09-Task-Evaluate_Data/01d3_PRE_VIS_Fixation_Cross_Accuracy_Image.ipynb

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   "source": [
    "# Create Accuracy Images for fixation-cross view\n",
    "Status: Implemented\n",
    " -- Fully automatized"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "import warnings\n",
    "\n",
    "import pandas as pd\n",
    "from tqdm.notebook import tqdm\n",
    "from utils.utils import *\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false,
    "jupyter": {
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    }
   },
   "outputs": [],
   "source": [
    "# get all files from participants\n",
    "folders = get_participant_folder_per_participant()\n",
    "sequence_orders = get_sequence_order_per_participant()\n",
    "assert (set(folders.keys()) == set(sequence_orders.keys()))\n",
    "snippets = {p: list(sequence_orders[p][SNIPPET].values)\n",
    "            for p in sequence_orders}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Generate accuracy images for snippet and fixation crosses"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
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     "text": [
      "----------------------------------------------\n",
      "Participant 003\n",
      "(01/02) Generate fixation cross image for snippet\n"
     ]
    },
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     "text": [
      "(02/02) Adapt exclusion file for snippets without fixation accuracy images\n",
      "{'54-obf-v0': '01d3_PRE_VIS_Fixation_Cross_Accuracy_Image: No fixation data for fixation cross view found.', '60-clean-v0': '01d3_PRE_VIS_Fixation_Cross_Accuracy_Image: No fixation data for fixation cross view found.', '54-obf-v1': '01d3_PRE_VIS_Fixation_Cross_Accuracy_Image: No fixation data for fixation cross view found.'}\n",
      "----------------------------------------------\n",
      "Participant 004\n",
      "(01/02) Generate fixation cross image for snippet\n"
     ]
    },
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     "text": [
      "(02/02) Adapt exclusion file for snippets without fixation accuracy images\n",
      "{'11-clean-v1': '01d3_PRE_VIS_Fixation_Cross_Accuracy_Image: Empty fixation data for fixation cross view.'}\n",
      "----------------------------------------------\n",
      "Participant 005\n",
      "(01/02) Generate fixation cross image for snippet\n"
     ]
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     "text": [
      "(02/02) Adapt exclusion file for snippets without fixation accuracy images\n",
      "{'8-clean-v1': '01d3_PRE_VIS_Fixation_Cross_Accuracy_Image: No fixation data for fixation cross view found.'}\n",
      "----------------------------------------------\n",
      "Participant 007\n",
      "(01/02) Generate fixation cross image for snippet\n"
     ]
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     "text": [
      "(02/02) Adapt exclusion file for snippets without fixation accuracy images\n",
      "----------------------------------------------\n",
      "Participant 008\n",
      "(01/02) Generate fixation cross image for snippet\n"
     ]
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     "text": [
      "(02/02) Adapt exclusion file for snippets without fixation accuracy images\n",
      "{'60-obf-v1': '01d3_PRE_VIS_Fixation_Cross_Accuracy_Image: No fixation data for fixation cross view found.'}\n",
      "----------------------------------------------\n",
      "Participant 009\n",
      "(01/02) Generate fixation cross image for snippet\n"
     ]
    },
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     "text": [
      "(02/02) Adapt exclusion file for snippets without fixation accuracy images\n",
      "----------------------------------------------\n",
      "Participant 010\n",
      "(01/02) Generate fixation cross image for snippet\n"
     ]
    },
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     "text": [
      "(02/02) Adapt exclusion file for snippets without fixation accuracy images\n",
      "{'7-obf-v2': '01d3_PRE_VIS_Fixation_Cross_Accuracy_Image: No fixation data for fixation cross view found.', '60-obf-v2': '01d3_PRE_VIS_Fixation_Cross_Accuracy_Image: No fixation data for fixation cross view found.', '14-clean-v2': '01d3_PRE_VIS_Fixation_Cross_Accuracy_Image: No fixation data for fixation cross view found.', '54-obf-v0': '01d3_PRE_VIS_Fixation_Cross_Accuracy_Image: No fixation data for fixation cross view found.', '60-obf-v1': '01d3_PRE_VIS_Fixation_Cross_Accuracy_Image: No fixation data for fixation cross view found.'}\n",
      "----------------------------------------------\n",
      "Participant 011\n",
      "(01/02) Generate fixation cross image for snippet\n"
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     "text": [
      "(02/02) Adapt exclusion file for snippets without fixation accuracy images\n",
      "{'8-clean-v1': '01d3_PRE_VIS_Fixation_Cross_Accuracy_Image: No fixation data for fixation cross view found.'}\n",
      "----------------------------------------------\n",
