________ -0:00:48  ROI 28577 (328/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:03 ===[57%]==________ -0:00:48  ROI 28614 (329/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:03 ===[57%]==________ -0:00:47  ROI 28615 (330/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:04 ===[57%]==________ -0:00:47  ROI 28652 (331/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:04 ===[58%]==________ -0:00:47  ROI 28653 (332/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:04 ===[58%]==________ -0:00:47  ROI 28654 (333/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:04 ===[58%]==________ -0:00:47  ROI 28655 (334/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:04 ===[58%]==________ -0:00:46  ROI 28690 (335/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:05 ===[58%]==________ -0:00:46  ROI 28691 (336/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:05 ===[58%]==________ -0:00:46  ROI 28692 (337/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:05 ===[59%]==________ -0:00:46  ROI 28693 (338/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:05 ===[59%]==________ -0:00:46  ROI 28728 (339/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:05 ===[59%]==________ -0:00:45  ROI 28729 (340/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:05 ===[59%]==________ -0:00:45  ROI 28730 (341/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:06 ===[59%]==________ -0:00:45  ROI 28731 (342/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:06 ===[59%]==________ -0:00:45  ROI 28732 (343/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:06 ===[60%]==________ -0:00:45  ROI 28767 (344/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:06 ===[60%]==________ -0:00:44  ROI 28768 (345/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:06 ===[60%]==________ -0:00:44  ROI 28769 (346/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:06 ===[60%]==________ -0:00:44  ROI 28804 (347/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:07 ===[60%]==________ -0:00:44  ROI 28805 (348/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:07 ===[60%]==________ -0:00:43  ROI 28807 (349/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:07 ===[61%]==________ -0:00:43  ROI 28843 (350/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:07 ===[61%]==________ -0:00:43  ROI 28844 (351/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:07 ===[61%]==________ -0:00:43  ROI 28845 (352/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:08 ===[61%]===_______ -0:00:43  ROI 28847 (353/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:08 ===[61%]===_______ -0:00:42  ROI 28884 (354/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:08 ===[62%]===_______ -0:00:42  ROI 29768 (355/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:08 ===[62%]===_______ -0:00:42  ROI 29770 (356/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:08 ===[62%]===_______ -0:00:42  ROI 29841 (357/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:08 ===[62%]===_______ -0:00:42  ROI 29842 (358/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:09 ===[62%]===_______ -0:00:41  ROI 29843 (359/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:09 ===[62%]===_______ -0:00:41  ROI 29878 (360/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:09 ===[63%]===_______ -0:00:41  ROI 29879 (361/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:09 ===[63%]===_______ -0:00:41  ROI 29880 (362/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:09 ===[63%]===_______ -0:00:41  ROI 29916 (363/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:10 ===[63%]===_______ -0:00:40  ROI 29917 (364/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:10 ===[63%]===_______ -0:00:40  ROI 29918 (365/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:10 ===[63%]===_______ -0:00:40  ROI 29919 (366/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:10 ===[64%]===_______ -0:00:40  ROI 29954 (367/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:10 ===[64%]===_______ -0:00:40  ROI 29955 (368/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:10 ===[64%]===_______ -0:00:39  ROI 29957 (369/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:11 ===[64%]===_______ -0:00:39  ROI 29993 (370/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:11 ===[64%]===_______ -0:00:39  ROI 29995 (371/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:11 ===[64%]===_______ -0:00:39  ROI 29996 (372/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:11 ===[65%]===_______ -0:00:39  ROI 30030 (373/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:11 ===[65%]===_______ -0:00:38  ROI 30031 (374/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:12 ===[65%]===_______ -0:00:38  ROI 30032 (375/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:12 ===[65%]===_______ -0:00:38  ROI 30033 (376/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:12 ===[65%]===_______ -0:00:38  ROI 30034 (377/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:12 ===[66%]===_______ -0:00:38  ROI 30068 (378/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:12 ===[66%]===_______ -0:00:38  ROI 30069 (379/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:12 ===[66%]===_______ -0:00:37  ROI 30070 (380/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:13 ===[66%]===_______ -0:00:37  ROI 30071 (381/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:13 ===[66%]===_______ -0:00:37  ROI 30105 (382/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:13 ===[66%]===_______ -0:00:37  ROI 30106 (383/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:13 ===[67%]===_______ -0:00:37  ROI 30107 (384/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:13 ====[67%]===______ -0:00:36  ROI 