      "Participant 012\n",
      "(01/02) Generate fixation cross image for snippet\n"
     ]
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     "text": [
      "(02/02) Adapt exclusion file for snippets without fixation accuracy images\n",
      "{'6-clean-v1': '01d3_PRE_VIS_Fixation_Cross_Accuracy_Image: Empty fixation data for fixation cross view.'}\n",
      "----------------------------------------------\n",
      "Participant 013\n",
      "(01/02) Generate fixation cross image for snippet\n"
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     "text": [
      "(02/02) Adapt exclusion file for snippets without fixation accuracy images\n",
      "{'60-obf-v0': '01d3_PRE_VIS_Fixation_Cross_Accuracy_Image: No fixation data for fixation cross view found.', '54-obf-v1': '01d3_PRE_VIS_Fixation_Cross_Accuracy_Image: No fixation data for fixation cross view found.', '15-obf-v1': '01d3_PRE_VIS_Fixation_Cross_Accuracy_Image: No fixation data for fixation cross view found.', '54-obf-v2': '01d3_PRE_VIS_Fixation_Cross_Accuracy_Image: No fixation data for fixation cross view found.'}\n",
      "----------------------------------------------\n",
      "Participant 014\n",
      "(01/02) Generate fixation cross image for snippet\n"
     ]
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     "text": [
      "(02/02) Adapt exclusion file for snippets without fixation accuracy images\n",
      "{'62-obf-v0': '01d3_PRE_VIS_Fixation_Cross_Accuracy_Image: No fixation data for fixation cross view found.', '54-clean-v1': '01d3_PRE_VIS_Fixation_Cross_Accuracy_Image: No fixation data for fixation cross view found.'}\n",
      "----------------------------------------------\n",
      "Participant 015\n",
      "(01/02) Generate fixation cross image for snippet\n"
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     "text": [
      "(02/02) Adapt exclusion file for snippets without fixation accuracy images\n",
      "----------------------------------------------\n",
      "Participant 016\n",
      "(01/02) Generate fixation cross image for snippet\n"
     ]
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     "text": [
      "(02/02) Adapt exclusion file for snippets without fixation accuracy images\n",
      "----------------------------------------------\n",
      "Participant 017\n",
      "(01/02) Generate fixation cross image for snippet\n"
     ]
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    {
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     "text": [
      "(02/02) Adapt exclusion file for snippets without fixation accuracy images\n",
      "{'49-obf-v1': '01d3_PRE_VIS_Fixation_Cross_Accuracy_Image: No fixation data for fixation cross view found.', '8-clean-v1': '01d3_PRE_VIS_Fixation_Cross_Accuracy_Image: No fixation data for fixation cross view found.', '13-clean-v1': '01d3_PRE_VIS_Fixation_Cross_Accuracy_Image: No fixation data for fixation cross view found.', '17-obf-v1': '01d3_PRE_VIS_Fixation_Cross_Accuracy_Image: No fixation data for fixation cross view found.'}\n",
      "----------------------------------------------\n",
      "Participant 018\n",
      "(01/02) Generate fixation cross image for snippet\n"
     ]
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     "text": [
      "(02/02) Adapt exclusion file for snippets without fixation accuracy images\n",
      "{'7-obf-v1': '01d3_PRE_VIS_Fixation_Cross_Accuracy_Image: No fixation data for fixation cross view found.', '12-obf-v1': '01d3_PRE_VIS_Fixation_Cross_Accuracy_Image: No fixation data for fixation cross view found.', '8-obf-v0': '01d3_PRE_VIS_Fixation_Cross_Accuracy_Image: No fixation data for fixation cross view found.'}\n",
      "----------------------------------------------\n",
      "Participant 019\n",
      "(01/02) Generate fixation cross image for snippet\n"
     ]
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     "text": [
      "(02/02) Adapt exclusion file for snippets without fixation accuracy images\n",
      "{'-clean-v1': '01d3_PRE_VIS_Fixation_Cross_Accuracy_Image: No fixation data for fixation cross view found.', '62-obf-v1': '01d3_PRE_VIS_Fixation_Cross_Accuracy_Image: No fixation data for fixation cross view found.', '13-obf-v1': '01d3_PRE_VIS_Fixation_Cross_Accuracy_Image: No fixation data for fixation cross view found.', '49-clean-v1': '01d3_PRE_VIS_Fixation_Cross_Accuracy_Image: No fixation data for fixation cross view found.', '54-clean-v1': '01d3_PRE_VIS_Fixation_Cross_Accuracy_Image: No fixation data for fixation cross view found.', '6-obf-v2': '01d3_PRE_VIS_Fixation_Cross_Accuracy_Image: No fixation data for fixation cross view found.'}\n",
      "----------------------------------------------\n",
      "Participant 020\n",
      "(01/02) Generate fixation cross image for snippet\n"
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    {
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     "text": [
      "(02/02) Adapt exclusion file for snippets without fixation accuracy images\n",
      "----------------------------------------------\n",
      "Participant 021\n",
      "(01/02) Generate fixation cross image for snippet\n"
     ]
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     "text": [
      "(02/02) Adapt exclusion file for snippets without fixation accuracy images\n",
      "----------------------------------------------\n",
      "Participant 022\n",
      "(01/02) Generate fixation cross image for snippet\n"
     ]
    },
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     "text": [
      "(02/02) Adapt exclusion file for snippets without fixation accuracy images\n",
      "{'6-obf-v2': '01d3_PRE_VIS_Fixation_Cross_Accuracy_Image: No fixation data for fixation cross view found.', '5-obf-v2': '01d3_PRE_VIS_Fixation_Cross_Accuracy_Image: No fixation data for fixation cross view found.', '60-clean-v0': '01d3_PRE_VIS_Fixation_Cross_Accuracy_Image: No fixation data for fixation cross view found.', '18-obf-v1': '01d3_PRE_VIS_Fixation_Cross_Accuracy_Image: Empty fixation data for fixation cross view.'}\n",
      "----------------------------------------------\n",
      "Participant 023\n",
      "(01/02) Generate fixation cross image for snippet\n"
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     "text": [
      "(02/02) Adapt exclusion file for snippets without fixation accuracy images\n",
      "{'10-clean-v2': '01d3_PRE_VIS_Fixation_Cross_Accuracy_Image: No fixation data for fixation cross view found.'}\n",
      "----------------------------------------------\n",
      "Participant 024\n",
      "(01/02) Generate fixation cross image for snippet\n"
     ]
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     "text": [
      "(02/02) Adapt exclusion file for snippets without fixation accuracy images\n",
      "----------------------------------------------\n",
      "Participant 101\n",
      "(01/02) Generate fixation cross image for snippet\n"
     ]
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     "text": [
      "(02/02) Adapt exclusion file for snippets without fixation accuracy images\n",
      "----------------------------------------------\n",
      "Participant 102\n",
      "(01/02) Generate fixation cross image for snippet\n"
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     "text": [
      "(02/02) Adapt exclusion file for snippets without fixation accuracy images\n",
      "{'7-obf-v1': '01d3_PRE_VIS_Fixation_Cross_Accuracy_Image: No fixation data for fixation cross view found.'}\n",
      "----------------------------------------------\n",
      "Participant 106\n",
      "(01/02) Generate fixation cross image for snippet\n"
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   "source": [
    "# Iterate over all participants\n",
    "for participant in tqdm(folders):\n",
    "    print('----------------------------------------------')\n",
    "    print(PARTICIPANT, participant)\n",
    "    successful_image_creation = {}\n",
    "\n",
    "    print('(01/02) Generate fixation cross image for snippet')\n",
    "    for snippet in tqdm(snippets[participant]):\n",
    "        fixation_cross_fixations_path = get_fixations_path(\n",
    "            participant, snippet, fixation_cross=True)\n",
    "        if not fixation_cross_fixations_path.exists():\n",
    "            if not snippet in successful_image_creation:\n",
    "                successful_image_creation[snippet] = ''\n",
    "            successful_image_creation[snippet] += 'No fixation data for fixation cross view found.'\n",
    "            continue\n",
    "        fixation_cross_fixations = pd.read_csv(\n",
    "            fixation_cross_fixations_path, index_col=False, sep=SEPARATOR, dtype={PARTICIPANT: str})\n",
    "        if fixation_cross_fixations.empty:\n",
    "            if not snippet in successful_image_creation:\n",
    "                successful_image_creation[snippet] = ''\n",
    "            successful_image_creation[snippet] += 'Empty fixation data for fixation cross view.'\n",
    "            continue\n",
    "        success_fixation_cross = create_fixation_cross_accuracy_image(\n",
    "            participant, snippet, fixation_cross_fixations)\n",
    "        if not success_fixation_cross:\n",
    "            if not snippet in successful_image_creation:\n",
    "                successful_image_creation[snippet] = ''\n",
    "            successful_image_creation[snippet] += 'Image for fixation cross fixations could not be created.'\n",
    "        del fixation_cross_fixations\n",
    "\n",
    "    print('(02/02) Adapt exclusion file for snippets without fixation accuracy images')\n",
    "    excluded_snippets = {snippet: f'01d3_PRE_VIS_Fixation_Cross_Accuracy_Image: {value}' for snippet,\n",
    "                         value in successful_image_creation.items() if value}\n",
    "    if excluded_snippets:\n",
    "        print(excluded_snippets)\n",
    "        # update_exclusions(participant, SNIPPET, VISUAL, excluded_snippets)"
   ]
  }
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