30108 (385/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:13 ====[67%]===______ -0:00:36  ROI 30143 (386/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:14 ====[67%]===______ -0:00:36  ROI 30178 (387/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:14 ====[67%]===______ -0:00:36  ROI 30989 (388/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:14 ====[67%]===______ -0:00:36  ROI 30990 (389/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:14 ====[68%]===______ -0:00:35  ROI 30991 (390/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:14 ====[68%]===______ -0:00:35  ROI 31026 (391/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:15 ====[68%]===______ -0:00:35  ROI 31096 (392/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:15 ====[68%]===______ -0:00:35  ROI 31097 (393/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:15 ====[68%]===______ -0:00:35  ROI 31098 (394/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:15 ====[68%]===______ -0:00:34  ROI 31099 (395/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:15 ====[69%]===______ -0:00:34  ROI 31134 (396/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:16 ====[69%]===______ -0:00:34  ROI 31135 (397/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:16 ====[69%]===______ -0:00:34  ROI 31136 (398/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:16 ====[69%]===______ -0:00:34  ROI 31170 (399/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:16 ====[69%]===______ -0:00:33  ROI 31171 (400/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:16 ====[69%]===______ -0:00:33  ROI 31173 (401/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:16 ====[70%]===______ -0:00:33  ROI 31208 (402/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:17 ====[70%]===______ -0:00:33  ROI 31209 (403/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:17 ====[70%]===______ -0:00:33  ROI 31210 (404/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:17 ====[70%]===______ -0:00:32  ROI 31211 (405/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:17 ====[70%]===______ -0:00:32  ROI 31212 (406/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:17 ====[71%]===______ -0:00:32  ROI 31245 (407/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:18 ====[71%]===______ -0:00:32  ROI 31246 (408/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:18 ====[71%]===______ -0:00:32  ROI 31248 (409/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:18 ====[71%]===______ -0:00:31  ROI 31249 (410/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:18 ====[71%]===______ -0:00:31  ROI 31283 (411/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:18 ====[71%]===______ -0:00:31  ROI 31284 (412/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:18 ====[72%]===______ -0:00:31  ROI 31285 (413/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:19 ====[72%]===______ -0:00:31  ROI 31286 (414/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:19 ====[72%]===______ -0:00:30  ROI 31287 (415/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:19 ====[72%]===______ -0:00:30  ROI 31320 (416/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:19 ====[72%]====_____ -0:00:30  ROI 31321 (417/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:19 ====[72%]====_____ -0:00:30  ROI 31323 (418/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:19 ====[73%]====_____ -0:00:30  ROI 31325 (419/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:20 ====[73%]====_____ -0:00:29  ROI 31358 (420/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:20 ====[73%]====_____ -0:00:29  ROI 31395 (421/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:20 ====[73%]====_____ -0:00:29  ROI 31429 (422/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:20 ====[73%]====_____ -0:00:29  ROI 31431 (423/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:20 ====[73%]====_____ -0:00:29  ROI 32160 (424/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:21 ====[74%]====_____ -0:00:28  ROI 32161 (425/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:21 ====[74%]====_____ -0:00:28  ROI 32194 (426/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:21 ====[74%]====_____ -0:00:28  ROI 32196 (427/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:21 ====[74%]====_____ -0:00:28  ROI 32197 (428/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:21 ====[74%]====_____ -0:00:28  ROI 32230 (429/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:21 ====[75%]====_____ -0:00:28  ROI 32231 (430/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:22 ====[75%]====_____ -0:00:27  ROI 32233 (431/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:22 ====[75%]====_____ -0:00:27  ROI 32234 (432/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:22 ====[75%]====_____ -0:00:27  ROI 32266 (433/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:22 ====[75%]====_____ -0:00:27  ROI 32267 (434/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:22 ====[75%]====_____ -0:00:27  ROI 32270 (435/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:23 ====[76%]====_____ -0:00:26  ROI 32302 (436/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:23 ====[76%]====_____ -0:00:26  ROI 32303 (437/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:23 ====[76%]====_____ -0:00:26  ROI 32305 (438/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:23 ====[76%]====_____ -0:00:26  ROI 32339 (439/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:23 ====[76%]====_____ -0:00:26  ROI 32340 (440/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:23 ====[76%]====_____ -0:00:25  ROI 32342 (441/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:24 ====[77%]====_____ -0:00:25  ROI 32376 (442/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:24 ====[77%]====_____ -0:00:25  ROI 32377 (443/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:24 ====[77%]====_____ -0:00:25  ROI 32414 (444/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:24 ====[77%]====_____ -0:00:25  ROI 32450 (445/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:24 ====[77%]====_____ -0:00:24  ROI 32451 (446/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:25 ====[77%]====_____ -0:00:24  ROI 32489 (447/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:25 ====[78%]====_____ -0:00:24  ROI 32491 (448/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:25 =====[78%]====____ -0:00:24  ROI 32528 (449/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:25 =====[78%]====____ -0:00:24  ROI 32596 (450/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:25 =====[78%]====____ -0:00:23  ROI 32597 (451/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:25 =====[78%]====____ -0:00:23  ROI 32627 (452/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:26 =====[79%]====____ -0:00:23  ROI 32628 (453/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:26 =====[79%]====____ -0:00:23  ROI 33294 (454/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:26 =====[79%]====____ -0:00:23  ROI 33295 (455/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:26 =====[79%]====____ -0:00:23  ROI 33326 (456/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:26 =====[79%]====____ -0:00:22  ROI 33327 (457/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:27 =====[79%]====____ -0:00:22  ROI 33329 (458/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:27 =====[80%]====____ -0:00:22  ROI 33330 (459/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:27 =====[80%]====____ -0:00:22  ROI 33360 (460/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:27 =====[80%]====____ -0:00:22  ROI 33361 (461/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:27 =====[80%]====____ -0:00:21  ROI 33362 (462/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:27 =====[80%]====____ -0:00:21  ROI 33364 (463/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:28 =====[80%]====____ -0:00:21  ROI 33365 (464/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:28 =====[81%]====____ -0:00:21  ROI 33396 (465/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:28 =====[81%]====____ -0:00:21  ROI 33397 (466/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:28 =====[81%]====____ -0:00:20  ROI 33399 (467/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:28 =====[81%]====____ -0:00:20  ROI 33400 (468/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:29 =====[81%]====____ -0:00:20  ROI 33431 (469/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:29 =====[81%]====____ -0:00:20  ROI 33432 (470/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:29 =====[82%]====____ -0:00:20  ROI 33434 (471/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:29 =====[82%]====____ -0:00:19  ROI 33435 (472/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:29 =====[82%]====____ -0:00:19  ROI 33467 (473/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:30 =====[82%]====____ -0:00:19  ROI 33468 (474/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:30 =====[82%]====____ -0:00:19  ROI 33469 (475/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:30 =====[82%]====____ -0:00:19  ROI 33503 (476/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:30 =====[83%]====____ -0:00:18  ROI 33504 (477/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:30 =====[83%]====____ -0:00:18  ROI 33505 (478/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:30 =====[83%]====____ -0:00:18  ROI 33506 (479/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:31 =====[83%]====____ -0:00:18  ROI 33539 (480/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:31 =====[83%]=====___ -0:00:18  ROI 33540 (481/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:31 =====[84%]=====___ -0:00:18  ROI 33541 (482/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:31 =====[84%]=====___ -0:00:17  ROI 33542 (483/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:31 =====[84%]=====___ -0:00:17  ROI 33576 (484/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:32 =====[84%]=====___ -0:00:17  ROI 33577 (485/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:32 =====[84%]=====___ -0:00:17  ROI 33578 (486/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:32 =====[84%]=====___ -0:00:17  ROI 33580 (487/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:32 =====[85%]=====___ -0:00:16  ROI 33614 (488/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:32 =====[85%]=====___ -0:00:16  ROI 33616 (489/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:32 =====[85%]=====___ -0:00:16  ROI 34366 (490/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:33 =====[85%]=====___ -0:00:16  ROI 34367 (491/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:33 =====[85%]=====___ -0:00:16  ROI 34368 (492/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:33 =====[85%]=====___ -0:00:15  ROI 34398 (493/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:33 =====[86%]=====___ -0:00:15  ROI 34399 (494/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:33 =====[86%]=====___ -0:00:15  ROI 34400 (495/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:34 =====[86%]=====___ -0:00:15  ROI 34401 (496/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:34 =====[86%]=====___ -0:00:15  ROI 34428 (497/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:34 =====[86%]=====___ -0:00:14  ROI 34429 (498/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:34 =====[86%]=====___ -0:00:14  ROI 34431 (499/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:34 =====[87%]=====___ -0:00:14  ROI 34432 (500/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:34 =====[87%]=====___ -0:00:14  ROI 34433 (501/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:35 =====[87%]=====___ -0:00:14  ROI 34434 (502/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:35 =====[87%]=====___ -0:00:14  ROI 34465 (503/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:35 =====[87%]=====___ -0:00:13  ROI 34466 (504/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:35 =====[88%]=====___ -0:00:13  ROI 34467 (505/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:35 =====[88%]=====___ -0:00:13  ROI 34498 (506/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:36 =====[88%]=====___ -0:00:13  ROI 34499 (507/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:36 =====[88%]=====___ -0:00:13  ROI 34501 (508/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:36 =====[88%]=====___ -0:00:12  ROI 34502 (509/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:36 =====[88%]=====___ -0:00:12  ROI 34534 (510/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:36 =====[89%]=====___ -0:00:12  ROI 34535 (511/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:37 =====[89%]=====___ -0:00:12  ROI 34537 (512/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:37 ======[89%]=====__ -0:00:12  ROI 34570 (513/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:37 ======[89%]=====__ -0:00:11  ROI 34603 (514/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:37 ======[89%]=====__ -0:00:11  ROI 34605 (515/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:37 ======[89%]=====__ -0:00:11  ROI 34640 (516/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:37 ======[90%]=====__ -0:00:11  ROI 34673 (517/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:38 ======[90%]=====__ -0:00:11  ROI 35384 (518/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:38 ======[90%]=====__ -0:00:10  ROI 35386 (519/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:38 ======[90%]=====__ -0:00:10  ROI 35413 (520/577), 122 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:38 ======[90%]=====__ -0:00:10  ROI 35414 (521/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:38 ======[90%]=====__ -0:00:10  ROI 35415 (522/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:39 ======[91%]=====__ -0:00:10  ROI 35416 (523/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:39 ======[91%]=====__ -0:00:10  ROI 35417 (524/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:39 ======[91%]=====__ -0:00:09  ROI 35444 (525/577), 122 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:39 ======[91%]=====__ -0:00:09  ROI 35445 (526/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:39 ======[91%]=====__ -0:00:09  ROI 35447 (527/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:39 ======[92%]=====__ -0:00:09  ROI 35448 (528/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:40 ======[92%]=====__ -0:00:09  ROI 35449 (529/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:40 ======[92%]=====__ -0:00:08  ROI 35450 (530/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:40 ======[92%]=====__ -0:00:08  ROI 35478 (531/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:40 ======[92%]=====__ -0:00:08  ROI 35480 (532/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:41 ======[92%]=====__ -0:00:08  ROI 35481 (533/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:41 ======[93%]=====__ -0:00:08  ROI 35482 (534/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:41 ======[93%]=====__ -0:00:07  ROI 35511 (535/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:41 ======[93%]=====__ -0:00:07  ROI 35513 (536/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:41 ======[93%]=====__ -0:00:07  ROI 35514 (537/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:41 ======[93%]=====__ -0:00:07  ROI 35515 (538/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:42 ======[93%]=====__ -0:00:07  ROI 35516 (539/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:42 ======[94%]=====__ -0:00:07  ROI 35546 (540/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:42 ======[94%]=====__ -0:00:06  ROI 35547 (541/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:42 ======[94%]=====__ -0:00:06  ROI 35548 (542/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:42 ======[94%]=====__ -0:00:06  ROI 35549 (543/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:43 ======[94%]=====__ -0:00:06  ROI 35580 (544/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:43 ======[94%]======_ -0:00:06  ROI 35581 (545/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:43 ======[95%]======_ -0:00:05  ROI 35582 (546/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:43 ======[95%]======_ -0:00:05  ROI 35583 (547/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:43 ======[95%]======_ -0:00:05  ROI 35615 (548/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:44 ======[95%]======_ -0:00:05  ROI 35616 (549/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:44 ======[95%]======_ -0:00:05  ROI 35683 (550/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:44 ======[95%]======_ -0:00:04  ROI 35715 (551/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:44 ======[96%]======_ -0:00:04  ROI 35745 (552/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:44 ======[96%]======_ -0:00:04  ROI 36324 (553/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:45 ======[96%]======_ -0:00:04  ROI 36354 (554/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:45 ======[96%]======_ -0:00:04  ROI 36382 (555/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:45 ======[96%]======_ -0:00:03  ROI 36384 (556/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:45 ======[97%]======_ -0:00:03  ROI 36414 (557/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:45 ======[97%]======_ -0:00:03  ROI 36415 (558/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:45 ======[97%]======_ -0:00:03  ROI 36446 (559/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:46 ======[97%]======_ -0:00:03  ROI 36447 (560/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:46 ======[97%]======_ -0:00:03  ROI 36479 (561/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:46 ======[97%]======_ -0:00:02  ROI 36480 (562/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:46 ======[98%]======_ -0:00:02  ROI 36481 (563/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:46 ======[98%]======_ -0:00:02  ROI 36513 (564/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:47 ======[98%]======_ -0:00:02  ROI 36514 (565/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:47 ======[98%]======_ -0:00:02  ROI 36578 (566/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:47 ======[98%]======_ -0:00:01  ROI 36609 (567/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:47 ======[98%]======_ -0:00:01  ROI 37207 (568/577), 121 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:47 ======[99%]======_ -0:00:01  ROI 37208 (569/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:48 ======[99%]======_ -0:00:01  ROI 37235 (570/577), 122 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:48 ======[99%]======_ -0:00:01  ROI 37236 (571/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:48 ======[99%]======_ -0:00:00  ROI 37263 (572/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:48 ======[99%]======_ -0:00:00  ROI 37264 (573/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:48 ======[99%]======_ -0:00:00  ROI 37293 (574/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:49 ======[100%]=====_ -0:00:00  ROI 37322 (575/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:49 ======[100%]=====_ -0:00:00  ROI 37353 (576/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "                                                                                                      \r",
        "[SLC] DBG:                     +0:01:49 ======[100%]====== 0:00:00  ROI 37354 (577/577), 123 features"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "[SLC] DBG:                      hstacking 577 results of shape (12, 1)\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "[SLC] DBG:                      hstacked shape (12, 577)\n"
       ]
      }
     ],
     "prompt_number": 15
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "\n",
      "\n",
      "The result dataset is fully aware of the original dataspace. Using this\n",
      "information we can map the 1D accuracy maps back into \"brain-space\" (using\n",
      "NIfTI image header information from the original input timeseries."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "    niftiresults = map2nifti(sl_map, imghdr=dataset.a.imghdr)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 16
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "\n",
      "\n",
      "PyMVPA comes with a convenient plotting function to visualize the\n",
      "searchlight maps. We are only looking at fMRI slices that are covered\n",
      "by the mask of ventral temproal cortex."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "     fig = pl.figure(figsize=(12, 4), facecolor='white')\n",
      "     subfig = plot_lightbox(overlay=niftiresults,\n",
      "                            vlim=(0.5, None), slices=range(23,31),\n",
      "                            fig=fig, **plot_args)\n",
      "     pl.title('Accuracy distribution for radius %i' % radius)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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jWCxSKBSIRqPs2rWLxsZGNE0jGo2ye/duxowZQ2VlJZdeemmZIxSjiWwLFGVx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\nR0dHhg8fzqlTpxqsKSkp4dixYyQkJFjb3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       "text": [
        "<matplotlib.figure.Figure at 0x7f07f53c0c50>"
       ]
      },
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 17,
       "text": [
        "<matplotlib.text.Text at 0x7f07f4af3350>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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       "text": [
        "<matplotlib.figure.Figure at 0x7f07f4c73710>"
       ]
      }
     ],
     "prompt_number": 17
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "\n",
      "\n",
      "The following figures show the resulting accuracy maps for the slices\n",
      "covered by the ventral temporal cortex mask. Note that each voxel value\n",
      "represents the accuracy of a sphere centered around this voxel.\n",
      "\n",
      "\\[Visit [http://pymvpa.org/examples/searchlight.html](http://pymvpa.org/examples/searchlight.html) to view this figure\\]\n",
      "\n",
      "\\[Visit [http://pymvpa.org/examples/searchlight.html](http://pymvpa.org/examples/searchlight.html) to view this figure\\]\n",
      "\n",
      "\\[Visit [http://pymvpa.org/examples/searchlight.html](http://pymvpa.org/examples/searchlight.html) to view this figure\\]\n",
      "\n",
      "With radius 0 (only the center voxel is part of the part the sphere) there is a\n",
      "clear distinction between two distributions. The *chance distribution*,\n",
      "relatively symetric and centered around the expected chance-performance at 50%.\n",
      "The second distribution, presumambly of voxels with univariate signal, is nicely\n",
      "segregated from that. Increasing the searchlight size significantly blurrs the\n",
      "accuracy map, but also lead to an increase in classification accuracy."
     ]
    }
   ],
   "metadata": {}
  }
 ]
}